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@@ -0,0 +1,1527 @@
+1
+00:00:05,580 --> 00:00:09,320
+طيب صباح الخير يا بنات، اليوم إن شاء الله بدنا نكمل
+
+2
+00:00:09,320 --> 00:00:14,040
+في
+
+3
+00:00:14,040 --> 00:00:20,640
+المحاضرة الثالثة، بعد ما عرفنا إيش هو الـ AI وشوفنا
+
+4
+00:00:20,640 --> 00:00:24,780
+إيش هي الحالة الموجودة عندنا، تمام؟ طبعًا الخلاصة
+
+5
+00:00:24,780 --> 00:00:28,320
+في الـ state of the art زي ما ذكرنا، إنه لما يكون في
+
+6
+00:00:28,320 --> 00:00:31,400
+عندي الـ agent أو الـ intelligent agent، إنه في
+
+7
+00:00:31,400 --> 00:00:35,750
+مجالات متعددة الأداء وبيكون بالضبط حد بنسميه multi
+
+8
+00:00:35,750 --> 00:00:39,590
+-agent، ولما يكون إنه في task مخصصة، بيكون أداءه
+
+9
+00:00:39,590 --> 00:00:44,750
+كثير ممتاز، وممكن إنه يتفوق على البشر. طيب الآن بدنا
+
+10
+00:00:44,750 --> 00:00:48,950
+نبدأ في نحكي عن الـ intelligent agents، المحاضرة
+
+11
+00:00:48,950 --> 00:00:52,770
+intelligent agents من الباب الثاني من كتاب
+
+12
+00:00:52,770 --> 00:00:57,450
+Artificial Intelligence: A Modern Approach، هذا الكتاب
+
+13
+00:00:57,450 --> 00:01:01,770
+هذا الكتاب، تمام
+
+14
+00:01:05,020 --> 00:01:16,220
+بدنا نحكي فيه Hi عن عدة أشياء. هنبدأ نحكي عن إيش ..
+
+15
+00:01:16,220 --> 00:01:19,220
+إيش هي الـ agents وإيش البيئات اللي ممكن تشتغل فيها
+
+16
+00:01:19,220 --> 00:01:23,660
+بدنا نحكي على الـ rationality، العقلانية، العقلانية
+
+17
+00:01:23,660 --> 00:01:26,420
+المقصود فيها إنه هل الـ agent إنه ممكن ياخد قرار
+
+18
+00:01:26,420 --> 00:01:31,720
+لوحده، ولا إنه لأ، بدي يكون إيشي يعني مبرمج بشكل
+
+19
+00:01:31,720 --> 00:01:36,190
+مسبق. وبعدهم إننا نحكي عن الـ PEAS اللي هي performance
+
+20
+00:01:36,190 --> 00:01:40,930
+measure، environment، actuators، sensors، هذه الأربع
+
+21
+00:01:40,930 --> 00:01:45,770
+أشياء بدي أنا أخد بالي منها عن تصميم أي agent
+
+22
+00:01:45,770 --> 00:01:49,530
+تمام؟ بعدين هبقى نحكي على أنواع الـ environments
+
+23
+00:01:49,530 --> 00:01:52,630
+اللي موجودة عندي، وبعدين بقى نشوف إيش أنواع الـ
+
+24
+00:01:52,630 --> 00:01:57,090
+agents، نشوف إيش تعريف الـ agent أنا عندي
+
+25
+00:02:01,670 --> 00:02:11,310
+الـ agent الثاني الـ
+
+26
+00:02:11,310 --> 00:02:23,650
+agent
+
+27
+00:02:23,650 --> 00:02:26,150
+هي عبارة عن
+
+28
+00:02:30,320 --> 00:02:39,040
+في الوضع .. في الوضع، حد بتروح الصورة، صح؟ طيب
+
+29
+00:02:39,040 --> 00:02:45,340
+هيك برجع يعني أشرح، وهو هيك الـ slides يعني، أو إذا
+
+30
+00:02:45,340 --> 00:02:49,320
+أنا بدي أخربش على هذه، أنه أشهر على الـ .. شو اسمه؟
+
+31
+00:02:54,600 --> 00:02:58,060
+طب خلاص، خلاص أنا بـ .. يعني هجوم، وأتحرك، وهأستخدم
+
+32
+00:02:58,060 --> 00:03:01,480
+الـ pointer هنا .. هيك تمام .. ماشي
+
+33
+00:03:31,860 --> 00:03:36,300
+طيب إذا في .. إذا ما في مجال إضاءة اللي هنا تـ ..
+
+34
+00:03:36,300 --> 00:03:45,480
+عشان يبين عند الـ ..
+
+35
+00:03:45,480 --> 00:03:49,360
+واضح؟ الـ slide نوعًا ما واضح؟ طيب
+
+36
+00:03:54,850 --> 00:03:57,650
+طبعًا تعريف الـ agent، إنه إحنا ممكن نحكي إنه الـ
+
+37
+00:03:57,650 --> 00:04:02,890
+agent هو عبارة عن أي شيء ممكن إنه ينظر إليه إن هو
+
+38
+00:04:02,890 --> 00:04:07,990
+بيستقبل أو عنده إحساس perception، perceiving its
+
+39
+00:04:07,990 --> 00:04:11,030
+environment، في عنده إحساس بالبيئة اللي موجودة
+
+40
+00:04:11,030 --> 00:04:15,970
+حواليه، تمام؟ وعنده القدرة، طبعًا الـ perception
+
+41
+00:04:15,970 --> 00:04:19,630
+الإدراك للبيئة اللي موجودة حواليه، طبعًا هيكون من
+
+42
+00:04:19,630 --> 00:04:25,390
+خلال sensors، تمام؟ وعنده القدرة إن هو يعمل act معين
+
+43
+00:04:26,200 --> 00:04:31,000
+مع الـ Environment، هذه من خلال Actuators. يبقى لو
+
+44
+00:04:31,000 --> 00:04:34,080
+شفنا المفاتيح، أنا عندي في هذا التعريف إنه الـ
+
+45
+00:04:34,080 --> 00:04:41,580
+Agent في عنده Perceiving لـ Environment، إدراك أو
+
+46
+00:04:41,580 --> 00:04:45,160
+إحساس بالبيئة الموجودة حواليه، طبعًا هذا الكلام
+
+47
+00:04:45,160 --> 00:04:49,880
+بيكون من خلال إيش؟ من خلال Sensors، تمام؟ وبناءً على
+
+48
+00:04:49,880 --> 00:04:52,320
+الإدراك هذا، بيكون في عنده القدرة إن هو يعمل
+
+49
+00:04:52,320 --> 00:04:57,000
+Actions معينة، من خلال إيش؟ Actuators، الـ Actuators
+
+50
+00:04:57,000 --> 00:05:00,800
+ممكن تعتبرينها إن هي عبارة عن أذرع أو آلات معينة،
+
+51
+00:05:00,800 --> 00:05:04,440
+عجلات، أو أي حاجة عشان توضح الصورة أكثر، يعني على
+
+52
+00:05:04,440 --> 00:05:09,680
+سبيل المثال، human agent، ممكن أنا أطلع لإنه العينين
+
+53
+00:05:09,680 --> 00:05:13,100
+والأذن، طبعًا العينين أنا عشان أشوف فيها، والأذن عشان
+
+54
+00:05:13,100 --> 00:05:16,440
+أنا أسمع فيها، تمام؟ والأرجل، واليدين، وكل هذه
+
+55
+00:05:16,440 --> 00:05:23,800
+الأشياء، هدول عبارة عن sensors. يبقى العينين
+
+56
+00:05:23,800 --> 00:05:27,500
+والأذنين، هدول أنا بستقبل فيهم معلومات من البيئة
+
+57
+00:05:27,500 --> 00:05:33,330
+اللي موجودة حولي، وهدول بنسميهم sensors، أما الـ
+
+58
+00:05:33,330 --> 00:05:36,470
+hands والـ legs والـ mouth وكل هذه الشغلات، إحنا
+
+59
+00:05:36,470 --> 00:05:40,350
+بنسميها actuators، ليش؟ أنا بسوي منها action معين،
+
+60
+00:05:40,350 --> 00:05:45,030
+يعني هنا أنا بشوف صور، وهنا بسمع أصوات، أما الـ
+
+61
+00:05:45,030 --> 00:05:48,850
+hands، إنه أنا بسوي فيها actions معينة، والـ
+
+62
+00:05:48,850 --> 00:05:52,030
+legs أنا بتحرك فيها، والـ mouth أنا ممكن أصدر أصوات
+
+63
+00:05:52,030 --> 00:05:55,810
+معينة، تمام؟ طب هذا .. هذا الكلام بالنسبة للـ humans،
+
+64
+00:05:55,810 --> 00:06:02,250
+أما بالنسبة للـ robotics، إيش ممكن يكون؟ أنا عندي الـ
+
+65
+00:06:02,250 --> 00:06:06,390
+sensors، ممكن تكون عبارة عن كاميرا، infrared range
+
+66
+00:06:06,390 --> 00:06:09,630
+finders، الـ infrared range finder هي عبارة عن
+
+67
+00:06:09,630 --> 00:06:13,630
+sensor إنه بتصدر إشعاع infrared عشان يحدد قد إيش
+
+68
+00:06:13,630 --> 00:06:16,670
+المسافة بينه وبين الـ object قدامه، إن هو قريب أو
+
+69
+00:06:16,670 --> 00:06:20,490
+هو بعيد، فبالتالي هذه بنعتبرها إنه هي sensors للـ
+
+70
+00:06:20,490 --> 00:06:25,030
+robotics، أما الـ actuators تبعته، إيش ممكن تكون؟ كلها
+
+71
+00:06:25,030 --> 00:06:28,970
+عبارة عن motors، سواء كانت motors بتحرك عجلات، أو
+
+72
+00:06:28,970 --> 00:06:32,450
+motor بيحرك الأدروع، لإنه أنا في عندي في الطرف ..
+
+73
+00:06:32,450 --> 00:06:35,830
+في الطرفية هذه، عند الذراع، بيكون في عندي motor عشان
+
+74
+00:06:35,830 --> 00:06:40,330
+إن هو يحرك الذراع بهذا الشكل أو بهذا الشكل، تمام؟
+
+75
+00:06:40,330 --> 00:06:46,170
+واضح؟ يعني لو عملنا رسم مخطط لهذا الشيء، أنا عندي
+
+76
+00:06:46,170 --> 00:06:49,910
+هاي الـ agents، هاي الأذرع تبعته والأرجل تبعته،
+
+77
+00:06:49,910 --> 00:06:53,630
+بنسميها actuators، تمام؟ وطبعًا هنا في عنده كاميرا
+
+78
+00:06:53,630 --> 00:06:57,660
+عشان يشوف البيئة اللي موجودة حواليه، فبالتالي من
+
+79
+00:06:57,660 --> 00:07:00,760
+خلال الـ sensors هدول، بيقدر يعمل perception للـ
+
+80
+00:07:00,760 --> 00:07:05,540
+environment، وبناءً على المعطيات اللي موجودة في
+
+81
+00:07:05,540 --> 00:07:09,100
+البيئة اللي عملها perception، ممكن يعمل actions
+
+82
+00:07:09,100 --> 00:07:12,380
+معينة، إن هو يتحرك إلى الأمام أو للخلف، أو يعمل
+
+83
+00:07:12,380 --> 00:07:17,980
+action معين، أو هو ينظف أو شغل زي هيك. طيب في عندي
+
+84
+00:07:17,980 --> 00:07:21,500
+شغلة مهمة، اللي هي الـ agent function، that little
+
+85
+00:07:21,500 --> 00:07:25,840
+agent، إيش الوظيفة تبع الدالة هذه؟ إنه بناءً على الـ
+
+86
+00:07:25,840 --> 00:07:31,540
+perceptions، على الـ percept history، بدي أسوي action
+
+87
+00:07:31,540 --> 00:07:35,240
+معين، فبالتالي الدالة هذه، الـ formulation تبعها بشكل
+
+88
+00:07:35,240 --> 00:07:38,520
+رياضي، إن أنا عندي الـ F نقطتين، إنه بناءً على الـ
+
+89
+00:07:38,520 --> 00:07:42,320
+perception أو الـ percept history، تاريخ الموضوعات
+
+90
+00:07:42,320 --> 00:07:45,820
+اللي موجودة في البيئة، راح أسوي، هذا بيقدّم إن أنا
+
+91
+00:07:45,820 --> 00:07:54,780
+راح يعملي map لـ action معين A، تمام؟ بمعنى آخر، إنه
+
+92
+00:07:54,780 --> 00:08:01,720
+.. الـ .. الـ .. الدالة هذه بتستقبل المستقبلات، أو
+
+93
+00:08:01,720 --> 00:08:04,660
+من خلال .. يعني بتستقبل البيئة من خلال الـ sensors،
+
+94
+00:08:04,660 --> 00:08:09,640
+وبناءً عليه بتروح بتعمل action معين. طبعًا، بطبيعة
+
+95
+00:08:09,640 --> 00:08:14,600
+الحال، أن الـ Agent Program هو عبارة عن برنامج، هو
+
+96
+00:08:14,600 --> 00:08:18,420
+اللي بيشغل الـ physical architecture تبع الـ .. الـ
+
+97
+00:08:18,420 --> 00:08:24,810
+agent، تمام؟ وهو اللي بيعمل produce للـ F، للدالة هاي،
+
+98
+00:08:24,810 --> 00:08:28,650
+بمعنى آخر، أن الـ agent هو عبارة عن architecture زي
+
+99
+00:08:28,650 --> 00:08:32,230
+الـ program، يعني هو عبارة عن hardware زي الـ
+
+100
+00:08:32,230 --> 00:08:43,110
+software، تمام؟ ممكن نشوف مثال لهذا الـ agent، vacuum
+
+101
+00:08:43,110 --> 00:08:48,140
+cleaner، Vacuum cleaner، اللي هو يعني زي مكنسة
+
+102
+00:08:48,140 --> 00:08:53,060
+كهربائية، أو إنه robot للتنظيف. لو أنا حددت البيئة
+
+103
+00:08:53,060 --> 00:08:57,300
+تبعته، إن أنا في عندي two sides، اللي هي الـ A والـ B،
+
+104
+00:08:57,300 --> 00:09:00,960
+تمام؟ لأن البيئة أنا بدي أحطها محدودة، عشان أن
+
+105
+00:09:00,960 --> 00:09:04,200
+إحنا نفهم، إذا إحنا فهمنا الـ concept، ممكن إن إحنا
+
+106
+00:09:04,200 --> 00:09:09,560
+نعمل agent، إنه في بيئة أكثر تعقيدًا من هيك، تمام؟
+
+107
+00:09:09,560 --> 00:09:13,320
+طبعًا، إيش الـ perceptions؟ أنا عندي الـ location والـ
+
+108
+00:09:13,320 --> 00:09:19,020
+content، الـ location إنه A أو B، وإيش الـ content؟
+
+109
+00:09:19,810 --> 00:09:23,610
+dirty أو clean، بالضبط. معنى ذلك، إنه أنا موجود في الـ
+
+110
+00:09:23,610 --> 00:09:28,270
+location A، وحالة الـ location A إيش؟ هي dirty، هاي،
+
+111
+00:09:28,270 --> 00:09:31,750
+تمام؟ إيش الـ possible actions اللي بيسويها الـ
+
+112
+00:09:31,750 --> 00:09:34,070
+agent؟ طبعًا الـ actions هذه بتكون محدودة، أنا بسوي
+
+113
+00:09:34,070 --> 00:09:37,030
+possible actions محدودة، يعني أنا كبشر ممكن أمشي،
+
+114
+00:09:37,030 --> 00:09:41,430
+ممكن آكل، ممكن أحكي، لكن كـ agent هذا، إيش مصمم؟
+
+115
+00:09:41,430 --> 00:09:46,070
+مصمم إن هو يتحرك، ياخد action، left، right، suck،
+
+116
+00:09:46,070 --> 00:09:51,430
+يظل مكانه، no operation، ما يعملش ولا حاجة، تمام؟ طيب
+
+117
+00:09:51,430 --> 00:09:56,430
+طبعًا الـ agent function بدها تطلع على الـ table هذا،
+
+118
+00:09:56,430 --> 00:10:02,050
+تمام؟ وبدها تاخد، إنه بناءً على الـ sequence هذا،
+
+119
+00:10:02,050 --> 00:10:05,910
+بدها تاخد سلسلة من الـ action، يعني على سبيل المثال،
+
+120
+00:10:05,910 --> 00:10:10,070
+لو أنا كنت موجود في الـ location A، والحالة تبعته
+
+121
+00:10:10,070 --> 00:10:13,350
+كانت clean، إيش الـ action المناسب المفروض أن ياخده؟
+
+122
+00:10:13,980 --> 00:10:17,440
+أروح على location ثاني، ما دام المكان هذا نظيف وأنا
+
+123
+00:10:17,440 --> 00:10:19,420
+ذالك أنا أبدأ أروح على الـ side الثاني، location B،
+
+124
+00:10:19,420 --> 00:10:23,540
+عشان هاي، وأنا موجود هنا، فبدي أروح right، هذا clean،
+
+125
+00:10:23,540 --> 00:10:30,420
+فبدي أروح right عشان أنظفه. طب لو كان أنا كنت موجود
+
+126
+00:10:30,420 --> 00:10:35,000
+في الـ location A، والحالة تبعته dirty، بضل مكاني،
+
+127
+00:10:35,000 --> 00:10:40,120
+suck. لكن لو كنت في B، والحالة تبعته clean،
+
+128
+00:10:41,130 --> 00:10:48,090
+بروح وين؟ left. ولو كنت في B، والحالة تبعته
+
+129
+00:10:48,090 --> 00:10:56,190
+dirty، suck، وهكذا، طبعًا؟ هنا في عندي عدة حالات،
+
+130
+00:10:56,190 --> 00:11:01,010
+إنّه الـ A clean، والحالة السابقة لـ A، إنه الـ A
+
+131
+00:11:01,010 --> 00:11:06,540
+clean، فبالتالي إنه روح right، زي هيك، تمام؟ طبعًا في
+
+132
+00:11:06,540 --> 00:11:12,200
+demo للـ .. للكلام هذا، الـ demo خليني أنا أورجيكم
+
+133
+00:11:12,200 --> 00:11:20,440
+إياها على
+
+134
+00:11:20,440 --> 00:11:21,240
+هذا الـ link
+
+135
+00:11:29,880 --> 00:11:34,960
+طبعًا هذا الـ website تبع الكتاب. طبعًا هنا في الـ demo،
+
+136
+00:11:34,960 --> 00:11:38,400
+هي مقسمة، هنا، إنه على سبيل المثال، إنه هي الـ
+
+137
+00:11:38,400 --> 00:11:44,220
+chapter الثاني، إنه الـ vacuum agent، وهي الـ demo
+
+138
+00:11:44,220 --> 00:11:48,320
+اللي موجودة هنا، فممكن تضغطوا على هذا الـ link،
+
+139
+00:11:48,320 --> 00:11:55,700
+هيديموا لنفس الـ problem اللي إحنا بنحكي عنها. طبعًا
+
+140
+00:11:55,700 --> 00:11:58,660
+فيه source code أنا ممكن أنزله وأشغله، وهي
+
+141
+00:11:58,660 --> 00:12:01,400
+screenshot للـ source code هذا، لأن هي البيئة اللي
+
+142
+00:12:01,400 --> 00:12:07,720
+موجودة حواليه، تمام؟ والأماكن المتسخة، هيها، إنه
+
+143
+00:12:07,720 --> 00:12:11,020
+محتوطة بالشكل هذا، اللي هي الدوائر، بهذا الشكل،
+
+144
+00:12:11,020 --> 00:12:14,760
+فبالتالي بده ياخد action معين، إن هو مش إنه أنا
+
+145
+00:12:14,760 --> 00:12:19,240
+عندي two sides A و B، بس أنا فيه عندي ممكن يتحرك، هي
+
+146
+00:12:19,240 --> 00:12:26,540
+المساحة تبعته مقسمة لإحداثيات
+
+147
+00:12:26,540 --> 00:12:32,580
+معينة، إنه N في M بهذا الشكل، فبالتالي إن هو ممكن
+
+148
+00:12:33,100 --> 00:12:35,920
+ممكن إن أنتم تشغلوا الـ demo هذه عندكم في البيت،
+
+149
+00:12:35,920 --> 00:12:42,480
+وتشوفوا كيف بتصرف هذا الـ demo، تمام؟
+
+150
+00:12:42,480 --> 00:12:46,440
+طيب
+
+151
+00:12:46,440 --> 00:12:54,700
+نيجي
+
+152
+00:12:54,700 --> 00:12:57,900
+لمفهوم الـ rationality، الـ rationality، العقلانية
+
+153
+00:13:02,190 --> 00:13:04,610
+طبعًا الـ rationality تبع الـ agent، إنه إحنا ممكن
+
+154
+00:13:04,610 --> 00:13:10,910
+نحكي عنها، إنه هل الـ agent نفسه، هل فيه performance
+
+155
+00:13:10,910 --> 00:13:15,270
+معين بقيس أداء، إنه الـ agent هذا ناجح ولا لأ،
+
+156
+00:13:15,270 --> 00:13:19,250
+فبالتالي بنقدر نقول إنه آه عنده عقلانية. هل الـ
+
+157
+00:13:19,250 --> 00:13:23,350
+agent فيه عنده معرفة مسبقة بالـ environment؟ إنه الـ
+
+158
+00:13:23,350 --> 00:13:27,950
+environment هذه مكوّنة من منطقة مساحتها كذا في كذا،
+
+159
+00:13:27,950 --> 00:13:30,810
+تمام؟ والـ actions اللي ممكن نسويها في الـ
+
+160
+00:13:30,810 --> 00:13:33,810
+environment هذه هي واحد، اثنين، ثلاثة، محدودة، تمام؟
+
+161
+00:13:33,810 --> 00:13:36,970
+فبالتالي بيكون في عنده معرفة مسبقة بالـ environment،
+
+162
+00:13:36,970 --> 00:13:42,670
+وعنده معرفة مسبقة بالـ actions اللي ممكن نسويها في
+
+163
+00:13:42,670 --> 00:13:46,050
+الـ environment هذه. يعني على سبيل المثال، عنده معرفة
+
+164
+00:13:46,050 --> 00:13:50,690
+مسبقة، إنه والله لو فتحت الحنفية، هتنزل مياه، زي هيك،
+
+165
+00:13:50,690 --> 00:14:00,690
+فـ .. هذه هي الـ rationality، بالإضافة لإنه
+
+166
+00:14:00,690 --> 00:14:05,150
+بدي يكون في عنده القدرة إنه يحتفظ بالـ percept
+
+167
+00:14:05,150 --> 00:14:10,850
+sequence لغاية الآن، إنه إيش الـ perception أو
+
+168
+00:14:10,850 --> 00:14:13,690
+الأحداث اللي صارت معاه في الـ environment، من بداية
+
+169
+00:14:13,690 --> 00:14:21,010
+عمل الـ agent لغاية الآن، تمام؟ طيب، الآن لو طلعنا
+
+170
+00:14:21,010 --> 00:14:30,540
+على for each possible percept sequence، تمام؟ الـ
+
+171
+00:14:30,540 --> 00:14:35,660
+rational agent، الـ agent اللي عنده عقلانية، تمام؟
+
+172
+00:14:35,660 --> 00:14:39,240
+لازم يكون في عنده القدرة إن هو يختار action، إيش
+
+173
+00:14:39,240 --> 00:14:43,560
+بيعمل الـ action هذا، expected to maximize the
+
+174
+00:14:43,560 --> 00:14:47,110
+performance. معنى ذلك، إننا ببساطة ممكن نلخص
+
+175
+00:14:47,110 --> 00
+
+223
+00:18:25,230 --> 00:18:28,870
+بتعمل maximize للـ expected outcome ولكن ال
+
+224
+00:18:28,870 --> 00:18:32,870
+perfection هي maximized للـ actual outcome ففي فرق
+
+225
+00:18:32,870 --> 00:18:35,430
+بين الـ expected و الـ actual مش دائماً الـ expected
+
+226
+00:18:35,430 --> 00:18:42,430
+بتطلع زي الـ actual. طيب نيجي الآن للـ autonomy في الـ
+
+227
+00:18:42,430 --> 00:18:47,670
+agents. الـ autonomy المقصود فيها اللي هي: جداش مقدار
+
+228
+00:18:47,670 --> 00:18:50,470
+التحكم الذاتي الموجود في الـ agent
+
+229
+00:18:53,890 --> 00:18:57,750
+تمام؟ إن هو بيقدر الـ agent لوحده من نفسه إن هو
+
+230
+00:18:57,750 --> 00:19:03,190
+يحدد الـ behavior تبعه بناءً على إيش؟ بناءً على الـ
+
+231
+00:19:03,190 --> 00:19:07,990
+its own experience، الخبرة اللي هو اكتسبها من الـ
+
+232
+00:19:07,990 --> 00:19:11,790
+environment. فبالتالي
+
+233
+00:19:14,330 --> 00:19:18,890
+فبالتالي في agents أنها بيكون عندها القدرة أنها
+
+234
+00:19:18,890 --> 00:19:22,730
+هي أن
+
+235
+00:19:22,730 --> 00:19:27,270
+هي تطور من السلوك تبعها بناءً على خبرتها اللي
+
+236
+00:19:27,270 --> 00:19:32,650
+موجودة، أو ممكن يكون في عندي الـ agent ممكن أن هو
+
+237
+00:19:32,650 --> 00:19:36,570
+يعمل
+
+238
+00:19:36,570 --> 00:19:40,770
+actions بناءً على الـ knowledge اللي تم تصميمها في
+
+239
+00:19:40,770 --> 00:19:46,220
+عند الـ design. تمام؟ طبعاً في الحالة هذه أنا في عندي
+
+240
+00:19:46,220 --> 00:19:53,300
+حالتين، في عندي extreme، extreme
+
+241
+00:19:53,300 --> 00:19:57,160
+autonomy. ما يعني extreme، أنا في عندي extreme من
+
+242
+00:19:57,160 --> 00:20:00,500
+الطرفين، أنه ممكن هنا no autonomy، معناه ذلك أنه
+
+243
+00:20:00,500 --> 00:20:04,800
+مافيش تحكم خالص في الخيارات تبعته، أو complete
+
+244
+00:20:04,800 --> 00:20:07,980
+autonomy، أنه في عنده تحكم كامل في الخيارات تبعته.
+
+245
+00:20:07,980 --> 00:20:09,120
+تمام؟
+
+246
+00:20:11,020 --> 00:20:14,480
+لما ما يكونش فيه عندي no autonomy، مافيش تحكم كامل،
+
+247
+00:20:14,480 --> 00:20:17,620
+معناه ذلك إنه بتجاهل كل المعلومات اللي موجودة في
+
+248
+00:20:17,620 --> 00:20:21,880
+البيئة اللي حواليه، لأنه إحنا إيش عرفنا الـ
+
+249
+00:20:21,880 --> 00:20:29,020
+autonomy؟ عرفنا الـ autonomy إنه هو تحكم بناءً على
+
+250
+00:20:29,020 --> 00:20:31,760
+إيش المعلومات اللي موجودة في البيئة. طب مدام إنه
+
+251
+00:20:31,760 --> 00:20:34,660
+أنا يعني مافيش عنده القدرة إنه أنا أتحكم في نفسي،
+
+252
+00:20:34,660 --> 00:20:36,960
+معناه ذلك: هل المعلومات تبعت البيئة مفيدة؟ في معناه
+
+253
+00:20:36,960 --> 00:20:43,570
+ذلك إنه بيتجاهلها. الـ complete autonomy، إن هو في عنده
+
+254
+00:20:43,570 --> 00:20:49,790
+تحكم كامل. كيف بيتعلم من أدائه؟ إن هو بيجرب random
+
+255
+00:20:49,790 --> 00:20:54,470
+actions بدون أي برمجة مسبقة، ومن الـ actions اللي
+
+256
+00:20:54,470 --> 00:20:58,350
+هو بيسويها بروح، بيتعلم إنه: آه والله هذا الـ action
+
+257
+00:20:58,350 --> 00:21:01,690
+good، أو هذا الـ action bad. تمام؟
+
+258
+00:21:04,230 --> 00:21:06,990
+لأن أنا مافيش عندي معرفة مسبقة، فأنا في عندي
+
+259
+00:21:06,990 --> 00:21:10,610
+possible actions، إيش أسوي؟ بروح أجرب فيهم بشكل
+
+260
+00:21:10,610 --> 00:21:16,270
+عشوائي، زي هيك، زي
+
+261
+00:21:16,270 --> 00:21:19,950
+ما البشر مثلاً، إنه مثلاً هو بيتفاعل مع البيئة
+
+262
+00:21:19,950 --> 00:21:23,770
+الموجودة حواليه، في عنده سطح ساخن، فبيروح بيجرب action
+
+263
+00:21:23,770 --> 00:21:26,710
+عشوائي إنه يحط إيده على السطح الساخن، فبالتالي إنه
+
+264
+00:21:26,710 --> 00:21:29,690
+بيتعلم إن الـ action هذا bad، فبالتالي بيتجنبه مرة
+
+265
+00:21:29,690 --> 00:21:37,660
+ثانية، فبيتعلم زي هيك. طبعاً أمثل على هذه الأشياء لما
+
+266
+00:21:37,660 --> 00:21:41,180
+أحكي هنا أنه "no autonomy" و "complete autonomy"،
+
+267
+00:21:41,180 --> 00:21:44,460
+معناه ذلك أن الـ agent ممكن يكون بين اتنين، يعني
+
+268
+00:21:44,460 --> 00:21:49,480
+ممكن يكون عنده autonomy يعني نوعاً ما، بس مش كاملة،
+
+269
+00:21:49,480 --> 00:21:53,320
+طبعاً؟ يعني على سبيل المثال، الطفل اللي بيحاول أن
+
+270
+00:21:53,320 --> 00:21:57,660
+يزحف كده،
+
+271
+00:21:57,660 --> 00:22:02,930
+الـ autonomy الموجودة عنده؟ بدرجة معينة. ليش؟ لأنه هو
+
+272
+00:22:02,930 --> 00:22:06,670
+بيجرب أشياء بشكل عشوائي، تمام؟ وفي نفس الوقت بيعتمد
+
+273
+00:22:06,670 --> 00:22:11,390
+على خبرته في البيئة، أن هو مثلاً لو كان أن هو بيزحف
+
+274
+00:22:11,390 --> 00:22:15,830
+عند حافة معينة وجرب أن هو يسقط، فهو بيخاف طبعاً،
+
+275
+00:22:15,830 --> 00:22:18,610
+الخوف غريزة في الإنسان، فهو بيخاف أن هو يزحف
+
+276
+00:22:18,610 --> 00:22:23,390
+فبالتالي بيتجنب الـ action هذا في الـ future. تمام؟ فعنده
+
+277
+00:22:23,390 --> 00:22:25,270
+autonomy somehow.
+
+278
+00:22:29,580 --> 00:22:35,780
+طيب، نيجي للـ PS، الـ PS هي اختصار للـ Performance
+
+279
+00:22:35,780 --> 00:22:42,920
+Measure، Environment، Actuators، و Sensors. هدول
+
+280
+00:22:42,920 --> 00:22:47,240
+الأربع شغلات اللي أنا بدي أطلع فيهم أو أطلع عليهم
+
+281
+00:22:47,240 --> 00:22:54,200
+عن تصميم أي agent. يعني على سبيل المثال، لازم نحدد
+
+282
+00:22:54,200 --> 00:22:59,240
+الإعدادات لأي intelligent agent. تمام؟ الإعدادات من
+
+283
+00:22:59,240 --> 00:23:05,620
+ناحية الأربع شغلات هدول، أو الخمس شغلات هدول اللي
+
+284
+00:23:05,620 --> 00:23:10,860
+هو الـ performance measure و الـ environment و الـ
+
+285
+00:23:10,860 --> 00:23:14,920
+actuators و الـ sensors. وهذا الكلام بدنا نطبقه على
+
+286
+00:23:14,920 --> 00:23:20,670
+أمثلة زي هيك. نيجي نفكر مع بعض، وبعدين بنشوف في الـ
+
+287
+00:23:20,670 --> 00:23:24,030
+slide كيف شكل هذه الشغلات. يعني على سبيل المثال، لو
+
+288
+00:23:24,030 --> 00:23:27,750
+بدي أعمل intelligent agent مثل automated taxi
+
+289
+00:23:27,750 --> 00:23:36,710
+driver. نيجي نفكر في أول حاجة في الـ P، يعني
+
+290
+00:23:36,710 --> 00:23:41,350
+بالضبط، يعني أنا عندي هنا عندي عدة أمثلة لعدة agent،
+
+291
+00:23:41,350 --> 00:23:44,990
+كل agent من هدول، بيروح بيمسك الخمسة هدول ويحددهم،
+
+292
+00:23:44,990 --> 00:23:49,020
+إلى كيف ممكن أنا أقيس الـ Automated Taxi Driver؟
+
+293
+00:23:49,020 --> 00:23:52,180
+الـ Taxi Driver هو عبارة عن Agent، إيش الوظيفة
+
+294
+00:23:52,180 --> 00:23:55,040
+تبعته؟ إنه يشتغل بدل الـ Taxi، إنه هو يوصل الناس.
+
+295
+00:23:55,040 --> 00:23:59,160
+كيف .. كيف أنا بقيس أداء الـ Taxi؟ مثلاً، نوصل أربع
+
+296
+00:23:59,160 --> 00:24:04,360
+دراهم بشكل صحيح، نكون بالخمس أو عادي، مثلاً، نريد
+
+297
+00:24:04,360 --> 00:24:07,460
+حد يوقف أشعة المرور قدامي، نريد حد يتحكم بالسيارة.
+
+298
+00:24:11,330 --> 00:24:15,550
+طيب، يعني إنت لما عندك سيارة وبدك تشغلي الـ GPS
+
+299
+00:24:15,550 --> 00:24:18,530
+على السيارة، هون بدك تتأكد أولاً إن هو بيعرف يسوق،
+
+300
+00:24:18,530 --> 00:24:24,870
+طب وبعدين؟ هذه المتطلبات عشان إنه إنت تخليه إن
+
+301
+00:24:24,870 --> 00:24:28,250
+هو يسوق السيارة، لكن كيف بدك تقيسي أداءه؟ إحنا  
+
+302
+00:24:28,250 --> 00:24:31,410
+بنفكر بهذه الطريقة، إحنا بنفكر إنه آه عنده القدرة
+
+303
+00:24:31,410 --> 00:24:34,470
+إن هو يسوق وكل هذه الأمور، بس كيف بدك تقيسي
+
+304
+00:24:34,470 --> 00:24:35,170
+الأداء تبعه؟
+
+305
+00:24:40,680 --> 00:24:45,500
+بمعنى آخر، لما نرجع السواق تاكسي آخر نهار بالسيارة،
+
+306
+00:24:45,500 --> 00:24:53,200
+إيش بيهمني؟ إنه يجمع فلوس، صح؟ وإيش كمان؟ السيارة
+
+307
+00:24:53,200 --> 00:24:56,840
+ترجع سليمة؟
+
+308
+00:24:56,840 --> 00:24:59,700
+بالضبط، وإن مصروف اللي بقي، بالضبط، إنه جداش رجع
+
+309
+00:24:59,700 --> 00:25:03,520
+فلوس، رجع فلوس، معناه ذلك إنه جداش إنه الغلة تبعته،
+
+310
+00:25:03,520 --> 00:25:07,700
+إنه جداش حمى الركاب، وفي نفس الوقت إنه ما كانش يضيع
+
+311
+00:25:07,700 --> 00:25:11,580
+الوقت، إنه يشوت بالسيارة فاضي، صح؟ تمام؟ وإيش كمان
+
+312
+00:25:11,580 --> 00:25:15,720
+بيهمني؟ أنه ترجع السيارة سليمة، ترجع السيارة سليمة،
+
+313
+00:25:15,720 --> 00:25:19,660
+أنه بدون حوادث وبدون أعطال، مش شرط أنه سليمة، أنه
+
+314
+00:25:19,660 --> 00:25:22,680
+يصير فيها حادث، ممكن أن هو في عنده سوء استخدام، أن
+
+315
+00:25:22,680 --> 00:25:26,420
+السيارة بتسخن معاه أو شغل زي هيك، فبالتالي أنا بركز
+
+316
+00:25:26,420 --> 00:25:32,120
+على الشغلات هذه، أنه .. أنه يكون سياقته آمنة، وأنه
+
+317
+00:25:32,120 --> 00:25:36,760
+يكون أن هو يوصل الركاب بشكل صحيح، تمام، وأنه يجمع
+
+318
+00:25:36,760 --> 00:25:43,590
+فلوس. طيب، شفنا الـ P، نيجي للـ E، الـ environment،
+
+319
+00:25:43,590 --> 00:25:48,430
+وين بيشتغل السواق؟ وين بيشتغل الـ taxi driver؟ في
+
+320
+00:25:48,430 --> 00:25:52,510
+الطرق، في الـ auto street، في الـ street، في .. بيمشي
+
+321
+00:25:52,510 --> 00:25:54,970
+على ممر المشاة، بيمشي .. يعني هذه الـ environment
+
+322
+00:25:54,970 --> 00:26:00,390
+تبعته. طيب، إيش الـ actuators تبعته؟ كيف الـ agent
+
+323
+00:26:00,390 --> 00:26:01,870
+هذا بيتحكم في السيارة؟
+
+324
+00:26:06,770 --> 00:26:10,510
+أنت بتحكي على action، بس أنا بحكي على actuators، إيش
+
+325
+00:26:10,510 --> 00:26:13,970
+الـ actuators؟ إيش الـ actuators تبعته؟ الـ actuators
+
+326
+00:26:13,970 --> 00:26:17,770
+اللي هي الآلات تبعته، إيش الأذرع تبعته، إيش الأذرع
+
+327
+00:26:17,770 --> 00:26:24,490
+الآلية اللي موجودة عنده؟ الـ steering، steering
+
+328
+00:26:24,490 --> 00:26:29,330
+wheel، عجلة القيادة، وشو كمان؟ دواسة الفرامل، دواسة
+
+329
+00:26:29,330 --> 00:26:35,570
+البنزين، الـ handbrake، التسارع، وشو كمان؟ كل
+
+330
+00:26:35,570 --> 00:26:36,210
+الشغلات هذه.
+
+331
+00:26:41,530 --> 00:26:48,150
+طيب، إيش الـ sensors؟
+
+332
+00:26:48,150 --> 00:26:50,950
+camera، إيش كمان؟
+
+333
+00:26:54,580 --> 00:27:02,600
+عداد السرعة، عداد التسارع، الضغط، ضغط المحرك،
+
+334
+00:27:02,600 --> 00:27:06,200
+حرارة المحرك، كل الأشياء هذه، أنه ممكن أعتبرها
+
+335
+00:27:06,200 --> 00:27:09,320
+sensors، أنه بقيس فيها حالة البيئة اللي موجودة
+
+336
+00:27:09,320 --> 00:27:13,800
+حوالي، بالإضافة للـ traffic light، والشغلات هذه كلها
+
+337
+00:27:13,800 --> 00:27:18,920
+اللي بتكون موجودة عندي. طيب، هذا taxi driver، هنرجع
+
+338
+00:27:18,920 --> 00:27:22,120
+نشوفه، خلينا نفكر في المثال الثاني اللي هو الـ "part
+
+339
+00:27:22,120 --> 00:27:27,110
+picking robot". Part picking robot هذا عبارة عن
+
+340
+00:27:27,110 --> 00:27:32,370
+robot بيعمل pick لـ parts، لأجزاء، يعني أنا بجمع
+
+341
+00:27:32,370 --> 00:27:36,450
+تجميع، يعني أنا عندي في خط إنتاج معين، وخط الإنتاج
+
+342
+00:27:36,450 --> 00:27:38,950
+هذا بيروح بياخد هذه زي هيك، وبياخد هذه زي هيك، و
+
+343
+00:27:38,950 --> 00:27:46,490
+بركبهم على بعض. فإيش الـ P تبعتها؟ يعني هيك طبيعة
+
+344
+00:27:46,490 --> 00:27:49,730
+الأسئلة في في المادة هذه، يعني أنا ممكن أجيب لك agent
+
+345
+00:27:49,730 --> 00:27:51,790
+معينة وبدك تفكري في الـ PS تبعته.
+
+346
+00:27:55,920 --> 00:28:00,180
+أنا بدي .. بدي quantity، يعني أنا في السواق .. في
+
+347
+00:28:00,180 --> 00:28:04,880
+السواق، إجيت قلت قداش معاه فلوس لما نرجع، تمام؟
+
+348
+00:28:04,880 --> 00:28:10,820
+أكم قطعة جمع .. أكم قطعة جمع بشكل صحيح طبعاً، مش
+
+349
+00:28:10,820 --> 00:28:15,760
+معناته أنه جمع قطعة هيك بالظبط، تمام؟ إيش الـ
+
+350
+00:28:15,760 --> 00:28:20,100
+environment اللي بيشتغل فيها؟ وين بيشتغل؟ في مصنع،
+
+351
+00:28:20,100 --> 00:28:24,460
+وإيش بيكون في المصنع أنا عندي؟ خط إنتاج اللي هو
+
+352
+00:28:24,460 --> 00:28:28,100
+السير هذا اللي بيمشي واللي هو بيلتقط منه الأشياء.
+
+353
+00:28:28,100 --> 00:28:34,280
+إيش الـ actuators تبعته؟
+
+354
+00:28:34,280 --> 00:28:37,700
+متخيلين كيف الـ part picking robot، إنه بياخد عبارة
+
+355
+00:28:37,700 --> 00:28:42,840
+عن دراع آلية، دراع آلية، تمام؟ وإيش الـ sensors
+
+356
+00:28:42,840 --> 00:28:49,200
+اللي بحتاجها؟ كاميرا؟ لأ، مش نفس الفكرة، لأ، مش نفس
+
+357
+00:28:49,200 --> 00:28:51,780
+الـ sensors. كاميرا، وإيش كمان؟
+
+358
+00:28:54,650 --> 00:28:58,270
+إنه بيقدر يحدد مكان الـ object هذا عشان يلتقطه، بدي
+
+359
+00:28:58,270 --> 00:29:02,290
+يحدد موقعه، تمام؟ و بده يكون في عنده يعني sensor
+
+360
+00:29:02,290 --> 00:29:06,670
+للزاوية تبعته، بالضبط، إنه زاوية حركة الدراع عشان
+
+361
+00:29:06,670 --> 00:29:14,570
+إنه يقدر يحدد، يختار بالضبط المكان بشكل مناسب. الـ
+
+362
+00:29:14,570 --> 00:29:17,110
+actuators اللي هو الدراع الإلكترونية، الإدراع
+
+363
+00:29:17,110 --> 00:29:17,970
+الآلية تبعته.
+
+364
+00:29:22,150 --> 00:29:28,230
+طيب، interactive English tutor، إيش يعني tutor؟
+
+365
+00:29:28,230 --> 00:29:35,610
+tutorial .. tutor جاية من tutorial. شوف فرق بين الـ
+
+366
+00:29:35,610 --> 00:29:40,370
+tutor و الـ teacher، و
+
+367
+00:29:40,370 --> 00:29:46,750
+الـ tutor هذه، الـ tutorial اللي هي المادة نفسها، لكن
+
+368
+00:29:46,750 --> 00:29:51,200
+الـ tutor نفسه هو اللي بيعطي الشيء، يعني ممكن أن
+
+369
+00:29:51,200 --> 00:29:54,200
+إحنا نعتبره إن هو عبارة عن مدرس خصوصي، الـ tutor
+
+370
+00:29:54,200 --> 00:29:57,720
+مدرس خصوصي. الفرق بين الـ teacher و الـ tutor، الـ
+
+371
+00:29:57,720 --> 00:30:00,160
+teacher زي حالتي زي هيك، إن أنا بشرح لكم كلكم، أما
+
+372
+00:30:00,160 --> 00:30:04,680
+الـ tutor بيشرح بشكل خصوصي، بناءً على يعني أداء طالب
+
+373
+00:30:04,680 --> 00:30:10,230
+معين. هنا interactive English tutor، بأجي أنا بأتعامل
+
+374
+00:30:10,230 --> 00:30:14,770
+يعني أنا لو كـ human English tutor، إيش بسوي؟ بشوف
+
+375
+00:30:14,770 --> 00:30:17,470
+أداءك في الإنجليزي، إنه أنا بشوف وين المشاكل عندك،
+
+376
+00:30:17,470 --> 00:30:20,230
+في عندك مشاكل في الـ vocabulary، أو في عندك مشاكل في
+
+377
+00:30:20,230 --> 00:30:23,830
+النطق، أو في عندك مشاكل في الـ grammar، بدي أعطيك أكثر
+
+378
+00:30:23,830 --> 00:30:26,170
+في الـ grammar، في الأشياء اللي أنت ضعيف فيها،
+
+379
+00:30:26,170 --> 00:30:29,790
+بينما طالب ثاني ممكن تكون المشاكل تبعته مختلفة،
+
+380
+00:30:29,790 --> 00:30:32,130
+فبركز له على الأشياء اللي هو ضعيف فيها، فهذا هو
+
+381
+00:30:32,130 --> 00:30:35,770
+وظيفة الـ tutor. أنت لو بدي أسوي agent، بيسوي هذه
+
+382
+00:30:35,770 --> 00:30:45,340
+الشغل، إيش الـ P تبعه؟ أكم
+
+383
+00:30:45,340 --> 00:30:49,460
+طالب، عدد الطلاب بس وصلوا المعلومة بشكل صحيح، كيف
+
+384
+00:30:49,460 --> 00:30:54,340
+بنقيس أنه وصلوا المعلومة بشكل صحيح؟ حسن أدائه في
+
+385
+00:30:54,340 --> 00:30:58,160
+الامتحان، أو حسن أدائه في النطق بهذا الشكل، فأنا
+
+386
+00:30:58,160 --> 00:31:01,280
+بقيس على طالب معين، تمام؟ وبعدين بشوف عدد الطلاب،
+
+387
+00:31:01,280 --> 00:31:05,620
+بقيس على طالب معين، أن هو جداش الـ accent تبعته راحت،
+
+388
+00:31:06,310 --> 00:31:09,650
+اتحسنت في النطق، جداش إنه الـ grammar تبعته اتحسنت،
+
+389
+00:31:09,650 --> 00:31:12,830
+جداش إنه أدائه في الامتحان، لو أنا حد جاي يعني
+
+390
+00:31:12,830 --> 00:31:16,450
+أعطيته امتحان، جداش إنه أدائه اتحسن، طب شو الـ
+
+391
+00:31:16,450 --> 00:31:22,170
+environment اللي بيشتغل فيها؟ هذا الـ human الـ
+
+392
+00:31:22,170 --> 00:31:27,770
+interactive agent، interactive English tutor agent،
+
+393
+00:31:27,770 --> 00:31:30,650
+وين بيشتغل؟ إيش البيئة تبعته؟
+
+394
+00:31:35,310 --> 00:31:38,490
+يعني أنتم متخ
+
+445
+00:35:10,880 --> 00:35:13,600
+التاني اللي هو ال-bar pick .. ال-bar .. ال-bar
+
+446
+00:35:13,600 --> 00:35:18,700
+picking robot، أيش performance measures بتاعتهم؟
+
+447
+00:35:18,700 --> 00:35:21,540
+اللي هو ال-percentage of parts in the correct bins
+
+448
+00:35:21,540 --> 00:35:26,180
+عدد الأجزاء اللي تم تجميعها بشكل صحيح، أيش ال-
+
+449
+00:35:26,180 --> 00:35:29,560
+environment؟ conveyor .. conveyor built ال-
+
+450
+00:35:29,560 --> 00:35:33,480
+conveyor built، اللي هو خط الإنتاج اللي هو هذا ال-
+
+451
+00:35:33,480 --> 00:35:37,150
+.. ال-built اللي هو ال-stair اللي بيكون فيه
+
+452
+00:35:37,150 --> 00:35:41,410
+القطعة اللي بتمشي زي هيك، وهو بيلتقط منها، تمام؟ إيش
+
+453
+00:35:41,410 --> 00:35:45,810
+ال-actuators تبعته؟ joint, arm and hand، طبعا
+
+454
+00:35:45,810 --> 00:35:49,310
+الدراع الآلية، ال-joint مركبة مع بعض، إيش ال-sensors
+
+455
+00:35:49,310 --> 00:35:52,590
+تبعته؟ طبعا الكاميرا عشان يتعرف على ال-parts هذه ك-
+
+456
+00:35:52,590 --> 00:35:57,110
+object، بالإضافة ل-sensor للزاوية، جداش الزاوية بتاعت
+
+457
+00:35:57,110 --> 00:36:02,950
+الدراع هذه عشان يحدد ال-location بشكل صحيح، ال-
+
+458
+00:36:02,950 --> 00:36:09,200
+interactive English Tutor، إيش ال-performance؟ بشكل
+
+459
+00:36:09,200 --> 00:36:15,200
+عام، Maximize student's score on test، أنا بحدد إن
+
+460
+00:36:15,200 --> 00:36:19,540
+الطالب هذا ناجح، إنه حسن ال-scores تبعهم، فبالتالي
+
+461
+00:36:19,540 --> 00:36:23,700
+ال-teacher، المدرس الخصوصي هذا، أداءه كويس، إيش ال-
+
+462
+00:36:23,700 --> 00:36:27,400
+environments؟ بيشتغل على مجموعة طلاب، تمام؟ إيش
+
+463
+00:36:27,400 --> 00:36:31,460
+ال-actuators؟ طبعا هو كيف بيستخدم أو بيتفاعل مع
+
+464
+00:36:31,460 --> 00:36:35,380
+البيئة، إن هو بيعرض مثلا activity معينة على الشاشة
+
+465
+00:36:35,870 --> 00:36:39,450
+لها، الشاشة، ال-exercises، ال-suggestions، ال-
+
+466
+00:36:39,450 --> 00:36:42,990
+corrections، فبالتالي لما أكتب شغلة معينة وكان فيها
+
+467
+00:36:42,990 --> 00:36:47,190
+خطأ أو grammar error، فبالتالي هو بيصلحها من
+
+468
+00:36:47,190 --> 00:36:50,430
+خلال ال-suggestions أو ال-corrections، و ال-sensors
+
+469
+00:36:50,430 --> 00:36:55,990
+كي-بورد ومايكروفون، لأنه ممكن يتعامل مع النطق، أنا
+
+470
+00:36:55,990 --> 00:37:03,040
+هنا ممكن أرجع لكم لهنا، ال-state of the art of AI
+
+471
+00:37:03,040 --> 00:37:06,540
+فيها، أنا حاطط لكم
+
+472
+00:37:12,640 --> 00:37:16,320
+هنا، mobile apps that use AI، و هذه ال-mobile apps
+
+473
+00:37:16,320 --> 00:37:18,920
+متوفرة على ال-store، ممكن إن أنتم تجربوها بنفسكم
+
+474
+00:37:18,920 --> 00:37:25,440
+واحدة من التطبيقات هذه، الـ الـ الـ الـ الـ الـ الـ الـ
+
+475
+00:37:25,440 --> 00:37:27,120
+الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ
+
+476
+00:37:27,120 --> 00:37:30,180
+الـ
+
+477
+00:37:30,180 --> 00:37:31,340
+الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ
+
+478
+00:37:31,340 --> 00:37:33,740
+الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ الـ
+
+479
+00:37:33,740 --> 00:37:33,760
+الـ الـ
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..24247c9003b47c3ae9d200626f8475e79410b102
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_postprocess.srt
@@ -0,0 +1,1916 @@
+1
+00:00:05,580 --> 00:00:09,320
+طيب صباح الخير يا بنات اليوم إن شاء الله بدنا نكمل
+
+2
+00:00:09,320 --> 00:00:14,040
+في
+
+3
+00:00:14,040 --> 00:00:20,640
+المحاضرة التالتة بعد ما عرفنا إيش هو ال AI وشوفنا
+
+4
+00:00:20,640 --> 00:00:24,780
+إيش هي الحالة الموجودة عندنا، تمام؟ طبعا الخلاصة
+
+5
+00:00:24,780 --> 00:00:28,320
+في ال state of the art زي ما ذكرنا إنه لما يكون في
+
+6
+00:00:28,320 --> 00:00:31,400
+عندي ال agent أو ال intelligent agent إنه في
+
+7
+00:00:31,400 --> 00:00:35,750
+مجالات متعددة أداء وبيكونبالظبط حد بنسميه multi
+
+8
+00:00:35,750 --> 00:00:39,590
+-agent ولمّا يكون إنه في task مخصصة بيكون إداءه
+
+9
+00:00:39,590 --> 00:00:44,750
+كتير ممتاز وممكن إنه يتفوق على البشر طيب الآن بدنا
+
+10
+00:00:44,750 --> 00:00:48,950
+نبدأ في نحكي عن ال intelligent agents المحاضرة
+
+11
+00:00:48,950 --> 00:00:52,770
+intelligent agents من الباب التاني من كتاب
+
+12
+00:00:52,770 --> 00:00:57,450
+Artificial Intelligence Modern Approach هذا الكتاب
+
+13
+00:00:57,450 --> 00:01:01,770
+هذا الكتاب تمام
+
+14
+00:01:05,020 --> 00:01:16,220
+بدنا نحكي في Hi عن عدة أشياء هنبدأ نحكي عن إيش ..
+
+15
+00:01:16,220 --> 00:01:19,220
+إيش هي ال agents وإيش البيئات اللي ممكن تشتغل فيها
+
+16
+00:01:19,220 --> 00:01:23,660
+بدنا نحكي على ال rationality العقلانية العقلانية
+
+17
+00:01:23,660 --> 00:01:26,420
+المقصود فيها إنه هل ال agent إنه ممكن ياخد قرار
+
+18
+00:01:26,420 --> 00:01:31,720
+لوحده ولا إنه لأ بدي يكون إيشي يعني مبرمج بشكل
+
+19
+00:01:31,720 --> 00:01:36,190
+مسبقوبعدهم إننا نحكي عن ال PS اللي هي performance
+
+20
+00:01:36,190 --> 00:01:40,930
+measure environment actuators sensors هذه الأربع
+
+21
+00:01:40,930 --> 00:01:45,770
+أشياء بدي أنا أخد بالي منها عن تصميم أي agent
+
+22
+00:01:45,770 --> 00:01:49,530
+تمام؟ بعدين هبقى نحكي على أنواع ال environments
+
+23
+00:01:49,530 --> 00:01:52,630
+اللي موجودة عندى و بعدين بقى نشوف أيش أنواع ال
+
+24
+00:01:52,630 --> 00:01:57,090
+agents نشوف أيش تعريف ال agent أنا عندى
+
+25
+00:02:01,670 --> 00:02:11,310
+الـ agent الساني ال
+
+26
+00:02:11,310 --> 00:02:23,650
+agent
+
+27
+00:02:23,650 --> 00:02:26,150
+هي عبارة عن
+
+28
+00:02:30,320 --> 00:02:39,040
+في الوضع .. في الوضع حد بتروح الصورة صح؟ طيب
+
+29
+00:02:39,040 --> 00:02:45,340
+هيك برجع يعني أشرح و هو هيك ال slides يعني أو إذا
+
+30
+00:02:45,340 --> 00:02:49,320
+أنا بدي أخربش على هذه أنه أشهر على ال .. شو اسمه؟
+
+31
+00:02:54,600 --> 00:02:58,060
+طب خلاص خلاص انا ب .. يعني هاجوم و اتحرك و هستخدم
+
+32
+00:02:58,060 --> 00:03:01,480
+ال pointer هنا .. هيك تمام .. ماشي
+
+33
+00:03:31,860 --> 00:03:36,300
+طيب إذا في .. إذا مافي مجال إضاءة اللي هنا ت ..
+
+34
+00:03:36,300 --> 00:03:45,480
+عشان يبين عند ال ..
+
+35
+00:03:45,480 --> 00:03:49,360
+واضح؟ slide نوعا ما واضح؟ طيب
+
+36
+00:03:54,850 --> 00:03:57,650
+طبعا تعريف الـ agent إنه إحنا ممكن نحكي إنه الـ
+
+37
+00:03:57,650 --> 00:04:02,890
+agent هو عبارة عن أي شيءممكن إنه ينظر إلي إن هو
+
+38
+00:04:02,890 --> 00:04:07,990
+بيستقبل أو عنده إحساس perception perceiving its
+
+39
+00:04:07,990 --> 00:04:11,030
+environment في عنده إحساس بالبيئة اللي موجودة
+
+40
+00:04:11,030 --> 00:04:15,970
+حواليه تمام وعنده القدرة طبعا ال perception
+
+41
+00:04:15,970 --> 00:04:19,630
+الإدراك للبيئة اللي موجودة حواليه طبعا هيكون من
+
+42
+00:04:19,630 --> 00:04:25,390
+خلال sensors تمام وعنده القدرة إن هو يعمل act معين
+
+43
+00:04:26,200 --> 00:04:31,000
+مع الـ Environment هذه من خلال Actuators يبقى لو
+
+44
+00:04:31,000 --> 00:04:34,080
+شفنا المفاتيح أنا عندي في هذا التعريف إنه الـ
+
+45
+00:04:34,080 --> 00:04:41,580
+Agent في عنده Perceiving لـ Environment إدراك أو
+
+46
+00:04:41,580 --> 00:04:45,160
+إحساس بالبيئة الموجودة حواليه طبعا هذا الكلام
+
+47
+00:04:45,160 --> 00:04:49,880
+بيكون من خلال إيش؟ من خلال Sensors تمام؟ وبناء على
+
+48
+00:04:49,880 --> 00:04:52,320
+الإدراك هذا بيكون في عنده القدرة إن هو يعمل
+
+49
+00:04:52,320 --> 00:04:57,000
+Actions معينةمن خلال إيش؟ Actuators الـ Actuators
+
+50
+00:04:57,000 --> 00:05:00,800
+ممكن تعتبريها إن هي عبارة عن أدرع أو آلات معينة
+
+51
+00:05:00,800 --> 00:05:04,440
+عجلات أو أي حاجة عشان تودح الصورة أكتر يعني على
+
+52
+00:05:04,440 --> 00:05:09,680
+سبيل مثل human agentممكن أنا أطلع لإنه العينين
+
+53
+00:05:09,680 --> 00:05:13,100
+والأذن طبعا العينين أنا عشان أشوف فيها والأذن عشان
+
+54
+00:05:13,100 --> 00:05:16,440
+أنا أسمع فيها تمام؟ والأرجل والثيقان وكل هذه
+
+55
+00:05:16,440 --> 00:05:23,800
+الأشياء هدول عبارة عن sensors يبقى العينين
+
+56
+00:05:23,800 --> 00:05:27,500
+والأذنين هدول أنا بستقبل فيهم معلومات من البيئة
+
+57
+00:05:27,500 --> 00:05:33,330
+اللي موجودة حولياو هدول بنسميهم sensors أما ال
+
+58
+00:05:33,330 --> 00:05:36,470
+hands و ال legs و ال mouth و كل هذه الشغلات أحنا
+
+59
+00:05:36,470 --> 00:05:40,350
+بنسميها actuators ليش أنا بسوي منها action معين
+
+60
+00:05:40,350 --> 00:05:45,030
+يعني هنا أنا بشوف صور و هنا بسمع أصوات أما ال
+
+61
+00:05:45,030 --> 00:05:48,850
+hands أنه أنا بسوي فيها actions معين و .. و ال
+
+62
+00:05:48,850 --> 00:05:52,030
+legs أنا بتحرك فيها و ال mouth أنا ممكن أصدر أصوات
+
+63
+00:05:52,030 --> 00:05:55,810
+معينة تمام؟ طب هذا .. هذا الكلام بالنسبة لل humans
+
+64
+00:05:55,810 --> 00:06:02,250
+أما بالنسبة لل roboticsإيش ممكن يكون أنا عندى ال
+
+65
+00:06:02,250 --> 00:06:06,390
+sensors ممكن تكون عبارة عن كاميرا infrared range
+
+66
+00:06:06,390 --> 00:06:09,630
+finders ال infrared range finder هي عبارة عن
+
+67
+00:06:09,630 --> 00:06:13,630
+sensor إنه بتصدر إشعاع infrared عشان يحدد قداش
+
+68
+00:06:13,630 --> 00:06:16,670
+المسافة بينه وبين ال object قدامه إن هو له قريب أو
+
+69
+00:06:16,670 --> 00:06:20,490
+هو بعيد فبالتالي هذه بنعتبرها إنه هي sensors لل
+
+70
+00:06:20,490 --> 00:06:25,030
+robotics أما ال actuators تبعته إيش ممكن تكون كلها
+
+71
+00:06:25,030 --> 00:06:28,970
+عبارة عن motorsسواء كانت motors بتحرك عجلات أو
+
+72
+00:06:28,970 --> 00:06:32,450
+motor بيحرك الأدروع لإنه أنا في عندي في الطرف ..
+
+73
+00:06:32,450 --> 00:06:35,830
+في الطرفية هذه عند الذراع بيكون في عندي motor عشان
+
+74
+00:06:35,830 --> 00:06:40,330
+إن هو يحرك الذراع بهذا الشكل أو بهذا الشكل تمام؟
+
+75
+00:06:40,330 --> 00:06:46,170
+واضح؟ يعني لو عملنا رسم مخطط لهذا الشيء أنا عندي
+
+76
+00:06:46,170 --> 00:06:49,910
+هاي ال agents هاي الأذرع تبعته والأرجل تبعته
+
+77
+00:06:49,910 --> 00:06:53,630
+بنسميها actuators تمام؟ وطبعا هنا في عنده كاميرا
+
+78
+00:06:53,630 --> 00:06:57,660
+عشان يشوف البيئة اللي موجودةحواليه فبالتالي من
+
+79
+00:06:57,660 --> 00:07:00,760
+خلال ال sensors هدول بيقدر يعمل perception لل
+
+80
+00:07:00,760 --> 00:07:05,540
+environment وبناء على المعطيات اللي موجودة في
+
+81
+00:07:05,540 --> 00:07:09,100
+البيئة اللي عملها perception ممكن يعمل actions
+
+82
+00:07:09,100 --> 00:07:12,380
+معينة أن هو يتحرك إلى الأمام أو للخلف أو يعمل
+
+83
+00:07:12,380 --> 00:07:17,980
+action معين أو هو ينظف أو شغل زي هيك طيب في عندي
+
+84
+00:07:17,980 --> 00:07:21,500
+شغلة مهمة اللي هي ال agent functionthat little
+
+85
+00:07:21,500 --> 00:07:25,840
+agent إيش الوظيفة تبعت الدالة هذه إنه بناء على ال
+
+86
+00:07:25,840 --> 00:07:31,540
+perceptions على ال percept history بدي أسوي action
+
+87
+00:07:31,540 --> 00:07:35,240
+معين فبالتالي الدالة هذه ال formulation تبعها بشكل
+
+88
+00:07:35,240 --> 00:07:38,520
+رياضي إن أنا عندي ال F نقطتين إنه بناء على ال
+
+89
+00:07:38,520 --> 00:07:42,320
+perception أو ال percept history تاريخ الموضوعات
+
+90
+00:07:42,320 --> 00:07:45,820
+اللي موجودة في البيئة راح أسوي هذا بيقدّي إن أنا
+
+91
+00:07:45,820 --> 00:07:54,780
+راح يعملي map ل action معين Aتمام؟ بمعنى آخر أنه
+
+92
+00:07:54,780 --> 00:08:01,720
+.. الـ .. الـ .. الدالة هذه بتستقبل المستقبلات أو
+
+93
+00:08:01,720 --> 00:08:04,660
+من خلال .. يعني بتستقبل البيئة من خلال الـ sensors
+
+94
+00:08:04,660 --> 00:08:09,640
+وبناء عليه بتروح بتعمل action معين طبعا، بطبيعة
+
+95
+00:08:09,640 --> 00:08:14,600
+الحال أن الـ Agent Program هو عبارة عن برنامج هو
+
+96
+00:08:14,600 --> 00:08:18,420
+اللي بيشغل الـ physical architecture تبع ال .. ال
+
+97
+00:08:18,420 --> 00:08:24,810
+agent تمام؟وهو اللي بيعمل produce لل F للدلة هاي
+
+98
+00:08:24,810 --> 00:08:28,650
+بمعنى آخر أن ال agent هو عبارة عن architecture زي
+
+99
+00:08:28,650 --> 00:08:32,230
+ال program يعني هو عبارة عن hardware زي ال
+
+100
+00:08:32,230 --> 00:08:43,110
+software تمام؟ ممكن نشوف مثال لهذا ال agent vacuum
+
+101
+00:08:43,110 --> 00:08:48,140
+cleanerVacuum cleaner اللي هو يعني زي مكنسة
+
+102
+00:08:48,140 --> 00:08:53,060
+كهربائية أو انه robot للتنظيف لو انا حددت البيئة
+
+103
+00:08:53,060 --> 00:08:57,300
+تبعته ان انا في عندي two sides اللي هي ال A و ال B
+
+104
+00:08:57,300 --> 00:09:00,960
+تمام؟ لأنه البيئة انا بدي احطها محدودة عشان ان
+
+105
+00:09:00,960 --> 00:09:04,200
+احنا نفهم اذا احنا فهمنا ال concept ممكن ان احنا
+
+106
+00:09:04,200 --> 00:09:09,560
+نعمل agent انه في بيئة اكتر تعقيد من هيك تمام؟
+
+107
+00:09:09,560 --> 00:09:13,320
+طبعا ايش ال perceptions انا عندي ال location و ال
+
+108
+00:09:13,320 --> 00:09:19,020
+contentالـ location أنه A أو B وإيش ال content؟
+
+109
+00:09:19,810 --> 00:09:23,610
+dirty أو clean بالظبط معنى ذلك إنه أنا موجود في ال
+
+110
+00:09:23,610 --> 00:09:28,270
+location A وحالة ال location A إيش؟ هي dirty، هاي،
+
+111
+00:09:28,270 --> 00:09:31,750
+تمام؟ إيش ال possible actions اللي بيسويها ال
+
+112
+00:09:31,750 --> 00:09:34,070
+agent؟ طبعا ال actions هذه بتكون محدودة، أنا بسوي
+
+113
+00:09:34,070 --> 00:09:37,030
+possible actions محدودة، يعني أنا كبشر ممكن أمشي،
+
+114
+00:09:37,030 --> 00:09:41,430
+ممكن أكل، ممكن أحكي، لكن ك agent هذا إيش مصمم؟
+
+115
+00:09:41,430 --> 00:09:46,070
+مصمم إن هو يتحرك، ياخد action، left، right، stuck،
+
+116
+00:09:46,070 --> 00:09:51,430
+يظل مكانه، no operation، مايعملش ولا حاجةتمام؟ طيب
+
+117
+00:09:51,430 --> 00:09:56,430
+طبعا ال agent function بدها تطلع على ال table هذا
+
+118
+00:09:56,430 --> 00:10:02,050
+تمام؟ و بدها تاخد أنه بناء على ال sequence هذا
+
+119
+00:10:02,050 --> 00:10:05,910
+بدها تاخد سلسلة من ال action يعني على سبيل المثال
+
+120
+00:10:05,910 --> 00:10:10,070
+لو أنا كنت موجود في ال location A و الحالة تبعته
+
+121
+00:10:10,070 --> 00:10:13,350
+كانت clean إيش ال action المناسب المفروض أن ياخده؟
+
+122
+00:10:13,980 --> 00:10:17,440
+أروح على location تاني مدام المكان هذا نظيف و أنا
+
+123
+00:10:17,440 --> 00:10:19,420
+ذالك أنا بدأ أروح على ال side التاني location B
+
+124
+00:10:19,420 --> 00:10:23,540
+عشان هاي و أنا موجود هنا فبدي أروح right هذا clean
+
+125
+00:10:23,540 --> 00:10:30,420
+فبدي أروح right عشان أنظفه طب لو كان أنا كنت موجود
+
+126
+00:10:30,420 --> 00:10:35,000
+في ال location A و الحالة تبعته dirty بضلني مكاني
+
+127
+00:10:35,000 --> 00:10:40,120
+stuck لكن لو كنت في B و كانت الحالة تبعته clean
+
+128
+00:10:41,130 --> 00:10:48,090
+بروح وين؟ left و لو كنت في B و كانت الحالة تبعته
+
+129
+00:10:48,090 --> 00:10:56,190
+dirty، stuck، وهكذا، طبعا؟ هنا في عندي عدة حالات
+
+130
+00:10:56,190 --> 00:11:01,010
+إنه ال a clean و الحالة السابقة لقيله إنه ال a
+
+131
+00:11:01,010 --> 00:11:06,540
+clean فبالتالي إنه روح right، زي هيكتمام؟ طبعا في
+
+132
+00:11:06,540 --> 00:11:12,200
+demo لل .. للكلام هذا ال demo خليني أنا أورجيكم
+
+133
+00:11:12,200 --> 00:11:20,440
+إياها على
+
+134
+00:11:20,440 --> 00:11:21,240
+هذا ال link
+
+135
+00:11:29,880 --> 00:11:34,960
+طبعا هذا ال website تبع الكتاب طبعا هنا في ال demo
+
+136
+00:11:34,960 --> 00:11:38,400
+هي مقسم على هنا انه على سبيل المثال انه هي ال
+
+137
+00:11:38,400 --> 00:11:44,220
+chapter التاني انه ال vacuum agent وهي ال demo
+
+138
+00:11:44,220 --> 00:11:48,320
+اللي موجودة هنا فممكنتضغطوا على هذا ال link
+
+139
+00:11:48,320 --> 00:11:55,700
+هيديموا لنفس ال problem اللي احنا بنحكي عنها طبعا
+
+140
+00:11:55,700 --> 00:11:58,660
+فيه source code أنا ممكن أنزله و أشغله وهي
+
+141
+00:11:58,660 --> 00:12:01,400
+screenshot لل source code هذا لأن هي البيئة اللي
+
+142
+00:12:01,400 --> 00:12:07,720
+موجودة حواليه تمام؟ و الأماكن المتسخة هيها انه
+
+143
+00:12:07,720 --> 00:12:11,020
+محتوطة بالشكل هذا اللي هي الدوائربهذا الشكل
+
+144
+00:12:11,020 --> 00:12:14,760
+فبالتالي بده ياخد action معين ان هو مش انه انا
+
+145
+00:12:14,760 --> 00:12:19,240
+عندي two sides A و B بس انا فيه عندي ممكن يتحرك هي
+
+146
+00:12:19,240 --> 00:12:26,540
+المساحة تبعته مقسمة لحداثيات
+
+147
+00:12:26,540 --> 00:12:32,580
+معينة انه N في M بهذا الشكل فبالتالي ان هو ممكن
+
+148
+00:12:33,100 --> 00:12:35,920
+ممكن أن انتوا تشغلوا ال demo هذه عندكم في البيت
+
+149
+00:12:35,920 --> 00:12:42,480
+وتشوفوا كيف بتصرف هذا ال demo، تمام؟
+
+150
+00:12:42,480 --> 00:12:46,440
+طيب
+
+151
+00:12:46,440 --> 00:12:54,700
+نيجي
+
+152
+00:12:54,700 --> 00:12:57,900
+لمفهوم ال rationality، ال rationality العقلانية
+
+153
+00:13:02,190 --> 00:13:04,610
+طبعا الـ rationality تبع الـ agent أنه أحنا ممكن
+
+154
+00:13:04,610 --> 00:13:10,910
+نحكي عنها أنه هل الـ agent نفسه هل فيه performance
+
+155
+00:13:10,910 --> 00:13:15,270
+معين بقيس أداء أنه الـ agent هذا ناجح ولا لأ
+
+156
+00:13:15,270 --> 00:13:19,250
+فبالتالي بنقدر نقول أنه أه عنده عقلانيا هل الـ
+
+157
+00:13:19,250 --> 00:13:23,350
+agent فيه عنده معرفة مسبقة بال environment؟إنه ال
+
+158
+00:13:23,350 --> 00:13:27,950
+environment هذه مكوّنة من منطقة مساحتها كذا في كذا
+
+159
+00:13:27,950 --> 00:13:30,810
+تمام و ال actions اللي ممكن نسويها في ال
+
+160
+00:13:30,810 --> 00:13:33,810
+environment هذه هي واحد اتنين تلاتة محدودة تمام
+
+161
+00:13:33,810 --> 00:13:36,970
+فبالتالي بيكون في عنده معرفة مسبقة بال environment
+
+162
+00:13:36,970 --> 00:13:42,670
+و عنده معرفة مسبقة بال actions اللي ممكن نسويها في
+
+163
+00:13:42,670 --> 00:13:46,050
+ال environment هذه يعني على سبيل المثال عنده معرفة
+
+164
+00:13:46,050 --> 00:13:50,690
+مسبقة إنه والله لو فتحت الحنافية هتنزل مياه زي هيك
+
+165
+00:13:50,690 --> 00:14:00,690
+ف ..هذه هي الـ rationality بالإضافة لإنه
+
+166
+00:14:00,690 --> 00:14:05,150
+بدي يكون في عنده القدرة إنه يحتفظ بالـ percept
+
+167
+00:14:05,150 --> 00:14:10,850
+sequence لغاية الآن، إنه إيش ال perception أو
+
+168
+00:14:10,850 --> 00:14:13,690
+الأحداث اللي صارت معاه في ال environment من بداية
+
+169
+00:14:13,690 --> 00:14:21,010
+عمل ال agent لغاية الآن، تمام؟ طيب، الآن لو طلعنا
+
+170
+00:14:21,010 --> 00:14:30,540
+علىfor each possible percept sequence تمام ال
+
+171
+00:14:30,540 --> 00:14:35,660
+rational agent ال agent اللي عنده عقلانية تمام
+
+172
+00:14:35,660 --> 00:14:39,240
+لازم يكون في عنده القدرة ان هو يختار action ايش
+
+173
+00:14:39,240 --> 00:14:43,560
+بيعمل ال action هذا expected to maximize the
+
+174
+00:14:43,560 --> 00:14:47,110
+performanceالمعنى ذلك أننا ببساطة ممكن نلخص
+
+175
+00:14:47,110 --> 00:14:51,250
+العشواء العقلانية أو الـ rationality هي قدرة الـ
+
+176
+00:14:51,250 --> 00:14:54,370
+agent نفسه إنه من ال possible actions اللي موجودة
+
+177
+00:14:54,370 --> 00:14:57,030
+عنده إنه يختار action بيعمل maximize لل
+
+178
+00:14:57,030 --> 00:15:00,210
+performance طبعا قياس ال performance هذه شغلة مهمة
+
+179
+00:15:00,210 --> 00:15:04,550
+يعنيعلى سبيل المثال كيف ممكن نقيس ال performance
+
+180
+00:15:04,550 --> 00:15:08,110
+تبع ال vacuum cleaner كدهش ان هو بيخلي البيئة هادى
+
+181
+00:15:08,110 --> 00:15:12,670
+انهى نظيفة طوال الوقت زي هيك فبالتالي يفترض ان هو
+
+182
+00:15:12,670 --> 00:15:17,390
+يختار ال actions اللى بتخلى البيئة هادى هادى نظيفة
+
+183
+00:15:17,390 --> 00:15:19,010
+طوال الوقت تمام؟
+
+184
+00:15:24,920 --> 00:15:29,040
+ناخد مثال إيش معناهات ال choices أنا عندي؟ يعني
+
+185
+00:15:29,040 --> 00:15:35,420
+على سبيل المثال لو في عندي خريطة مبسطة ل رومانيا،
+
+186
+00:15:35,420 --> 00:15:38,720
+تمام؟ في أنا عندي مجموعة من المدن و أنا بدي أروحها
+
+187
+00:15:38,720 --> 00:15:43,840
+لمدينة معينة، تمام؟ فبدي أروح من هذه المدينة لهذه
+
+188
+00:15:43,840 --> 00:15:47,200
+المدينة، إيش في عندي خيارات؟ في عندي خيار A و B
+
+189
+00:15:49,520 --> 00:15:53,180
+برضه حالة تانية لو أنا كنت في المدينة هذه و بدى
+
+190
+00:15:53,180 --> 00:15:57,200
+أروح على المدينة هذه فعندي .. عندي خيارات a و b و
+
+191
+00:15:57,200 --> 00:16:05,060
+هذا الكلام ممكن يظهر معايا هنا في الخريطة يعني
+
+192
+00:16:05,060 --> 00:16:09,720
+على سبيل المثال لو
+
+193
+00:16:09,720 --> 00:16:14,720
+أنا كنت في بوخرست تمام و بدى أروح على المدينة هذه
+
+194
+00:16:14,720 --> 00:16:18,100
+أكم خيار أنا عندي في عندي .. ممكن أروح بهذا
+
+195
+00:16:18,100 --> 00:16:22,840
+الاتجاهممكن أروح بهذا الاتجاه وممكن أروح بهذا
+
+196
+00:16:22,840 --> 00:16:26,660
+الاتجاه، زي هيك، فبالتالي في عندي تلاتة choices،
+
+197
+00:16:26,660 --> 00:16:31,160
+فيفترض إن أختار الخيار اللي بيعمل maximize لل
+
+198
+00:16:31,160 --> 00:16:38,780
+agent، لل performance تبع ال agent طيب
+
+199
+00:16:38,780 --> 00:16:43,460
+طبعا في فرق بين ال rationality و المعرفة المطلقة
+
+200
+00:16:43,460 --> 00:16:47,940
+أو العلم الكامل، تمام؟
+
+201
+00:16:52,360 --> 00:16:56,420
+لأن الـ percept عادة بتزودنيش بكل الـ relevant
+
+202
+00:16:56,420 --> 00:17:00,480
+information مش كل المعلومات كاملة بيقدر أن أنا
+
+203
+00:17:00,480 --> 00:17:04,640
+أستقبلها من خلال المستقبلات يعني على سبيل المثال
+
+204
+00:17:04,640 --> 00:17:07,900
+عشان نفهم هذه النقطة أنه أنا في عندي معرفة بال
+
+205
+00:17:07,900 --> 00:17:10,940
+environment تبعت البيئة في ال card game لكن هل
+
+206
+00:17:10,940 --> 00:17:13,760
+عندي معرفة في البطاقات الموجودة عند اللاعبين
+
+207
+00:17:13,760 --> 00:17:18,000
+الآخرينبعرف طريقة اللعب، بعرف أن هو أكم بطاقة
+
+208
+00:17:18,000 --> 00:17:21,780
+المفروض أن هو يكون معاه، و بعرف أنه لازم أنه يصير
+
+209
+00:17:21,780 --> 00:17:26,580
+في دور لكل لعبة، لكن هل في عندي معرفة بالبطاقات
+
+210
+00:17:26,580 --> 00:17:30,140
+اللي موجودة عنده؟ لأ، فبالتالي هنا ال rationality
+
+211
+00:17:30,140 --> 00:17:35,160
+شغل مختلفة تماما عن العلم المطلق، مش معناته أنه
+
+212
+00:17:35,160 --> 00:17:37,340
+أنا في عندي معرفة بالبيئة، معناه ذلك أن أنا بعرف
+
+213
+00:17:37,340 --> 00:17:43,930
+كل شيء، تمام؟هذه الشغلة الشغلة التانية أنه ال
+
+214
+00:17:43,930 --> 00:17:47,690
+rationality مش معناته أنه تخليلي أداء ال agent أنا
+
+215
+00:17:47,690 --> 00:17:53,210
+عندي perfect ليش؟ لأنه لو رجعنا هنا للتعريف حكينا
+
+216
+00:17:53,210 --> 00:17:56,310
+أنه
+
+217
+00:17:56,310 --> 00:18:00,290
+لازم يكون في عنده القدرة أن هو يختارالـ action
+
+218
+00:18:00,290 --> 00:18:04,150
+that is expected to maximize expected to maximize
+
+219
+00:18:04,150 --> 00:18:07,050
+أنا بتوقع إن هو هيعمللي maximization لكن هل هو
+
+220
+00:18:07,050 --> 00:18:11,150
+فعلا هيعمل maximize؟ ماعرفش، حسب التفاعل مع البيئة
+
+221
+00:18:11,150 --> 00:18:16,370
+فبالتالي كونه الـ agent هذا rational مش معناه ذلك
+
+222
+00:18:16,370 --> 00:18:25,230
+إنه perfect ليش؟ لأنه احنا يعني ال rationality
+
+223
+00:18:25,230 --> 00:18:28,870
+بتعمل maximize للـ expected outcomeولكن ال
+
+224
+00:18:28,870 --> 00:18:32,870
+perfection هي maximized لل actual outcome ففي فرق
+
+225
+00:18:32,870 --> 00:18:35,430
+بين ال expected و ال actual مش دايما ال expected
+
+226
+00:18:35,430 --> 00:18:42,430
+بتطلع زي ال actual طيب نيجي الآن لل autonomy في ال
+
+227
+00:18:42,430 --> 00:18:47,670
+agents ال autonomy المقصود فيها اللي هي جداش مقدار
+
+228
+00:18:47,670 --> 00:18:50,470
+التحكم الذاتي الموجود في ال agent
+
+229
+00:18:53,890 --> 00:18:57,750
+تمام؟ إن هو بيقدر ال agent لوحده من نفسه إن هو
+
+230
+00:18:57,750 --> 00:19:03,190
+يحدد ال behavior تبعه بناء على إيش؟ بناء على ال
+
+231
+00:19:03,190 --> 00:19:07,990
+its own experience الخبرته اللي هو اكتسبها من ال
+
+232
+00:19:07,990 --> 00:19:11,790
+environment فبالتالي
+
+233
+00:19:14,330 --> 00:19:18,890
+فبالتالي في agents أنه هي بيكون عندها القدرة أنه
+
+234
+00:19:18,890 --> 00:19:22,730
+هي أنه
+
+235
+00:19:22,730 --> 00:19:27,270
+هي تطور من السلوك تبعها بناء على خبرتها اللي
+
+236
+00:19:27,270 --> 00:19:32,650
+موجودة أو ممكن يكون في عندي ال agent ممكن أن هو
+
+237
+00:19:32,650 --> 00:19:36,570
+يعمل
+
+238
+00:19:36,570 --> 00:19:40,770
+actions بناء على ال knowledge اللي تم تصميمها في
+
+239
+00:19:40,770 --> 00:19:46,220
+عند ال design تمام؟طبعا في الحالة هذه أنا في عندي
+
+240
+00:19:46,220 --> 00:19:53,300
+حالتين في عندي extreme extreme
+
+241
+00:19:53,300 --> 00:19:57,160
+autonomy ما يعني extreme أنا في عندي extreme من
+
+242
+00:19:57,160 --> 00:20:00,500
+الطرفين أنه ممكن هنا no autonomy معناه ذلك أنه
+
+243
+00:20:00,500 --> 00:20:04,800
+مافيش تحكم خالص في الخيارات تبعته أو complete
+
+244
+00:20:04,800 --> 00:20:07,980
+autonomy أنه في عنده تحكم كامل في الخيارات تبعته
+
+245
+00:20:07,980 --> 00:20:09,120
+تمام؟
+
+246
+00:20:11,020 --> 00:20:14,480
+لما مايكونش فيه عندي no autonomy مافيش تحكم كامل
+
+247
+00:20:14,480 --> 00:20:17,620
+معناه ذلك إنه بتجهل كل المعلومات اللي موجودة في
+
+248
+00:20:17,620 --> 00:20:21,880
+البيئة اللي حواليه لأنه إحنا إيش عرفنا ال
+
+249
+00:20:21,880 --> 00:20:29,020
+autonomy؟ عرفنا ال autonomy إنه هو تحكم بناءً على
+
+250
+00:20:29,020 --> 00:20:31,760
+إيش المعلومات اللي موجودة في البيئة طب مدام إنه
+
+251
+00:20:31,760 --> 00:20:34,660
+أنا يعني مافيش عنده القدرة إنه أنا أتحكم في نفسي
+
+252
+00:20:34,660 --> 00:20:36,960
+معناه ذلك هل المعلومات تبعت البيئة مفيدة؟ فيمعناه
+
+253
+00:20:36,960 --> 00:20:43,570
+ذلك إنه بيتجهلهاال complete autonomy ان هو في عنده
+
+254
+00:20:43,570 --> 00:20:49,790
+تحكم كامل كيف بيتعلم من أدائه ان هو بيجرب random
+
+255
+00:20:49,790 --> 00:20:54,470
+actions بدون اي برمجة مسبقة و من ال actions اللي
+
+256
+00:20:54,470 --> 00:20:58,350
+هو بيسويها بروح بتعلم انه اه والله هذا ال action
+
+257
+00:20:58,350 --> 00:21:01,690
+good او هذا ال action bad تمام؟
+
+258
+00:21:04,230 --> 00:21:06,990
+لأن أنا مافيش عندي معرفة مسبقة فأنا في عندي
+
+259
+00:21:06,990 --> 00:21:10,610
+possible actions إيش أسوي بروح بجرب فيهم بشكل
+
+260
+00:21:10,610 --> 00:21:16,270
+عشوائي زي هيك زي
+
+261
+00:21:16,270 --> 00:21:19,950
+ما البشر مثلا إنه مثلا هو بتفاعل مع البيئة
+
+262
+00:21:19,950 --> 00:21:23,770
+الموجودة حواليه في عنده سطح ساخن فبروح بجرب action
+
+263
+00:21:23,770 --> 00:21:26,710
+عشوائي إنه يحط إيده على السطح الساخن فبالتالي إنه
+
+264
+00:21:26,710 --> 00:21:29,690
+بتعلم إن ال action هذا bad فبالتالي بيتجنبه مرة
+
+265
+00:21:29,690 --> 00:21:37,660
+تانية فبتعلم زي هيكطبعا أمثل على هذه الأشياء لما
+
+266
+00:21:37,660 --> 00:21:41,180
+أحكي هنا أنه «no autonomy» و «complete autonomy»
+
+267
+00:21:41,180 --> 00:21:44,460
+معناه ذلك أن الـ agent ممكن يكون بين اتنين يعني
+
+268
+00:21:44,460 --> 00:21:49,480
+ممكن يكون عنده autonomy يعني نوعا ما بس مش كاملة،
+
+269
+00:21:49,480 --> 00:21:53,320
+طبعا؟ يعني على سبيل المثال الطفل اللي بيحاول أن
+
+270
+00:21:53,320 --> 00:21:57,660
+يزحف كده
+
+271
+00:21:57,660 --> 00:22:02,930
+ال autonomy الموجودة عنده؟ بدرجة معينةليش؟ لأنه هو
+
+272
+00:22:02,930 --> 00:22:06,670
+بيجرب أشياء بشكل عشوائي تمام؟ و في نفس الوقت بعتمد
+
+273
+00:22:06,670 --> 00:22:11,390
+على خبرته في البيئة أن هو مثلا لو كان أن هو بيزحف
+
+274
+00:22:11,390 --> 00:22:15,830
+عند حفة معينة و جرب أن هو يسقط فهو بيخاف طبعا
+
+275
+00:22:15,830 --> 00:22:18,610
+الخوف غريزة في الإنسان فهو بيخاف أن هو يجعف
+
+276
+00:22:18,610 --> 00:22:23,390
+فبالتالي بتجنب ال action هدف ال future تمام؟ فعنده
+
+277
+00:22:23,390 --> 00:22:25,270
+autonomy somehow
+
+278
+00:22:29,580 --> 00:22:35,780
+طيب، نجي للـ PS الـ PS هي اختصار للـ Performance
+
+279
+00:22:35,780 --> 00:22:42,920
+Measure Environment Actuators و Sensors هدول
+
+280
+00:22:42,920 --> 00:22:47,240
+الأربع شغلات اللي أنا بده أطلع فيهم أو أطلع عليهم
+
+281
+00:22:47,240 --> 00:22:54,200
+عن تصميم أي agent يعني على سبيل المثال لازم نحدد
+
+282
+00:22:54,200 --> 00:22:59,240
+الإعدادات لأي intelligent agentتمام؟ لعددات من
+
+283
+00:22:59,240 --> 00:23:05,620
+ناحية الأربع شغلات هدول أو الخمس شغلات هدول اللي
+
+284
+00:23:05,620 --> 00:23:10,860
+هو ال performance major و ال environment و ال
+
+285
+00:23:10,860 --> 00:23:14,920
+actuators و ال sensors وهذا الكلام بدنا نطبقه على
+
+286
+00:23:14,920 --> 00:23:20,670
+أمثلة زي هيكنجي نفكر مع بعض وبعديها بنشوف في الـ
+
+287
+00:23:20,670 --> 00:23:24,030
+slide كيف شكل هذه الشغلات يعني على سبيل المثال لو
+
+288
+00:23:24,030 --> 00:23:27,750
+بدي أعمل intelligent agent مثل automated taxi
+
+289
+00:23:27,750 --> 00:23:36,710
+driver نجي نفكر في أول حاجة في الـ B يعني
+
+290
+00:23:36,710 --> 00:23:41,350
+بالظبط يعني أنا عندي هنا عندي عدة أمتي لعدة agent
+
+291
+00:23:41,350 --> 00:23:44,990
+كل agent من هدول بيدروح أمسك الخمسة هدول وأحددهم
+
+292
+00:23:44,990 --> 00:23:49,020
+إلىكيف ممكن أنا أقيس الـ Automated Taxi Driver؟
+
+293
+00:23:49,020 --> 00:23:52,180
+الـ Taxi Driver هو عبارة عن Agent، أيش الوظيفة
+
+294
+00:23:52,180 --> 00:23:55,040
+تبعته؟ إنه يشتغل بدل الـ Taxi، إنه هو يوصل الناس
+
+295
+00:23:55,040 --> 00:23:59,160
+كيف .. كيف أنا بقيس أداء الـ Taxi؟ مثلا، نحفظ أربع
+
+296
+00:23:59,160 --> 00:24:04,360
+دراهاين بشكل صحيح، نكون بالخمس أو عادي، مثلا، نريد
+
+297
+00:24:04,360 --> 00:24:07,460
+حد يدعي أشعة المرور قدامي، نريد حد يتحكم بالسيارة
+
+298
+00:24:11,330 --> 00:24:15,550
+طيب، يعني إنتي لما عندك سيارة و بدك تشغلي السواج
+
+299
+00:24:15,550 --> 00:24:18,530
+على السيارة، هدى بدك تتأكد أول إن هو بيعرف يسوج،
+
+300
+00:24:18,530 --> 00:24:24,870
+طب و بعدين؟ هذا المتطلبات عشان إنه إنتي تخليه إن
+
+301
+00:24:24,870 --> 00:24:28,250
+هو يسوج السيارة، لكن كيف بدك تقيصي أداهه؟ إجبلتى
+
+302
+00:24:28,250 --> 00:24:31,410
+إنتي فاكري بهذه الطريقة، إجبلتى إنه أه عنده القدرة
+
+303
+00:24:31,410 --> 00:24:34,470
+إن هو يسوج و كل هذا الأمور، بس كيف بدك تقيصي
+
+304
+00:24:34,470 --> 00:24:35,170
+الأداة تبعه؟
+
+305
+00:24:40,680 --> 00:24:45,500
+بمعنى أخر لما نرجع السواج تاكسي أخر نهار بالسيارة
+
+306
+00:24:45,500 --> 00:24:53,200
+إيش بيهمك؟ جد يجمع فلوس، صح؟ وإيش كمان؟ السيارة
+
+307
+00:24:53,200 --> 00:24:56,840
+ترجع سليمة؟
+
+308
+00:24:56,840 --> 00:24:59,700
+بالظبط وإن مصروف اللي بقى، بالظبط إنه جداش رجع
+
+309
+00:24:59,700 --> 00:25:03,520
+فلوس، رجع فلوس معناه ذلك إنه جداش إنه الغلة تبعته
+
+310
+00:25:03,520 --> 00:25:07,700
+إنه جداش حمى الركاب وفي نفس الوجد إنه ماكانش يضيع
+
+311
+00:25:07,700 --> 00:25:11,580
+الوجد إنه يشوت بالسيارة فاضي، صح؟تمام؟ واش كمان
+
+312
+00:25:11,580 --> 00:25:15,720
+بهمني أنه ترجع السيارة سليمة ترجع السيارة سليمة
+
+313
+00:25:15,720 --> 00:25:19,660
+أنه بدون حوادث و بدون أعطال مش شرط أنه سليمة أنه
+
+314
+00:25:19,660 --> 00:25:22,680
+يصير فيها حادث ممكن أن هو في عنده سوء استخدام أن
+
+315
+00:25:22,680 --> 00:25:26,420
+السيارة بتسخن معاه أو شغل زي هيك فبالتالي أنا بركز
+
+316
+00:25:26,420 --> 00:25:32,120
+على الشغلات هذه أنه .. أنه يكون سياقته أمنة و أنه
+
+317
+00:25:32,120 --> 00:25:36,760
+يكون أن هو يوصل الركاب بشكل صحيح تمام و أنه يجمع
+
+318
+00:25:36,760 --> 00:25:43,590
+فلوسطيب، شفنا الـ B، نيجي للـ E ال environment،
+
+319
+00:25:43,590 --> 00:25:48,430
+وين بيشتغل السواج؟ وين بيشتغل ال taxi driver؟ في
+
+320
+00:25:48,430 --> 00:25:52,510
+الطرق، في ال auto street، في ال street، في .. بمشي
+
+321
+00:25:52,510 --> 00:25:54,970
+على ممر المشاة، بمشي .. يعني هاي ال environment
+
+322
+00:25:54,970 --> 00:26:00,390
+تبعته طيب، إيش ال actuators تبعته؟ كيف ال agent
+
+323
+00:26:00,390 --> 00:26:01,870
+هذا بتحكم في السيارة؟
+
+324
+00:26:06,770 --> 00:26:10,510
+انت بتحكي على action بس أنا بحكي على actuators إيه
+
+325
+00:26:10,510 --> 00:26:13,970
+ال actuators؟ إيش ال actuators تبعته؟ ال actuators
+
+326
+00:26:13,970 --> 00:26:17,770
+اللي هي الألات تبعته، إيش الأذرع تبعته، إيش الأذرع
+
+327
+00:26:17,770 --> 00:26:24,490
+الألية اللي موجودة عنده؟ ال steering، steering
+
+328
+00:26:24,490 --> 00:26:29,330
+wheel، عجلة القيادة، وشو كمان؟ دوست الفرامل، دوست
+
+329
+00:26:29,330 --> 00:26:35,570
+البنزين، ال handbrake، التسارع، وشو كمان؟ كل
+
+330
+00:26:35,570 --> 00:26:36,210
+الشغلات هذه
+
+331
+00:26:41,530 --> 00:26:48,150
+طيب إيش ال sensors؟
+
+332
+00:26:48,150 --> 00:26:50,950
+camera إيش كمان؟
+
+333
+00:26:54,580 --> 00:27:02,600
+عداد السرعة، عداد التسارع، الضغط، ضغط المحرك،
+
+334
+00:27:02,600 --> 00:27:06,200
+حرارة المحرك، كل الأشياء هذه أنه ممكن اعتبرها
+
+335
+00:27:06,200 --> 00:27:09,320
+sensors أنه بقيس فيها حالة البيئة اللي موجودة
+
+336
+00:27:09,320 --> 00:27:13,800
+حوالي بالإضافة لل traffic light والشغلات هذه كلها
+
+337
+00:27:13,800 --> 00:27:18,920
+اللي بتكون موجودة عندي، طيب هذا taxi driver، هنرجع
+
+338
+00:27:18,920 --> 00:27:22,120
+نشوفه، خلينا نفكر في المثال التاني اللي هو ال «bar
+
+339
+00:27:22,120 --> 00:27:27,110
+picking robot»part picking robot هذا عبارة عن
+
+340
+00:27:27,110 --> 00:27:32,370
+robot بيعمل pick ل parts لأجزاء يعني أنا بجمع
+
+341
+00:27:32,370 --> 00:27:36,450
+تجميع يعني أنا عندي في خط إنتاج معين وخط الإنتاج
+
+342
+00:27:36,450 --> 00:27:38,950
+هذا بروح باخد هذه زي هيك و باخد هذه زي هيك و
+
+343
+00:27:38,950 --> 00:27:46,490
+بركبهم على بعض فإيش ال P تبعتها يعني هيك طبيعة
+
+344
+00:27:46,490 --> 00:27:49,730
+الأسلة في في المادة هذه يعني أنا ممكن أجيبلك agent
+
+345
+00:27:49,730 --> 00:27:51,790
+معينة و بدك تفكري في ال PS تبعته
+
+346
+00:27:55,920 --> 00:28:00,180
+أنا بدي .. بدي quantity يعني أنا في السواج .. في
+
+347
+00:28:00,180 --> 00:28:04,880
+السواج إجيت قولت قداش معاه فلوس لما نرجع، تمام؟
+
+348
+00:28:04,880 --> 00:28:10,820
+أكم قطعة جمع .. أكم قطعة جمع بشكل صحيح طبعا، مش
+
+349
+00:28:10,820 --> 00:28:15,760
+معناته أنه جمع قطعة هيك بالظبط، تمام؟ إيش ال
+
+350
+00:28:15,760 --> 00:28:20,100
+environment اللي بيشتغل فيها؟ وين بيشتغل؟ في مصنع،
+
+351
+00:28:20,100 --> 00:28:24,460
+و إيش بيكون في المصنع أنا عندى؟خط إنتاج اللي هو
+
+352
+00:28:24,460 --> 00:28:28,100
+السير هذا اللي بيمشي و اللي هو بيلتقط منه الأشياء
+
+353
+00:28:28,100 --> 00:28:34,280
+إيش ال actuators تبعته؟
+
+354
+00:28:34,280 --> 00:28:37,700
+متخيلين كيف ال picking part روبوت انه بياخد عبارة
+
+355
+00:28:37,700 --> 00:28:42,840
+عن دراع قالية دراع قالية، تمام؟ وإيش ال sensors
+
+356
+00:28:42,840 --> 00:28:49,200
+اللي بحتاجها؟ كاميرا؟ لأ مش نفس الفكرة، لأ مش نفس
+
+357
+00:28:49,200 --> 00:28:51,780
+ال sensors كاميرا و إيش كمان؟
+
+358
+00:28:54,650 --> 00:28:58,270
+إنه بيقدر يحدد مكان ال object هذا عشان يلتقطه، بدي
+
+359
+00:28:58,270 --> 00:29:02,290
+يحدد موقعه، تمام؟ وبده يكون في عنده يعني sensor
+
+360
+00:29:02,290 --> 00:29:06,670
+للزاوية تبعته، بالظبط إنه زاوية حركة الدراع عشان
+
+361
+00:29:06,670 --> 00:29:14,570
+إنه يقدر يحدد، يختار بالظبط المكان بشكل مناسب ال
+
+362
+00:29:14,570 --> 00:29:17,110
+actuators اللي هو الدراع الإلكترونية، الإدراع
+
+363
+00:29:17,110 --> 00:29:17,970
+القالية تبعته
+
+364
+00:29:22,150 --> 00:29:28,230
+طيب interactive English tutor إيش يعني tutor؟
+
+365
+00:29:28,230 --> 00:29:35,610
+tutorial .. tutor جاية من tutorial شوف فرق بين ال
+
+366
+00:29:35,610 --> 00:29:40,370
+tutor و ال teacher و
+
+367
+00:29:40,370 --> 00:29:46,750
+ال tutor هذه ال tutorial اللي هي المادة نفسها لكن
+
+368
+00:29:46,750 --> 00:29:51,200
+ال tutor نفسههو اللي بيعطي الاشي، يعني ممكن ان
+
+369
+00:29:51,200 --> 00:29:54,200
+احنا نعتبره ان هو عبارة عن مدرس خصوصي ال tutor
+
+370
+00:29:54,200 --> 00:29:57,720
+مدرس خصوصي الفرق بين ال teacher و ال tutor ال
+
+371
+00:29:57,720 --> 00:30:00,160
+teacher زي حالتي زي هيك، ان انا بشرحلكم كلكم أما
+
+372
+00:30:00,160 --> 00:30:04,680
+ال tutor بيشرح بشكل خصوصي بناء على يعني أداء طالب
+
+373
+00:30:04,680 --> 00:30:10,230
+معين هنا interactive English tutorباجي أنا بتعامل
+
+374
+00:30:10,230 --> 00:30:14,770
+يعني أنا لو ك human English tutor إيش بسوي؟ بشوف
+
+375
+00:30:14,770 --> 00:30:17,470
+قدائك في الإنجليزي إنه أنا بشوف وين المشاكل عندك،
+
+376
+00:30:17,470 --> 00:30:20,230
+في عندك مشاكل في ال vocabulary أو في عندك مشاكل في
+
+377
+00:30:20,230 --> 00:30:23,830
+النطق أو في عندك مشاكل في ال grammar بديكي أنثي
+
+378
+00:30:23,830 --> 00:30:26,170
+لأكتر في ال grammar في الأشياء اللي إنت ضعيف فيها،
+
+379
+00:30:26,170 --> 00:30:29,790
+بينما طالب تاني ممكن تكون المشاكل تبعته مختلفة،
+
+380
+00:30:29,790 --> 00:30:32,130
+فبركزله على الأشياء اللي هو ضعيف فيها، فهذا هو
+
+381
+00:30:32,130 --> 00:30:35,770
+وظيفة ال tutor إنت لو بدي أسوي agent، بيسوي هاي
+
+382
+00:30:35,770 --> 00:30:45,340
+الشغلإيش ال B تبعه أكم
+
+383
+00:30:45,340 --> 00:30:49,460
+طالب عدد الطلاب بس وصلوا المعلومة بشكل صحيح كيف
+
+384
+00:30:49,460 --> 00:30:54,340
+بنجيس أنه وصلوا المعلومة بشكل صحيح حسن أداءه في
+
+385
+00:30:54,340 --> 00:30:58,160
+الامتحان أو حسن أداءه في النطق بهذا الشكل فأنا
+
+386
+00:30:58,160 --> 00:31:01,280
+بجيس على طالب معين تمام و بعدها بشوف عدد الطلاب
+
+387
+00:31:01,280 --> 00:31:05,620
+بقيس على طالب معين أن هو جداش ال accent تبعته راحت
+
+388
+00:31:06,310 --> 00:31:09,650
+اتحسن في النطق، جديش إنه ال grammar تبعته اتحسنت،
+
+389
+00:31:09,650 --> 00:31:12,830
+جديش إنه أداءه في الامتحان، لو أنا حد جاى يعني
+
+390
+00:31:12,830 --> 00:31:16,450
+أعطيته امتحان، جديش إنه أداءه اتحسن، طب شو ال
+
+391
+00:31:16,450 --> 00:31:22,170
+environment اللي بيشتغل فيها؟ هذا ال human ال
+
+392
+00:31:22,170 --> 00:31:27,770
+interactive agent interactive English tutor agent،
+
+393
+00:31:27,770 --> 00:31:30,650
+وين بيشتغل؟ إيش البيئة تبعته؟
+
+394
+00:31:35,310 --> 00:31:38,490
+يعني أنتوا متخيلين الموضوع أنه robot يعني هيك يعني
+
+395
+00:31:38,490 --> 00:31:45,270
+أو لازم يكون فيه أدرع وشغلات زي هيك؟ تطبيق بالظبط
+
+396
+00:31:45,270 --> 00:31:50,410
+فبتلاقى البيئة تبعته هتختلف، تمام؟ فبالتالي إيش ال
+
+397
+00:31:50,410 --> 00:31:52,830
+environment اللي هو بيشتغل فيها؟ بيشتغل في
+
+398
+00:31:52,830 --> 00:31:56,570
+environment إنه زي هيك، إنه بيكون هو نازل على يعني
+
+399
+00:31:56,570 --> 00:31:59,590
+على جهاز معين، على جهاز طالب أو على ال tablet
+
+400
+00:31:59,590 --> 00:32:03,470
+تبعه، تمام؟ وإيش ال actuators تبعته؟
+
+401
+00:32:09,230 --> 00:32:16,090
+إيش في الجهاز نفسه؟ الشاشة بالظبط الشاشة تمام و ال
+
+402
+00:32:16,090 --> 00:32:20,410
+sensors سبعته المايكروفون و إيش كمان؟ و ال .. و ال
+
+403
+00:32:20,410 --> 00:32:23,110
+.. و ال keyboard لإن أنا بطلب منه أدخل لاختبار
+
+404
+00:32:23,110 --> 00:32:25,730
+معين فهو بدي يجاوب من خلال keyboard و mouse
+
+405
+00:32:25,730 --> 00:32:29,350
+فبالتالي أنا بقيس أداء الطالب يعني ال actuator
+
+406
+00:32:29,350 --> 00:32:32,590
+سبعتي اللي هو ال keyboard و ال mouse و ممكن يكون
+
+407
+00:32:32,590 --> 00:32:37,370
+الكاميرا و ممكن يكون ال microphone تمام؟ فهذه
+
+408
+00:32:37,370 --> 00:32:41,350
+الأمثلة التلاتةطبعا أنا قاصد أنه انتوا تفكروا فيها
+
+409
+00:32:41,350 --> 00:32:44,150
+هيك بصوت عالي بحيث أنه انتوا يكون في عندكم القدرة
+
+410
+00:32:44,150 --> 00:32:47,650
+لأنه انتوا مطلوب بأن انتوا تصمم يعني مطلوب منكوا
+
+411
+00:32:47,650 --> 00:32:49,970
+تصمموا agent فبتكونوا تفكروا بهذه الأشياء هذه
+
+412
+00:32:49,970 --> 00:32:51,370
+الأشياء هي موجودة في ال slide هنا
+
+413
+00:32:57,480 --> 00:33:01,700
+للـ Tax Driver، إيش ال performance؟ Safe، Fast،
+
+414
+00:33:01,700 --> 00:33:05,560
+Legal، مايعملش مخالفات، قعدوا برضه، هاد يبقى بدي
+
+415
+00:33:05,560 --> 00:33:08,700
+أجيب سامع الانتباه، إيش الفايدة إن هو جابلي يعني
+
+416
+00:33:08,700 --> 00:33:12,840
+غلة كبيرة و في نفس الوقت جابلي بنص الغلة هذه
+
+417
+00:33:12,840 --> 00:33:16,600
+مخالفات، تمام؟ Safe و Fast، طبعا لازم إن هو يوصل
+
+418
+00:33:16,600 --> 00:33:19,360
+بسرعه و يختار المسارات، لو هو بدي اتنقل بين عدة
+
+419
+00:33:19,360 --> 00:33:23,820
+نقاطزي بده يكون الخريطة طبعة رومانيا مثلا أنه بده
+
+420
+00:33:23,820 --> 00:33:25,880
+يكون في عنده possible actions و بده يختار ال
+
+421
+00:33:25,880 --> 00:33:29,400
+action الأسرع و الأسلم و الأسهل و كل هذه الأشياء،
+
+422
+00:33:29,400 --> 00:33:36,320
+تمام؟ comfortable tripبالظبط وهذه شغله مهمه مش
+
+423
+00:33:36,320 --> 00:33:39,960
+معناه ذلك انه بده الراكب يركب معاه بده يشعر
+
+424
+00:33:39,960 --> 00:33:43,800
+بالدوار بعد ما ينزل من السيارة تمام؟ و ال maximize
+
+425
+00:33:43,800 --> 00:33:48,760
+profit الغلة كده اخر نهار لما نرجع ايش ال
+
+426
+00:33:48,760 --> 00:33:52,360
+environment تبعته؟ ال roads و ال traffic و ممر
+
+427
+00:33:52,360 --> 00:33:55,880
+المشاة تمام؟ و ال customers تبعونه اللي هو بتعامل
+
+428
+00:33:55,880 --> 00:34:00,700
+معاهم اللي هو الركاب ايش ال actuators تبعته؟ ال
+
+429
+00:34:00,700 --> 00:34:05,990
+steering wheel عشرة القيادة ال acceleratorالمسرع
+
+430
+00:34:05,990 --> 00:34:10,130
+اللي هو دوّس المنزين يعني تمام؟ و ال .. و ال break
+
+431
+00:34:10,130 --> 00:34:14,410
+و ال signal و ال horn ال horn اللي هو اللي .. اللي
+
+432
+00:34:14,410 --> 00:34:17,210
+.. اللي بيذمر فيه تمام؟ هذه كلها .. هذه كلها
+
+433
+00:34:17,210 --> 00:34:20,570
+actuators لأنه بدي حذر شغل يعني حدا المعين بدي
+
+434
+00:34:20,570 --> 00:34:23,950
+استخدم هذا ال actuators إيش ال sensors؟ cameras
+
+435
+00:34:23,950 --> 00:34:29,110
+sonar .. sonar طبعا عشان يحدد بالظبط المسافة بينه
+
+436
+00:34:29,110 --> 00:34:32,490
+وبين السيارة اللي وراه و السيارة اللي قدامه عيمينه
+
+437
+00:34:32,490 --> 00:34:34,350
+عشماله speedometer
+
+438
+00:34:36,730 --> 00:34:43,430
+مقياس speedه .. speed التسارع تمام؟ فيه انا عندي
+
+439
+00:34:43,430 --> 00:34:48,510
+ال GPS عشان يحدد ال location تبعه تمام؟ odometer
+
+440
+00:34:48,510 --> 00:34:54,150
+.. odometer اللي هو مقياس السرعة
+
+441
+00:34:54,150 --> 00:34:58,730
+لما اعتقد عدد السرعة و عددات السرعة بالاضافة لل
+
+442
+00:34:58,730 --> 00:35:01,550
+sensors تبع ال engine انه جداش حرارته و جداش ضغط
+
+443
+00:35:01,550 --> 00:35:07,300
+الزيت و كل هذه الأشياء تمام؟ و طبعا keyboardعشان
+
+444
+00:35:07,300 --> 00:35:10,880
+يدخل ال location أو يدخل أي شغلة نجي نشوف المثال
+
+445
+00:35:10,880 --> 00:35:13,600
+التاني اللي هو ال bar pick .. ال bar .. ال bar
+
+446
+00:35:13,600 --> 00:35:18,700
+picking robot أيش ال performance measures بتاعتهم؟
+
+447
+00:35:18,700 --> 00:35:21,540
+اللي هو ال percentage parts in the correct bins
+
+448
+00:35:21,540 --> 00:35:26,180
+عدد الأجزاء اللي تم تجميحها بشكل صحيح أيش ال
+
+449
+00:35:26,180 --> 00:35:29,560
+environment؟ conveyor .. conveyor built ال
+
+450
+00:35:29,560 --> 00:35:33,480
+conveyor built اللي هو الخط الإنتاج اللي هو هذا ال
+
+451
+00:35:33,480 --> 00:35:37,150
+.. ال built اللي هوالـ stair اللي بيكون في عليه
+
+452
+00:35:37,150 --> 00:35:41,410
+القطعة اللي بتمشي زي هيك و هو بلطقت منها تمام؟ إيش
+
+453
+00:35:41,410 --> 00:35:45,810
+ال actuators تبعته؟ joint, arm and hand طبعا
+
+454
+00:35:45,810 --> 00:35:49,310
+الدراع الألية joint مركبة مع بعض إيش ال sensors
+
+455
+00:35:49,310 --> 00:35:52,590
+تبعته؟ طبعا الكاميرا عشان يتعرف على ال parts هذه ك
+
+456
+00:35:52,590 --> 00:35:57,110
+object بالإضافة لسensor للزاوية جداش الزاوية تبعت
+
+457
+00:35:57,110 --> 00:36:02,950
+الدراح هذه عشان يحدد ال location بشكل صحيح ال
+
+458
+00:36:02,950 --> 00:36:09,200
+interactive English Totterإيش ال performance؟ بشكل
+
+459
+00:36:09,200 --> 00:36:15,200
+عام Maximize student's score on test أنا بحدد إن
+
+460
+00:36:15,200 --> 00:36:19,540
+الطالب هذا ناجح إنه حسن ال scores تبعهم فبالتالي
+
+461
+00:36:19,540 --> 00:36:23,700
+ال teacher المدرس الخصوصي هذا أداءه كويس إيش ال
+
+462
+00:36:23,700 --> 00:36:27,400
+environments؟ بيشتغل على مجموعة الطلاب تمام؟ إيش
+
+463
+00:36:27,400 --> 00:36:31,460
+ال actuators؟ طبعا هو كيف بيستختم أو بيتفاعل مع
+
+464
+00:36:31,460 --> 00:36:35,380
+البيئة إن هو بيعرض مثلا activity معينة على الشاشة
+
+465
+00:36:35,870 --> 00:36:39,450
+ليها الشاشة ال exercises ال suggestions ال
+
+466
+00:36:39,450 --> 00:36:42,990
+corrections فبالتالي لما أكتب شغلة معينة وكان فيها
+
+467
+00:36:42,990 --> 00:36:47,190
+خطأ أو grammar error فبالتالي أن هو بصلح ليها من
+
+468
+00:36:47,190 --> 00:36:50,430
+خلال ال suggestions أو ال corrections و ال sensors
+
+469
+00:36:50,430 --> 00:36:55,990
+كيبورت و مايكروفون لأن هو ممكن يتعامل مع النطق أنا
+
+470
+00:36:55,990 --> 00:37:03,040
+هنا ممكن أرجعلكم علىهنا الـ state of the art of AI
+
+471
+00:37:03,040 --> 00:37:06,540
+فيها أنا حاطيت لكم
+
+472
+00:37:12,640 --> 00:37:16,320
+هنا mobile apps that use AI و هذه ال mobile apps
+
+473
+00:37:16,320 --> 00:37:18,920
+متوفرة على ال store ممكن ان انتوا تجربوها بنفسكم
+
+474
+00:37:18,920 --> 00:37:25,440
+واحدة من التطبيقات هذه ال ال ال ال ال ال ال ال ال
+
+475
+00:37:25,440 --> 00:37:27,120
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+476
+00:37:27,120 --> 00:37:30,180
+ال
+
+477
+00:37:30,180 --> 00:37:31,340
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+478
+00:37:31,340 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+479
+00:37:33,740 --> 00:37:33,760
+ال ال
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ccee03aa2f78ff5636f2bc6d674132177a07812
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..4ef56fe80955ff4e24bf4bd7c9cc67b08949f721
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/-hAYdk9NhGQ_raw.srt
@@ -0,0 +1,1944 @@
+1
+00:00:05,580 --> 00:00:09,320
+طيب صباح الخير يا بنات اليوم إن شاء الله بدنا نكمل
+
+2
+00:00:09,320 --> 00:00:14,040
+في
+
+3
+00:00:14,040 --> 00:00:20,640
+المحاضرة التالتة بعد ما عرفنا إيش هو ال AI وشوفنا
+
+4
+00:00:20,640 --> 00:00:24,780
+إيش هي الحالة الموجودة عندنا، تمام؟ طبعا الخلاصة
+
+5
+00:00:24,780 --> 00:00:28,320
+في ال state of the art زي ما ذكرنا إنه لما يكون في
+
+6
+00:00:28,320 --> 00:00:31,400
+عندي ال agent أو ال intelligent agent إنه في
+
+7
+00:00:31,400 --> 00:00:35,750
+مجالات متعددة أداء وبيكونبالظبط حد بنسميه multi
+
+8
+00:00:35,750 --> 00:00:39,590
+-agent ولمّا يكون إنه في task مخصصة بيكون إداءه
+
+9
+00:00:39,590 --> 00:00:44,750
+كتير ممتاز وممكن إنه يتفوق على البشر طيب الآن بدنا
+
+10
+00:00:44,750 --> 00:00:48,950
+نبدأ في نحكي عن ال intelligent agents المحاضرة
+
+11
+00:00:48,950 --> 00:00:52,770
+intelligent agents من الباب التاني من كتاب
+
+12
+00:00:52,770 --> 00:00:57,450
+Artificial Intelligence Modern Approach هذا الكتاب
+
+13
+00:00:57,450 --> 00:01:01,770
+هذا الكتاب تمام
+
+14
+00:01:05,020 --> 00:01:16,220
+بدنا نحكي في Hi عن عدة أشياء هنبدأ نحكي عن إيش ..
+
+15
+00:01:16,220 --> 00:01:19,220
+إيش هي ال agents وإيش البيئات اللي ممكن تشتغل فيها
+
+16
+00:01:19,220 --> 00:01:23,660
+بدنا نحكي على ال rationality العقلانية العقلانية
+
+17
+00:01:23,660 --> 00:01:26,420
+المقصود فيها إنه هل ال agent إنه ممكن ياخد قرار
+
+18
+00:01:26,420 --> 00:01:31,720
+لوحده ولا إنه لأ بدي يكون إيشي يعني مبرمج بشكل
+
+19
+00:01:31,720 --> 00:01:36,190
+مسبقوبعدهم إننا نحكي عن ال PS اللي هي performance
+
+20
+00:01:36,190 --> 00:01:40,930
+measure environment actuators sensors هذه الأربع
+
+21
+00:01:40,930 --> 00:01:45,770
+أشياء بدي أنا أخد بالي منها عن تصميم أي agent
+
+22
+00:01:45,770 --> 00:01:49,530
+تمام؟ بعدين هبقى نحكي على أنواع ال environments
+
+23
+00:01:49,530 --> 00:01:52,630
+اللي موجودة عندى و بعدين بقى نشوف أيش أنواع ال
+
+24
+00:01:52,630 --> 00:01:57,090
+agents نشوف أيش تعريف ال agent أنا عندى
+
+25
+00:02:01,670 --> 00:02:11,310
+الـ agent الساني ال
+
+26
+00:02:11,310 --> 00:02:23,650
+agent
+
+27
+00:02:23,650 --> 00:02:26,150
+هي عبارة عن
+
+28
+00:02:30,320 --> 00:02:39,040
+في الوضع .. في الوضع حد بتروح الصورة صح؟ طيب
+
+29
+00:02:39,040 --> 00:02:45,340
+هيك برجع يعني أشرح و هو هيك ال slides يعني أو إذا
+
+30
+00:02:45,340 --> 00:02:49,320
+أنا بدي أخربش على هذه أنه أشهر على ال .. شو اسمه؟
+
+31
+00:02:54,600 --> 00:02:58,060
+طب خلاص خلاص انا ب .. يعني هاجوم و اتحرك و هستخدم
+
+32
+00:02:58,060 --> 00:03:01,480
+ال pointer هنا .. هيك تمام .. ماشي
+
+33
+00:03:31,860 --> 00:03:36,300
+طيب إذا في .. إذا مافي مجال إضاءة اللي هنا ت ..
+
+34
+00:03:36,300 --> 00:03:45,480
+عشان يبين عند ال ..
+
+35
+00:03:45,480 --> 00:03:49,360
+واضح؟ slide نوعا ما واضح؟ طيب
+
+36
+00:03:54,850 --> 00:03:57,650
+طبعا تعريف الـ agent إنه إحنا ممكن نحكي إنه الـ
+
+37
+00:03:57,650 --> 00:04:02,890
+agent هو عبارة عن أي شيءممكن إنه ينظر إلي إن هو
+
+38
+00:04:02,890 --> 00:04:07,990
+بيستقبل أو عنده إحساس perception perceiving its
+
+39
+00:04:07,990 --> 00:04:11,030
+environment في عنده إحساس بالبيئة اللي موجودة
+
+40
+00:04:11,030 --> 00:04:15,970
+حواليه تمام وعنده القدرة طبعا ال perception
+
+41
+00:04:15,970 --> 00:04:19,630
+الإدراك للبيئة اللي موجودة حواليه طبعا هيكون من
+
+42
+00:04:19,630 --> 00:04:25,390
+خلال sensors تمام وعنده القدرة إن هو يعمل act معين
+
+43
+00:04:26,200 --> 00:04:31,000
+مع الـ Environment هذه من خلال Actuators يبقى لو
+
+44
+00:04:31,000 --> 00:04:34,080
+شفنا المفاتيح أنا عندي في هذا التعريف إنه الـ
+
+45
+00:04:34,080 --> 00:04:41,580
+Agent في عنده Perceiving لـ Environment إدراك أو
+
+46
+00:04:41,580 --> 00:04:45,160
+إحساس بالبيئة الموجودة حواليه طبعا هذا الكلام
+
+47
+00:04:45,160 --> 00:04:49,880
+بيكون من خلال إيش؟ من خلال Sensors تمام؟ وبناء على
+
+48
+00:04:49,880 --> 00:04:52,320
+الإدراك هذا بيكون في عنده القدرة إن هو يعمل
+
+49
+00:04:52,320 --> 00:04:57,000
+Actions معينةمن خلال إيش؟ Actuators الـ Actuators
+
+50
+00:04:57,000 --> 00:05:00,800
+ممكن تعتبريها إن هي عبارة عن أدرع أو آلات معينة
+
+51
+00:05:00,800 --> 00:05:04,440
+عجلات أو أي حاجة عشان تودح الصورة أكتر يعني على
+
+52
+00:05:04,440 --> 00:05:09,680
+سبيل مثل human agentممكن أنا أطلع لإنه العينين
+
+53
+00:05:09,680 --> 00:05:13,100
+والأذن طبعا العينين أنا عشان أشوف فيها والأذن عشان
+
+54
+00:05:13,100 --> 00:05:16,440
+أنا أسمع فيها تمام؟ والأرجل والثيقان وكل هذه
+
+55
+00:05:16,440 --> 00:05:23,800
+الأشياء هدول عبارة عن sensors يبقى العينين
+
+56
+00:05:23,800 --> 00:05:27,500
+والأذنين هدول أنا بستقبل فيهم معلومات من البيئة
+
+57
+00:05:27,500 --> 00:05:33,330
+اللي موجودة حولياو هدول بنسميهم sensors أما ال
+
+58
+00:05:33,330 --> 00:05:36,470
+hands و ال legs و ال mouth و كل هذه الشغلات أحنا
+
+59
+00:05:36,470 --> 00:05:40,350
+بنسميها actuators ليش أنا بسوي منها action معين
+
+60
+00:05:40,350 --> 00:05:45,030
+يعني هنا أنا بشوف صور و هنا بسمع أصوات أما ال
+
+61
+00:05:45,030 --> 00:05:48,850
+hands أنه أنا بسوي فيها actions معين و .. و ال
+
+62
+00:05:48,850 --> 00:05:52,030
+legs أنا بتحرك فيها و ال mouth أنا ممكن أصدر أصوات
+
+63
+00:05:52,030 --> 00:05:55,810
+معينة تمام؟ طب هذا .. هذا الكلام بالنسبة لل humans
+
+64
+00:05:55,810 --> 00:06:02,250
+أما بالنسبة لل roboticsإيش ممكن يكون أنا عندى ال
+
+65
+00:06:02,250 --> 00:06:06,390
+sensors ممكن تكون عبارة عن كاميرا infrared range
+
+66
+00:06:06,390 --> 00:06:09,630
+finders ال infrared range finder هي عبارة عن
+
+67
+00:06:09,630 --> 00:06:13,630
+sensor إنه بتصدر إشعاع infrared عشان يحدد قداش
+
+68
+00:06:13,630 --> 00:06:16,670
+المسافة بينه وبين ال object قدامه إن هو له قريب أو
+
+69
+00:06:16,670 --> 00:06:20,490
+هو بعيد فبالتالي هذه بنعتبرها إنه هي sensors لل
+
+70
+00:06:20,490 --> 00:06:25,030
+robotics أما ال actuators تبعته إيش ممكن تكون كلها
+
+71
+00:06:25,030 --> 00:06:28,970
+عبارة عن motorsسواء كانت motors بتحرك عجلات أو
+
+72
+00:06:28,970 --> 00:06:32,450
+motor بيحرك الأدروع لإنه أنا في عندي في الطرف ..
+
+73
+00:06:32,450 --> 00:06:35,830
+في الطرفية هذه عند الذراع بيكون في عندي motor عشان
+
+74
+00:06:35,830 --> 00:06:40,330
+إن هو يحرك الذراع بهذا الشكل أو بهذا الشكل تمام؟
+
+75
+00:06:40,330 --> 00:06:46,170
+واضح؟ يعني لو عملنا رسم مخطط لهذا الشيء أنا عندي
+
+76
+00:06:46,170 --> 00:06:49,910
+هاي ال agents هاي الأذرع تبعته والأرجل تبعته
+
+77
+00:06:49,910 --> 00:06:53,630
+بنسميها actuators تمام؟ وطبعا هنا في عنده كاميرا
+
+78
+00:06:53,630 --> 00:06:57,660
+عشان يشوف البيئة اللي موجودةحواليه فبالتالي من
+
+79
+00:06:57,660 --> 00:07:00,760
+خلال ال sensors هدول بيقدر يعمل perception لل
+
+80
+00:07:00,760 --> 00:07:05,540
+environment وبناء على المعطيات اللي موجودة في
+
+81
+00:07:05,540 --> 00:07:09,100
+البيئة اللي عملها perception ممكن يعمل actions
+
+82
+00:07:09,100 --> 00:07:12,380
+معينة أن هو يتحرك إلى الأمام أو للخلف أو يعمل
+
+83
+00:07:12,380 --> 00:07:17,980
+action معين أو هو ينظف أو شغل زي هيك طيب في عندي
+
+84
+00:07:17,980 --> 00:07:21,500
+شغلة مهمة اللي هي ال agent functionthat little
+
+85
+00:07:21,500 --> 00:07:25,840
+agent إيش الوظيفة تبعت الدالة هذه إنه بناء على ال
+
+86
+00:07:25,840 --> 00:07:31,540
+perceptions على ال percept history بدي أسوي action
+
+87
+00:07:31,540 --> 00:07:35,240
+معين فبالتالي الدالة هذه ال formulation تبعها بشكل
+
+88
+00:07:35,240 --> 00:07:38,520
+رياضي إن أنا عندي ال F نقطتين إنه بناء على ال
+
+89
+00:07:38,520 --> 00:07:42,320
+perception أو ال percept history تاريخ الموضوعات
+
+90
+00:07:42,320 --> 00:07:45,820
+اللي موجودة في البيئة راح أسوي هذا بيقدّي إن أنا
+
+91
+00:07:45,820 --> 00:07:54,780
+راح يعملي map ل action معين Aتمام؟ بمعنى آخر أنه
+
+92
+00:07:54,780 --> 00:08:01,720
+.. الـ .. الـ .. الدالة هذه بتستقبل المستقبلات أو
+
+93
+00:08:01,720 --> 00:08:04,660
+من خلال .. يعني بتستقبل البيئة من خلال الـ sensors
+
+94
+00:08:04,660 --> 00:08:09,640
+وبناء عليه بتروح بتعمل action معين طبعا، بطبيعة
+
+95
+00:08:09,640 --> 00:08:14,600
+الحال أن الـ Agent Program هو عبارة عن برنامج هو
+
+96
+00:08:14,600 --> 00:08:18,420
+اللي بيشغل الـ physical architecture تبع ال .. ال
+
+97
+00:08:18,420 --> 00:08:24,810
+agent تمام؟وهو اللي بيعمل produce لل F للدلة هاي
+
+98
+00:08:24,810 --> 00:08:28,650
+بمعنى آخر أن ال agent هو عبارة عن architecture زي
+
+99
+00:08:28,650 --> 00:08:32,230
+ال program يعني هو عبارة عن hardware زي ال
+
+100
+00:08:32,230 --> 00:08:43,110
+software تمام؟ ممكن نشوف مثال لهذا ال agent vacuum
+
+101
+00:08:43,110 --> 00:08:48,140
+cleanerVacuum cleaner اللي هو يعني زي مكنسة
+
+102
+00:08:48,140 --> 00:08:53,060
+كهربائية أو انه robot للتنظيف لو انا حددت البيئة
+
+103
+00:08:53,060 --> 00:08:57,300
+تبعته ان انا في عندي two sides اللي هي ال A و ال B
+
+104
+00:08:57,300 --> 00:09:00,960
+تمام؟ لأنه البيئة انا بدي احطها محدودة عشان ان
+
+105
+00:09:00,960 --> 00:09:04,200
+احنا نفهم اذا احنا فهمنا ال concept ممكن ان احنا
+
+106
+00:09:04,200 --> 00:09:09,560
+نعمل agent انه في بيئة اكتر تعقيد من هيك تمام؟
+
+107
+00:09:09,560 --> 00:09:13,320
+طبعا ايش ال perceptions انا عندي ال location و ال
+
+108
+00:09:13,320 --> 00:09:19,020
+contentالـ location أنه A أو B وإيش ال content؟
+
+109
+00:09:19,810 --> 00:09:23,610
+dirty أو clean بالظبط معنى ذلك إنه أنا موجود في ال
+
+110
+00:09:23,610 --> 00:09:28,270
+location A وحالة ال location A إيش؟ هي dirty، هاي،
+
+111
+00:09:28,270 --> 00:09:31,750
+تمام؟ إيش ال possible actions اللي بيسويها ال
+
+112
+00:09:31,750 --> 00:09:34,070
+agent؟ طبعا ال actions هذه بتكون محدودة، أنا بسوي
+
+113
+00:09:34,070 --> 00:09:37,030
+possible actions محدودة، يعني أنا كبشر ممكن أمشي،
+
+114
+00:09:37,030 --> 00:09:41,430
+ممكن أكل، ممكن أحكي، لكن ك agent هذا إيش مصمم؟
+
+115
+00:09:41,430 --> 00:09:46,070
+مصمم إن هو يتحرك، ياخد action، left، right، stuck،
+
+116
+00:09:46,070 --> 00:09:51,430
+يظل مكانه، no operation، مايعملش ولا حاجةتمام؟ طيب
+
+117
+00:09:51,430 --> 00:09:56,430
+طبعا ال agent function بدها تطلع على ال table هذا
+
+118
+00:09:56,430 --> 00:10:02,050
+تمام؟ و بدها تاخد أنه بناء على ال sequence هذا
+
+119
+00:10:02,050 --> 00:10:05,910
+بدها تاخد سلسلة من ال action يعني على سبيل المثال
+
+120
+00:10:05,910 --> 00:10:10,070
+لو أنا كنت موجود في ال location A و الحالة تبعته
+
+121
+00:10:10,070 --> 00:10:13,350
+كانت clean إيش ال action المناسب المفروض أن ياخده؟
+
+122
+00:10:13,980 --> 00:10:17,440
+أروح على location تاني مدام المكان هذا نظيف و أنا
+
+123
+00:10:17,440 --> 00:10:19,420
+ذالك أنا بدأ أروح على ال side التاني location B
+
+124
+00:10:19,420 --> 00:10:23,540
+عشان هاي و أنا موجود هنا فبدي أروح right هذا clean
+
+125
+00:10:23,540 --> 00:10:30,420
+فبدي أروح right عشان أنظفه طب لو كان أنا كنت موجود
+
+126
+00:10:30,420 --> 00:10:35,000
+في ال location A و الحالة تبعته dirty بضلني مكاني
+
+127
+00:10:35,000 --> 00:10:40,120
+stuck لكن لو كنت في B و كانت الحالة تبعته clean
+
+128
+00:10:41,130 --> 00:10:48,090
+بروح وين؟ left و لو كنت في B و كانت الحالة تبعته
+
+129
+00:10:48,090 --> 00:10:56,190
+dirty، stuck، وهكذا، طبعا؟ هنا في عندي عدة حالات
+
+130
+00:10:56,190 --> 00:11:01,010
+إنه ال a clean و الحالة السابقة لقيله إنه ال a
+
+131
+00:11:01,010 --> 00:11:06,540
+clean فبالتالي إنه روح right، زي هيكتمام؟ طبعا في
+
+132
+00:11:06,540 --> 00:11:12,200
+demo لل .. للكلام هذا ال demo خليني أنا أورجيكم
+
+133
+00:11:12,200 --> 00:11:20,440
+إياها على
+
+134
+00:11:20,440 --> 00:11:21,240
+هذا ال link
+
+135
+00:11:29,880 --> 00:11:34,960
+طبعا هذا ال website تبع الكتاب طبعا هنا في ال demo
+
+136
+00:11:34,960 --> 00:11:38,400
+هي مقسم على هنا انه على سبيل المثال انه هي ال
+
+137
+00:11:38,400 --> 00:11:44,220
+chapter التاني انه ال vacuum agent وهي ال demo
+
+138
+00:11:44,220 --> 00:11:48,320
+اللي موجودة هنا فممكنتضغطوا على هذا ال link
+
+139
+00:11:48,320 --> 00:11:55,700
+هيديموا لنفس ال problem اللي احنا بنحكي عنها طبعا
+
+140
+00:11:55,700 --> 00:11:58,660
+فيه source code أنا ممكن أنزله و أشغله وهي
+
+141
+00:11:58,660 --> 00:12:01,400
+screenshot لل source code هذا لأن هي البيئة اللي
+
+142
+00:12:01,400 --> 00:12:07,720
+موجودة حواليه تمام؟ و الأماكن المتسخة هيها انه
+
+143
+00:12:07,720 --> 00:12:11,020
+محتوطة بالشكل هذا اللي هي الدوائربهذا الشكل
+
+144
+00:12:11,020 --> 00:12:14,760
+فبالتالي بده ياخد action معين ان هو مش انه انا
+
+145
+00:12:14,760 --> 00:12:19,240
+عندي two sides A و B بس انا فيه عندي ممكن يتحرك هي
+
+146
+00:12:19,240 --> 00:12:26,540
+المساحة تبعته مقسمة لحداثيات
+
+147
+00:12:26,540 --> 00:12:32,580
+معينة انه N في M بهذا الشكل فبالتالي ان هو ممكن
+
+148
+00:12:33,100 --> 00:12:35,920
+ممكن أن انتوا تشغلوا ال demo هذه عندكم في البيت
+
+149
+00:12:35,920 --> 00:12:42,480
+وتشوفوا كيف بتصرف هذا ال demo، تمام؟
+
+150
+00:12:42,480 --> 00:12:46,440
+طيب
+
+151
+00:12:46,440 --> 00:12:54,700
+نيجي
+
+152
+00:12:54,700 --> 00:12:57,900
+لمفهوم ال rationality، ال rationality العقلانية
+
+153
+00:13:02,190 --> 00:13:04,610
+طبعا الـ rationality تبع الـ agent أنه أحنا ممكن
+
+154
+00:13:04,610 --> 00:13:10,910
+نحكي عنها أنه هل الـ agent نفسه هل فيه performance
+
+155
+00:13:10,910 --> 00:13:15,270
+معين بقيس أداء أنه الـ agent هذا ناجح ولا لأ
+
+156
+00:13:15,270 --> 00:13:19,250
+فبالتالي بنقدر نقول أنه أه عنده عقلانيا هل الـ
+
+157
+00:13:19,250 --> 00:13:23,350
+agent فيه عنده معرفة مسبقة بال environment؟إنه ال
+
+158
+00:13:23,350 --> 00:13:27,950
+environment هذه مكوّنة من منطقة مساحتها كذا في كذا
+
+159
+00:13:27,950 --> 00:13:30,810
+تمام و ال actions اللي ممكن نسويها في ال
+
+160
+00:13:30,810 --> 00:13:33,810
+environment هذه هي واحد اتنين تلاتة محدودة تمام
+
+161
+00:13:33,810 --> 00:13:36,970
+فبالتالي بيكون في عنده معرفة مسبقة بال environment
+
+162
+00:13:36,970 --> 00:13:42,670
+و عنده معرفة مسبقة بال actions اللي ممكن نسويها في
+
+163
+00:13:42,670 --> 00:13:46,050
+ال environment هذه يعني على سبيل المثال عنده معرفة
+
+164
+00:13:46,050 --> 00:13:50,690
+مسبقة إنه والله لو فتحت الحنافية هتنزل مياه زي هيك
+
+165
+00:13:50,690 --> 00:14:00,690
+ف ..هذه هي الـ rationality بالإضافة لإنه
+
+166
+00:14:00,690 --> 00:14:05,150
+بدي يكون في عنده القدرة إنه يحتفظ بالـ percept
+
+167
+00:14:05,150 --> 00:14:10,850
+sequence لغاية الآن، إنه إيش ال perception أو
+
+168
+00:14:10,850 --> 00:14:13,690
+الأحداث اللي صارت معاه في ال environment من بداية
+
+169
+00:14:13,690 --> 00:14:21,010
+عمل ال agent لغاية الآن، تمام؟ طيب، الآن لو طلعنا
+
+170
+00:14:21,010 --> 00:14:30,540
+علىfor each possible percept sequence تمام ال
+
+171
+00:14:30,540 --> 00:14:35,660
+rational agent ال agent اللي عنده عقلانية تمام
+
+172
+00:14:35,660 --> 00:14:39,240
+لازم يكون في عنده القدرة ان هو يختار action ايش
+
+173
+00:14:39,240 --> 00:14:43,560
+بيعمل ال action هذا expected to maximize the
+
+174
+00:14:43,560 --> 00:14:47,110
+performanceالمعنى ذلك أننا ببساطة ممكن نلخص
+
+175
+00:14:47,110 --> 00:14:51,250
+العشواء العقلانية أو الـ rationality هي قدرة الـ
+
+176
+00:14:51,250 --> 00:14:54,370
+agent نفسه إنه من ال possible actions اللي موجودة
+
+177
+00:14:54,370 --> 00:14:57,030
+عنده إنه يختار action بيعمل maximize لل
+
+178
+00:14:57,030 --> 00:15:00,210
+performance طبعا قياس ال performance هذه شغلة مهمة
+
+179
+00:15:00,210 --> 00:15:04,550
+يعنيعلى سبيل المثال كيف ممكن نقيس ال performance
+
+180
+00:15:04,550 --> 00:15:08,110
+تبع ال vacuum cleaner كدهش ان هو بيخلي البيئة هادى
+
+181
+00:15:08,110 --> 00:15:12,670
+انهى نظيفة طوال الوقت زي هيك فبالتالي يفترض ان هو
+
+182
+00:15:12,670 --> 00:15:17,390
+يختار ال actions اللى بتخلى البيئة هادى هادى نظيفة
+
+183
+00:15:17,390 --> 00:15:19,010
+طوال الوقت تمام؟
+
+184
+00:15:24,920 --> 00:15:29,040
+ناخد مثال إيش معناهات ال choices أنا عندي؟ يعني
+
+185
+00:15:29,040 --> 00:15:35,420
+على سبيل المثال لو في عندي خريطة مبسطة ل رومانيا،
+
+186
+00:15:35,420 --> 00:15:38,720
+تمام؟ في أنا عندي مجموعة من المدن و أنا بدي أروحها
+
+187
+00:15:38,720 --> 00:15:43,840
+لمدينة معينة، تمام؟ فبدي أروح من هذه المدينة لهذه
+
+188
+00:15:43,840 --> 00:15:47,200
+المدينة، إيش في عندي خيارات؟ في عندي خيار A و B
+
+189
+00:15:49,520 --> 00:15:53,180
+برضه حالة تانية لو أنا كنت في المدينة هذه و بدى
+
+190
+00:15:53,180 --> 00:15:57,200
+أروح على المدينة هذه فعندي .. عندي خيارات a و b و
+
+191
+00:15:57,200 --> 00:16:05,060
+هذا الكلام ممكن يظهر معايا هنا في الخريطة يعني
+
+192
+00:16:05,060 --> 00:16:09,720
+على سبيل المثال لو
+
+193
+00:16:09,720 --> 00:16:14,720
+أنا كنت في بوخرست تمام و بدى أروح على المدينة هذه
+
+194
+00:16:14,720 --> 00:16:18,100
+أكم خيار أنا عندي في عندي .. ممكن أروح بهذا
+
+195
+00:16:18,100 --> 00:16:22,840
+الاتجاهممكن أروح بهذا الاتجاه وممكن أروح بهذا
+
+196
+00:16:22,840 --> 00:16:26,660
+الاتجاه، زي هيك، فبالتالي في عندي تلاتة choices،
+
+197
+00:16:26,660 --> 00:16:31,160
+فيفترض إن أختار الخيار اللي بيعمل maximize لل
+
+198
+00:16:31,160 --> 00:16:38,780
+agent، لل performance تبع ال agent طيب
+
+199
+00:16:38,780 --> 00:16:43,460
+طبعا في فرق بين ال rationality و المعرفة المطلقة
+
+200
+00:16:43,460 --> 00:16:47,940
+أو العلم الكامل، تمام؟
+
+201
+00:16:52,360 --> 00:16:56,420
+لأن الـ percept عادة بتزودنيش بكل الـ relevant
+
+202
+00:16:56,420 --> 00:17:00,480
+information مش كل المعلومات كاملة بيقدر أن أنا
+
+203
+00:17:00,480 --> 00:17:04,640
+أستقبلها من خلال المستقبلات يعني على سبيل المثال
+
+204
+00:17:04,640 --> 00:17:07,900
+عشان نفهم هذه النقطة أنه أنا في عندي معرفة بال
+
+205
+00:17:07,900 --> 00:17:10,940
+environment تبعت البيئة في ال card game لكن هل
+
+206
+00:17:10,940 --> 00:17:13,760
+عندي معرفة في البطاقات الموجودة عند اللاعبين
+
+207
+00:17:13,760 --> 00:17:18,000
+الآخرينبعرف طريقة اللعب، بعرف أن هو أكم بطاقة
+
+208
+00:17:18,000 --> 00:17:21,780
+المفروض أن هو يكون معاه، و بعرف أنه لازم أنه يصير
+
+209
+00:17:21,780 --> 00:17:26,580
+في دور لكل لعبة، لكن هل في عندي معرفة بالبطاقات
+
+210
+00:17:26,580 --> 00:17:30,140
+اللي موجودة عنده؟ لأ، فبالتالي هنا ال rationality
+
+211
+00:17:30,140 --> 00:17:35,160
+شغل مختلفة تماما عن العلم المطلق، مش معناته أنه
+
+212
+00:17:35,160 --> 00:17:37,340
+أنا في عندي معرفة بالبيئة، معناه ذلك أن أنا بعرف
+
+213
+00:17:37,340 --> 00:17:43,930
+كل شيء، تمام؟هذه الشغلة الشغلة التانية أنه ال
+
+214
+00:17:43,930 --> 00:17:47,690
+rationality مش معناته أنه تخليلي أداء ال agent أنا
+
+215
+00:17:47,690 --> 00:17:53,210
+عندي perfect ليش؟ لأنه لو رجعنا هنا للتعريف حكينا
+
+216
+00:17:53,210 --> 00:17:56,310
+أنه
+
+217
+00:17:56,310 --> 00:18:00,290
+لازم يكون في عنده القدرة أن هو يختارالـ action
+
+218
+00:18:00,290 --> 00:18:04,150
+that is expected to maximize expected to maximize
+
+219
+00:18:04,150 --> 00:18:07,050
+أنا بتوقع إن هو هيعمللي maximization لكن هل هو
+
+220
+00:18:07,050 --> 00:18:11,150
+فعلا هيعمل maximize؟ ماعرفش، حسب التفاعل مع البيئة
+
+221
+00:18:11,150 --> 00:18:16,370
+فبالتالي كونه الـ agent هذا rational مش معناه ذلك
+
+222
+00:18:16,370 --> 00:18:25,230
+إنه perfect ليش؟ لأنه احنا يعني ال rationality
+
+223
+00:18:25,230 --> 00:18:28,870
+بتعمل maximize للـ expected outcomeولكن ال
+
+224
+00:18:28,870 --> 00:18:32,870
+perfection هي maximized لل actual outcome ففي فرق
+
+225
+00:18:32,870 --> 00:18:35,430
+بين ال expected و ال actual مش دايما ال expected
+
+226
+00:18:35,430 --> 00:18:42,430
+بتطلع زي ال actual طيب نيجي الآن لل autonomy في ال
+
+227
+00:18:42,430 --> 00:18:47,670
+agents ال autonomy المقصود فيها اللي هي جداش مقدار
+
+228
+00:18:47,670 --> 00:18:50,470
+التحكم الذاتي الموجود في ال agent
+
+229
+00:18:53,890 --> 00:18:57,750
+تمام؟ إن هو بيقدر ال agent لوحده من نفسه إن هو
+
+230
+00:18:57,750 --> 00:19:03,190
+يحدد ال behavior تبعه بناء على إيش؟ بناء على ال
+
+231
+00:19:03,190 --> 00:19:07,990
+its own experience الخبرته اللي هو اكتسبها من ال
+
+232
+00:19:07,990 --> 00:19:11,790
+environment فبالتالي
+
+233
+00:19:14,330 --> 00:19:18,890
+فبالتالي في agents أنه هي بيكون عندها القدرة أنه
+
+234
+00:19:18,890 --> 00:19:22,730
+هي أنه
+
+235
+00:19:22,730 --> 00:19:27,270
+هي تطور من السلوك تبعها بناء على خبرتها اللي
+
+236
+00:19:27,270 --> 00:19:32,650
+موجودة أو ممكن يكون في عندي ال agent ممكن أن هو
+
+237
+00:19:32,650 --> 00:19:36,570
+يعمل
+
+238
+00:19:36,570 --> 00:19:40,770
+actions بناء على ال knowledge اللي تم تصميمها في
+
+239
+00:19:40,770 --> 00:19:46,220
+عند ال design تمام؟طبعا في الحالة هذه أنا في عندي
+
+240
+00:19:46,220 --> 00:19:53,300
+حالتين في عندي extreme extreme
+
+241
+00:19:53,300 --> 00:19:57,160
+autonomy ما يعني extreme أنا في عندي extreme من
+
+242
+00:19:57,160 --> 00:20:00,500
+الطرفين أنه ممكن هنا no autonomy معناه ذلك أنه
+
+243
+00:20:00,500 --> 00:20:04,800
+مافيش تحكم خالص في الخيارات تبعته أو complete
+
+244
+00:20:04,800 --> 00:20:07,980
+autonomy أنه في عنده تحكم كامل في الخيارات تبعته
+
+245
+00:20:07,980 --> 00:20:09,120
+تمام؟
+
+246
+00:20:11,020 --> 00:20:14,480
+لما مايكونش فيه عندي no autonomy مافيش تحكم كامل
+
+247
+00:20:14,480 --> 00:20:17,620
+معناه ذلك إنه بتجهل كل المعلومات اللي موجودة في
+
+248
+00:20:17,620 --> 00:20:21,880
+البيئة اللي حواليه لأنه إحنا إيش عرفنا ال
+
+249
+00:20:21,880 --> 00:20:29,020
+autonomy؟ عرفنا ال autonomy إنه هو تحكم بناءً على
+
+250
+00:20:29,020 --> 00:20:31,760
+إيش المعلومات اللي موجودة في البيئة طب مدام إنه
+
+251
+00:20:31,760 --> 00:20:34,660
+أنا يعني مافيش عنده القدرة إنه أنا أتحكم في نفسي
+
+252
+00:20:34,660 --> 00:20:36,960
+معناه ذلك هل المعلومات تبعت البيئة مفيدة؟ فيمعناه
+
+253
+00:20:36,960 --> 00:20:43,570
+ذلك إنه بيتجهلهاال complete autonomy ان هو في عنده
+
+254
+00:20:43,570 --> 00:20:49,790
+تحكم كامل كيف بيتعلم من أدائه ان هو بيجرب random
+
+255
+00:20:49,790 --> 00:20:54,470
+actions بدون اي برمجة مسبقة و من ال actions اللي
+
+256
+00:20:54,470 --> 00:20:58,350
+هو بيسويها بروح بتعلم انه اه والله هذا ال action
+
+257
+00:20:58,350 --> 00:21:01,690
+good او هذا ال action bad تمام؟
+
+258
+00:21:04,230 --> 00:21:06,990
+لأن أنا مافيش عندي معرفة مسبقة فأنا في عندي
+
+259
+00:21:06,990 --> 00:21:10,610
+possible actions إيش أسوي بروح بجرب فيهم بشكل
+
+260
+00:21:10,610 --> 00:21:16,270
+عشوائي زي هيك زي
+
+261
+00:21:16,270 --> 00:21:19,950
+ما البشر مثلا إنه مثلا هو بتفاعل مع البيئة
+
+262
+00:21:19,950 --> 00:21:23,770
+الموجودة حواليه في عنده سطح ساخن فبروح بجرب action
+
+263
+00:21:23,770 --> 00:21:26,710
+عشوائي إنه يحط إيده على السطح الساخن فبالتالي إنه
+
+264
+00:21:26,710 --> 00:21:29,690
+بتعلم إن ال action هذا bad فبالتالي بيتجنبه مرة
+
+265
+00:21:29,690 --> 00:21:37,660
+تانية فبتعلم زي هيكطبعا أمثل على هذه الأشياء لما
+
+266
+00:21:37,660 --> 00:21:41,180
+أحكي هنا أنه «no autonomy» و «complete autonomy»
+
+267
+00:21:41,180 --> 00:21:44,460
+معناه ذلك أن الـ agent ممكن يكون بين اتنين يعني
+
+268
+00:21:44,460 --> 00:21:49,480
+ممكن يكون عنده autonomy يعني نوعا ما بس مش كاملة،
+
+269
+00:21:49,480 --> 00:21:53,320
+طبعا؟ يعني على سبيل المثال الطفل اللي بيحاول أن
+
+270
+00:21:53,320 --> 00:21:57,660
+يزحف كده
+
+271
+00:21:57,660 --> 00:22:02,930
+ال autonomy الموجودة عنده؟ بدرجة معينةليش؟ لأنه هو
+
+272
+00:22:02,930 --> 00:22:06,670
+بيجرب أشياء بشكل عشوائي تمام؟ و في نفس الوقت بعتمد
+
+273
+00:22:06,670 --> 00:22:11,390
+على خبرته في البيئة أن هو مثلا لو كان أن هو بيزحف
+
+274
+00:22:11,390 --> 00:22:15,830
+عند حفة معينة و جرب أن هو يسقط فهو بيخاف طبعا
+
+275
+00:22:15,830 --> 00:22:18,610
+الخوف غريزة في الإنسان فهو بيخاف أن هو يجعف
+
+276
+00:22:18,610 --> 00:22:23,390
+فبالتالي بتجنب ال action هدف ال future تمام؟ فعنده
+
+277
+00:22:23,390 --> 00:22:25,270
+autonomy somehow
+
+278
+00:22:29,580 --> 00:22:35,780
+طيب، نجي للـ PS الـ PS هي اختصار للـ Performance
+
+279
+00:22:35,780 --> 00:22:42,920
+Measure Environment Actuators و Sensors هدول
+
+280
+00:22:42,920 --> 00:22:47,240
+الأربع شغلات اللي أنا بده أطلع فيهم أو أطلع عليهم
+
+281
+00:22:47,240 --> 00:22:54,200
+عن تصميم أي agent يعني على سبيل المثال لازم نحدد
+
+282
+00:22:54,200 --> 00:22:59,240
+الإعدادات لأي intelligent agentتمام؟ لعددات من
+
+283
+00:22:59,240 --> 00:23:05,620
+ناحية الأربع شغلات هدول أو الخمس شغلات هدول اللي
+
+284
+00:23:05,620 --> 00:23:10,860
+هو ال performance major و ال environment و ال
+
+285
+00:23:10,860 --> 00:23:14,920
+actuators و ال sensors وهذا الكلام بدنا نطبقه على
+
+286
+00:23:14,920 --> 00:23:20,670
+أمثلة زي هيكنجي نفكر مع بعض وبعديها بنشوف في الـ
+
+287
+00:23:20,670 --> 00:23:24,030
+slide كيف شكل هذه الشغلات يعني على سبيل المثال لو
+
+288
+00:23:24,030 --> 00:23:27,750
+بدي أعمل intelligent agent مثل automated taxi
+
+289
+00:23:27,750 --> 00:23:36,710
+driver نجي نفكر في أول حاجة في الـ B يعني
+
+290
+00:23:36,710 --> 00:23:41,350
+بالظبط يعني أنا عندي هنا عندي عدة أمتي لعدة agent
+
+291
+00:23:41,350 --> 00:23:44,990
+كل agent من هدول بيدروح أمسك الخمسة هدول وأحددهم
+
+292
+00:23:44,990 --> 00:23:49,020
+إلىكيف ممكن أنا أقيس الـ Automated Taxi Driver؟
+
+293
+00:23:49,020 --> 00:23:52,180
+الـ Taxi Driver هو عبارة عن Agent، أيش الوظيفة
+
+294
+00:23:52,180 --> 00:23:55,040
+تبعته؟ إنه يشتغل بدل الـ Taxi، إنه هو يوصل الناس
+
+295
+00:23:55,040 --> 00:23:59,160
+كيف .. كيف أنا بقيس أداء الـ Taxi؟ مثلا، نحفظ أربع
+
+296
+00:23:59,160 --> 00:24:04,360
+دراهاين بشكل صحيح، نكون بالخمس أو عادي، مثلا، نريد
+
+297
+00:24:04,360 --> 00:24:07,460
+حد يدعي أشعة المرور قدامي، نريد حد يتحكم بالسيارة
+
+298
+00:24:11,330 --> 00:24:15,550
+طيب، يعني إنتي لما عندك سيارة و بدك تشغلي السواج
+
+299
+00:24:15,550 --> 00:24:18,530
+على السيارة، هدى بدك تتأكد أول إن هو بيعرف يسوج،
+
+300
+00:24:18,530 --> 00:24:24,870
+طب و بعدين؟ هذا المتطلبات عشان إنه إنتي تخليه إن
+
+301
+00:24:24,870 --> 00:24:28,250
+هو يسوج السيارة، لكن كيف بدك تقيصي أداهه؟ إجبلتى
+
+302
+00:24:28,250 --> 00:24:31,410
+إنتي فاكري بهذه الطريقة، إجبلتى إنه أه عنده القدرة
+
+303
+00:24:31,410 --> 00:24:34,470
+إن هو يسوج و كل هذا الأمور، بس كيف بدك تقيصي
+
+304
+00:24:34,470 --> 00:24:35,170
+الأداة تبعه؟
+
+305
+00:24:40,680 --> 00:24:45,500
+بمعنى أخر لما نرجع السواج تاكسي أخر نهار بالسيارة
+
+306
+00:24:45,500 --> 00:24:53,200
+إيش بيهمك؟ جد يجمع فلوس، صح؟ وإيش كمان؟ السيارة
+
+307
+00:24:53,200 --> 00:24:56,840
+ترجع سليمة؟
+
+308
+00:24:56,840 --> 00:24:59,700
+بالظبط وإن مصروف اللي بقى، بالظبط إنه جداش رجع
+
+309
+00:24:59,700 --> 00:25:03,520
+فلوس، رجع فلوس معناه ذلك إنه جداش إنه الغلة تبعته
+
+310
+00:25:03,520 --> 00:25:07,700
+إنه جداش حمى الركاب وفي نفس الوجد إنه ماكانش يضيع
+
+311
+00:25:07,700 --> 00:25:11,580
+الوجد إنه يشوت بالسيارة فاضي، صح؟تمام؟ واش كمان
+
+312
+00:25:11,580 --> 00:25:15,720
+بهمني أنه ترجع السيارة سليمة ترجع السيارة سليمة
+
+313
+00:25:15,720 --> 00:25:19,660
+أنه بدون حوادث و بدون أعطال مش شرط أنه سليمة أنه
+
+314
+00:25:19,660 --> 00:25:22,680
+يصير فيها حادث ممكن أن هو في عنده سوء استخدام أن
+
+315
+00:25:22,680 --> 00:25:26,420
+السيارة بتسخن معاه أو شغل زي هيك فبالتالي أنا بركز
+
+316
+00:25:26,420 --> 00:25:32,120
+على الشغلات هذه أنه .. أنه يكون سياقته أمنة و أنه
+
+317
+00:25:32,120 --> 00:25:36,760
+يكون أن هو يوصل الركاب بشكل صحيح تمام و أنه يجمع
+
+318
+00:25:36,760 --> 00:25:43,590
+فلوسطيب، شفنا الـ B، نيجي للـ E ال environment،
+
+319
+00:25:43,590 --> 00:25:48,430
+وين بيشتغل السواج؟ وين بيشتغل ال taxi driver؟ في
+
+320
+00:25:48,430 --> 00:25:52,510
+الطرق، في ال auto street، في ال street، في .. بمشي
+
+321
+00:25:52,510 --> 00:25:54,970
+على ممر المشاة، بمشي .. يعني هاي ال environment
+
+322
+00:25:54,970 --> 00:26:00,390
+تبعته طيب، إيش ال actuators تبعته؟ كيف ال agent
+
+323
+00:26:00,390 --> 00:26:01,870
+هذا بتحكم في السيارة؟
+
+324
+00:26:06,770 --> 00:26:10,510
+انت بتحكي على action بس أنا بحكي على actuators إيه
+
+325
+00:26:10,510 --> 00:26:13,970
+ال actuators؟ إيش ال actuators تبعته؟ ال actuators
+
+326
+00:26:13,970 --> 00:26:17,770
+اللي هي الألات تبعته، إيش الأذرع تبعته، إيش الأذرع
+
+327
+00:26:17,770 --> 00:26:24,490
+الألية اللي موجودة عنده؟ ال steering، steering
+
+328
+00:26:24,490 --> 00:26:29,330
+wheel، عجلة القيادة، وشو كمان؟ دوست الفرامل، دوست
+
+329
+00:26:29,330 --> 00:26:35,570
+البنزين، ال handbrake، التسارع، وشو كمان؟ كل
+
+330
+00:26:35,570 --> 00:26:36,210
+الشغلات هذه
+
+331
+00:26:41,530 --> 00:26:48,150
+طيب إيش ال sensors؟
+
+332
+00:26:48,150 --> 00:26:50,950
+camera إيش كمان؟
+
+333
+00:26:54,580 --> 00:27:02,600
+عداد السرعة، عداد التسارع، الضغط، ضغط المحرك،
+
+334
+00:27:02,600 --> 00:27:06,200
+حرارة المحرك، كل الأشياء هذه أنه ممكن اعتبرها
+
+335
+00:27:06,200 --> 00:27:09,320
+sensors أنه بقيس فيها حالة البيئة اللي موجودة
+
+336
+00:27:09,320 --> 00:27:13,800
+حوالي بالإضافة لل traffic light والشغلات هذه كلها
+
+337
+00:27:13,800 --> 00:27:18,920
+اللي بتكون موجودة عندي، طيب هذا taxi driver، هنرجع
+
+338
+00:27:18,920 --> 00:27:22,120
+نشوفه، خلينا نفكر في المثال التاني اللي هو ال «bar
+
+339
+00:27:22,120 --> 00:27:27,110
+picking robot»part picking robot هذا عبارة عن
+
+340
+00:27:27,110 --> 00:27:32,370
+robot بيعمل pick ل parts لأجزاء يعني أنا بجمع
+
+341
+00:27:32,370 --> 00:27:36,450
+تجميع يعني أنا عندي في خط إنتاج معين وخط الإنتاج
+
+342
+00:27:36,450 --> 00:27:38,950
+هذا بروح باخد هذه زي هيك و باخد هذه زي هيك و
+
+343
+00:27:38,950 --> 00:27:46,490
+بركبهم على بعض فإيش ال P تبعتها يعني هيك طبيعة
+
+344
+00:27:46,490 --> 00:27:49,730
+الأسلة في في المادة هذه يعني أنا ممكن أجيبلك agent
+
+345
+00:27:49,730 --> 00:27:51,790
+معينة و بدك تفكري في ال PS تبعته
+
+346
+00:27:55,920 --> 00:28:00,180
+أنا بدي .. بدي quantity يعني أنا في السواج .. في
+
+347
+00:28:00,180 --> 00:28:04,880
+السواج إجيت قولت قداش معاه فلوس لما نرجع، تمام؟
+
+348
+00:28:04,880 --> 00:28:10,820
+أكم قطعة جمع .. أكم قطعة جمع بشكل صحيح طبعا، مش
+
+349
+00:28:10,820 --> 00:28:15,760
+معناته أنه جمع قطعة هيك بالظبط، تمام؟ إيش ال
+
+350
+00:28:15,760 --> 00:28:20,100
+environment اللي بيشتغل فيها؟ وين بيشتغل؟ في مصنع،
+
+351
+00:28:20,100 --> 00:28:24,460
+و إيش بيكون في المصنع أنا عندى؟خط إنتاج اللي هو
+
+352
+00:28:24,460 --> 00:28:28,100
+السير هذا اللي بيمشي و اللي هو بيلتقط منه الأشياء
+
+353
+00:28:28,100 --> 00:28:34,280
+إيش ال actuators تبعته؟
+
+354
+00:28:34,280 --> 00:28:37,700
+متخيلين كيف ال picking part روبوت انه بياخد عبارة
+
+355
+00:28:37,700 --> 00:28:42,840
+عن دراع قالية دراع قالية، تمام؟ وإيش ال sensors
+
+356
+00:28:42,840 --> 00:28:49,200
+اللي بحتاجها؟ كاميرا؟ لأ مش نفس الفكرة، لأ مش نفس
+
+357
+00:28:49,200 --> 00:28:51,780
+ال sensors كاميرا و إيش كمان؟
+
+358
+00:28:54,650 --> 00:28:58,270
+إنه بيقدر يحدد مكان ال object هذا عشان يلتقطه، بدي
+
+359
+00:28:58,270 --> 00:29:02,290
+يحدد موقعه، تمام؟ وبده يكون في عنده يعني sensor
+
+360
+00:29:02,290 --> 00:29:06,670
+للزاوية تبعته، بالظبط إنه زاوية حركة الدراع عشان
+
+361
+00:29:06,670 --> 00:29:14,570
+إنه يقدر يحدد، يختار بالظبط المكان بشكل مناسب ال
+
+362
+00:29:14,570 --> 00:29:17,110
+actuators اللي هو الدراع الإلكترونية، الإدراع
+
+363
+00:29:17,110 --> 00:29:17,970
+القالية تبعته
+
+364
+00:29:22,150 --> 00:29:28,230
+طيب interactive English tutor إيش يعني tutor؟
+
+365
+00:29:28,230 --> 00:29:35,610
+tutorial .. tutor جاية من tutorial شوف فرق بين ال
+
+366
+00:29:35,610 --> 00:29:40,370
+tutor و ال teacher و
+
+367
+00:29:40,370 --> 00:29:46,750
+ال tutor هذه ال tutorial اللي هي المادة نفسها لكن
+
+368
+00:29:46,750 --> 00:29:51,200
+ال tutor نفسههو اللي بيعطي الاشي، يعني ممكن ان
+
+369
+00:29:51,200 --> 00:29:54,200
+احنا نعتبره ان هو عبارة عن مدرس خصوصي ال tutor
+
+370
+00:29:54,200 --> 00:29:57,720
+مدرس خصوصي الفرق بين ال teacher و ال tutor ال
+
+371
+00:29:57,720 --> 00:30:00,160
+teacher زي حالتي زي هيك، ان انا بشرحلكم كلكم أما
+
+372
+00:30:00,160 --> 00:30:04,680
+ال tutor بيشرح بشكل خصوصي بناء على يعني أداء طالب
+
+373
+00:30:04,680 --> 00:30:10,230
+معين هنا interactive English tutorباجي أنا بتعامل
+
+374
+00:30:10,230 --> 00:30:14,770
+يعني أنا لو ك human English tutor إيش بسوي؟ بشوف
+
+375
+00:30:14,770 --> 00:30:17,470
+قدائك في الإنجليزي إنه أنا بشوف وين المشاكل عندك،
+
+376
+00:30:17,470 --> 00:30:20,230
+في عندك مشاكل في ال vocabulary أو في عندك مشاكل في
+
+377
+00:30:20,230 --> 00:30:23,830
+النطق أو في عندك مشاكل في ال grammar بديكي أنثي
+
+378
+00:30:23,830 --> 00:30:26,170
+لأكتر في ال grammar في الأشياء اللي إنت ضعيف فيها،
+
+379
+00:30:26,170 --> 00:30:29,790
+بينما طالب تاني ممكن تكون المشاكل تبعته مختلفة،
+
+380
+00:30:29,790 --> 00:30:32,130
+فبركزله على الأشياء اللي هو ضعيف فيها، فهذا هو
+
+381
+00:30:32,130 --> 00:30:35,770
+وظيفة ال tutor إنت لو بدي أسوي agent، بيسوي هاي
+
+382
+00:30:35,770 --> 00:30:45,340
+الشغلإيش ال B تبعه أكم
+
+383
+00:30:45,340 --> 00:30:49,460
+طالب عدد الطلاب بس وصلوا المعلومة بشكل صحيح كيف
+
+384
+00:30:49,460 --> 00:30:54,340
+بنجيس أنه وصلوا المعلومة بشكل صحيح حسن أداءه في
+
+385
+00:30:54,340 --> 00:30:58,160
+الامتحان أو حسن أداءه في النطق بهذا الشكل فأنا
+
+386
+00:30:58,160 --> 00:31:01,280
+بجيس على طالب معين تمام و بعدها بشوف عدد الطلاب
+
+387
+00:31:01,280 --> 00:31:05,620
+بقيس على طالب معين أن هو جداش ال accent تبعته راحت
+
+388
+00:31:06,310 --> 00:31:09,650
+اتحسن في النطق، جديش إنه ال grammar تبعته اتحسنت،
+
+389
+00:31:09,650 --> 00:31:12,830
+جديش إنه أداءه في الامتحان، لو أنا حد جاى يعني
+
+390
+00:31:12,830 --> 00:31:16,450
+أعطيته امتحان، جديش إنه أداءه اتحسن، طب شو ال
+
+391
+00:31:16,450 --> 00:31:22,170
+environment اللي بيشتغل فيها؟ هذا ال human ال
+
+392
+00:31:22,170 --> 00:31:27,770
+interactive agent interactive English tutor agent،
+
+393
+00:31:27,770 --> 00:31:30,650
+وين بيشتغل؟ إيش البيئة تبعته؟
+
+394
+00:31:35,310 --> 00:31:38,490
+يعني أنتوا متخيلين الموضوع أنه robot يعني هيك يعني
+
+395
+00:31:38,490 --> 00:31:45,270
+أو لازم يكون فيه أدرع وشغلات زي هيك؟ تطبيق بالظبط
+
+396
+00:31:45,270 --> 00:31:50,410
+فبتلاقى البيئة تبعته هتختلف، تمام؟ فبالتالي إيش ال
+
+397
+00:31:50,410 --> 00:31:52,830
+environment اللي هو بيشتغل فيها؟ بيشتغل في
+
+398
+00:31:52,830 --> 00:31:56,570
+environment إنه زي هيك، إنه بيكون هو نازل على يعني
+
+399
+00:31:56,570 --> 00:31:59,590
+على جهاز معين، على جهاز طالب أو على ال tablet
+
+400
+00:31:59,590 --> 00:32:03,470
+تبعه، تمام؟ وإيش ال actuators تبعته؟
+
+401
+00:32:09,230 --> 00:32:16,090
+إيش في الجهاز نفسه؟ الشاشة بالظبط الشاشة تمام و ال
+
+402
+00:32:16,090 --> 00:32:20,410
+sensors سبعته المايكروفون و إيش كمان؟ و ال .. و ال
+
+403
+00:32:20,410 --> 00:32:23,110
+.. و ال keyboard لإن أنا بطلب منه أدخل لاختبار
+
+404
+00:32:23,110 --> 00:32:25,730
+معين فهو بدي يجاوب من خلال keyboard و mouse
+
+405
+00:32:25,730 --> 00:32:29,350
+فبالتالي أنا بقيس أداء الطالب يعني ال actuator
+
+406
+00:32:29,350 --> 00:32:32,590
+سبعتي اللي هو ال keyboard و ال mouse و ممكن يكون
+
+407
+00:32:32,590 --> 00:32:37,370
+الكاميرا و ممكن يكون ال microphone تمام؟ فهذه
+
+408
+00:32:37,370 --> 00:32:41,350
+الأمثلة التلاتةطبعا أنا قاصد أنه انتوا تفكروا فيها
+
+409
+00:32:41,350 --> 00:32:44,150
+هيك بصوت عالي بحيث أنه انتوا يكون في عندكم القدرة
+
+410
+00:32:44,150 --> 00:32:47,650
+لأنه انتوا مطلوب بأن انتوا تصمم يعني مطلوب منكوا
+
+411
+00:32:47,650 --> 00:32:49,970
+تصمموا agent فبتكونوا تفكروا بهذه الأشياء هذه
+
+412
+00:32:49,970 --> 00:32:51,370
+الأشياء هي موجودة في ال slide هنا
+
+413
+00:32:57,480 --> 00:33:01,700
+للـ Tax Driver، إيش ال performance؟ Safe، Fast،
+
+414
+00:33:01,700 --> 00:33:05,560
+Legal، مايعملش مخالفات، قعدوا برضه، هاد يبقى بدي
+
+415
+00:33:05,560 --> 00:33:08,700
+أجيب سامع الانتباه، إيش الفايدة إن هو جابلي يعني
+
+416
+00:33:08,700 --> 00:33:12,840
+غلة كبيرة و في نفس الوقت جابلي بنص الغلة هذه
+
+417
+00:33:12,840 --> 00:33:16,600
+مخالفات، تمام؟ Safe و Fast، طبعا لازم إن هو يوصل
+
+418
+00:33:16,600 --> 00:33:19,360
+بسرعه و يختار المسارات، لو هو بدي اتنقل بين عدة
+
+419
+00:33:19,360 --> 00:33:23,820
+نقاطزي بده يكون الخريطة طبعة رومانيا مثلا أنه بده
+
+420
+00:33:23,820 --> 00:33:25,880
+يكون في عنده possible actions و بده يختار ال
+
+421
+00:33:25,880 --> 00:33:29,400
+action الأسرع و الأسلم و الأسهل و كل هذه الأشياء،
+
+422
+00:33:29,400 --> 00:33:36,320
+تمام؟ comfortable tripبالظبط وهذه شغله مهمه مش
+
+423
+00:33:36,320 --> 00:33:39,960
+معناه ذلك انه بده الراكب يركب معاه بده يشعر
+
+424
+00:33:39,960 --> 00:33:43,800
+بالدوار بعد ما ينزل من السيارة تمام؟ و ال maximize
+
+425
+00:33:43,800 --> 00:33:48,760
+profit الغلة كده اخر نهار لما نرجع ايش ال
+
+426
+00:33:48,760 --> 00:33:52,360
+environment تبعته؟ ال roads و ال traffic و ممر
+
+427
+00:33:52,360 --> 00:33:55,880
+المشاة تمام؟ و ال customers تبعونه اللي هو بتعامل
+
+428
+00:33:55,880 --> 00:34:00,700
+معاهم اللي هو الركاب ايش ال actuators تبعته؟ ال
+
+429
+00:34:00,700 --> 00:34:05,990
+steering wheel عشرة القيادة ال acceleratorالمسرع
+
+430
+00:34:05,990 --> 00:34:10,130
+اللي هو دوّس المنزين يعني تمام؟ و ال .. و ال break
+
+431
+00:34:10,130 --> 00:34:14,410
+و ال signal و ال horn ال horn اللي هو اللي .. اللي
+
+432
+00:34:14,410 --> 00:34:17,210
+.. اللي بيذمر فيه تمام؟ هذه كلها .. هذه كلها
+
+433
+00:34:17,210 --> 00:34:20,570
+actuators لأنه بدي حذر شغل يعني حدا المعين بدي
+
+434
+00:34:20,570 --> 00:34:23,950
+استخدم هذا ال actuators إيش ال sensors؟ cameras
+
+435
+00:34:23,950 --> 00:34:29,110
+sonar .. sonar طبعا عشان يحدد بالظبط المسافة بينه
+
+436
+00:34:29,110 --> 00:34:32,490
+وبين السيارة اللي وراه و السيارة اللي قدامه عيمينه
+
+437
+00:34:32,490 --> 00:34:34,350
+عشماله speedometer
+
+438
+00:34:36,730 --> 00:34:43,430
+مقياس speedه .. speed التسارع تمام؟ فيه انا عندي
+
+439
+00:34:43,430 --> 00:34:48,510
+ال GPS عشان يحدد ال location تبعه تمام؟ odometer
+
+440
+00:34:48,510 --> 00:34:54,150
+.. odometer اللي هو مقياس السرعة
+
+441
+00:34:54,150 --> 00:34:58,730
+لما اعتقد عدد السرعة و عددات السرعة بالاضافة لل
+
+442
+00:34:58,730 --> 00:35:01,550
+sensors تبع ال engine انه جداش حرارته و جداش ضغط
+
+443
+00:35:01,550 --> 00:35:07,300
+الزيت و كل هذه الأشياء تمام؟ و طبعا keyboardعشان
+
+444
+00:35:07,300 --> 00:35:10,880
+يدخل ال location أو يدخل أي شغلة نجي نشوف المثال
+
+445
+00:35:10,880 --> 00:35:13,600
+التاني اللي هو ال bar pick .. ال bar .. ال bar
+
+446
+00:35:13,600 --> 00:35:18,700
+picking robot أيش ال performance measures بتاعتهم؟
+
+447
+00:35:18,700 --> 00:35:21,540
+اللي هو ال percentage parts in the correct bins
+
+448
+00:35:21,540 --> 00:35:26,180
+عدد الأجزاء اللي تم تجميحها بشكل صحيح أيش ال
+
+449
+00:35:26,180 --> 00:35:29,560
+environment؟ conveyor .. conveyor built ال
+
+450
+00:35:29,560 --> 00:35:33,480
+conveyor built اللي هو الخط الإنتاج اللي هو هذا ال
+
+451
+00:35:33,480 --> 00:35:37,150
+.. ال built اللي هوالـ stair اللي بيكون في عليه
+
+452
+00:35:37,150 --> 00:35:41,410
+القطعة اللي بتمشي زي هيك و هو بلطقت منها تمام؟ إيش
+
+453
+00:35:41,410 --> 00:35:45,810
+ال actuators تبعته؟ joint, arm and hand طبعا
+
+454
+00:35:45,810 --> 00:35:49,310
+الدراع الألية joint مركبة مع بعض إيش ال sensors
+
+455
+00:35:49,310 --> 00:35:52,590
+تبعته؟ طبعا الكاميرا عشان يتعرف على ال parts هذه ك
+
+456
+00:35:52,590 --> 00:35:57,110
+object بالإضافة لسensor للزاوية جداش الزاوية تبعت
+
+457
+00:35:57,110 --> 00:36:02,950
+الدراح هذه عشان يحدد ال location بشكل صحيح ال
+
+458
+00:36:02,950 --> 00:36:09,200
+interactive English Totterإيش ال performance؟ بشكل
+
+459
+00:36:09,200 --> 00:36:15,200
+عام Maximize student's score on test أنا بحدد إن
+
+460
+00:36:15,200 --> 00:36:19,540
+الطالب هذا ناجح إنه حسن ال scores تبعهم فبالتالي
+
+461
+00:36:19,540 --> 00:36:23,700
+ال teacher المدرس الخصوصي هذا أداءه كويس إيش ال
+
+462
+00:36:23,700 --> 00:36:27,400
+environments؟ بيشتغل على مجموعة الطلاب تمام؟ إيش
+
+463
+00:36:27,400 --> 00:36:31,460
+ال actuators؟ طبعا هو كيف بيستختم أو بيتفاعل مع
+
+464
+00:36:31,460 --> 00:36:35,380
+البيئة إن هو بيعرض مثلا activity معينة على الشاشة
+
+465
+00:36:35,870 --> 00:36:39,450
+ليها الشاشة ال exercises ال suggestions ال
+
+466
+00:36:39,450 --> 00:36:42,990
+corrections فبالتالي لما أكتب شغلة معينة وكان فيها
+
+467
+00:36:42,990 --> 00:36:47,190
+خطأ أو grammar error فبالتالي أن هو بصلح ليها من
+
+468
+00:36:47,190 --> 00:36:50,430
+خلال ال suggestions أو ال corrections و ال sensors
+
+469
+00:36:50,430 --> 00:36:55,990
+كيبورت و مايكروفون لأن هو ممكن يتعامل مع النطق أنا
+
+470
+00:36:55,990 --> 00:37:03,040
+هنا ممكن أرجعلكم علىهنا الـ state of the art of AI
+
+471
+00:37:03,040 --> 00:37:06,540
+فيها أنا حاطيت لكم
+
+472
+00:37:12,640 --> 00:37:16,320
+هنا mobile apps that use AI و هذه ال mobile apps
+
+473
+00:37:16,320 --> 00:37:18,920
+متوفرة على ال store ممكن ان انتوا تجربوها بنفسكم
+
+474
+00:37:18,920 --> 00:37:25,440
+واحدة من التطبيقات هذه ال ال ال ال ال ال ال ال ال
+
+475
+00:37:25,440 --> 00:37:27,120
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+476
+00:37:27,120 --> 00:37:30,180
+ال
+
+477
+00:37:30,180 --> 00:37:31,340
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+478
+00:37:31,340 --> 00:37:31,340
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+479
+00:37:31,340 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+480
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+481
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+482
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+483
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+484
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+485
+00:37:33,740 --> 00:37:33,740
+ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال ال
+
+486
+00:37:33,740 --> 00:37:33,760
+ال ال
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4.srt
new file mode 100644
index 0000000000000000000000000000000000000000..463eca4c53351f54730c1f8f5e5141c17961e375
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4.srt
@@ -0,0 +1,1502 @@
+1
+00:00:04,910 --> 00:00:10,370
+بسم الله الرحمن الرحيم اليوم في محاضرة.. اليوم إن
+
+2
+00:00:10,370 --> 00:00:13,610
+شاء الله بدنا نحكي عن الـ problem solving by search
+
+3
+00:00:13,610 --> 00:00:19,110
+هو فعليا عبارة عن الكتاب الثالث من كتاب Artificial
+
+4
+00:00:19,110 --> 00:00:24,760
+Intelligence: Modern Approach لـ Russell و Norvig.
+
+5
+00:00:24,760 --> 00:00:29,080
+الفكرة في الموضوع أن إحنا بدنا نحاول نطلع على الـ
+
+6
+00:00:29,080 --> 00:00:34,000
+problems إنه هي نعملها إعادة صياغة as a search
+
+7
+00:00:34,000 --> 00:00:37,780
+problems، تمام؟ فبالتالي أن إحنا ممكن أن إحنا نطبق
+
+8
+00:00:37,780 --> 00:00:42,140
+الـ search algorithm أو الـ search strategies عندي
+
+9
+00:00:42,140 --> 00:00:48,400
+طبعا اللي إحنا هنحكيه هنشوف موضوع مهم جدا اللي هو
+
+10
+00:00:48,400 --> 00:00:54,080
+الـ problem formulation: إعادة صياغة المشكلة، تمام
+
+11
+00:00:54,080 --> 00:00:58,620
+بحيث أنه هي تصير أنه sequential problem بحيث أنه
+
+12
+00:00:58,620 --> 00:01:01,600
+إحنا نقدر نطبق عليها search algorithm، طبعا بدنا
+
+13
+00:01:01,600 --> 00:01:05,740
+نشوف عدة أمثلة لـ problems أن إحنا بنحاول أن إحنا
+
+14
+00:01:05,740 --> 00:01:09,800
+نحلها وبدنا نعمل planning لـ solving the
+
+15
+00:01:09,800 --> 00:01:13,380
+sequential problems في حال أنه ما كانش في عندي
+
+16
+00:01:13,380 --> 00:01:16,240
+certainty لأن أنا بدي أشوف في الحالتين لما بتكون
+
+17
+00:01:16,240 --> 00:01:18,240
+في عندي certain information و uncertain
+
+18
+00:01:18,240 --> 00:01:22,580
+information. كذلك هنشوف الـ search algorithms
+
+19
+00:01:22,580 --> 00:01:26,000
+الأساسية و كيف أن أنا ممكن أطبقها وأستخدمها في
+
+20
+00:01:26,000 --> 00:01:32,340
+هذا الإطار، طبعا عشان أنه أنا أعرف الـ .. الـ .. الـ
+
+21
+00:01:32,340 --> 00:01:35,860
+techniques هذه أو search strategy هاي أنا وين ممكن
+
+22
+00:01:35,860 --> 00:01:39,280
+أستخدمها، طبعا أنا موجود في المنطقة هاي اللي أنا
+
+23
+00:01:39,280 --> 00:01:43,120
+بقدر أطبق من خلالها الـ planning و الـ heuristic
+
+24
+00:01:43,120 --> 00:01:47,250
+search. طبعا هاي المنطقة من وين إجت؟ طبعا بدي أشوف
+
+25
+00:01:47,250 --> 00:01:50,210
+على الـ environment بتاعتي: هل هي fully observable؟
+
+26
+00:01:50,210 --> 00:01:53,290
+إذا كانت نعم، بدي أسأل إنه إذا كانت هي
+
+27
+00:01:53,290 --> 00:01:57,210
+deterministic، كانت نعم، بتكون sequential، بدي أسأل
+
+28
+00:01:57,210 --> 00:02:01,470
+إنه إذا كانت sequential، نعم، وإذا كانت الـ discrete،
+
+29
+00:02:01,470 --> 00:02:05,810
+فبالتالي أنه بكون أنه بقدر أطبق فيها الـ planning و
+
+30
+00:02:05,810 --> 00:02:10,880
+بقدر أطبق فيها الـ search algorithms، تمام؟ يبقى أنه
+
+31
+00:02:10,880 --> 00:02:13,320
+إحنا بنشتغل في environment إيش طبيعتها؟ fully
+
+32
+00:02:13,320 --> 00:02:17,040
+observable، deterministic، sequential، و discrete
+
+33
+00:02:17,040 --> 00:02:21,160
+أربع شغلات هدول عشان أنا أطبق الـ search strategies
+
+34
+00:02:21,160 --> 00:02:24,900
+اللي إحنا هنحكي عليهم في الباب هذا، طبعا إذا كان
+
+35
+00:02:24,900 --> 00:02:28,980
+يعني إنه في أي حالة من الحالات هدول إنه كانت
+
+36
+00:02:28,980 --> 00:02:32,560
+الشغلات الأربع هدول مش موجودة، يعني إذا ما كانت
+
+37
+00:02:32,560 --> 00:02:36,940
+discrete، تمام، ساعتها إنه يعني بيكون أنا عندي بدي
+
+38
+00:02:36,940 --> 00:02:43,920
+أستخدم أسلوب الـ control، في حال أنه ما كانتش
+
+39
+00:02:43,920 --> 00:02:46,940
+sequential،
+
+40
+00:02:46,940 --> 00:02:50,720
+في عندي حالتين: أنه إذا كانت أنه discrete، و إذا
+
+41
+00:02:50,720 --> 00:02:56,100
+كانت continuous، في حال أنه كان discrete، بدي أستخدم
+
+42
+00:02:56,100 --> 00:02:58,960
+الـ vector search، طبعا بدي يكون في عندي هنا
+
+43
+00:02:58,960 --> 00:03:04,320
+constraints، وأنّه يعني شغلات يعني محددة لـ
+
+44
+00:03:04,320 --> 00:03:08,380
+satisfaction، فبالتالي أن أنا بدور على الـ best
+
+45
+00:03:08,380 --> 00:03:12,400
+solution، بدور على حاجة اسمها good enough solution
+
+46
+00:03:12,400 --> 00:03:17,310
+لـ problem. أما في حال أنها كانت مش discrete،
+
+47
+00:03:17,310 --> 00:03:20,570
+continuous، فبالتالي أنه هنا بدي أستخدم continuous
+
+48
+00:03:20,570 --> 00:03:23,950
+function optimization، بدي أستخدم أسلوب الـ
+
+49
+00:03:23,950 --> 00:03:26,990
+optimization للـ continuous function، للدوال
+
+50
+00:03:26,990 --> 00:03:36,810
+المستمرة. طيب، حاجات بدنا نشوف العملية الاختيار في
+
+51
+00:03:36,810 --> 00:03:41,950
+deterministic known environment، يعني شغلة أنّه
+
+52
+00:03:41,950 --> 00:03:48,390
+trivial، بمعنى أنّه في decision theory لو كان في
+
+53
+00:03:48,390 --> 00:03:53,420
+عندي عدة خيارات، وكل خيار بروح بعمله يعني أنه
+
+54
+00:03:53,420 --> 00:03:57,100
+representation as a value بهذا الشكل، لو كان في
+
+55
+00:03:57,100 --> 00:04:01,880
+عندي خيار أن أنا آخذ شوكولاتة ولا آخذ coffee ولا
+
+56
+00:04:01,880 --> 00:04:07,160
+آخذ كتاب، شوكولاتة ولا قهوة ولا كتاب، وكل option من
+
+57
+00:04:07,160 --> 00:04:11,500
+هدول الـ options أنا روح اتحددته بـ quantity أو بـ
+
+58
+00:04:11,500 --> 00:04:15,700
+value معينة، بتمثل كده هذا الخيار مناسب لإلي أو
+
+59
+00:04:15,700 --> 00:04:20,900
+بتمثل كده الخيار أن هذا جيد، تمام؟ فبالتالي بطبيعة
+
+60
+00:04:20,900 --> 00:04:25,120
+الحال، يعني ممكن أن أنا أشوف أنّه إيش الأعلى value؟
+
+61
+00:04:25,120 --> 00:04:29,140
+عشرين، فبالتالي أنا المفضل، أنا عندي أن أنا آخذ
+
+62
+00:04:29,140 --> 00:04:33,260
+قهوة على سبيل المثال، ممكن أن هذه الـ values أن هي
+
+63
+00:04:33,260 --> 00:04:37,520
+تختلف، أنّه على سبيل المثال أنه يكون في عندي نظرة
+
+64
+00:04:37,520 --> 00:04:43,940
+مختلفة، أن الشوكولاتة أن هي هتخلص، والقهوة أن هي
+
+65
+00:04:43,940 --> 00:04:47,000
+هتخلص، لكن الكتاب أن هو بيضل عندي، فبالتالي ممكن
+
+66
+00:04:47,000 --> 00:04:51,720
+أدي له value أعلى من هدول، فبالتالي أن هو بيصير الـ
+
+67
+00:04:51,720 --> 00:04:55,680
+best أن أنا أختاره، تمام؟ بيعتمد على حالة معينة، لكن
+
+68
+00:04:55,680 --> 00:04:59,220
+في حالة أخرى ممكن أن أكون أن أنا محتاج للقهوة أكثر
+
+69
+00:04:59,220 --> 00:05:04,680
+فبالتالي ببساطة اللي بدي أوصله في النقطة هاي أنّه
+
+70
+00:05:04,680 --> 00:05:08,820
+في decision theory أنّه لما يكون في عندي look-up
+
+71
+00:05:08,820 --> 00:05:12,440
+table، وعندي كل الـ options اللي بدي أختار بينها،
+
+72
+00:05:12,440 --> 00:05:17,540
+بتبدأ تعمل decision بينها، وكل decision في مقابله
+
+73
+00:05:17,540 --> 00:05:21,400
+قيمة، ساعتها بيصير الاختيار سهل، أنه بيصير الاختيار
+
+74
+00:05:21,400 --> 00:05:27,360
+لـ option بناء على القيمة، طبعا بناء على ماذا
+
+75
+00:05:27,360 --> 00:05:31,520
+القيمة هذه؟ طبعا بناء على function معينة بتحدد
+
+76
+00:05:31,520 --> 00:05:36,020
+القيمة تبعها، هذه كده أنّه الـ chocolate أو الـ coffee
+
+77
+00:05:36,020 --> 00:05:40,060
+أو الـ book أن هي good بالنسبة لإلي أو بالنسبة
+
+78
+00:05:40,060 --> 00:05:43,380
+لي، يعني للـ agent، زي هيك، طبعا
+
+79
+00:05:53,310 --> 00:05:56,570
+طيب، هنا بنجي نحكي على computational choice وهو
+
+80
+00:05:56,570 --> 00:06:00,590
+برضه كذلك مرتبط بنفس السؤال اللي أنت سألتيه، أنّه
+
+81
+00:06:00,590 --> 00:06:03,550
+عَبْرَانا على إيش أن إحنا حسبنا هاي القيمة، هاي
+
+82
+00:06:03,550 --> 00:06:06,310
+القيمة computational معناه ذلك أنه بتم حسابها من
+
+83
+00:06:06,310 --> 00:06:13,010
+خلال دالة، طبعا بطبيعة الحال أنّه الـ .. الـ ..
+
+84
+00:06:13,010 --> 00:06:18,580
+المعلومات تبع المشكلة ممكن عرضها بطرق مختلفة، هدي
+
+85
+00:06:18,580 --> 00:06:22,500
+العرض بالطرق المختلفة بيسبب لي مشاكل أنّه أنا يعني
+
+86
+00:06:22,500 --> 00:06:25,700
+يعني أنّه المعلومات مش مرتبة، أو بالأحرى مش
+
+87
+00:06:25,700 --> 00:06:30,640
+structured، تمام؟ فبالتالي فعليا أنّه إحنا بنحتاج
+
+88
+00:06:30,640 --> 00:06:33,700
+أن تكون المعلومات، أنا عندي structured عشان يسهل
+
+89
+00:06:33,700 --> 00:06:37,660
+التعامل معاها بحيث أني أقدر أحسب، أعمل computation
+
+90
+00:06:37,660 --> 00:06:40,980
+لكل choice كده، الـ value تبعته، تمام؟
+
+91
+00:06:44,530 --> 00:06:48,910
+طبعا الـ value لـ option معين ممكن تكون أنّه given
+
+92
+00:06:48,910 --> 00:06:52,290
+implicitly، بدل ما أنّه هي تكون explicitly،
+
+93
+00:06:52,290 --> 00:06:56,110
+explicitly أن أنا بروح بحدد له بشكل مسبق كل خيار من
+
+94
+00:06:56,110 --> 00:07:01,890
+هذه الخيارات أن هذا بيمثل قيمة معينة، لكن في بعض
+
+95
+00:07:01,890 --> 00:07:05,470
+الأحيان الأخرى بحتاج أن أنا أعمل حساب لهذا الخيار،
+
+96
+00:07:05,470 --> 00:07:09,050
+يعني على سبيل المثال أن أنا أروح، بدي أروح على
+
+97
+00:07:09,050 --> 00:07:11,210
+destination معين، أروح من هذا الطريق ولا من هذا
+
+98
+00:07:11,210 --> 00:07:14,820
+الطريق؟ بدي أعمل computation للـ path لهذا الـ path
+
+99
+00:07:14,820 --> 00:07:18,180
+و هذا الـ path، فبالتالي هنا الـ cost تبع الـ path
+
+100
+00:07:18,180 --> 00:07:22,740
+بحتاج أن أنا أعملها computation من الـ map هذه،
+
+101
+00:07:22,740 --> 00:07:25,960
+الفكرة في الموضوع، تمام؟ يبقى تلخيصا لهذه الـ slide
+
+102
+00:07:25,960 --> 00:07:30,180
+أنّ إحنا بدي أحاول أوصل شغلة، شغلة مهمة، إيش هي
+
+103
+00:07:30,180 --> 00:07:33,940
+الشغلة هذه؟ أن معلومات المشكلة عادة بيتم عرضها
+
+104
+00:07:33,940 --> 00:07:38,670
+بطرق مختلفة، تمام؟ فبالتالي إحنا محتاجين بشكل ضروري
+
+105
+00:07:38,670 --> 00:07:43,230
+بشكل ملحوظ أن المعلومات تكون structured، هذه شغل
+
+106
+00:07:43,230 --> 00:07:46,650
+أساسية عشان أسهل عليها التعامل مع المعلومات تبع الـ
+
+107
+00:07:46,650 --> 00:07:50,590
+problem، لكن لما تكون أنّه تم عرضها بطرق مختلفة أو
+
+108
+00:07:50,590 --> 00:07:54,870
+مش مرتبة، في صعوبة شوية في الموضوع، هذه شغلة، الشغلة
+
+109
+00:07:54,870 --> 00:07:57,870
+التانية أنّه الـ value ممكن تكون أنّه محطوطة بشكل
+
+110
+00:07:57,870 --> 00:08:02,850
+explicit، أنّه كل option وإيش القيمة تبعته، أو ممكن
+
+111
+00:08:02,850 --> 00:08:07,840
+تكون بشكل implicit، بمعنى ذلك أنّه، يعني بمعنى أنّه
+
+112
+00:08:07,840 --> 00:08:13,540
+إحنا محتاج حسابها بطريقة معينة، يعني على سبيل
+
+113
+00:08:13,540 --> 00:08:16,280
+المثال أن أنا في عندي طريقين، ممكن أروح لـ
+
+114
+00:08:16,280 --> 00:08:19,420
+destination معينة من خلال طريقين، بدي أحسب الـ cost
+
+115
+00:08:19,420 --> 00:08:23,880
+تبع كل طريق على الخريطة عشان أدي الـ value لكل
+
+116
+00:08:23,880 --> 00:08:29,200
+option، واضح؟ طيب، بدنا نشوف إيش هي أنواع المشاكل
+
+117
+00:08:31,330 --> 00:08:33,970
+فعليا أنا فيه عندي أربعة أنواع من المشاكل، هاي
+
+118
+00:08:33,970 --> 00:08:39,870
+واحد، اثنين، ثلاثة، أربعة، النوع الأول
+
+119
+00:08:39,870 --> 00:08:43,930
+deterministic، تمام؟ في هذه الحالة بيكون fully
+
+120
+00:08:43,930 --> 00:08:50,270
+observable، وعندي هنا single state problem، تمام؟
+
+121
+00:08:50,270 --> 00:08:54,570
+فبالتالي الـ agent عادة بيكون عارف في أي state
+
+122
+00:08:54,570 --> 00:09:04,340
+هيكون، والحل بيكون عبارة عن sequence، سلسلة من يعني
+
+123
+00:09:04,340 --> 00:09:07,720
+من الـ states اللي بتنقل فيها لغاية لما نوصل للـ
+
+124
+00:09:07,720 --> 00:09:12,160
+goal state تبعته، تمام، كمان مرة أنّه deterministic،
+
+125
+00:09:12,160 --> 00:09:15,840
+محددة، fully observable، الـ environment كلها يعني
+
+126
+00:09:15,840 --> 00:09:22,370
+مرئية بالنسبة للـ .. للـ .. للـ .. للـ agent، تمام، و ..
+
+127
+00:09:22,370 --> 00:09:29,590
+بتكون أنّه يعني .. في بت .. يعني كل .. يعني كل مرة
+
+128
+00:09:29,590 --> 00:09:32,270
+بيكون في عندي single state بتمثل الـ environment
+
+129
+00:09:32,270 --> 00:09:37,090
+تبعي، والحال تبعي بيكون عبارة عن sequence، النوع
+
+130
+00:09:37,090 --> 00:09:42,740
+الثاني من الـ problems أنّه بتكون non-observable، وهي
+
+131
+00:09:42,740 --> 00:09:47,540
+أنّه أنا بسميها exploration problem، في هذه الحالة
+
+132
+00:09:47,540 --> 00:09:51,540
+أنّه الـ agent ما عنده أدنى فكرة أن هو وين موجود،
+
+133
+00:09:51,540 --> 00:09:56,800
+تمام؟ والحل في حال أن هو كان موجود بيكون برضه
+
+134
+00:09:56,800 --> 00:10:01,360
+عبارة عن sequence، لاحظوا أنّه هاي بيحتاج فيها أنّه
+
+135
+00:10:01,360 --> 00:10:06,540
+ما عندهوش فكرة أن هو وين موجود، معناه ذلك أنه محتاج
+
+136
+00:10:06,540 --> 00:10:10,620
+exploration، محتاج أنّه يعني عملية للاستكشاف أنّه هو
+
+137
+00:10:10,620 --> 00:10:15,820
+يحدد، ويحدد وين الخيارات، برضه أنّه الحال يعني أنّه الـ
+
+138
+00:10:15,820 --> 00:10:18,780
+.. الـ .. الـ .. الحل أنا عندي عبارة عن sequence،
+
+139
+00:10:18,780 --> 00:10:25,480
+تمام؟ النوع الثالث non-deterministic، تمام؟ ممكن
+
+140
+00:10:25,480 --> 00:10:28,780
+يكون and أو or، معناه ذلك أنّه ممكن يكون
+
+141
+00:10:28,780 --> 00:10:32,640
+deterministic مع partially observable، أو ممكن يكون
+
+142
+00:10:32,640 --> 00:10:39,280
+non-deterministic أو partially observable، فهذه
+
+143
+00:10:39,280 --> 00:10:43,020
+النوع من الـ problem بنسميها contingency problem،
+
+144
+00:10:43,020 --> 00:10:47,420
+فهذه الحالة أن الـ percept يعطيني معلومات جديدة عن
+
+145
+00:10:47,420 --> 00:10:52,980
+current state، تمام؟ والحل هو عبارة عن contingent
+
+146
+00:10:52,980 --> 00:10:57,530
+plan أو policy، مش sequence، لاحظوا أنّه في النوع
+
+147
+00:10:57,530 --> 00:11:00,650
+الأول والثاني الحل بيكون عبارة عن sequence، وهنا
+
+148
+00:11:00,650 --> 00:11:05,090
+الحل بيكون عبارة عن plan أو policy معينة، ممكن أن أنا
+
+149
+00:11:08,590 --> 00:11:13,610
+أطبقها على الـ environment هاي، تمام؟ هنا في هذه
+
+150
+00:11:13,610 --> 00:11:16,430
+الحالة، مدام أنها non-deterministic أو partially
+
+151
+00:11:16,430 --> 00:11:20,750
+observable، فعليا أنا محتاج أن أعمل تدخل بين عمليات
+
+152
+00:11:20,750 --> 00:11:22,090
+البحث والـ execution،
+
+153
+00:11:25,850 --> 00:11:29,890
+وهنا بدي أتوقف لكم شوية عشان توضح هذه النقطة، يعني
+
+154
+00:11:29,890 --> 00:11:35,870
+على سبيل المثال أن أنا موجود في مكان معين، تمام؟ و
+
+155
+00:11:35,870 --> 00:11:38,530
+المطلوب مني أن أنتقل على destination معينة،
+
+156
+00:11:38,530 --> 00:11:42,430
+فبالتالي أن أنا بدي أستخدم الـ search algorithm،
+
+157
+00:11:42,430 --> 00:11:45,070
+أروح على هاي طريق ولا هاي طريق ولا هاي طريق، في
+
+158
+00:11:45,070 --> 00:11:50,820
+عندي ثلاث خيارات، بروح بعمل execution، يعني بعمل
+
+159
+00:11:50,820 --> 00:11:55,000
+search، بطبق الـ search وبروح بحسب أي خيار هو
+
+160
+00:11:55,000 --> 00:11:59,420
+الأفضل، وبحصل النتيجة، وبعدها بعمل execution لهذا
+
+161
+00:11:59,420 --> 00:12:05,110
+الخيار، واضح كيف؟ يعني أن أنا موجود في مكان معين من
+
+162
+00:12:05,110 --> 00:12:09,070
+خلال الـ search، روحت حسبت إيش أفضل مسار من المسارات
+
+163
+00:12:09,070 --> 00:12:12,710
+الثلاثة، قلت أنّه والله هذا أفضل مسار، بعديها الخطوة
+
+164
+00:12:12,710 --> 00:12:16,650
+الجاية بدي أعمله execution، هذا الكلام بدي أوضح
+
+165
+00:12:16,650 --> 00:12:22,990
+لكم إياه هنا بهذا الشكل، تمام، يبقى هنا أنّه أنا عندي
+
+166
+00:12:22,990 --> 00:12:36,040
+بدي أعمل travel من city A لـ P، طبعا
+
+167
+00:12:36,040 --> 00:12:41,820
+أنا في عندي أكثر من خيار عشان أن أنا أنتقل، في عندي
+
+168
+00:12:41,820 --> 00:12:57,660
+path واحد، في عندي path اثنين، path ثلاثة، يبقى
+
+170
+00:12:57,660 --> 00:12:58,300
+step one،
+
+171
+00:13:02,090 --> 00:13:07,670
+شو بعمل؟ بروح بطبق الـ search، مين
+
+172
+00:13:07,670 --> 00:13:11,950
+أفضل خيار؟ مسار الأول ولا الثاني ولا الثالث؟
+
+173
+00:13:11,950 --> 00:13:16,050
+تمام؟ راح أُحدد أن الـ path 2 نتيجة الـ search، search
+
+174
+00:13:16,050 --> 00:13:20,470
+result أن
+
+175
+00:13:20,470 --> 00:13:27,970
+الـ path 2 is the best، بنتقل
+
+176
+00:13:27,970 --> 00:13:36,280
+للخطوة الثانية، step 2، إيش بدي أعمل؟ execution، طبق لي
+
+177
+00:13:36,280 --> 00:13:39,580
+هذا الحل، معناه ذلك أنّه إيش؟ أنّه بدي أعمل navigate
+
+178
+00:13:39,580 --> 00:13:46,600
+من خلال path 2، navigate through
+
+179
+00:13:46,600 --> 00:13:50,360
+path
+
+180
+00:
+
+223
+00:17:10,440 --> 00:17:16,100
+على سبيل المثال، إنه
+
+224
+00:17:16,100 --> 00:17:19,400
+أنا عندي إيش الـ possible state هذا؟ بنسميه الـ state
+
+225
+00:17:19,400 --> 00:17:19,900
+space
+
+226
+00:17:29,790 --> 00:17:33,050
+a chemist state، أنا عندي possible في الـ vacuum
+
+227
+00:17:33,050 --> 00:17:37,730
+cleaner، في حال أنه كان عندي two locations، a و b
+
+228
+00:17:37,730 --> 00:17:43,770
+طبعاً هنا نفس الفكرة، a و b، الحالة الأولى أنه الـ
+
+229
+00:17:43,770 --> 00:17:48,690
+agent يكون في a، و a و b ديرتي، الحالة الثانية أنه
+
+230
+00:17:48,690 --> 00:17:57,480
+أنه أكون في b، و a و b ديرتيو، هكذا، فبجيب كل الـ
+
+231
+00:17:57,480 --> 00:18:00,880
+combinations، كل الاحتمالات، فبالتالي بطلع أنا عندي
+
+232
+00:18:00,880 --> 00:18:05,900
+ثمان احتمالات بهذا الشكل، يعني على سبيل المثال لو
+
+233
+00:18:05,900 --> 00:18:09,980
+أنا الـ state تبعتي إنه بدأ الـ agent إن هو يشتغل، و
+
+234
+00:18:09,980 --> 00:18:15,080
+كانت الحالة تبعته إن هو موجود في خمسة، فبالتالي
+
+235
+00:18:15,080 --> 00:18:18,860
+الحل إيش بيكون؟ خمسة، إن هو بيكون موجود في الـ
+
+236
+00:18:18,860 --> 00:18:23,840
+location A، و الـ equation A clean و B dirty، معناه
+
+237
+00:18:23,840 --> 00:18:30,500
+ذلك إن الحل إنه right، روح على location B، على
+
+238
+00:18:30,500 --> 00:18:33,960
+الجهة اليمين، تمام، و اعمل suck، أشط الغبار بهذا الشكل
+
+239
+00:18:33,960 --> 00:18:43,560
+تمام، نشوف رومانيا، أنا موجود حالياً في أراد، و إيش
+
+240
+00:18:43,560 --> 00:18:49,510
+بدي إياه؟ بدي أعمل formulate للـ goal، الـ goal بدي
+
+241
+00:18:49,510 --> 00:18:52,890
+أصيغه بهذا الشكل: be in Bucharest، أنا موجود في
+
+242
+00:18:52,890 --> 00:18:57,510
+أراد، والمطلوب مني أن أنا أكون موجود في Bucharest
+
+243
+00:18:57,510 --> 00:19:02,070
+كيف نعمل formulate للـ problem؟ إيش الـ states
+
+244
+00:19:02,070 --> 00:19:08,910
+تبعتي؟ إيش الـ space تبعي؟ اللي هو مجموعة المدن
+
+245
+00:19:08,910 --> 00:19:14,150
+اللي أنا بدي أزورها، أتنقل من خلالها لغاية لما أصل
+
+246
+00:19:14,150 --> 00:19:18,870
+للـ destination، يبقى various cities، بعنى ذلك أنه
+
+247
+00:19:18,870 --> 00:19:21,850
+ممكن أن الـ states تبعتي ممكن تكون بهذا الشكل أنه
+
+248
+00:19:21,850 --> 00:19:27,990
+أروح المدينة A، بعدها B، بعدها F، بعدها
+
+249
+00:19:30,160 --> 00:19:35,640
+K، ممكن يكون في عندي states ثانية، sequence ثاني، ممكن
+
+250
+00:19:35,640 --> 00:19:40,380
+إن أنا أبدأ مش من المدينة A، ممكن أبدأ من المدينة M،
+
+251
+00:19:40,380 --> 00:19:49,690
+أروح للمدينة F، بعدين B، وهكذا، تمام؟ و الـ actions هو
+
+252
+00:19:49,690 --> 00:19:51,930
+عبارة عن الـ drive between cities، عشان أصل الـ
+
+253
+00:19:51,930 --> 00:19:57,030
+destination، و إيجاد الحل هو إنه عبارة عن sequence
+
+254
+00:19:57,030 --> 00:20:01,830
+of cities، زي ما شوفنا إنه عشان أصل لبخارست بدي
+
+255
+00:20:01,830 --> 00:20:08,470
+أروح من أراد لسيبوي، وبعديها لفاجراس، وبعديها على
+
+256
+00:20:08,470 --> 00:20:14,050
+بخارست، بوصل لبخارست، تمام؟ يبقى هذا هو الحل، هو عبارة
+
+257
+00:20:14,050 --> 00:20:22,410
+عن sequence of cities، تمام؟ واضحات الأمور؟ هنا
+
+258
+00:20:22,410 --> 00:20:27,390
+موجود هنا في أراد، وشوفنا إن الحالة تبعي... طبعاً
+
+259
+00:20:27,390 --> 00:20:30,450
+الحالة اللي أنا عندي عدة حلول، لكن الحالة اللي هو طلع
+
+260
+00:20:30,450 --> 00:20:35,270
+ليه؟ إنه هنا بروح على سيبوي، ومن سيبوي بروح على
+
+261
+00:20:35,270 --> 00:20:44,550
+فاجراس بهذا الشكل، من فاجراس بروح لبوخارست، هاي الـ
+
+262
+00:20:44,550 --> 00:20:50,950
+destination طبعاً، تمام؟ يبقى هنا أكام شغلة أنا يعني
+
+263
+00:20:50,950 --> 00:20:55,390
+حددتها، حددتها، الشغلات الـ initial state، أنا وين
+
+264
+00:20:55,390 --> 00:21:01,150
+موجود؟ في أراد، وإيش الـ goal؟ to be in Bucharest
+
+265
+00:21:03,240 --> 00:21:10,040
+وإيش الـ states تبعي؟ هي عبارة عن مجموعة مدن مختلفة
+
+266
+00:21:10,040 --> 00:21:13,740
+و الحل تبعي، أنه حسب الـ problem هذه، أنه أنا بدي
+
+267
+00:21:13,740 --> 00:21:24,480
+أزور مدينتين عشان أصل لبوخارست، انطلاقاً من أراد، طبعاً
+
+268
+00:21:24,480 --> 00:21:27,680
+بدي أنوه لشغلة معينة عليه، هو الموضوع الـ abstraction
+
+269
+00:21:27,680 --> 00:21:32,930
+هذه الشغلة كتير مهمة في الـ problem formulation، في
+
+270
+00:21:32,930 --> 00:21:36,510
+صياغة المشكلة، إيش مفهوم الـ abstraction؟
+
+271
+00:21:40,930 --> 00:21:44,610
+بالضبط، هو عبارة عن تجريد من التفاصيل، abstraction
+
+272
+00:21:44,610 --> 00:21:47,370
+يعني تجريد، تجريد من إيش؟ من التفاصيل، إيش
+
+273
+00:21:47,370 --> 00:21:49,650
+التفاصيل اللي أنا موجودة عندي؟ هنا في عندي تفاصيل
+
+274
+00:21:49,650 --> 00:21:52,870
+كتيرة، أنا شلتها، ليش؟ عشان أقدر أعمل formulation
+
+275
+00:21:52,870 --> 00:21:59,030
+للـ problem بشكل مبسط، فبالتالي يعني عندي good
+
+276
+00:21:59,030 --> 00:22:02,510
+representation للـ problem، زي إيش ممكن يكون؟ في عندي
+
+277
+00:22:02,510 --> 00:22:10,800
+تفاصيل، يعني على سبيل المثال، أنه هنا ممكن يكون في
+
+278
+00:22:10,800 --> 00:22:18,500
+عندي stop اتنين، two stops، محطتين للاستراحة، للـ rest
+
+279
+00:22:18,500 --> 00:22:22,280
+stops، يعني ممكن تكون عبارة عن مطعم أو محطة بنزين
+
+280
+00:22:22,280 --> 00:22:30,730
+أو مقهى، هنا ممكن تكون في عندي تلاتة stops، مثلاً، هذا
+
+281
+00:22:30,730 --> 00:22:33,170
+الطريق مثلاً، على سبيل المثال، أنه ما فيش فيه stops
+
+282
+00:22:33,170 --> 00:22:38,730
+فهذه عبارة عن تفاصيل إضافية، إحنا شلناها، تمام، عشان
+
+283
+00:22:38,730 --> 00:22:46,990
+نقدر نعمل formulation للـ problem بشكل مبسط، طيب، إيه
+
+284
+00:22:46,990 --> 00:22:50,510
+بجعل الـ problem، نصيغ الكلام هذا بشكل إنه single
+
+285
+00:22:50,510 --> 00:22:52,170
+state problem formulation
+
+286
+00:22:55,800 --> 00:22:59,960
+إنتوا بالنسبة لكم، يعني إذا إنتوا، يعني إذا حابة
+
+287
+00:22:59,960 --> 00:23:04,420
+تشتغلي في هذا المجال، الفكرة في الموضوع إنه كمان
+
+288
+00:23:04,420 --> 00:23:07,820
+مرة برجع بأكد، إذا إحنا نجحنا في صياغة problem
+
+289
+00:23:07,820 --> 00:23:12,000
+معينة as a search problem، خلاص، يبقى بقدر أطبق
+
+290
+00:23:12,000 --> 00:23:15,620
+عليها search algorithm، فبالتالي بينا نتعلم على
+
+291
+00:23:15,620 --> 00:23:18,080
+المهارة إن إحنا كيف نعمل formulation للـ problem
+
+292
+00:23:18,080 --> 00:23:22,600
+فبالتالي، single state problem formulation، مكونة من
+
+293
+00:23:22,600 --> 00:23:32,470
+أربعة items، واحد، اتنين، تلاتة، أربعة، بدي أحدد الـ
+
+294
+00:23:32,470 --> 00:23:37,770
+initial state، في المثال تبعنا تبع رومانيا، إنه أنا
+
+295
+00:23:37,770 --> 00:23:44,650
+وين موجود؟ في أراد، تمام؟ الـ item الثاني اللي أنا
+
+296
+00:23:44,650 --> 00:23:47,470
+بدي أحضره، هي عبارة عن دالة اسمها successor
+
+297
+00:23:47,470 --> 00:23:52,250
+function، إيش الـ successor function؟ هي عبارة عن
+
+298
+00:23:52,250 --> 00:24:00,790
+دالة، ممكن من خلالها أجيب المدن التالية، تمام؟
+
+299
+00:24:00,790 --> 00:24:03,930
+فبالتالي
+
+300
+00:24:03,930 --> 00:24:06,730
+المدن التالية هي ممكن نشوفها هنا، ده الـ successor
+
+301
+00:24:06,730 --> 00:24:12,220
+function، بهذا الشكل، إنه هي عبارة عن إنه for a given
+
+302
+00:24:12,220 --> 00:24:16,340
+state، return of a set of actions، a new state bears
+
+303
+00:24:16,340 --> 00:24:21,700
+فبالتالي إنه أنا موجود في مكان معين، أنا موجود في
+
+304
+00:24:21,700 --> 00:24:25,060
+أراد، هاي نرجع للخريطة مرة ثانية، أنا موجود في
+
+305
+00:24:25,060 --> 00:24:28,940
+أراد، ممكن أروح على هذه المدينة، ممكن أروح على هذه
+
+306
+00:24:28,940 --> 00:24:32,840
+المدينة، ممكن أروح على هذه المدينة، هذه المقصود بالـ
+
+307
+00:24:32,840 --> 00:24:38,050
+successor، بهذا الشكل، فبالتالي إنه actions مع الـ new
+
+308
+00:24:38,050 --> 00:24:43,890
+states اللي بتكون موجودة عندي، يعني في الـ vacuum
+
+309
+00:24:43,890 --> 00:24:50,510
+cleaner، تمام؟
+
+310
+00:24:50,510 --> 00:24:55,910
+إنه أنا عندي الـ location، والـ state، والـ action
+
+311
+00:24:55,910 --> 00:24:58,710
+الحالي، تمام؟
+
+312
+00:25:00,100 --> 00:25:03,620
+ممكن هذا... ممكن من هذه الـ state اللي أنا موجود
+
+313
+00:25:03,620 --> 00:25:09,540
+فيها، أروح، أنتقل لـ state جديدة، إيش هي؟ left، تمام؟
+
+314
+00:25:09,540 --> 00:25:20,060
+وهذا بيأدي لـ... يعني هذا action، تمام؟
+
+315
+00:25:20,060 --> 00:25:23,800
+إيش بيأدي؟ هاي الـ state بتاعتها إنه أكون في الـ
+
+316
+00:25:23,800 --> 00:25:31,800
+location A، وإنه dirty بده يصير clean، طب لو روحت
+
+317
+00:25:31,800 --> 00:25:37,800
+right، هذا الـ action كمان مرة، إيش بدي يصير؟ بدي
+
+318
+00:25:37,800 --> 00:25:41,740
+أكون في الـ location B، تمام؟ و بدي أكون من there
+
+319
+00:25:41,740 --> 00:25:46,440
+till يصير clean، وهكذا، تمام؟ ونفس الشيء بالنسبة
+
+320
+00:25:46,440 --> 00:25:49,660
+لـ... هذا الـ vacuum cleaner، بالنسبة لرومانيا،
+
+321
+00:25:49,660 --> 00:25:53,620
+رومانيا، إنه أنا موجود في أراد، معناه ذلك إنه أنا
+
+322
+00:25:53,620 --> 00:25:58,520
+في عندي خيار إنه أنا ممكن أروح لهذه المدينة،
+
+323
+00:25:58,520 --> 00:26:03,730
+تميشوارا، تمام؟ وفي حال إنه أنا كنت في تميشوارا،
+
+324
+00:26:03,730 --> 00:26:08,590
+ممكن أروح منها على سيبوي، ومن سيبوي ممكن أروح على
+
+325
+00:26:08,590 --> 00:26:14,770
+زرند، ومن زرند بشوف إيش الخيارات اللي أنا ممكن
+
+326
+00:26:14,770 --> 00:26:19,330
+أروح عليها، هي هذا الشكل، تمام؟
+
+327
+00:26:42,890 --> 00:26:47,130
+طيب، نرجع هنا، يبقى شوفنا إيش هي الـ successor
+
+328
+00:26:47,130 --> 00:26:53,630
+function دي، أحددها كيف؟
+
+329
+00:26:53,630 --> 00:27:00,590
+نعم، صحيح، أنا بحكي إنه أنا عندي هنا موجود يا إما
+
+330
+00:27:00,590 --> 00:27:04,390
+بروح على هذه المدينة أو هذه المدينة أو هذه المدينة
+
+331
+00:27:04,390 --> 00:27:08,010
+إنه
+
+332
+00:27:08,010 --> 00:27:10,610
+إيش الـ successor؟ إنه أنا لما أكون موجود في أراد
+
+333
+00:27:10,610 --> 00:27:16,920
+بروح على زرند أو سيبوي أو
+
+334
+00:27:16,920 --> 00:27:26,080
+تميشوارا، تلات خيارات، خيّارهم هنا، من أراد ممكن أروح على
+
+335
+00:27:26,080 --> 00:27:35,760
+تميشوارا أو سيبوي أو زرند، حدد
+
+336
+00:27:35,760 --> 00:27:39,320
+التسلسل اللي إنتوا شايفينه هنا، إنه أنا لو روحت على
+
+337
+00:27:39,320 --> 00:27:43,490
+تميشوارا، معناه ذلك إن أنا بسير لتميشوارا، يعني هذا الـ
+
+338
+00:27:43,490 --> 00:27:48,250
+action go، و الـ next state إيش بكون؟ in تميشوارا، وهنا
+
+339
+00:27:48,250 --> 00:27:51,870
+في عندي action ثاني، يبقى هنا أنا ممكن أعمل لكم إن
+
+340
+00:27:51,870 --> 00:28:01,880
+هذا a، وهي s، هنا هي a، إذا كان الـ action go to سيبوي،
+
+341
+00:28:01,880 --> 00:28:06,420
+معناه ذلك إن الـ state تبعتي إن أنا هكون في سيبوي، و
+
+342
+00:28:06,420 --> 00:28:12,280
+هنا إذا الـ action أنا أروحها لزرند، معناه ذلك إن الـ
+
+343
+00:28:12,280 --> 00:28:16,820
+state تبعتي هتكون بهذا الشكل، زي ما حكينا إنه for a
+
+344
+00:28:16,820 --> 00:28:20,840
+given state، return a set of action، بالإضافة لـ new
+
+345
+00:28:20,840 --> 00:28:24,500
+state، الشغل الثاني اللي بدي أرجعه، بدي أرجع الـ action
+
+346
+00:28:24,500 --> 00:28:30,420
+و الـ new state، طيب الشغل
+
+347
+00:28:30,420 --> 00:28:33,080
+الثالث، أو الـ item الثالث، أنا عندي في الـ problem
+
+348
+00:28:33,080 --> 00:28:39,180
+formulation، إنه أنا بدي أحط الـ goal test، كده بدي
+
+349
+00:28:39,180 --> 00:28:43,140
+أحدد إن أنا حققت الـ goal ولا لأ، بدي أحط ده اللي
+
+350
+00:28:43,140 --> 00:28:49,840
+بتفحص الـ goal، الـ goal هذا ممكن يكون explicit، يعني
+
+351
+00:28:49,840 --> 00:28:54,000
+على سبيل المثال، إنه أقول إن الـ goal تبعي إنه at
+
+352
+00:28:54,000 --> 00:29:01,990
+Bucharest، هذا في... في رومانيا طبعاً، أو checkmate في
+
+353
+00:29:01,990 --> 00:29:06,370
+الـ chess، يبقى الـ goal تبعي لما بلعب chess، بلعب
+
+354
+00:29:06,370 --> 00:29:09,610
+شطرنج، إنه أصل الـ state، إيش هي الـ state هذي؟ هقول لك
+
+355
+00:29:09,610 --> 00:29:16,290
+checkmate، طبعاً، أو إنه أنا هكون في أراد، والـ
+
+356
+00:29:16,290 --> 00:29:19,530
+goal تبعي إنه أنا هكون في بوخارست، هذا explicit، أو ممكن
+
+357
+00:29:19,530 --> 00:29:24,210
+يكون implicit، يكون الـ goal تبع الـ vacuum cleaner
+
+358
+00:29:24,210 --> 00:29:28,870
+إنه بدي يكون إن هو الـ environment اللي إنت شغال فيها
+
+359
+00:29:28,870 --> 00:29:35,350
+إنها تكون ما فيش فيها أوساخ، no dirt، بهذا الشكل، أنا
+
+360
+00:29:35,350 --> 00:29:39,130
+بدي أشغلك في مطار، المطار هذا الـ goal state تبعتك
+
+361
+00:29:39,130 --> 00:29:42,210
+إنه إنت تحافظ عليه إن هو نظيف طول الوقت، هاي الـ
+
+362
+00:29:42,210 --> 00:29:48,190
+goal state، تمام؟ الشغلة الرابعة، الـ path cost، مش
+
+363
+00:29:48,190 --> 00:29:51,610
+أنا بتنقل بين الـ states، لازم يكون في عندي هنا
+
+364
+00:29:51,610 --> 00:29:55,470
+المسار اللي أنا بتنقل فيه، إنه يكون فيه تكلفة، أنا
+
+365
+00:29:55,470 --> 00:29:58,250
+ممكن أروح للخيار هذا، ويكون فيه تكلفة معينة، أو
+
+366
+00:29:58,250 --> 00:30:01,950
+ممكن أروح الخيار هذا ويكون فيه تكلفة معينة، وهذا
+
+367
+00:30:01,950 --> 00:30:07,830
+الـ path cost بيكون additive، يعني مجموع تراكمي،
+
+368
+00:30:07,830 --> 00:30:12,490
+فبالتالي هو عبارة، إنه في الحالة تبعتنا في رومانيا،
+
+369
+00:30:12,490 --> 00:30:16,090
+إن هو عبارة عن sum of distances، يبقى number of
+
+370
+00:30:16,090 --> 00:30:21,170
+actions executed، بهذا الشكل، طبعاً هذا لازم يكون إن
+
+371
+00:30:21,170 --> 00:30:33,090
+هو أكبر من أو يساوي صفر، يعني على سبيل المثال هنا
+
+372
+00:30:33,090 --> 00:30:36,950
+إيش بتلاحظوا إن كل مسار من هذه، إيش فيه عليها؟
+
+373
+00:30:45,210 --> 00:30:52,490
+هنا 140، هنا 118، فيه cost، فبالتالي هنا من أراد
+
+374
+00:30:52,490 --> 00:30:59,170
+لبوخارست، هي عبارة، لو أنا مشيت بهذا المسار، هي
+
+375
+00:30:59,170 --> 00:31:10,810
+عبارة عن 140 + 99 + 211
+
+376
+00:31:10,810 --> 00:31:11,830
+على ما أعتقد
+
+377
+00:31:14,570 --> 00:31:18,830
+بهذا الشكل، فبالتالي حسبت الـ cost تبع هذا المسار،
+
+378
+00:31:18,830 --> 00:31:23,270
+additive، ممكن أروح من خلال مسار ثاني، إيش هو هذا؟ زي
+
+379
+00:31:23,270 --> 00:31:33,350
+هيك، زي هيك، تمام، نحسبه، هو عبارة عن 140 + 80 +
+
+380
+00:31:33,350 --> 00:31:40,270
+97 + 101
+
+381
+00:31:42,670 --> 00:31:47,890
+هذا هنا بيطلع نتيجة، وهنا بيطلع معايا نتيجة معينة،
+
+382
+00:31:47,890 --> 00:31:51,870
+فبالتالي بقدر إن أنا أحدد هذا المسار ولا هذا
+
+383
+00:31:51,870 --> 00:31:55,050
+المسار، يبقى لازم يكون في عندي دالة تحسب الـ cost
+
+384
+00:31:55,050 --> 00:32:00,910
+طبعاً، نرجع هنا كمان مرة نلخص الموضوع، أنا لما بدي
+
+385
+00:32:00,910 --> 00:32:03,590
+أعمل formulation للـ problem، إيش بدي أحدد؟ أربع
+
+386
+00:32:03,590 --> 00:32:08,410
+شغلات، إيش هي؟ الـ initial، خلينا نحكي إنه واحد، و
+
+387
+00:32:08,410 --> 00:32:14,710
+تلاتة، يبقى واحد وتلاتة، الـ initial و الـ goal state،
+
+388
+00:32:14,710 --> 00:32:17,250
+يبقى الـ initial، بدي أحدد إيش هي الـ initial state
+
+389
+00:32:17,250 --> 00:32:20,470
+اللي أنا موجود فيها، كيف شكلها، تمام؟ و الـ goal state،
+
+390
+00:32:20,470 --> 00:32:25,110
+و الـ goal test، عفواً، هي عبارة عن دالة بتفحص إنه هل
+
+391
+00:32:25,110 --> 00:32:29,190
+أنا وصلت للـ goal ولا لأ، وفي عندي دالتين كمان
+
+392
+00:32:29,190 --> 00:32:34,290
+بتساعدني، إيش هم؟ دالة الـ successor، إيش بتجيب؟ بتجيب
+
+393
+00:32:34,290 --> 00:32:43
+
+445
+00:37:28,410 --> 00:37:30,910
+عليه في the real world
+
+446
+00:37:34,600 --> 00:37:38,240
+تمام؟ يبقى الـ actions اللي أنا بدي أسويها لازم
+
+447
+00:37:38,240 --> 00:37:43,760
+تكون أنه هي أسهل من الـ original problem طبعا عشان
+
+448
+00:37:43,760 --> 00:37:48,480
+يتسهل عليّ التعامل في هاي .. في الـ problem
+
+449
+00:37:51,140 --> 00:37:54,660
+طيب طبعا الانتقال بين الـ states خليني .. خليني
+
+450
+00:37:54,660 --> 00:37:57,560
+يعني أنه ناخد هذا المثال بشكل سريع يعني أنا موجود
+
+451
+00:37:57,560 --> 00:38:03,440
+في هذه الـ state تمام؟ أنه أنا عندي الـ vacuum
+
+452
+00:38:03,440 --> 00:38:09,760
+cleaner موجود في a و في a و b أنه dirty تمام؟ ممكن
+
+453
+00:38:09,760 --> 00:38:15,700
+أضلني في نفس الـ state أروح left أنا أصلا موجود في
+
+454
+00:38:15,700 --> 00:38:18,400
+الـ left و أضلني في الـ left هذا معناته أنه أبقى في
+
+455
+00:38:18,400 --> 00:38:25,030
+الـ left تمام؟ أو ممكن ايش أسوي؟ آخد الـ action right
+
+456
+00:38:25,030 --> 00:38:29,530
+معناه ذلك أن أنا بتنتقل من الـ left للـ right هي كنت
+
+457
+00:38:29,530 --> 00:38:35,410
+موجود هنا صرت موجود هنا ممكن أرجع للـ state هادي إن
+
+458
+00:38:35,410 --> 00:38:41,790
+أنا آخد الـ action left تمام؟ فبالتالي أنه برجع إن
+
+459
+00:38:41,790 --> 00:38:47,320
+أنا كنت right برجع left أو ممكن ايش أسوي؟ وآخد الـ
+
+460
+00:38:47,320 --> 00:38:51,880
+action هذا us suck فبالتالي ايش بيصير أنا عندي الـ
+
+461
+00:38:51,880 --> 00:39:04,080
+location ايه clean تمام كمان مرة هنا
+
+462
+00:39:04,080 --> 00:39:09,220
+أكم خيار أنا عندي هذا الخيار واحد
+
+463
+00:39:12,700 --> 00:39:17,940
+ثلاثة بهذا الشكل أنا موجود في الـ left ممكن أبقى في
+
+464
+00:39:17,940 --> 00:39:22,580
+الـ left أو ممكن أروح right أو ممكن أعمل suck
+
+465
+00:39:22,580 --> 00:39:25,820
+فبالتالي أنه هنا هذا بيصير clean ونفس الشيء الـ
+
+466
+00:39:25,820 --> 00:39:29,760
+state هذه الجديدة اللي أنا انتقلت لها ممكن أنا أنتقل
+
+467
+00:39:29,760 --> 00:39:34,380
+انتقالات أخرى، هي المقصود بالـ state space خليني
+
+468
+00:39:34,380 --> 00:39:39,220
+أتوقف هنا والمحاضرة الجاية إن شاء الله بنكمل أنه
+
+469
+00:39:39,220 --> 00:39:42,300
+ايه الـ states لـ .. بناخد أمثلة تانية زي الـ 8
+
+470
+00:39:42,300 --> 00:39:48,060
+puzzle مثلا، أي حد عنده سؤال؟ يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9d2e4c53d8d187e79c72e63cd2008a5a2b4505af
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_postprocess.srt
@@ -0,0 +1,1880 @@
+1
+00:00:04,910 --> 00:00:10,370
+بسم الله الرحمن الرحيم اليوم في محاضرة .. اليوم إن
+
+2
+00:00:10,370 --> 00:00:13,610
+شاء الله بدنا نحكي عن ال problem solving by search
+
+3
+00:00:13,610 --> 00:00:19,110
+هو فعليا عبارة عن الكتاب التالت من كتاب Artificial
+
+4
+00:00:19,110 --> 00:00:24,760
+Intelligence Modern Approach لRussell وNovringOkay
+
+5
+00:00:24,760 --> 00:00:29,080
+الفكرة في الموضوع إن إحنا بدنا نحاول نطلع على ال
+
+6
+00:00:29,080 --> 00:00:34,000
+problems إنه هي نعملها إعادة صياغة as a search
+
+7
+00:00:34,000 --> 00:00:37,780
+problems تمام؟ فبالتالي إن إحنا ممكن إن إحنا نطبق
+
+8
+00:00:37,780 --> 00:00:42,140
+ال search algorithm أو ال search strategies عندي
+
+9
+00:00:42,140 --> 00:00:48,400
+طبعا اللي إحنا هنحكيه هنشوف موضوع مهم جدا اللي هو
+
+10
+00:00:48,400 --> 00:00:54,080
+ال problem formulation إعادة صياغة المشكلةتمام
+
+11
+00:00:54,080 --> 00:00:58,620
+بحيث انه هي تصير انه sequential problem بحيث انه
+
+12
+00:00:58,620 --> 00:01:01,600
+احنا نقدر نطبق عليها search algorithm طبعا بدنا
+
+13
+00:01:01,600 --> 00:01:05,740
+نشوف عدة أمثلة ل problems ان احنا بنحاول ان احنا
+
+14
+00:01:05,740 --> 00:01:09,800
+نحلها و بدنا نعمل planning ل solving the
+
+15
+00:01:09,800 --> 00:01:13,380
+sequential problems في حال انه ماكنش في عندي
+
+16
+00:01:13,380 --> 00:01:16,240
+certainty لأنه انا بدي اشوف في الحالتين لما بتكون
+
+17
+00:01:16,240 --> 00:01:18,240
+في عندي certain information و uncertain
+
+18
+00:01:18,240 --> 00:01:22,580
+informationكذلك هنشوف ال search algorithms
+
+19
+00:01:22,580 --> 00:01:26,000
+الأساسية و كيف إن أنا ممكن أطبقها و أستخدمها في
+
+20
+00:01:26,000 --> 00:01:32,340
+هذا الإطار طبعا عشان إنه أنا أعرف ال .. ال .. ال
+
+21
+00:01:32,340 --> 00:01:35,860
+techniques هذه أو search strategy هاي أنا وين ممكن
+
+22
+00:01:35,860 --> 00:01:39,280
+أستخدمها طبعا أنا موجود في المنطقة هاي اللي أنا
+
+23
+00:01:39,280 --> 00:01:43,120
+بقدر أطبق من خلالها ال planning و ال heuristic
+
+24
+00:01:43,120 --> 00:01:47,250
+searchطبعا هاي المنطقة من وين إجت طبعا بدي أشوف
+
+25
+00:01:47,250 --> 00:01:50,210
+على ال environment بتاعتي هل هي fully observable
+
+26
+00:01:50,210 --> 00:01:53,290
+إذا كانت نعم بدي أسأل إنه إذا كانت هي
+
+27
+00:01:53,290 --> 00:01:57,210
+deterministic كانت نعم بتكون sequential بدي أسأل
+
+28
+00:01:57,210 --> 00:02:01,470
+إنه إذا كانت sequential نعم وإذا كانت ال discrete
+
+29
+00:02:01,470 --> 00:02:05,810
+فبالتالي أنه بكون أنه بقدر أطبق فيها ال planning و
+
+30
+00:02:05,810 --> 00:02:10,880
+بقدر أطبق فيها ال search algorithms تمام؟يبقى إنه
+
+31
+00:02:10,880 --> 00:02:13,320
+إحنا بنشتغل في environment إيش طبيعتها fully
+
+32
+00:02:13,320 --> 00:02:17,040
+observable، deterministic، sequential و discrete
+
+33
+00:02:17,040 --> 00:02:21,160
+أربع شغلات هدول عشان أنا أطبق ال search strategies
+
+34
+00:02:21,160 --> 00:02:24,900
+اللي إحنا هنحكي عليهم في الباب هذا طبعا إذا كان
+
+35
+00:02:24,900 --> 00:02:28,980
+يعني إنه في أي حالة من الحالات هدول إنه كانت
+
+36
+00:02:28,980 --> 00:02:32,560
+الشغلات الأربعة هدول مش موجودة يعني إذا ما كانت
+
+37
+00:02:32,560 --> 00:02:36,940
+discrete تمام ساعتها إنه يعني بيكون أنا عندي بدي
+
+38
+00:02:36,940 --> 00:02:43,920
+أستخدم أسلوب ال controlفي حال انه ماكنتش
+
+39
+00:02:43,920 --> 00:02:46,940
+sequential
+
+40
+00:02:46,940 --> 00:02:50,720
+في عندي حالتين انه اذا كانت انه discrete و اذا
+
+41
+00:02:50,720 --> 00:02:56,100
+كانتcontinuous في حال انه كان discrete بدي استخدم
+
+42
+00:02:56,100 --> 00:02:58,960
+ال vector search طبعا بدي يكون في عندى هنا
+
+43
+00:02:58,960 --> 00:03:04,320
+constraints و انه يعني شغلات يعني محددة لل
+
+44
+00:03:04,320 --> 00:03:08,380
+satisfaction فبالتالي انه انا بدورش على ال best
+
+45
+00:03:08,380 --> 00:03:12,400
+solution بدور على حاجة اسمها good enough solution
+
+46
+00:03:12,400 --> 00:03:17,310
+لل problemأما في حال أنها كانت مش discrete
+
+47
+00:03:17,310 --> 00:03:20,570
+continuous فبالتالي أنه هنا بدي استخدم continuous
+
+48
+00:03:20,570 --> 00:03:23,950
+function optimization بدي استخدم أسلوب ال
+
+49
+00:03:23,950 --> 00:03:26,990
+optimization لل continuous function للدوال
+
+50
+00:03:26,990 --> 00:03:36,810
+المستمرةطيب حاجات بدنا نشوف العملية الاختيار في
+
+51
+00:03:36,810 --> 00:03:41,950
+deterministic known environment يعني شغلة انه
+
+52
+00:03:41,950 --> 00:03:48,390
+trivial بمعنى انه في decision theory لو كان في
+
+53
+00:03:48,390 --> 00:03:53,420
+عندي عدة خيارات وكل خياربروح بعمله يعني انه
+
+54
+00:03:53,420 --> 00:03:57,100
+representation as a value بهذا الشكل لو كان في
+
+55
+00:03:57,100 --> 00:04:01,880
+عندي خيار ان انا اخد شوكولاتة ولا اخد coffee ولا
+
+56
+00:04:01,880 --> 00:04:07,160
+اخد كتاب شوكولاتة ولا قهوة ولا كتاب وكل option من
+
+57
+00:04:07,160 --> 00:04:11,500
+هدول ال options انا روح اتحددته ب quantity او ب
+
+58
+00:04:11,500 --> 00:04:15,700
+value معينة بتمثل كده هذا الخيار مناسب لإلي او
+
+59
+00:04:15,700 --> 00:04:20,900
+بتمثل كده الخيار ان هذا جيدتمام؟ فبالتالي بطبيعة
+
+60
+00:04:20,900 --> 00:04:25,120
+الحال يعني ممكن انه انا اشوف انه ايش الاعلى value
+
+61
+00:04:25,120 --> 00:04:29,140
+عشرين فبالتالي انا المفضل انا عندي ان انا ااخد
+
+62
+00:04:29,140 --> 00:04:33,260
+قهوة على سبيل المثال ممكن انه هذه ال values ان هي
+
+63
+00:04:33,260 --> 00:04:37,520
+تختلف انه على سبيل المثال انه يكون في عندي نظرة
+
+64
+00:04:37,520 --> 00:04:43,940
+مختلفة انه الشوكولاتة ان هي هتخلص و القهوة ان هي
+
+65
+00:04:43,940 --> 00:04:47,000
+هتخلص لكن الكتاب ان هو بيضال عندي فبالتالي ممكن
+
+66
+00:04:47,000 --> 00:04:51,720
+اديلهvalue أعلى من هدول فبالتالي أن هو بيصير ال
+
+67
+00:04:51,720 --> 00:04:55,680
+best أن أنا أختاره تمام؟ بيعتمد على حالة معينة لكن
+
+68
+00:04:55,680 --> 00:04:59,220
+في حالة أخرى ممكن أن أكون أن أنا محتاج للقهوة أكتر
+
+69
+00:04:59,220 --> 00:05:04,680
+فبالتالي ببساطة اللي بدي أوصله في النقطة هاي أنه
+
+70
+00:05:04,680 --> 00:05:08,820
+في decision theory أنه لما يكون في عندي look up
+
+71
+00:05:08,820 --> 00:05:12,440
+table وعندي كل ال options اللي بدي أختار بينها
+
+72
+00:05:12,440 --> 00:05:17,540
+تبدي أعمل decision بينها وكل decisionفي مقابله
+
+73
+00:05:17,540 --> 00:05:21,400
+قيمة ساعتها بيصير الاختيار سهل انه بصير الاختيار
+
+74
+00:05:21,400 --> 00:05:27,360
+لل option بناء على القيمة طبعا بناء على ماذا
+
+75
+00:05:27,360 --> 00:05:31,520
+القيمة هذه؟ طبعا بناء على function معينة بتحدد
+
+76
+00:05:31,520 --> 00:05:36,020
+القيمة تبعها هذه كده انه ال chocolate أو ال coffee
+
+77
+00:05:36,020 --> 00:05:40,060
+أو ال poke انه هي good بالنسبة لإلي أو بالنسبة
+
+78
+00:05:40,060 --> 00:05:43,380
+ليعني لل agent انه زي هيك طبعا
+
+79
+00:05:53,310 --> 00:05:56,570
+طيب، هنا بنجي نحكي على computational choice وهو
+
+80
+00:05:56,570 --> 00:06:00,590
+برضه كذلك مرتبط بنفس السؤال اللي انت سألتيه إنه
+
+81
+00:06:00,590 --> 00:06:03,550
+عبنانا على إيش إن احنا حسبنا هاي القيمة، هاي
+
+82
+00:06:03,550 --> 00:06:06,310
+القيمة computational معناه ذلك إنه بتم حسابها من
+
+83
+00:06:06,310 --> 00:06:13,010
+خلال دالة طبعا بطبيعة الحال إنه ال .. ال ..
+
+84
+00:06:13,010 --> 00:06:18,580
+المعلومات تبع المشكلة ممكن عرضها بطرق مختلفةأهدي
+
+85
+00:06:18,580 --> 00:06:22,500
+العرض بالطرق المختلفة بيسببلي مشاكل أنه أنا يعني
+
+86
+00:06:22,500 --> 00:06:25,700
+يعني أنه المعلومات مش مرتبة أو بالأحرى مش
+
+87
+00:06:25,700 --> 00:06:30,640
+structured، تمام؟ فبالتالي فعليا أنه أحنا بنحتاج
+
+88
+00:06:30,640 --> 00:06:33,700
+أنه تكون المعلومات أنا عندي structured عشان يسهل
+
+89
+00:06:33,700 --> 00:06:37,660
+التعامل معاها بحيث أنه أقدر أحسب أعمل computation
+
+90
+00:06:37,660 --> 00:06:40,980
+لكل choice كدهش ال value تبعته، تمام؟
+
+91
+00:06:44,530 --> 00:06:48,910
+طبعا ال value ل option معين ممكن تكون انه given
+
+92
+00:06:48,910 --> 00:06:52,290
+implicitly بدل ما انه هي تكون explicitly
+
+93
+00:06:52,290 --> 00:06:56,110
+explicitly ان انا بروح بحددله بشكل مسبق كل خيار من
+
+94
+00:06:56,110 --> 00:07:01,890
+هذه الخيارات انه هذا بيمثل قيمة معينة لكن في بعض
+
+95
+00:07:01,890 --> 00:07:05,470
+الأحيان الأخرى بحتاج ان انا اعمل حساب لهذا الخيار
+
+96
+00:07:05,470 --> 00:07:09,050
+يعني على سبيل المثال ان انا اروح بدي اروح على
+
+97
+00:07:09,050 --> 00:07:11,210
+destination معين اروح من هذا الطريق ولا من هذا
+
+98
+00:07:11,210 --> 00:07:14,820
+الطريقبدي اعمل computation لل path لهذا ال path
+
+99
+00:07:14,820 --> 00:07:18,180
+وهذا ال path فبالتالي هنا ال cost تبعت ال path
+
+100
+00:07:18,180 --> 00:07:22,740
+بحتاج ان انا اعملها computation من ال map هذه
+
+101
+00:07:22,740 --> 00:07:25,960
+الفكرة في الموضوع، تمام؟ يبقى تلخيصا لهذه ال slide
+
+102
+00:07:25,960 --> 00:07:30,180
+انه احنا بدي احاول اوصل شغلة شغلة مهمة، ايش هي
+
+103
+00:07:30,180 --> 00:07:33,940
+الشغلة هذه؟ ان معلومات المشكلة عادة بيتم عرضها
+
+104
+00:07:33,940 --> 00:07:38,670
+بطرق مختلفةتمام؟ فبالتالي احنا محتاجين بشكل ضروري
+
+105
+00:07:38,670 --> 00:07:43,230
+بشكل ملاحظ أن المعلومات هتكون structured هذه شغل
+
+106
+00:07:43,230 --> 00:07:46,650
+أساسية عشان أسهل عليها التعامل مع المعلومات تبع ال
+
+107
+00:07:46,650 --> 00:07:50,590
+problem لكن لما تكون أنه تم عرضها بطرق مختلفة أو
+
+108
+00:07:50,590 --> 00:07:54,870
+مش مرتبة في صعوبة شوية في الموضوع هذه شغلة الشغلة
+
+109
+00:07:54,870 --> 00:07:57,870
+التانية أنه ال value ممكن تكون أنه محتوطة بشكل
+
+110
+00:07:57,870 --> 00:08:02,850
+explicit أنه كل option وإيش القيمة تبعته أو ممكن
+
+111
+00:08:02,850 --> 00:08:07,840
+تكون بشكل implicitبمعنى ذلك انه يعني بمعنى انه
+
+112
+00:08:07,840 --> 00:08:13,540
+احنا محتاج حسابها بطريقة معينة يعني على سبيل
+
+113
+00:08:13,540 --> 00:08:16,280
+المثال ان انا في عندي مصارين ممكن اروح ل
+
+114
+00:08:16,280 --> 00:08:19,420
+destination معينة من خلال مصارين بدي احسب ال cost
+
+115
+00:08:19,420 --> 00:08:23,880
+تبع كل مصار على الخريطة عشان ادي ال value لكل
+
+116
+00:08:23,880 --> 00:08:29,200
+option واضح؟ طيب بدي نشوف ايش هي انواع المشاكل
+
+117
+00:08:31,330 --> 00:08:33,970
+فعليا أنا فيه عندي أربع أنواع من المشاكل، هاي
+
+118
+00:08:33,970 --> 00:08:39,870
+واحد، اتنين، تلاتة، أربع النوع الأول
+
+119
+00:08:39,870 --> 00:08:43,930
+deterministic، تمام؟ في هذا الحالة بيكون fully
+
+120
+00:08:43,930 --> 00:08:50,270
+observable وعندي هنا single state problem، تمام؟
+
+121
+00:08:50,270 --> 00:08:54,570
+فبالتالي ال agent عادة بيكون عارف في أي state
+
+122
+00:08:54,570 --> 00:09:04,340
+هيكونوالحل بيكون عبارة عن sequence سلسلة من يعني
+
+123
+00:09:04,340 --> 00:09:07,720
+من ال states اللي بتنقل فيها لغاية لما نيصل لل
+
+124
+00:09:07,720 --> 00:09:12,160
+goal state تبعته تمام، كمان مرة أنه deterministic
+
+125
+00:09:12,160 --> 00:09:15,840
+محددة fully observable ال environment كلها يعني
+
+126
+00:09:15,840 --> 00:09:22,370
+مرئية بالنسبة لل .. لل .. لل .. لل agent تمامو ..
+
+127
+00:09:22,370 --> 00:09:29,590
+بتكون انه يعني .. في بت .. يعني كل .. يعني كل مرة
+
+128
+00:09:29,590 --> 00:09:32,270
+بيكون في عندي single state بتمثل ال environment
+
+129
+00:09:32,270 --> 00:09:37,090
+تبعتي و الحال تبعي بيكون عبارة عن sequence النوع
+
+130
+00:09:37,090 --> 00:09:42,740
+التعني من ال problems انه بتكون non-observableوهي
+
+131
+00:09:42,740 --> 00:09:47,540
+أنه أنا بسميها confirmant problem في هذه الحالة
+
+132
+00:09:47,540 --> 00:09:51,540
+أنه ال agent ماعنده أدنى فكرة أن هو وين موجود
+
+133
+00:09:51,540 --> 00:09:56,800
+تمام؟ و الحل في حال أن هو كان موجود بيكون برضه
+
+134
+00:09:56,800 --> 00:10:01,360
+عبارة عن sequence لاحظوا أنه هاي بيحتاج فيها أنه
+
+135
+00:10:01,360 --> 00:10:06,540
+ماعندهوش فكرة أن هو وين موجود معناه ذلك أن هومحتاج
+
+136
+00:10:06,540 --> 00:10:10,620
+exploration محتاج أن هو يعني قلية للاستكشاف أن هو
+
+137
+00:10:10,620 --> 00:10:15,820
+يحدد ويحدد وين الخيارات برضه أنه الحال يعني أنه ال
+
+138
+00:10:15,820 --> 00:10:18,780
+.. ال .. ال .. الحل أنا عندي عبارة عن sequence
+
+139
+00:10:18,780 --> 00:10:25,480
+تمام؟ النوع التالت non-deterministic تمام؟ممكن
+
+140
+00:10:25,480 --> 00:10:28,780
+يكون and أو or معناه ذلك أنه ممكن يكون
+
+141
+00:10:28,780 --> 00:10:32,640
+deterministic مع partially observable أو ممكن يكون
+
+142
+00:10:32,640 --> 00:10:39,280
+deterministic أو partially observable فهذه
+
+143
+00:10:39,280 --> 00:10:43,020
+النوع من ال problem بنسميها contingency problem
+
+144
+00:10:43,020 --> 00:10:47,420
+فهذه الحالة أن ال percept يعطيني معلومات جديدة عن
+
+145
+00:10:47,420 --> 00:10:52,980
+current state تمام؟ و الحل هو عبارة عن contingent
+
+146
+00:10:52,980 --> 00:10:57,530
+plan أو policyمش sequence، لاحظوا أنه في النوع
+
+147
+00:10:57,530 --> 00:11:00,650
+الأول والتاني الحل بيكون عبارة عن sequence وهنا
+
+148
+00:11:00,650 --> 00:11:05,090
+الحل بيكون عبارة عن sequence، تمام؟ لكن هنا الحل
+
+149
+00:11:05,090 --> 00:11:08,590
+بيكون عبارة عن plan أو policy معينة ممكن أن أنا
+
+150
+00:11:08,590 --> 00:11:13,610
+أطبقها على ال environment هاي، تمام؟ هنا في هذه
+
+151
+00:11:13,610 --> 00:11:16,430
+الحالة، مدام أنها non-deterministic أو partially
+
+152
+00:11:16,430 --> 00:11:20,750
+observable فعليا أنا محتاج أن أعمل تدخل بين عمليات
+
+153
+00:11:20,750 --> 00:11:22,090
+البحث و ال execution
+
+154
+00:11:25,850 --> 00:11:29,890
+و هنا بدي أتوقف لكم شوية عشان توضح هذه النقطة يعني
+
+155
+00:11:29,890 --> 00:11:35,870
+على سبيل المثال أنه أنا موجود في مكان معين تمام؟ و
+
+156
+00:11:35,870 --> 00:11:38,530
+المطلوب مني أنه أنتقل على destination معينة
+
+157
+00:11:38,530 --> 00:11:42,430
+فبالتالي أنه أنا بدي أستخدم ال search algorithm
+
+158
+00:11:42,430 --> 00:11:45,070
+أروح على هاي طريق ولا هاي طريق ولا هاي طريق في
+
+159
+00:11:45,070 --> 00:11:50,820
+عندي تلت خياراتبروح بعمل execution يعني بعمل
+
+160
+00:11:50,820 --> 00:11:55,000
+search بطبق ال search و بروح بحسب أي خيار هو
+
+161
+00:11:55,000 --> 00:11:59,420
+الأفضل و بحصل النتيجة و بعدها بعمل execution لهذا
+
+162
+00:11:59,420 --> 00:12:05,110
+الخيارواضح كيف؟ يعني إن أنا موجود في مكان معين من
+
+163
+00:12:05,110 --> 00:12:09,070
+خلال ال search روحت حسبت إيش أفضل مسار من المسارات
+
+164
+00:12:09,070 --> 00:12:12,710
+التلاتة قلت إنه والله هذا أفضل مسار بعديها الخطوة
+
+165
+00:12:12,710 --> 00:12:16,650
+الجاية بدي أعمله execution هذا الكلام دليني أوضح
+
+166
+00:12:16,650 --> 00:12:22,990
+لكم إياه هنا بهذا الشكل تمام يبقى هنا إنه أنا عندي
+
+167
+00:12:22,990 --> 00:12:36,040
+بدي أعمل travel من cityA ل P طبعا
+
+168
+00:12:36,040 --> 00:12:41,820
+انا في عندي اكتر من خيار عشان ان انا انتقل في عندي
+
+169
+00:12:41,820 --> 00:12:57,660
+path واحد في عندي path نين path تلاتة يبقى
+
+170
+00:12:57,660 --> 00:12:58,300
+step one
+
+171
+00:13:02,090 --> 00:13:07,670
+شو بعمل؟ بروح بطبق ال search مين
+
+172
+00:13:07,670 --> 00:13:11,950
+أفضل خيار؟ مصاري الأول ولا التاني ولا التالت؟
+
+173
+00:13:11,950 --> 00:13:16,050
+تمام؟ راح حدد ان ال path 2 نتيجة ال search search
+
+174
+00:13:16,050 --> 00:13:20,470
+result ان
+
+175
+00:13:20,470 --> 00:13:27,970
+ال path 2 is the best بنتقل
+
+176
+00:13:27,970 --> 00:13:36,280
+للخطوة التانية step 2إيش بدي أعمل؟ execution طبقلي
+
+177
+00:13:36,280 --> 00:13:39,580
+هذا الحل معناه ذلك إنه إيش؟ إنه بدي أعمل navigate
+
+178
+00:13:39,580 --> 00:13:46,600
+من خلال path 2 navigate through
+
+179
+00:13:46,600 --> 00:13:50,360
+path
+
+180
+00:13:50,360 --> 00:13:55,860
+2تمام؟ بدي اعمل navigate من خلال ال path التاني
+
+181
+00:13:55,860 --> 00:13:59,620
+معناه ذلك ان step واحد و step اتنين صارت بشكل
+
+182
+00:13:59,620 --> 00:14:04,580
+متتابع ان هاي طبقت ال search اول و بعديها طلعت
+
+183
+00:14:04,580 --> 00:14:09,500
+النتيجة روحت نفست النتيجةلكن اللي هنا موجود في هاي
+
+184
+00:14:09,500 --> 00:14:13,600
+ال slide أنه بتبقى في حال ال non-deterministic
+
+185
+00:14:13,600 --> 00:14:16,780
+environment أو في ال partially observable
+
+186
+00:14:16,780 --> 00:14:19,760
+environment أو التانية سواء ممكن تكون non
+
+187
+00:14:19,760 --> 00:14:22,640
+-deterministic مع partially observable ساعتها
+
+188
+00:14:22,640 --> 00:14:27,540
+بيكون الحل عبارة عن contingent plan أو policy
+
+189
+00:14:27,540 --> 00:14:32,260
+بيكون في عندي خطة أو سياسات معينة بتبقها وبيكون في
+
+190
+00:14:32,260 --> 00:14:36,400
+عندي تداخل بين عمليات البحث وعمليات ال execution
+
+191
+00:14:37,790 --> 00:14:41,770
+معنى ذلك ان انا ممكن في مرحلة معينة اعمل search و
+
+192
+00:14:41,770 --> 00:14:45,630
+لاجيت انه في خيار معين هو الأفضل بعد شوية بلاجي ان
+
+193
+00:14:45,630 --> 00:14:49,930
+الخيار هذا اتغير فعشي بروح بسوي و انا قاعد بعمله
+
+194
+00:14:49,930 --> 00:14:53,430
+execution بروح بوقف ال execution و بعمل search
+
+195
+00:14:53,430 --> 00:14:58,530
+كمان مرة بوجد النتيجة تمام و بروح بطبقهاو أنا
+
+196
+00:14:58,530 --> 00:15:02,090
+بطبقها برضه بعمل search كمان مرة إذا تغيرت النتيجة
+
+197
+00:15:02,090 --> 00:15:06,250
+بروح بوقف ال execution الحالي و بعمل execution
+
+198
+00:15:06,250 --> 00:15:13,710
+للحل الجديد و هكذا بشكل مستمر واضح؟ واضح يا جماعة؟
+
+199
+00:15:13,710 --> 00:15:20,630
+تمام؟ طيب أخر خيار أربعة هنا إنه في ال unknown
+
+200
+00:15:20,630 --> 00:15:26,810
+state space في هاي كل ال state space بيكون معروفبس
+
+201
+00:15:26,810 --> 00:15:30,350
+إنه الخلاف إنه هل هو observable ولا مش observable؟
+
+202
+00:15:30,350 --> 00:15:33,930
+deterministic ولا مش deterministic؟ لكن هنا إذا
+
+203
+00:15:33,930 --> 00:15:36,810
+كانت ال state في حداتها مش معروف معناه ذلك إن أنا
+
+204
+00:15:36,810 --> 00:15:39,210
+بدي أعمل exploration بدي أطبق مفهوم ال
+
+205
+00:15:39,210 --> 00:15:42,890
+exploration، تمام؟ معناه ذلك إن ال agent بده يشتغل
+
+206
+00:15:42,890 --> 00:15:51,990
+بشكل online، واضح؟ طيب،
+
+207
+00:15:51,990 --> 00:15:57,570
+نيجي ل sequential action exampledeterministic
+
+208
+00:15:57,570 --> 00:16:09,150
+fully observable single state ال agent بيكون
+
+209
+00:16:11,580 --> 00:16:14,820
+عارف في أي state هيكون و الحل بيكون عبارة عن
+
+210
+00:16:14,820 --> 00:16:18,280
+sequence إيش أمثلة على هذا الكلام ضروري جدا إن
+
+211
+00:16:18,280 --> 00:16:21,480
+احنا ناخد أمثلة ال vacuum ward اللي هو ال vacuum
+
+212
+00:16:21,480 --> 00:16:26,400
+agent ال vacuum cleaner طبعا ال everything is
+
+213
+00:16:26,400 --> 00:16:31,430
+observedكمان مرة بنحكي هنا إنه deterministic،
+
+214
+00:16:31,430 --> 00:16:34,150
+fully observable، شفنا إيش التعريف تبعها، إيش
+
+215
+00:16:34,150 --> 00:16:36,430
+أمثلة عليها، ال vacuum cleaner، vacuum .. vacuum
+
+216
+00:16:36,430 --> 00:16:39,610
+cleaner إن هو ممكن يشتغل في environment محددة،
+
+217
+00:16:39,610 --> 00:16:44,610
+تمام؟ فبالتالي إنه كل منطقة في ال environment هذه
+
+218
+00:16:44,610 --> 00:16:49,290
+بالنسبة لإله observed، يعني منظورة أو محسوسة
+
+219
+00:16:49,290 --> 00:16:56,260
+بالنسبة لإلهكذلك في التنقل زي ما شوفنا في خريطة
+
+220
+00:16:56,260 --> 00:17:01,180
+رومانيا كل الخريطة عندي معروفة فبالتالي انه هذا
+
+221
+00:17:01,180 --> 00:17:03,660
+النوع احنا ممكن نعتبره انه deterministic fully
+
+222
+00:17:03,660 --> 00:17:10,440
+observable single state ايش معناه هذا الكلام انه
+
+223
+00:17:10,440 --> 00:17:16,100
+على سبيل المثال انه
+
+224
+00:17:16,100 --> 00:17:19,400
+انا عندي ايش ال possible state هذا بنسميه ال state
+
+225
+00:17:19,400 --> 00:17:19,900
+space
+
+226
+00:17:29,790 --> 00:17:33,050
+a chemist state أنا عندي possible في ال vacuum
+
+227
+00:17:33,050 --> 00:17:37,730
+cleaner في حال أنه كان عندي two location a و b
+
+228
+00:17:37,730 --> 00:17:43,770
+طبعا هنا نفس الفكرة a و b الحالة الأولى أنه ال
+
+229
+00:17:43,770 --> 00:17:48,690
+agent يكون في a و a و b ديرتي الحالة التانية أنه
+
+230
+00:17:48,690 --> 00:17:57,480
+أنه أكون في b و a و b ديرتيو هكذا فبرجيب كل ال
+
+231
+00:17:57,480 --> 00:18:00,880
+combinations كل الاحتمالات فبالتالي بطلع انا عندي
+
+232
+00:18:00,880 --> 00:18:05,900
+تمان احتمالات بهذا الشكل يعني على سبيل المثال لو
+
+233
+00:18:05,900 --> 00:18:09,980
+انا ال state تبعتي انه بدأ ال agent ان هو يشتغل و
+
+234
+00:18:09,980 --> 00:18:15,080
+كانت الحالة تبعته ان هو موجود في خمسة فبالتالي
+
+235
+00:18:15,080 --> 00:18:18,860
+الحل ايش بيكون خمسة ان هو بيكون موجود في ال
+
+236
+00:18:18,860 --> 00:18:23,840
+location A و ال equation A clean و B dirty معناه
+
+237
+00:18:23,840 --> 00:18:30,500
+ذلك ان الحل انه rightسك روح على location B على
+
+238
+00:18:30,500 --> 00:18:33,960
+الجهة اليمين تمام و اعمل سك اشفط الغبار بهذا الشكل
+
+239
+00:18:33,960 --> 00:18:43,560
+تمام نشوف رومانيا انا موجود حاليا في أراضي و ايش
+
+240
+00:18:43,560 --> 00:18:49,510
+بدي انه بدي اعمل formulate لل goalال goal بدي
+
+241
+00:18:49,510 --> 00:18:52,890
+أصيغه بهذا الشكل be in Bucharest أنا موجود في
+
+242
+00:18:52,890 --> 00:18:57,510
+أراضي و المطلوب مني أن انا أكون موجود في Bucharest
+
+243
+00:18:57,510 --> 00:19:02,070
+كيف نعمل formulateت لل problem؟ أيش ال states
+
+244
+00:19:02,070 --> 00:19:08,910
+تبعتي؟ أيش ال space تبعي؟ اللي هو مجموعة المدن
+
+245
+00:19:08,910 --> 00:19:14,150
+اللي انا بدي أزورهاأتنقل من خلالها لغاية لما أصل
+
+246
+00:19:14,150 --> 00:19:18,870
+لل destination يبقى various cities بعنى ذلك أنه
+
+247
+00:19:18,870 --> 00:19:21,850
+ممكن أن ال states تبعتي ممكن تكون بهذا الشكل أنه
+
+248
+00:19:21,850 --> 00:19:27,990
+أروح المدينة A بعدها B بعدها F بعدها
+
+249
+00:19:30,160 --> 00:19:35,640
+K ممكن يكون في عندي states تاني سيكوانس تاني ممكن
+
+250
+00:19:35,640 --> 00:19:40,380
+ان انا ابدأ مش من المدينة A ممكن ابدأ من المدينة M
+
+251
+00:19:40,380 --> 00:19:49,690
+اروح للمدينة F بعدين B و هكذا تمام؟و ال actions هو
+
+252
+00:19:49,690 --> 00:19:51,930
+عبارة عن ال drive between cities عشان أصل ال
+
+253
+00:19:51,930 --> 00:19:57,030
+destination و إيجاد الحل هو انه عبارة عن sequence
+
+254
+00:19:57,030 --> 00:20:01,830
+of cities زي ما شوفنا انه عشان أصل لبخارست بدي
+
+255
+00:20:01,830 --> 00:20:08,470
+أروح من أراد لسيبوي و بعديها لفاجراس و بعديها على
+
+256
+00:20:08,470 --> 00:20:14,050
+بخارست بصل لبخارست تمام؟ يبقى هذا هو الحل هو عبارة
+
+257
+00:20:14,050 --> 00:20:22,410
+عن sequence of citiesتمام؟ واضحات الأمور؟ هنا
+
+258
+00:20:22,410 --> 00:20:27,390
+موجود هنا في قارات وشوفنا أن الحال تبعي .. طبعا
+
+259
+00:20:27,390 --> 00:20:30,450
+الحال في أنا عندي عدة حلول لكن الحال اللي هو طلع
+
+260
+00:20:30,450 --> 00:20:35,270
+ليه أنه هنا بروح على سي بوي ومن سي بوي بروح على
+
+261
+00:20:35,270 --> 00:20:44,550
+فجراس بهذا الشكلمن فجراس بروح ل بوخرست، هاي ال
+
+262
+00:20:44,550 --> 00:20:50,950
+destination طبعا، تمام؟ يبقى هنا أكم شغلة أنا يعني
+
+263
+00:20:50,950 --> 00:20:55,390
+حددت، حدرتها للشغلات ال initial state أنا وين
+
+264
+00:20:55,390 --> 00:21:01,150
+موجود؟ في قارات، واش ال goal؟ to be in Bucharest
+
+265
+00:21:03,240 --> 00:21:10,040
+وإيش ال states تبعي هي عبارة عن مجموعة مدن مختلفة
+
+266
+00:21:10,040 --> 00:21:13,740
+و الحل تبعي أنه حسب ال problem هذه أنه أنا بدي
+
+267
+00:21:13,740 --> 00:21:24,480
+أزور مدينتين عشان أصل لبوخرست انطلاقا من رد طبعا
+
+268
+00:21:24,480 --> 00:21:27,680
+بدي أنوه لشغل معين عليه هو الموضوع ال abstraction
+
+269
+00:21:27,680 --> 00:21:32,930
+هذه الشغل كتير مهمة في ال problem formulationفي
+
+270
+00:21:32,930 --> 00:21:36,510
+سياغة المشكلة إيش مفهوم ال abstraction؟
+
+271
+00:21:40,930 --> 00:21:44,610
+بالظبط هو عبارة عن تجريد من التفاصيل abstraction
+
+272
+00:21:44,610 --> 00:21:47,370
+يعني تجريد، تجريد من إيش؟ من التفاصيل، إيش
+
+273
+00:21:47,370 --> 00:21:49,650
+التفاصيل اللي أنا موجودة عندي؟ هنا في عندي تفاصيل
+
+274
+00:21:49,650 --> 00:21:52,870
+كتيرة أنا شلتها، ليش؟ عشان أقدر أعمل formulation
+
+275
+00:21:52,870 --> 00:21:59,030
+للproblem بشكل مبسط، فبالتالي يعني عندي good
+
+276
+00:21:59,030 --> 00:22:02,510
+representation للproblem زي إيش ممكن يكون؟ في عندي
+
+277
+00:22:02,510 --> 00:22:10,800
+تفاصيليعني على سبيل المثال أنه هنا ممكن يكون في
+
+278
+00:22:10,800 --> 00:22:18,500
+عندي stop اتنين two stops محطتين للاستراحة لل rest
+
+279
+00:22:18,500 --> 00:22:22,280
+stops يعني ممكن تكون عبارة عن مطعم أو محطة بنزين
+
+280
+00:22:22,280 --> 00:22:30,730
+أو مقهى هنا ممكن تكون في عندي تلاتة stops مثلاهذا
+
+281
+00:22:30,730 --> 00:22:33,170
+الطريق مثلا على سبيل المثال أنه مافيش فيه stops
+
+282
+00:22:33,170 --> 00:22:38,730
+فهذه عبارة عن تفاصيل إضافية إحنا شيلناها تمام عشان
+
+283
+00:22:38,730 --> 00:22:46,990
+نقدر نعمل formulation للproblem بشكل مبسط طيب إيه
+
+284
+00:22:46,990 --> 00:22:50,510
+بجعل ال problem أنصيه الكلام هذا بشكل انه single
+
+285
+00:22:50,510 --> 00:22:52,170
+state problem formulation
+
+286
+00:22:55,800 --> 00:22:59,960
+إنتوا بالنسبة لقلكم يعني إذا إنتوا يعني إذا حابة
+
+287
+00:22:59,960 --> 00:23:04,420
+تشتغلي في هذا المجال الفكرة في الموضوع إنه كمان
+
+288
+00:23:04,420 --> 00:23:07,820
+مرة برجع بأكد إذا أحنا نجحنا في صياغة problem
+
+289
+00:23:07,820 --> 00:23:12,000
+معينة as a search problem خلاص يبقى بقدر أطبق
+
+290
+00:23:12,000 --> 00:23:15,620
+عليها search algorithm فبالتالي بينا نتعلم على
+
+291
+00:23:15,620 --> 00:23:18,080
+محارة إن أحنا كيف نعمل formulation لل problem
+
+292
+00:23:18,080 --> 00:23:22,600
+فبالتالي single state problem formulation مكونة من
+
+293
+00:23:22,600 --> 00:23:32,470
+أربعة itemsأي واحد، نين، تلاتة، أربعة بدي أحدد ال
+
+294
+00:23:32,470 --> 00:23:37,770
+initial state في المثال تبعنا تبع رومانيا إنه أنا
+
+295
+00:23:37,770 --> 00:23:44,650
+وين موجود؟ في أراضيتمام؟ ال item التاني اللي انا
+
+296
+00:23:44,650 --> 00:23:47,470
+بدي احضره هي عبارة عن دالة اسمها successor
+
+297
+00:23:47,470 --> 00:23:52,250
+function ايش ال successor function؟ هي عبارة عن
+
+298
+00:23:52,250 --> 00:24:00,790
+دالة ممكن من خلالها اجيب المدن التالية تمام؟
+
+299
+00:24:00,790 --> 00:24:03,930
+فبالتالي
+
+300
+00:24:03,930 --> 00:24:06,730
+المدن التالية هي ممكن نشوفها هنا ده ال successor
+
+301
+00:24:06,730 --> 00:24:12,220
+functionبهذا الشكل انه هي عبارة عن انه for a given
+
+302
+00:24:12,220 --> 00:24:16,340
+state return of a set of actions a new state bears
+
+303
+00:24:16,340 --> 00:24:21,700
+فبالتالي انه انا موجود في مكان معين انا موجود في
+
+304
+00:24:21,700 --> 00:24:25,060
+أراضي هاي نرجع للخريطة مرة تانية انا موجود في
+
+305
+00:24:25,060 --> 00:24:28,940
+أراضي ممكن اروح على هذه المدينة ممكن اروح على هذه
+
+306
+00:24:28,940 --> 00:24:32,840
+المدينة ممكن اروح على هذه المدينة هذه المقصود بال
+
+307
+00:24:32,840 --> 00:24:38,050
+successor بهذا الشكلفبالتالي انه actions مع ال new
+
+308
+00:24:38,050 --> 00:24:43,890
+states اللي بتكون موجودة عندي يعني في ال vacuum
+
+309
+00:24:43,890 --> 00:24:50,510
+cleaner تمام؟
+
+310
+00:24:50,510 --> 00:24:55,910
+انه انا عندي ال location وال state وال action
+
+311
+00:24:55,910 --> 00:24:58,710
+الحالي تمام؟
+
+312
+00:25:00,100 --> 00:25:03,620
+ممكن هذا .. ممكن من هذه ال state اللي أنا موجود
+
+313
+00:25:03,620 --> 00:25:09,540
+فيها أروح أنتقل ل state جديدة إيش هي left تمام؟
+
+314
+00:25:09,540 --> 00:25:20,060
+وهذا بيقدي ل .. يعني هذا action تمام؟
+
+315
+00:25:20,060 --> 00:25:23,800
+إيش بيقدي؟ هاي ال state طبعته إنه أكون في ال
+
+316
+00:25:23,800 --> 00:25:31,800
+location A وإنه dirty بدو يصير cleanطب لو روحت
+
+317
+00:25:31,800 --> 00:25:37,800
+write هذا ال action كمان مرة، إيش بدي أسير؟ بدي
+
+318
+00:25:37,800 --> 00:25:41,740
+أكون في ال location بيه، تمام؟ و بدي أكون من there
+
+319
+00:25:41,740 --> 00:25:46,440
+till يصير clean، و هكذا، تمام؟ و نفس الأشي بالنسبة
+
+320
+00:25:46,440 --> 00:25:49,660
+ل .. هذا ال vacuum cleaner بالنسبة ل رومانيا،
+
+321
+00:25:49,660 --> 00:25:53,620
+رومانيا إنه أنا موجود في أراضي معناه ذلك إنه أنا
+
+322
+00:25:53,620 --> 00:25:58,520
+في عندي خيار إنه أنا ممكن أروح لهذه المدينة
+
+323
+00:25:58,520 --> 00:26:03,730
+تميسوراتمام؟ و في حال انه انا كنت في team sora
+
+324
+00:26:03,730 --> 00:26:08,590
+ممكن اروح منها على sepoy و من sepoy ممكن اروح على
+
+325
+00:26:08,590 --> 00:26:14,770
+zernet و من zernet بشوف ايش الخيارات اللي انا ممكن
+
+326
+00:26:14,770 --> 00:26:19,330
+اروح عليها هي هذا الشكل تمام؟
+
+327
+00:26:42,890 --> 00:26:47,130
+طيب نرجح هنا يبقى شوفنا إيش هي ال successor
+
+328
+00:26:47,130 --> 00:26:53,630
+function دي أحددة كيف؟
+
+329
+00:26:53,630 --> 00:27:00,590
+نعم صحيح أنا بحكي إنه أنا عندي هنا موجود يا إما
+
+330
+00:27:00,590 --> 00:27:04,390
+بروح على هذه المدينة أو هذه المدينة أو هذه المدينة
+
+331
+00:27:04,390 --> 00:27:08,010
+إنه
+
+332
+00:27:08,010 --> 00:27:10,610
+إيش ال successor إنه أنا لما أكون موجود في أراضي
+
+333
+00:27:10,610 --> 00:27:16,920
+بروح علىZernet أو سيبوي أو
+
+334
+00:27:16,920 --> 00:27:26,080
+تميسورة تلت خيارات خيهم هنا من أراضي ممكن أروح على
+
+335
+00:27:26,080 --> 00:27:35,760
+تميسورة أو سيبوي أو زرنت حد
+
+336
+00:27:35,760 --> 00:27:39,320
+التسلسل اللي انتوا شايفينه هنا انه انا لو روحت على
+
+337
+00:27:39,320 --> 00:27:43,490
+تميسورة معناه ذلك ان انا بسيرفي تمثارة يعني هذا ال
+
+338
+00:27:43,490 --> 00:27:48,250
+action go و ال next state ايش بكون in تمثارة و هنا
+
+339
+00:27:48,250 --> 00:27:51,870
+في عندي action تاني يبقى هنا انا ممكن اعملكم ان
+
+340
+00:27:51,870 --> 00:28:01,880
+هذا a وهي s هنا هي aإذا كان ال action go to سيبوي
+
+341
+00:28:01,880 --> 00:28:06,420
+معناه ذلك إن ال state تبعتي إن أنا هكون في سيبوي و
+
+342
+00:28:06,420 --> 00:28:12,280
+هنا إذا ال action أنا أروحها لزرند معناه ذلك إن ال
+
+343
+00:28:12,280 --> 00:28:16,820
+state تبعتي هتكون بهذا الشكل زي ما حكينا إنه for a
+
+344
+00:28:16,820 --> 00:28:20,840
+given state return a set of action بالإضافة ل new
+
+345
+00:28:20,840 --> 00:28:24,500
+state الشغل تاني اللي مدي أرجع مدي أرجع ال action
+
+346
+00:28:24,500 --> 00:28:30,420
+و ال new stateطيب الشغل
+
+347
+00:28:30,420 --> 00:28:33,080
+التالت او ال item التالت انا عندي في ال problem
+
+348
+00:28:33,080 --> 00:28:39,180
+formulation انه انا بدي احط ال goal test كده بدي
+
+349
+00:28:39,180 --> 00:28:43,140
+احدد ان انا حققت ال goal ولا لا بدي احط ده اللي
+
+350
+00:28:43,140 --> 00:28:49,840
+بتفحص ال goal ال goal هذا ممكن يكون explicit يعني
+
+351
+00:28:49,840 --> 00:28:54,000
+على سبيل المثال انه اقول ان ال goal تبعي انه at
+
+352
+00:28:54,000 --> 00:29:01,990
+Bucharestهذا في .. في رومانيا طبعا او checkmate في
+
+353
+00:29:01,990 --> 00:29:06,370
+ال chess يبقى ال goal تبعي لما بلعب chess بلعب
+
+354
+00:29:06,370 --> 00:29:09,610
+شاطرانش انه اصل ال state ايش هي ال state هذي هقولك
+
+355
+00:29:09,610 --> 00:29:16,290
+كشملك checkmate طبعا او انه انا هكون في أراد و ال
+
+356
+00:29:16,290 --> 00:29:19,530
+goal تبعي انه انا هكون بخرست هذا explicit او ممكن
+
+357
+00:29:19,530 --> 00:29:24,210
+يكون implicitيكون ال goal تبع ال vacuum cleaner
+
+358
+00:29:24,210 --> 00:29:28,870
+انه بديك انه هدى ال environment اللي انت شغال فيها
+
+359
+00:29:28,870 --> 00:29:35,350
+انه تكون مافيش فيها أوساخ، no dirt بهذا الشكل انا
+
+360
+00:29:35,350 --> 00:29:39,130
+بدي أشغلك في مطار، المطار هذا ال goal state تبعتك
+
+361
+00:29:39,130 --> 00:29:42,210
+انه انت تحافظ عليه ان هو نظيف طوال الوقت، هاي ال
+
+362
+00:29:42,210 --> 00:29:48,190
+goal state، تمام؟ الشغلة الرابعةالـ path cost مش
+
+363
+00:29:48,190 --> 00:29:51,610
+أنا بتنقل بين ال states لازم يكون في عندي هنا
+
+364
+00:29:51,610 --> 00:29:55,470
+المسار اللي أنا بتنقل فيه انه يكون فيه تكلفة انا
+
+365
+00:29:55,470 --> 00:29:58,250
+ممكن اروح للخيار هذا و يكون فيه تكلفة معينة او
+
+366
+00:29:58,250 --> 00:30:01,950
+ممكن اروح الخيار هذا و يكون فيه تكلفة معينة و هذا
+
+367
+00:30:01,950 --> 00:30:07,830
+ال path cost بيكون additive يعني مجموع تراكمي
+
+368
+00:30:07,830 --> 00:30:12,490
+فبالتالي هو عبارة انه في الحالة تبعتنا في رومانيا
+
+369
+00:30:12,490 --> 00:30:16,090
+ان هو عبارة عن sum of distancesيبقى number of
+
+370
+00:30:16,090 --> 00:30:21,170
+actions executed بهذا الشكل طبعا هذا لازم يكون ان
+
+371
+00:30:21,170 --> 00:30:33,090
+هو اكبر من أو تساوي صفر يعني على سبيل المثال هنا
+
+372
+00:30:33,090 --> 00:30:36,950
+إيش بتلاحظوا ان كل مصارعة هذه إيش في عليها
+
+373
+00:30:45,210 --> 00:30:52,490
+هنا 140 هنا 118 فيه cost فبالتالي هنا من أراد
+
+374
+00:30:52,490 --> 00:30:59,170
+لبوخرست هي عبارة لو أنا مشيت بهذا المسار هي
+
+375
+00:30:59,170 --> 00:31:10,810
+عبارة عن 140 زائد 99 زائد 211
+
+376
+00:31:10,810 --> 00:31:11,830
+على ما أعتقد
+
+377
+00:31:14,570 --> 00:31:18,830
+بهذا الشكل فبالتالي حسبت ال cost تبع هذا المسار
+
+378
+00:31:18,830 --> 00:31:23,270
+additive ممكن اروح من خلال مسار تاني ايش هو هذا زي
+
+379
+00:31:23,270 --> 00:31:33,350
+هيك زي هيك تمام نحسبه هو عبارة عن 140 زائد 80 زائد
+
+380
+00:31:33,350 --> 00:31:40,270
+97 زائد 101
+
+381
+00:31:42,670 --> 00:31:47,890
+هذا هنا بطلع نتيجة وهنا بطلع معايا نتيجة معينة
+
+382
+00:31:47,890 --> 00:31:51,870
+فبالتالي بقدر ان انا احدد هذا المسار و لا هذا
+
+383
+00:31:51,870 --> 00:31:55,050
+المسار يبقى لازم يكون في عندي دالة تحسب ال cost
+
+384
+00:31:55,050 --> 00:32:00,910
+طبعا نرجع هنا كمان مرة نلخص الموضوع انا لما بدي
+
+385
+00:32:00,910 --> 00:32:03,590
+اعمل formulation لل problem ايش بدي احدد؟ اربع
+
+386
+00:32:03,590 --> 00:32:08,410
+شغلات ايش هي ال initial خلينا نحكي انه واحد و
+
+387
+00:32:08,410 --> 00:32:14,710
+تلاتةيبقى واحد و تلاتة ال initial و ال goal state
+
+388
+00:32:14,710 --> 00:32:17,250
+يبقى ال initial بدي أحدد إيش هي ال initial state
+
+389
+00:32:17,250 --> 00:32:20,470
+اللي أنا موجود فيها كيف شكلها تمام و ال goal state
+
+390
+00:32:20,470 --> 00:32:25,110
+و ال goal test عفواً هي عبارة عن دالة بتفحص أنه هل
+
+391
+00:32:25,110 --> 00:32:29,190
+أنا وصلت لل goal ولا لأ و في عندي دالة دالتين كمان
+
+392
+00:32:29,190 --> 00:32:34,290
+بتساعدني إيش هم دالة ال successor إيش بتجيب بتجيب
+
+393
+00:32:34,290 --> 00:32:43,050
+شغلتين بترجع ال nextaction مع state ودالة ال path
+
+394
+00:32:43,050 --> 00:32:46,650
+cost اللي بتحسب ال cost يبقى لما أطلب منكم في سؤال
+
+395
+00:32:46,650 --> 00:32:51,010
+معين انه بتعمليلي صياغة problem formulation
+
+396
+00:32:51,010 --> 00:32:54,310
+لproblem معينة بدك تحدد الأربع شغلات دول يبقى ال
+
+397
+00:32:54,310 --> 00:32:58,010
+initial state successor function goal test وال
+
+398
+00:32:58,010 --> 00:33:03,210
+path cost تمام؟ واضح؟
+
+399
+00:33:08,750 --> 00:33:12,550
+طيب، هذا الكلام إحنا هنشوفه بأمثلة Size تبع ال
+
+400
+00:33:12,550 --> 00:33:19,250
+states يعني إنه كل .. كل environment معينة بيكون
+
+401
+00:33:19,250 --> 00:33:23,550
+فيه لها size لل states بهذا الشكل، إنه جداش عدد ال
+
+402
+00:33:23,550 --> 00:33:28,870
+states اللي ممكنة شوفنا في ال vacuum cleaner هنا
+
+403
+00:33:28,870 --> 00:33:35,070
+جداش عدد ال states كان تمانين، في غيرهم؟ مافيش
+
+404
+00:33:39,430 --> 00:33:44,110
+هيجي نشوف على سبيل المثال الاية puzzle مكونة من
+
+405
+00:33:44,110 --> 00:33:50,790
+تمان خانات في عندي أكام state مختلفة مية و واحد و
+
+406
+00:33:50,790 --> 00:33:57,210
+تمانين الف طيب لو كان ال puzzle الاية puzzle اللي
+
+407
+00:33:57,210 --> 00:34:04,250
+عارفينها هي عبارة عن زي هيك تمام و الوظيفة
+
+408
+00:34:04,250 --> 00:34:09,400
+الرئيسية تبعتي ان انا بدي احرك ال tiles هدولبهذا
+
+409
+00:34:09,400 --> 00:34:12,920
+الشكل بحيث انه يكون انه مرتبط بهذا الشكل واحد
+
+410
+00:34:12,920 --> 00:34:23,100
+اتنين تلاتة اربع خمسة ستة سبعة تمانية اكم
+
+411
+00:34:23,100 --> 00:34:28,720
+possible state هذا ال goal state ممكن يكون في عندي
+
+412
+00:34:28,720 --> 00:34:31,580
+state تانية بهذا الشكل انه
+
+413
+00:34:37,900 --> 00:34:41,060
+إنه .. إنه الفرق موجود هنا على سبيل المثال
+
+414
+00:34:41,060 --> 00:34:49,820
+فبالتالي واحد، تلاتة، سبعة، أربعة، اتنين، خمسة،
+
+415
+00:34:49,820 --> 00:34:55,160
+كده ايش الرقمين اللي ضايلات؟ ستة و تمانية بهذا
+
+416
+00:34:55,160 --> 00:34:59,040
+الشكل، هذه state تانية، اكم ال state ممكن يكون
+
+417
+00:34:59,040 --> 00:35:05,440
+موجود عندى، تحسب بهذه كيفية، فبالتالي هنا181 ألف
+
+418
+00:35:05,440 --> 00:35:09,940
+لما تكون ال size تبع ال ties عبارة عن 15 فبالتالي
+
+419
+00:35:09,940 --> 00:35:17,200
+بيكون 1.3 trillion state لما تكون .. اه تحسب يعني
+
+420
+00:35:17,200 --> 00:35:23,180
+كل الحالات الممكنة تحسب هنا بيكون ..
+
+421
+00:35:26,940 --> 00:35:30,480
+الشي ثابت انه حسب .. حسب ال board اللي موجود هنا
+
+422
+00:35:30,480 --> 00:35:33,340
+عندي بيكون لكل واحدة فيه .. فيه لها قانون خاص بقدر
+
+423
+00:35:33,340 --> 00:35:38,140
+أحسب من خلالها عدد ال states الممكنة، المختلفة،
+
+424
+00:35:38,140 --> 00:35:44,600
+تمام؟ في ال TSP، إيش ال TSP؟ Traveling Salesman
+
+425
+00:35:44,600 --> 00:35:48,640
+Problem هو عبارة عن زي مندوب المبيعات، بده يتنقل
+
+426
+00:35:48,640 --> 00:35:53,780
+بين عدة مدن، أكام مدينة عنده؟ عشرين مدينة، تمام؟
+
+427
+00:35:53,780 --> 00:35:58,370
+فبالتالي هو عبارة عن مضروب العشرينطبعا فبطلع انا
+
+428
+00:35:58,370 --> 00:36:04,030
+عندي اربعة point تلاتة و اربعين ضرب الف و طمنتاش
+
+429
+00:36:04,030 --> 00:36:17,050
+state فبالتالي بطلع رقم يعني كبير بالظبط طيب
+
+430
+00:36:17,050 --> 00:36:21,740
+نيجي نختار ال status spaceطبعا الـ real world
+
+431
+00:36:21,740 --> 00:36:24,760
+complex عشان هيك احنا اتفقنا على ال abstraction
+
+432
+00:36:24,760 --> 00:36:29,760
+صح؟ فبالتالي هنا ال states ال states space must be
+
+433
+00:36:29,760 --> 00:36:36,980
+abstracted عشان نقدر نعملها solving تمام؟ يبقى ال
+
+434
+00:36:36,980 --> 00:36:40,460
+abstract ال abstract state هو عبارة عن مجموعة من
+
+435
+00:36:40,460 --> 00:36:45,380
+ال real states بتمثل ال real states تمام؟ وال
+
+436
+00:36:45,380 --> 00:36:50,560
+abstract actionهو عبارة عن complex combination of
+
+437
+00:36:50,560 --> 00:36:54,660
+real actions تمام؟ لأنه على سبيل المثال أنه أنا
+
+438
+00:36:54,660 --> 00:37:00,860
+بدي أنتقل من أراضي لزرند فهي عبارة عن أنه
+
+439
+00:37:00,860 --> 00:37:03,260
+represent a complex set of possible routes
+
+440
+00:37:03,260 --> 00:37:11,800
+بالإضافة لـrest stops وكل هذه الشغلات فبالتالي
+
+441
+00:37:11,800 --> 00:37:15,640
+احنا بدنا نعمل abstraction لهذه ال action أنه احنا
+
+442
+00:37:15,640 --> 00:37:21,350
+نزيل التفاصيل هذه كلهاتمام؟ و ال solution برضه ال
+
+443
+00:37:21,350 --> 00:37:25,230
+abstract solution هو عبارة عن يعني ال real path
+
+444
+00:37:25,230 --> 00:37:28,410
+اللي أنا .. اللي بيمثل عندي ال path اللي أنا همشي
+
+445
+00:37:28,410 --> 00:37:30,910
+عليه في real world
+
+446
+00:37:34,600 --> 00:37:38,240
+تمام؟ يبقى ال actions اللي أنا بدي أسويها لازم
+
+447
+00:37:38,240 --> 00:37:43,760
+تكون أنه هي أسهل من ال original problem طبعا عشان
+
+448
+00:37:43,760 --> 00:37:48,480
+يتسهل عليّ التعامل في هاي .. في ال problem
+
+449
+00:37:51,140 --> 00:37:54,660
+طيب طبعا الانتقال بين ال states خليني .. خليني
+
+450
+00:37:54,660 --> 00:37:57,560
+يعني أنه ناخد هذا المثال بشكل سريع يعني أنا موجود
+
+451
+00:37:57,560 --> 00:38:03,440
+في هذه ال state تمام؟ أنه أنا عندي ال vacuum
+
+452
+00:38:03,440 --> 00:38:09,760
+cleaner موجود في a و في a و b انه dirty تمام؟ ممكن
+
+453
+00:38:09,760 --> 00:38:15,700
+أضلني في نفس ال state أروح left أنا أصلا موجود في
+
+454
+00:38:15,700 --> 00:38:18,400
+ال left و أضلني في ال left هذا معناته أنه أبقى في
+
+455
+00:38:18,400 --> 00:38:25,030
+ال leftتمام؟ او ممكن ايش اسوي؟ اخد ال action right
+
+456
+00:38:25,030 --> 00:38:29,530
+معناه ذلك ان انا بتنتقل من ال left لل right هي كنت
+
+457
+00:38:29,530 --> 00:38:35,410
+موجود هنا صرت موجود هنا ممكن ارجع لل state هادي ان
+
+458
+00:38:35,410 --> 00:38:41,790
+انا اخد ال action left تمام؟ فبالتالي انه برجع ان
+
+459
+00:38:41,790 --> 00:38:47,320
+انا كنت right برجع left او ممكن ايش اسوي؟و هاخد ال
+
+460
+00:38:47,320 --> 00:38:51,880
+action هذا us suck فبالتالي ايش بيصير انا عندى ال
+
+461
+00:38:51,880 --> 00:39:04,080
+location ايه clean تمام كمان مرة هنا
+
+462
+00:39:04,080 --> 00:39:09,220
+اكم خيار انا عندى هذا الخيار واحد
+
+463
+00:39:12,700 --> 00:39:17,940
+تلاتة بهذا الشكل انا موجود في ال left ممكن ابقى في
+
+464
+00:39:17,940 --> 00:39:22,580
+ال left او ممكن اروح right او ممكن اعمل suck
+
+465
+00:39:22,580 --> 00:39:25,820
+فبالتالي انه هنا هذا بيصير clean و نفس الاشي ال
+
+466
+00:39:25,820 --> 00:39:29,760
+state هذه الجديدة اللي انا انتقلتلهاممكن أنا أنتقل
+
+467
+00:39:29,760 --> 00:39:34,380
+انتقالات أخرى، هي المقصود بال state space خليني
+
+468
+00:39:34,380 --> 00:39:39,220
+أتوقف هنا و المحاضرة الجاية ان شاء الله بنكمل انه
+
+469
+00:39:39,220 --> 00:39:42,300
+ايش ال status mates ل .. بناخد أمثلة تانية زي ال 8
+
+470
+00:39:42,300 --> 00:39:48,060
+puzzle مثلا، أي حد عنده سؤال؟ يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..af6e11ee98cbf02317808227bed5cfbf2b2086b0
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 2391, "start": 4.91, "end": 23.91, "text": "بسم الله الرحمن الرحيم اليوم في محاضرة .. اليوم إن شاء الله بدنا نحكي عن ال problem solving by search هو فعليا عبارة عن الكتاب التالت من كتاب Artificial Intelligence Modern Approach لRussell وNovring", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 8978, 3714, 5016, 46958, 25720, 4386, 45595, 20498, 36145, 13412, 16606, 21984, 47525, 8315, 8717, 5016, 4117, 1829, 18871, 2423, 1154, 12606, 538, 3164, 31439, 6156, 3615, 20292, 995, 6225, 3555, 9640, 3660, 18871, 33251, 2655, 16758, 16712, 6027, 2655, 9154, 9122, 2655, 16758, 5735, 10371, 27274, 19814, 29551, 608, 5296, 49, 301, 14555, 4032, 4540, 85, 2937], "avg_logprob": -0.11651785873941013, "compression_ratio": 1.4623115577889447, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 4.91, "end": 5.29, "word": "بسم", "probability": 0.9150390625}, {"start": 5.29, "end": 5.43, "word": " الله", "probability": 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التعامل معاها بحيث أنه أقدر أحسب أعمل computation لكل choice كدهش ال value تبعته، تمام؟", "tokens": [10721, 3224, 16254, 18863, 43042, 20666, 9566, 2288, 4587, 9673, 46456, 46538, 3660, 4724, 1829, 35457, 3555, 20292, 37893, 995, 28820, 14739, 3224, 41850, 37495, 22653, 37495, 22653, 14739, 3224, 9673, 30241, 20498, 9307, 37893, 3714, 43500, 49401, 34051, 20666, 10721, 5016, 2288, 7578, 37893, 18519, 12399, 46811, 10943, 22807, 6156, 3555, 6027, 2655, 6027, 1829, 6156, 3615, 20292, 995, 14739, 3224, 5551, 5016, 8315, 44945, 33753, 26108, 14739, 3224, 6055, 30544, 9673, 30241, 20498, 9307, 41850, 18871, 16254, 18519, 6225, 8592, 7649, 7251, 3794, 3224, 1211, 16712, 3615, 10943, 1211, 20449, 995, 11296, 4724, 5016, 1829, 12984, 14739, 3224, 5551, 28543, 2288, 5551, 5016, 35457, 5551, 25957, 1211, 24903, 5296, 28820, 3922, 9122, 3215, 3224, 8592, 2423, 2158, 6055, 3555, 34268, 3224, 12399, 46811, 10943, 22807], "avg_logprob": -0.12451171851716936, "compression_ratio": 1.8160919540229885, 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"start": 404.53, "end": 431.59, "text": "طبعا ال value ل option معين ممكن تكون انه given implicitly بدل ما انه هي تكون explicitly explicitly ان انا بروح بحددله بشكل مسبق كل خيار من هذه الخيارات انه هذا بيمثل قيمة معينة لكن في بعض الأحيان الأخرى بحتاج ان انا اعمل حساب لهذا الخيار يعني على سبيل المثال ان انا اروح بدي اروح على destination معين اروح من هذا الطريق ولا من هذا الطريق", "tokens": [9566, 3555, 3615, 995, 2423, 2158, 5296, 3614, 20449, 9957, 3714, 43020, 6055, 30544, 16472, 3224, 2212, 26947, 356, 47525, 1211, 19446, 16472, 3224, 39896, 6055, 30544, 20803, 20803, 16472, 1975, 8315, 4724, 32887, 5016, 4724, 24401, 3215, 43761, 4724, 8592, 28820, 3714, 35457, 4587, 28242, 16490, 1829, 9640, 9154, 29538, 33962, 1829, 9640, 9307, 16472, 3224, 23758, 4724, 32640, 12984, 1211, 12174, 32640, 3660, 20449, 9957, 3660, 44381, 8978, 45030, 11242, 16247, 5016, 1829, 7649, 16247, 34740, 7578, 4724, 33753, 26108, 16472, 1975, 8315, 1975, 25957, 1211, 11331, 3794, 16758, 46740, 15730, 33962, 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computation من ال map هذه الفكرة في الموضوع، تمام؟ يبقى تلخيصا لهذه ال slide انه احنا بدي احاول اوصل شغلة شغلة مهمة، ايش هي الشغلة هذه؟ ان معلومات المشكلة عادة بيتم عرضها بطرق مختلفة", "tokens": [3555, 16254, 1975, 25957, 1211, 24903, 24976, 3100, 46740, 15730, 2423, 3100, 37037, 15730, 2423, 3100, 6156, 3555, 6027, 2655, 6027, 1829, 34105, 2423, 2063, 6055, 3555, 34268, 2423, 3100, 4724, 33753, 26108, 16472, 1975, 8315, 1975, 25957, 1211, 11296, 24903, 9154, 2423, 4471, 29538, 27188, 4117, 25720, 8978, 9673, 2407, 11242, 45367, 12399, 46811, 10943, 22807, 7251, 3555, 4587, 7578, 6055, 1211, 9778, 1829, 9381, 995, 46740, 24192, 2423, 4137, 16472, 3224, 1975, 5016, 8315, 4724, 16254, 1975, 5016, 995, 12610, 1975, 2407, 36520, 13412, 17082, 37977, 13412, 17082, 37977, 3714, 16095, 3660, 12399, 1975, 1829, 8592, 39896, 25124, 17082, 37977, 29538, 22807, 16472, 20449, 1211, 20498, 9307, 9673, 8592, 28820, 3660, 6225, 18513, 3660, 4724, 36081, 2304, 6225, 43042, 11296, 4724, 9566, 2288, 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2371.68, "end": 2372.56, "word": " state", "probability": 0.6494140625}, {"start": 2372.56, "end": 2373.44, "word": " space", "probability": 0.6748046875}, {"start": 2373.44, "end": 2374.38, "word": " خليني", "probability": 0.8309326171875}, {"start": 2374.38, "end": 2374.76, "word": " أتوقف", "probability": 0.86041259765625}, {"start": 2374.76, "end": 2375.04, "word": " هنا", "probability": 0.99365234375}, {"start": 2375.04, "end": 2375.96, "word": " و", "probability": 0.400634765625}, {"start": 2375.96, "end": 2376.36, "word": " المحاضرة", "probability": 0.8619384765625}, {"start": 2376.36, "end": 2376.66, "word": " الجاية", "probability": 0.8328450520833334}, {"start": 2376.66, "end": 2376.8, "word": " ان", "probability": 0.60009765625}, {"start": 2376.8, "end": 2376.96, "word": " شاء", "probability": 0.994140625}, {"start": 2376.96, "end": 2377.22, "word": " الله", "probability": 0.9609375}, {"start": 2377.22, "end": 2378.32, "word": " بنكمل", "probability": 0.9287109375}, {"start": 2378.32, "end": 2379.22, "word": " انه", "probability": 0.6552734375}, {"start": 2379.22, "end": 2379.4, "word": " ايش", "probability": 0.7654622395833334}, {"start": 2379.4, "end": 2379.52, "word": " ال", "probability": 0.9853515625}, {"start": 2379.52, "end": 2379.84, "word": " status", "probability": 0.85107421875}, {"start": 2379.84, "end": 2380.26, "word": " mates", "probability": 0.5234375}, {"start": 2380.26, "end": 2380.58, "word": " ل", "probability": 0.69677734375}, {"start": 2380.58, "end": 2380.76, "word": " ..", "probability": 0.626953125}, {"start": 2380.76, "end": 2381.22, "word": " بناخد", "probability": 0.8544921875}, {"start": 2381.22, "end": 2381.54, "word": " أمثلة", "probability": 0.9713134765625}, {"start": 2381.54, "end": 2381.86, "word": " تانية", "probability": 0.9855143229166666}, {"start": 2381.86, "end": 2382.06, "word": " زي", "probability": 0.954345703125}, {"start": 2382.06, "end": 2382.18, "word": " ال", "probability": 0.884765625}, {"start": 2382.18, "end": 2382.3, "word": " 8", "probability": 0.34912109375}, {"start": 2382.3, "end": 2382.58, "word": " puzzle", "probability": 0.580078125}, {"start": 2382.58, "end": 2383.88, "word": " مثلا،", "probability": 0.7674967447916666}, {"start": 2383.88, "end": 2383.94, "word": " أي", "probability": 0.53271484375}, {"start": 2383.94, "end": 2384.14, "word": " حد", "probability": 0.830810546875}, {"start": 2384.14, "end": 2384.52, "word": " عنده", "probability": 0.7015380859375}, {"start": 2384.52, "end": 2387.18, "word": " سؤال؟", "probability": 0.859375}, {"start": 2387.18, "end": 2387.7, "word": " يعطيكم", "probability": 0.773193359375}, {"start": 2387.7, "end": 2388.06, "word": " العافية", "probability": 0.6979166666666666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2388.5670625, "duration_after_vad": 2237.454999999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9d2e4c53d8d187e79c72e63cd2008a5a2b4505af
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/5weocWYysw4_raw.srt
@@ -0,0 +1,1880 @@
+1
+00:00:04,910 --> 00:00:10,370
+بسم الله الرحمن الرحيم اليوم في محاضرة .. اليوم إن
+
+2
+00:00:10,370 --> 00:00:13,610
+شاء الله بدنا نحكي عن ال problem solving by search
+
+3
+00:00:13,610 --> 00:00:19,110
+هو فعليا عبارة عن الكتاب التالت من كتاب Artificial
+
+4
+00:00:19,110 --> 00:00:24,760
+Intelligence Modern Approach لRussell وNovringOkay
+
+5
+00:00:24,760 --> 00:00:29,080
+الفكرة في الموضوع إن إحنا بدنا نحاول نطلع على ال
+
+6
+00:00:29,080 --> 00:00:34,000
+problems إنه هي نعملها إعادة صياغة as a search
+
+7
+00:00:34,000 --> 00:00:37,780
+problems تمام؟ فبالتالي إن إحنا ممكن إن إحنا نطبق
+
+8
+00:00:37,780 --> 00:00:42,140
+ال search algorithm أو ال search strategies عندي
+
+9
+00:00:42,140 --> 00:00:48,400
+طبعا اللي إحنا هنحكيه هنشوف موضوع مهم جدا اللي هو
+
+10
+00:00:48,400 --> 00:00:54,080
+ال problem formulation إعادة صياغة المشكلةتمام
+
+11
+00:00:54,080 --> 00:00:58,620
+بحيث انه هي تصير انه sequential problem بحيث انه
+
+12
+00:00:58,620 --> 00:01:01,600
+احنا نقدر نطبق عليها search algorithm طبعا بدنا
+
+13
+00:01:01,600 --> 00:01:05,740
+نشوف عدة أمثلة ل problems ان احنا بنحاول ان احنا
+
+14
+00:01:05,740 --> 00:01:09,800
+نحلها و بدنا نعمل planning ل solving the
+
+15
+00:01:09,800 --> 00:01:13,380
+sequential problems في حال انه ماكنش في عندي
+
+16
+00:01:13,380 --> 00:01:16,240
+certainty لأنه انا بدي اشوف في الحالتين لما بتكون
+
+17
+00:01:16,240 --> 00:01:18,240
+في عندي certain information و uncertain
+
+18
+00:01:18,240 --> 00:01:22,580
+informationكذلك هنشوف ال search algorithms
+
+19
+00:01:22,580 --> 00:01:26,000
+الأساسية و كيف إن أنا ممكن أطبقها و أستخدمها في
+
+20
+00:01:26,000 --> 00:01:32,340
+هذا الإطار طبعا عشان إنه أنا أعرف ال .. ال .. ال
+
+21
+00:01:32,340 --> 00:01:35,860
+techniques هذه أو search strategy هاي أنا وين ممكن
+
+22
+00:01:35,860 --> 00:01:39,280
+أستخدمها طبعا أنا موجود في المنطقة هاي اللي أنا
+
+23
+00:01:39,280 --> 00:01:43,120
+بقدر أطبق من خلالها ال planning و ال heuristic
+
+24
+00:01:43,120 --> 00:01:47,250
+searchطبعا هاي المنطقة من وين إجت طبعا بدي أشوف
+
+25
+00:01:47,250 --> 00:01:50,210
+على ال environment بتاعتي هل هي fully observable
+
+26
+00:01:50,210 --> 00:01:53,290
+إذا كانت نعم بدي أسأل إنه إذا كانت هي
+
+27
+00:01:53,290 --> 00:01:57,210
+deterministic كانت نعم بتكون sequential بدي أسأل
+
+28
+00:01:57,210 --> 00:02:01,470
+إنه إذا كانت sequential نعم وإذا كانت ال discrete
+
+29
+00:02:01,470 --> 00:02:05,810
+فبالتالي أنه بكون أنه بقدر أطبق فيها ال planning و
+
+30
+00:02:05,810 --> 00:02:10,880
+بقدر أطبق فيها ال search algorithms تمام؟يبقى إنه
+
+31
+00:02:10,880 --> 00:02:13,320
+إحنا بنشتغل في environment إيش طبيعتها fully
+
+32
+00:02:13,320 --> 00:02:17,040
+observable، deterministic، sequential و discrete
+
+33
+00:02:17,040 --> 00:02:21,160
+أربع شغلات هدول عشان أنا أطبق ال search strategies
+
+34
+00:02:21,160 --> 00:02:24,900
+اللي إحنا هنحكي عليهم في الباب هذا طبعا إذا كان
+
+35
+00:02:24,900 --> 00:02:28,980
+يعني إنه في أي حالة من الحالات هدول إنه كانت
+
+36
+00:02:28,980 --> 00:02:32,560
+الشغلات الأربعة هدول مش موجودة يعني إذا ما كانت
+
+37
+00:02:32,560 --> 00:02:36,940
+discrete تمام ساعتها إنه يعني بيكون أنا عندي بدي
+
+38
+00:02:36,940 --> 00:02:43,920
+أستخدم أسلوب ال controlفي حال انه ماكنتش
+
+39
+00:02:43,920 --> 00:02:46,940
+sequential
+
+40
+00:02:46,940 --> 00:02:50,720
+في عندي حالتين انه اذا كانت انه discrete و اذا
+
+41
+00:02:50,720 --> 00:02:56,100
+كانتcontinuous في حال انه كان discrete بدي استخدم
+
+42
+00:02:56,100 --> 00:02:58,960
+ال vector search طبعا بدي يكون في عندى هنا
+
+43
+00:02:58,960 --> 00:03:04,320
+constraints و انه يعني شغلات يعني محددة لل
+
+44
+00:03:04,320 --> 00:03:08,380
+satisfaction فبالتالي انه انا بدورش على ال best
+
+45
+00:03:08,380 --> 00:03:12,400
+solution بدور على حاجة اسمها good enough solution
+
+46
+00:03:12,400 --> 00:03:17,310
+لل problemأما في حال أنها كانت مش discrete
+
+47
+00:03:17,310 --> 00:03:20,570
+continuous فبالتالي أنه هنا بدي استخدم continuous
+
+48
+00:03:20,570 --> 00:03:23,950
+function optimization بدي استخدم أسلوب ال
+
+49
+00:03:23,950 --> 00:03:26,990
+optimization لل continuous function للدوال
+
+50
+00:03:26,990 --> 00:03:36,810
+المستمرةطيب حاجات بدنا نشوف العملية الاختيار في
+
+51
+00:03:36,810 --> 00:03:41,950
+deterministic known environment يعني شغلة انه
+
+52
+00:03:41,950 --> 00:03:48,390
+trivial بمعنى انه في decision theory لو كان في
+
+53
+00:03:48,390 --> 00:03:53,420
+عندي عدة خيارات وكل خياربروح بعمله يعني انه
+
+54
+00:03:53,420 --> 00:03:57,100
+representation as a value بهذا الشكل لو كان في
+
+55
+00:03:57,100 --> 00:04:01,880
+عندي خيار ان انا اخد شوكولاتة ولا اخد coffee ولا
+
+56
+00:04:01,880 --> 00:04:07,160
+اخد كتاب شوكولاتة ولا قهوة ولا كتاب وكل option من
+
+57
+00:04:07,160 --> 00:04:11,500
+هدول ال options انا روح اتحددته ب quantity او ب
+
+58
+00:04:11,500 --> 00:04:15,700
+value معينة بتمثل كده هذا الخيار مناسب لإلي او
+
+59
+00:04:15,700 --> 00:04:20,900
+بتمثل كده الخيار ان هذا جيدتمام؟ فبالتالي بطبيعة
+
+60
+00:04:20,900 --> 00:04:25,120
+الحال يعني ممكن انه انا اشوف انه ايش الاعلى value
+
+61
+00:04:25,120 --> 00:04:29,140
+عشرين فبالتالي انا المفضل انا عندي ان انا ااخد
+
+62
+00:04:29,140 --> 00:04:33,260
+قهوة على سبيل المثال ممكن انه هذه ال values ان هي
+
+63
+00:04:33,260 --> 00:04:37,520
+تختلف انه على سبيل المثال انه يكون في عندي نظرة
+
+64
+00:04:37,520 --> 00:04:43,940
+مختلفة انه الشوكولاتة ان هي هتخلص و القهوة ان هي
+
+65
+00:04:43,940 --> 00:04:47,000
+هتخلص لكن الكتاب ان هو بيضال عندي فبالتالي ممكن
+
+66
+00:04:47,000 --> 00:04:51,720
+اديلهvalue أعلى من هدول فبالتالي أن هو بيصير ال
+
+67
+00:04:51,720 --> 00:04:55,680
+best أن أنا أختاره تمام؟ بيعتمد على حالة معينة لكن
+
+68
+00:04:55,680 --> 00:04:59,220
+في حالة أخرى ممكن أن أكون أن أنا محتاج للقهوة أكتر
+
+69
+00:04:59,220 --> 00:05:04,680
+فبالتالي ببساطة اللي بدي أوصله في النقطة هاي أنه
+
+70
+00:05:04,680 --> 00:05:08,820
+في decision theory أنه لما يكون في عندي look up
+
+71
+00:05:08,820 --> 00:05:12,440
+table وعندي كل ال options اللي بدي أختار بينها
+
+72
+00:05:12,440 --> 00:05:17,540
+تبدي أعمل decision بينها وكل decisionفي مقابله
+
+73
+00:05:17,540 --> 00:05:21,400
+قيمة ساعتها بيصير الاختيار سهل انه بصير الاختيار
+
+74
+00:05:21,400 --> 00:05:27,360
+لل option بناء على القيمة طبعا بناء على ماذا
+
+75
+00:05:27,360 --> 00:05:31,520
+القيمة هذه؟ طبعا بناء على function معينة بتحدد
+
+76
+00:05:31,520 --> 00:05:36,020
+القيمة تبعها هذه كده انه ال chocolate أو ال coffee
+
+77
+00:05:36,020 --> 00:05:40,060
+أو ال poke انه هي good بالنسبة لإلي أو بالنسبة
+
+78
+00:05:40,060 --> 00:05:43,380
+ليعني لل agent انه زي هيك طبعا
+
+79
+00:05:53,310 --> 00:05:56,570
+طيب، هنا بنجي نحكي على computational choice وهو
+
+80
+00:05:56,570 --> 00:06:00,590
+برضه كذلك مرتبط بنفس السؤال اللي انت سألتيه إنه
+
+81
+00:06:00,590 --> 00:06:03,550
+عبنانا على إيش إن احنا حسبنا هاي القيمة، هاي
+
+82
+00:06:03,550 --> 00:06:06,310
+القيمة computational معناه ذلك إنه بتم حسابها من
+
+83
+00:06:06,310 --> 00:06:13,010
+خلال دالة طبعا بطبيعة الحال إنه ال .. ال ..
+
+84
+00:06:13,010 --> 00:06:18,580
+المعلومات تبع المشكلة ممكن عرضها بطرق مختلفةأهدي
+
+85
+00:06:18,580 --> 00:06:22,500
+العرض بالطرق المختلفة بيسببلي مشاكل أنه أنا يعني
+
+86
+00:06:22,500 --> 00:06:25,700
+يعني أنه المعلومات مش مرتبة أو بالأحرى مش
+
+87
+00:06:25,700 --> 00:06:30,640
+structured، تمام؟ فبالتالي فعليا أنه أحنا بنحتاج
+
+88
+00:06:30,640 --> 00:06:33,700
+أنه تكون المعلومات أنا عندي structured عشان يسهل
+
+89
+00:06:33,700 --> 00:06:37,660
+التعامل معاها بحيث أنه أقدر أحسب أعمل computation
+
+90
+00:06:37,660 --> 00:06:40,980
+لكل choice كدهش ال value تبعته، تمام؟
+
+91
+00:06:44,530 --> 00:06:48,910
+طبعا ال value ل option معين ممكن تكون انه given
+
+92
+00:06:48,910 --> 00:06:52,290
+implicitly بدل ما انه هي تكون explicitly
+
+93
+00:06:52,290 --> 00:06:56,110
+explicitly ان انا بروح بحددله بشكل مسبق كل خيار من
+
+94
+00:06:56,110 --> 00:07:01,890
+هذه الخيارات انه هذا بيمثل قيمة معينة لكن في بعض
+
+95
+00:07:01,890 --> 00:07:05,470
+الأحيان الأخرى بحتاج ان انا اعمل حساب لهذا الخيار
+
+96
+00:07:05,470 --> 00:07:09,050
+يعني على سبيل المثال ان انا اروح بدي اروح على
+
+97
+00:07:09,050 --> 00:07:11,210
+destination معين اروح من هذا الطريق ولا من هذا
+
+98
+00:07:11,210 --> 00:07:14,820
+الطريقبدي اعمل computation لل path لهذا ال path
+
+99
+00:07:14,820 --> 00:07:18,180
+وهذا ال path فبالتالي هنا ال cost تبعت ال path
+
+100
+00:07:18,180 --> 00:07:22,740
+بحتاج ان انا اعملها computation من ال map هذه
+
+101
+00:07:22,740 --> 00:07:25,960
+الفكرة في الموضوع، تمام؟ يبقى تلخيصا لهذه ال slide
+
+102
+00:07:25,960 --> 00:07:30,180
+انه احنا بدي احاول اوصل شغلة شغلة مهمة، ايش هي
+
+103
+00:07:30,180 --> 00:07:33,940
+الشغلة هذه؟ ان معلومات المشكلة عادة بيتم عرضها
+
+104
+00:07:33,940 --> 00:07:38,670
+بطرق مختلفةتمام؟ فبالتالي احنا محتاجين بشكل ضروري
+
+105
+00:07:38,670 --> 00:07:43,230
+بشكل ملاحظ أن المعلومات هتكون structured هذه شغل
+
+106
+00:07:43,230 --> 00:07:46,650
+أساسية عشان أسهل عليها التعامل مع المعلومات تبع ال
+
+107
+00:07:46,650 --> 00:07:50,590
+problem لكن لما تكون أنه تم عرضها بطرق مختلفة أو
+
+108
+00:07:50,590 --> 00:07:54,870
+مش مرتبة في صعوبة شوية في الموضوع هذه شغلة الشغلة
+
+109
+00:07:54,870 --> 00:07:57,870
+التانية أنه ال value ممكن تكون أنه محتوطة بشكل
+
+110
+00:07:57,870 --> 00:08:02,850
+explicit أنه كل option وإيش القيمة تبعته أو ممكن
+
+111
+00:08:02,850 --> 00:08:07,840
+تكون بشكل implicitبمعنى ذلك انه يعني بمعنى انه
+
+112
+00:08:07,840 --> 00:08:13,540
+احنا محتاج حسابها بطريقة معينة يعني على سبيل
+
+113
+00:08:13,540 --> 00:08:16,280
+المثال ان انا في عندي مصارين ممكن اروح ل
+
+114
+00:08:16,280 --> 00:08:19,420
+destination معينة من خلال مصارين بدي احسب ال cost
+
+115
+00:08:19,420 --> 00:08:23,880
+تبع كل مصار على الخريطة عشان ادي ال value لكل
+
+116
+00:08:23,880 --> 00:08:29,200
+option واضح؟ طيب بدي نشوف ايش هي انواع المشاكل
+
+117
+00:08:31,330 --> 00:08:33,970
+فعليا أنا فيه عندي أربع أنواع من المشاكل، هاي
+
+118
+00:08:33,970 --> 00:08:39,870
+واحد، اتنين، تلاتة، أربع النوع الأول
+
+119
+00:08:39,870 --> 00:08:43,930
+deterministic، تمام؟ في هذا الحالة بيكون fully
+
+120
+00:08:43,930 --> 00:08:50,270
+observable وعندي هنا single state problem، تمام؟
+
+121
+00:08:50,270 --> 00:08:54,570
+فبالتالي ال agent عادة بيكون عارف في أي state
+
+122
+00:08:54,570 --> 00:09:04,340
+هيكونوالحل بيكون عبارة عن sequence سلسلة من يعني
+
+123
+00:09:04,340 --> 00:09:07,720
+من ال states اللي بتنقل فيها لغاية لما نيصل لل
+
+124
+00:09:07,720 --> 00:09:12,160
+goal state تبعته تمام، كمان مرة أنه deterministic
+
+125
+00:09:12,160 --> 00:09:15,840
+محددة fully observable ال environment كلها يعني
+
+126
+00:09:15,840 --> 00:09:22,370
+مرئية بالنسبة لل .. لل .. لل .. لل agent تمامو ..
+
+127
+00:09:22,370 --> 00:09:29,590
+بتكون انه يعني .. في بت .. يعني كل .. يعني كل مرة
+
+128
+00:09:29,590 --> 00:09:32,270
+بيكون في عندي single state بتمثل ال environment
+
+129
+00:09:32,270 --> 00:09:37,090
+تبعتي و الحال تبعي بيكون عبارة عن sequence النوع
+
+130
+00:09:37,090 --> 00:09:42,740
+التعني من ال problems انه بتكون non-observableوهي
+
+131
+00:09:42,740 --> 00:09:47,540
+أنه أنا بسميها confirmant problem في هذه الحالة
+
+132
+00:09:47,540 --> 00:09:51,540
+أنه ال agent ماعنده أدنى فكرة أن هو وين موجود
+
+133
+00:09:51,540 --> 00:09:56,800
+تمام؟ و الحل في حال أن هو كان موجود بيكون برضه
+
+134
+00:09:56,800 --> 00:10:01,360
+عبارة عن sequence لاحظوا أنه هاي بيحتاج فيها أنه
+
+135
+00:10:01,360 --> 00:10:06,540
+ماعندهوش فكرة أن هو وين موجود معناه ذلك أن هومحتاج
+
+136
+00:10:06,540 --> 00:10:10,620
+exploration محتاج أن هو يعني قلية للاستكشاف أن هو
+
+137
+00:10:10,620 --> 00:10:15,820
+يحدد ويحدد وين الخيارات برضه أنه الحال يعني أنه ال
+
+138
+00:10:15,820 --> 00:10:18,780
+.. ال .. ال .. الحل أنا عندي عبارة عن sequence
+
+139
+00:10:18,780 --> 00:10:25,480
+تمام؟ النوع التالت non-deterministic تمام؟ممكن
+
+140
+00:10:25,480 --> 00:10:28,780
+يكون and أو or معناه ذلك أنه ممكن يكون
+
+141
+00:10:28,780 --> 00:10:32,640
+deterministic مع partially observable أو ممكن يكون
+
+142
+00:10:32,640 --> 00:10:39,280
+deterministic أو partially observable فهذه
+
+143
+00:10:39,280 --> 00:10:43,020
+النوع من ال problem بنسميها contingency problem
+
+144
+00:10:43,020 --> 00:10:47,420
+فهذه الحالة أن ال percept يعطيني معلومات جديدة عن
+
+145
+00:10:47,420 --> 00:10:52,980
+current state تمام؟ و الحل هو عبارة عن contingent
+
+146
+00:10:52,980 --> 00:10:57,530
+plan أو policyمش sequence، لاحظوا أنه في النوع
+
+147
+00:10:57,530 --> 00:11:00,650
+الأول والتاني الحل بيكون عبارة عن sequence وهنا
+
+148
+00:11:00,650 --> 00:11:05,090
+الحل بيكون عبارة عن sequence، تمام؟ لكن هنا الحل
+
+149
+00:11:05,090 --> 00:11:08,590
+بيكون عبارة عن plan أو policy معينة ممكن أن أنا
+
+150
+00:11:08,590 --> 00:11:13,610
+أطبقها على ال environment هاي، تمام؟ هنا في هذه
+
+151
+00:11:13,610 --> 00:11:16,430
+الحالة، مدام أنها non-deterministic أو partially
+
+152
+00:11:16,430 --> 00:11:20,750
+observable فعليا أنا محتاج أن أعمل تدخل بين عمليات
+
+153
+00:11:20,750 --> 00:11:22,090
+البحث و ال execution
+
+154
+00:11:25,850 --> 00:11:29,890
+و هنا بدي أتوقف لكم شوية عشان توضح هذه النقطة يعني
+
+155
+00:11:29,890 --> 00:11:35,870
+على سبيل المثال أنه أنا موجود في مكان معين تمام؟ و
+
+156
+00:11:35,870 --> 00:11:38,530
+المطلوب مني أنه أنتقل على destination معينة
+
+157
+00:11:38,530 --> 00:11:42,430
+فبالتالي أنه أنا بدي أستخدم ال search algorithm
+
+158
+00:11:42,430 --> 00:11:45,070
+أروح على هاي طريق ولا هاي طريق ولا هاي طريق في
+
+159
+00:11:45,070 --> 00:11:50,820
+عندي تلت خياراتبروح بعمل execution يعني بعمل
+
+160
+00:11:50,820 --> 00:11:55,000
+search بطبق ال search و بروح بحسب أي خيار هو
+
+161
+00:11:55,000 --> 00:11:59,420
+الأفضل و بحصل النتيجة و بعدها بعمل execution لهذا
+
+162
+00:11:59,420 --> 00:12:05,110
+الخيارواضح كيف؟ يعني إن أنا موجود في مكان معين من
+
+163
+00:12:05,110 --> 00:12:09,070
+خلال ال search روحت حسبت إيش أفضل مسار من المسارات
+
+164
+00:12:09,070 --> 00:12:12,710
+التلاتة قلت إنه والله هذا أفضل مسار بعديها الخطوة
+
+165
+00:12:12,710 --> 00:12:16,650
+الجاية بدي أعمله execution هذا الكلام دليني أوضح
+
+166
+00:12:16,650 --> 00:12:22,990
+لكم إياه هنا بهذا الشكل تمام يبقى هنا إنه أنا عندي
+
+167
+00:12:22,990 --> 00:12:36,040
+بدي أعمل travel من cityA ل P طبعا
+
+168
+00:12:36,040 --> 00:12:41,820
+انا في عندي اكتر من خيار عشان ان انا انتقل في عندي
+
+169
+00:12:41,820 --> 00:12:57,660
+path واحد في عندي path نين path تلاتة يبقى
+
+170
+00:12:57,660 --> 00:12:58,300
+step one
+
+171
+00:13:02,090 --> 00:13:07,670
+شو بعمل؟ بروح بطبق ال search مين
+
+172
+00:13:07,670 --> 00:13:11,950
+أفضل خيار؟ مصاري الأول ولا التاني ولا التالت؟
+
+173
+00:13:11,950 --> 00:13:16,050
+تمام؟ راح حدد ان ال path 2 نتيجة ال search search
+
+174
+00:13:16,050 --> 00:13:20,470
+result ان
+
+175
+00:13:20,470 --> 00:13:27,970
+ال path 2 is the best بنتقل
+
+176
+00:13:27,970 --> 00:13:36,280
+للخطوة التانية step 2إيش بدي أعمل؟ execution طبقلي
+
+177
+00:13:36,280 --> 00:13:39,580
+هذا الحل معناه ذلك إنه إيش؟ إنه بدي أعمل navigate
+
+178
+00:13:39,580 --> 00:13:46,600
+من خلال path 2 navigate through
+
+179
+00:13:46,600 --> 00:13:50,360
+path
+
+180
+00:13:50,360 --> 00:13:55,860
+2تمام؟ بدي اعمل navigate من خلال ال path التاني
+
+181
+00:13:55,860 --> 00:13:59,620
+معناه ذلك ان step واحد و step اتنين صارت بشكل
+
+182
+00:13:59,620 --> 00:14:04,580
+متتابع ان هاي طبقت ال search اول و بعديها طلعت
+
+183
+00:14:04,580 --> 00:14:09,500
+النتيجة روحت نفست النتيجةلكن اللي هنا موجود في هاي
+
+184
+00:14:09,500 --> 00:14:13,600
+ال slide أنه بتبقى في حال ال non-deterministic
+
+185
+00:14:13,600 --> 00:14:16,780
+environment أو في ال partially observable
+
+186
+00:14:16,780 --> 00:14:19,760
+environment أو التانية سواء ممكن تكون non
+
+187
+00:14:19,760 --> 00:14:22,640
+-deterministic مع partially observable ساعتها
+
+188
+00:14:22,640 --> 00:14:27,540
+بيكون الحل عبارة عن contingent plan أو policy
+
+189
+00:14:27,540 --> 00:14:32,260
+بيكون في عندي خطة أو سياسات معينة بتبقها وبيكون في
+
+190
+00:14:32,260 --> 00:14:36,400
+عندي تداخل بين عمليات البحث وعمليات ال execution
+
+191
+00:14:37,790 --> 00:14:41,770
+معنى ذلك ان انا ممكن في مرحلة معينة اعمل search و
+
+192
+00:14:41,770 --> 00:14:45,630
+لاجيت انه في خيار معين هو الأفضل بعد شوية بلاجي ان
+
+193
+00:14:45,630 --> 00:14:49,930
+الخيار هذا اتغير فعشي بروح بسوي و انا قاعد بعمله
+
+194
+00:14:49,930 --> 00:14:53,430
+execution بروح بوقف ال execution و بعمل search
+
+195
+00:14:53,430 --> 00:14:58,530
+كمان مرة بوجد النتيجة تمام و بروح بطبقهاو أنا
+
+196
+00:14:58,530 --> 00:15:02,090
+بطبقها برضه بعمل search كمان مرة إذا تغيرت النتيجة
+
+197
+00:15:02,090 --> 00:15:06,250
+بروح بوقف ال execution الحالي و بعمل execution
+
+198
+00:15:06,250 --> 00:15:13,710
+للحل الجديد و هكذا بشكل مستمر واضح؟ واضح يا جماعة؟
+
+199
+00:15:13,710 --> 00:15:20,630
+تمام؟ طيب أخر خيار أربعة هنا إنه في ال unknown
+
+200
+00:15:20,630 --> 00:15:26,810
+state space في هاي كل ال state space بيكون معروفبس
+
+201
+00:15:26,810 --> 00:15:30,350
+إنه الخلاف إنه هل هو observable ولا مش observable؟
+
+202
+00:15:30,350 --> 00:15:33,930
+deterministic ولا مش deterministic؟ لكن هنا إذا
+
+203
+00:15:33,930 --> 00:15:36,810
+كانت ال state في حداتها مش معروف معناه ذلك إن أنا
+
+204
+00:15:36,810 --> 00:15:39,210
+بدي أعمل exploration بدي أطبق مفهوم ال
+
+205
+00:15:39,210 --> 00:15:42,890
+exploration، تمام؟ معناه ذلك إن ال agent بده يشتغل
+
+206
+00:15:42,890 --> 00:15:51,990
+بشكل online، واضح؟ طيب،
+
+207
+00:15:51,990 --> 00:15:57,570
+نيجي ل sequential action exampledeterministic
+
+208
+00:15:57,570 --> 00:16:09,150
+fully observable single state ال agent بيكون
+
+209
+00:16:11,580 --> 00:16:14,820
+عارف في أي state هيكون و الحل بيكون عبارة عن
+
+210
+00:16:14,820 --> 00:16:18,280
+sequence إيش أمثلة على هذا الكلام ضروري جدا إن
+
+211
+00:16:18,280 --> 00:16:21,480
+احنا ناخد أمثلة ال vacuum ward اللي هو ال vacuum
+
+212
+00:16:21,480 --> 00:16:26,400
+agent ال vacuum cleaner طبعا ال everything is
+
+213
+00:16:26,400 --> 00:16:31,430
+observedكمان مرة بنحكي هنا إنه deterministic،
+
+214
+00:16:31,430 --> 00:16:34,150
+fully observable، شفنا إيش التعريف تبعها، إيش
+
+215
+00:16:34,150 --> 00:16:36,430
+أمثلة عليها، ال vacuum cleaner، vacuum .. vacuum
+
+216
+00:16:36,430 --> 00:16:39,610
+cleaner إن هو ممكن يشتغل في environment محددة،
+
+217
+00:16:39,610 --> 00:16:44,610
+تمام؟ فبالتالي إنه كل منطقة في ال environment هذه
+
+218
+00:16:44,610 --> 00:16:49,290
+بالنسبة لإله observed، يعني منظورة أو محسوسة
+
+219
+00:16:49,290 --> 00:16:56,260
+بالنسبة لإلهكذلك في التنقل زي ما شوفنا في خريطة
+
+220
+00:16:56,260 --> 00:17:01,180
+رومانيا كل الخريطة عندي معروفة فبالتالي انه هذا
+
+221
+00:17:01,180 --> 00:17:03,660
+النوع احنا ممكن نعتبره انه deterministic fully
+
+222
+00:17:03,660 --> 00:17:10,440
+observable single state ايش معناه هذا الكلام انه
+
+223
+00:17:10,440 --> 00:17:16,100
+على سبيل المثال انه
+
+224
+00:17:16,100 --> 00:17:19,400
+انا عندي ايش ال possible state هذا بنسميه ال state
+
+225
+00:17:19,400 --> 00:17:19,900
+space
+
+226
+00:17:29,790 --> 00:17:33,050
+a chemist state أنا عندي possible في ال vacuum
+
+227
+00:17:33,050 --> 00:17:37,730
+cleaner في حال أنه كان عندي two location a و b
+
+228
+00:17:37,730 --> 00:17:43,770
+طبعا هنا نفس الفكرة a و b الحالة الأولى أنه ال
+
+229
+00:17:43,770 --> 00:17:48,690
+agent يكون في a و a و b ديرتي الحالة التانية أنه
+
+230
+00:17:48,690 --> 00:17:57,480
+أنه أكون في b و a و b ديرتيو هكذا فبرجيب كل ال
+
+231
+00:17:57,480 --> 00:18:00,880
+combinations كل الاحتمالات فبالتالي بطلع انا عندي
+
+232
+00:18:00,880 --> 00:18:05,900
+تمان احتمالات بهذا الشكل يعني على سبيل المثال لو
+
+233
+00:18:05,900 --> 00:18:09,980
+انا ال state تبعتي انه بدأ ال agent ان هو يشتغل و
+
+234
+00:18:09,980 --> 00:18:15,080
+كانت الحالة تبعته ان هو موجود في خمسة فبالتالي
+
+235
+00:18:15,080 --> 00:18:18,860
+الحل ايش بيكون خمسة ان هو بيكون موجود في ال
+
+236
+00:18:18,860 --> 00:18:23,840
+location A و ال equation A clean و B dirty معناه
+
+237
+00:18:23,840 --> 00:18:30,500
+ذلك ان الحل انه rightسك روح على location B على
+
+238
+00:18:30,500 --> 00:18:33,960
+الجهة اليمين تمام و اعمل سك اشفط الغبار بهذا الشكل
+
+239
+00:18:33,960 --> 00:18:43,560
+تمام نشوف رومانيا انا موجود حاليا في أراضي و ايش
+
+240
+00:18:43,560 --> 00:18:49,510
+بدي انه بدي اعمل formulate لل goalال goal بدي
+
+241
+00:18:49,510 --> 00:18:52,890
+أصيغه بهذا الشكل be in Bucharest أنا موجود في
+
+242
+00:18:52,890 --> 00:18:57,510
+أراضي و المطلوب مني أن انا أكون موجود في Bucharest
+
+243
+00:18:57,510 --> 00:19:02,070
+كيف نعمل formulateت لل problem؟ أيش ال states
+
+244
+00:19:02,070 --> 00:19:08,910
+تبعتي؟ أيش ال space تبعي؟ اللي هو مجموعة المدن
+
+245
+00:19:08,910 --> 00:19:14,150
+اللي انا بدي أزورهاأتنقل من خلالها لغاية لما أصل
+
+246
+00:19:14,150 --> 00:19:18,870
+لل destination يبقى various cities بعنى ذلك أنه
+
+247
+00:19:18,870 --> 00:19:21,850
+ممكن أن ال states تبعتي ممكن تكون بهذا الشكل أنه
+
+248
+00:19:21,850 --> 00:19:27,990
+أروح المدينة A بعدها B بعدها F بعدها
+
+249
+00:19:30,160 --> 00:19:35,640
+K ممكن يكون في عندي states تاني سيكوانس تاني ممكن
+
+250
+00:19:35,640 --> 00:19:40,380
+ان انا ابدأ مش من المدينة A ممكن ابدأ من المدينة M
+
+251
+00:19:40,380 --> 00:19:49,690
+اروح للمدينة F بعدين B و هكذا تمام؟و ال actions هو
+
+252
+00:19:49,690 --> 00:19:51,930
+عبارة عن ال drive between cities عشان أصل ال
+
+253
+00:19:51,930 --> 00:19:57,030
+destination و إيجاد الحل هو انه عبارة عن sequence
+
+254
+00:19:57,030 --> 00:20:01,830
+of cities زي ما شوفنا انه عشان أصل لبخارست بدي
+
+255
+00:20:01,830 --> 00:20:08,470
+أروح من أراد لسيبوي و بعديها لفاجراس و بعديها على
+
+256
+00:20:08,470 --> 00:20:14,050
+بخارست بصل لبخارست تمام؟ يبقى هذا هو الحل هو عبارة
+
+257
+00:20:14,050 --> 00:20:22,410
+عن sequence of citiesتمام؟ واضحات الأمور؟ هنا
+
+258
+00:20:22,410 --> 00:20:27,390
+موجود هنا في قارات وشوفنا أن الحال تبعي .. طبعا
+
+259
+00:20:27,390 --> 00:20:30,450
+الحال في أنا عندي عدة حلول لكن الحال اللي هو طلع
+
+260
+00:20:30,450 --> 00:20:35,270
+ليه أنه هنا بروح على سي بوي ومن سي بوي بروح على
+
+261
+00:20:35,270 --> 00:20:44,550
+فجراس بهذا الشكلمن فجراس بروح ل بوخرست، هاي ال
+
+262
+00:20:44,550 --> 00:20:50,950
+destination طبعا، تمام؟ يبقى هنا أكم شغلة أنا يعني
+
+263
+00:20:50,950 --> 00:20:55,390
+حددت، حدرتها للشغلات ال initial state أنا وين
+
+264
+00:20:55,390 --> 00:21:01,150
+موجود؟ في قارات، واش ال goal؟ to be in Bucharest
+
+265
+00:21:03,240 --> 00:21:10,040
+وإيش ال states تبعي هي عبارة عن مجموعة مدن مختلفة
+
+266
+00:21:10,040 --> 00:21:13,740
+و الحل تبعي أنه حسب ال problem هذه أنه أنا بدي
+
+267
+00:21:13,740 --> 00:21:24,480
+أزور مدينتين عشان أصل لبوخرست انطلاقا من رد طبعا
+
+268
+00:21:24,480 --> 00:21:27,680
+بدي أنوه لشغل معين عليه هو الموضوع ال abstraction
+
+269
+00:21:27,680 --> 00:21:32,930
+هذه الشغل كتير مهمة في ال problem formulationفي
+
+270
+00:21:32,930 --> 00:21:36,510
+سياغة المشكلة إيش مفهوم ال abstraction؟
+
+271
+00:21:40,930 --> 00:21:44,610
+بالظبط هو عبارة عن تجريد من التفاصيل abstraction
+
+272
+00:21:44,610 --> 00:21:47,370
+يعني تجريد، تجريد من إيش؟ من التفاصيل، إيش
+
+273
+00:21:47,370 --> 00:21:49,650
+التفاصيل اللي أنا موجودة عندي؟ هنا في عندي تفاصيل
+
+274
+00:21:49,650 --> 00:21:52,870
+كتيرة أنا شلتها، ليش؟ عشان أقدر أعمل formulation
+
+275
+00:21:52,870 --> 00:21:59,030
+للproblem بشكل مبسط، فبالتالي يعني عندي good
+
+276
+00:21:59,030 --> 00:22:02,510
+representation للproblem زي إيش ممكن يكون؟ في عندي
+
+277
+00:22:02,510 --> 00:22:10,800
+تفاصيليعني على سبيل المثال أنه هنا ممكن يكون في
+
+278
+00:22:10,800 --> 00:22:18,500
+عندي stop اتنين two stops محطتين للاستراحة لل rest
+
+279
+00:22:18,500 --> 00:22:22,280
+stops يعني ممكن تكون عبارة عن مطعم أو محطة بنزين
+
+280
+00:22:22,280 --> 00:22:30,730
+أو مقهى هنا ممكن تكون في عندي تلاتة stops مثلاهذا
+
+281
+00:22:30,730 --> 00:22:33,170
+الطريق مثلا على سبيل المثال أنه مافيش فيه stops
+
+282
+00:22:33,170 --> 00:22:38,730
+فهذه عبارة عن تفاصيل إضافية إحنا شيلناها تمام عشان
+
+283
+00:22:38,730 --> 00:22:46,990
+نقدر نعمل formulation للproblem بشكل مبسط طيب إيه
+
+284
+00:22:46,990 --> 00:22:50,510
+بجعل ال problem أنصيه الكلام هذا بشكل انه single
+
+285
+00:22:50,510 --> 00:22:52,170
+state problem formulation
+
+286
+00:22:55,800 --> 00:22:59,960
+إنتوا بالنسبة لقلكم يعني إذا إنتوا يعني إذا حابة
+
+287
+00:22:59,960 --> 00:23:04,420
+تشتغلي في هذا المجال الفكرة في الموضوع إنه كمان
+
+288
+00:23:04,420 --> 00:23:07,820
+مرة برجع بأكد إذا أحنا نجحنا في صياغة problem
+
+289
+00:23:07,820 --> 00:23:12,000
+معينة as a search problem خلاص يبقى بقدر أطبق
+
+290
+00:23:12,000 --> 00:23:15,620
+عليها search algorithm فبالتالي بينا نتعلم على
+
+291
+00:23:15,620 --> 00:23:18,080
+محارة إن أحنا كيف نعمل formulation لل problem
+
+292
+00:23:18,080 --> 00:23:22,600
+فبالتالي single state problem formulation مكونة من
+
+293
+00:23:22,600 --> 00:23:32,470
+أربعة itemsأي واحد، نين، تلاتة، أربعة بدي أحدد ال
+
+294
+00:23:32,470 --> 00:23:37,770
+initial state في المثال تبعنا تبع رومانيا إنه أنا
+
+295
+00:23:37,770 --> 00:23:44,650
+وين موجود؟ في أراضيتمام؟ ال item التاني اللي انا
+
+296
+00:23:44,650 --> 00:23:47,470
+بدي احضره هي عبارة عن دالة اسمها successor
+
+297
+00:23:47,470 --> 00:23:52,250
+function ايش ال successor function؟ هي عبارة عن
+
+298
+00:23:52,250 --> 00:24:00,790
+دالة ممكن من خلالها اجيب المدن التالية تمام؟
+
+299
+00:24:00,790 --> 00:24:03,930
+فبالتالي
+
+300
+00:24:03,930 --> 00:24:06,730
+المدن التالية هي ممكن نشوفها هنا ده ال successor
+
+301
+00:24:06,730 --> 00:24:12,220
+functionبهذا الشكل انه هي عبارة عن انه for a given
+
+302
+00:24:12,220 --> 00:24:16,340
+state return of a set of actions a new state bears
+
+303
+00:24:16,340 --> 00:24:21,700
+فبالتالي انه انا موجود في مكان معين انا موجود في
+
+304
+00:24:21,700 --> 00:24:25,060
+أراضي هاي نرجع للخريطة مرة تانية انا موجود في
+
+305
+00:24:25,060 --> 00:24:28,940
+أراضي ممكن اروح على هذه المدينة ممكن اروح على هذه
+
+306
+00:24:28,940 --> 00:24:32,840
+المدينة ممكن اروح على هذه المدينة هذه المقصود بال
+
+307
+00:24:32,840 --> 00:24:38,050
+successor بهذا الشكلفبالتالي انه actions مع ال new
+
+308
+00:24:38,050 --> 00:24:43,890
+states اللي بتكون موجودة عندي يعني في ال vacuum
+
+309
+00:24:43,890 --> 00:24:50,510
+cleaner تمام؟
+
+310
+00:24:50,510 --> 00:24:55,910
+انه انا عندي ال location وال state وال action
+
+311
+00:24:55,910 --> 00:24:58,710
+الحالي تمام؟
+
+312
+00:25:00,100 --> 00:25:03,620
+ممكن هذا .. ممكن من هذه ال state اللي أنا موجود
+
+313
+00:25:03,620 --> 00:25:09,540
+فيها أروح أنتقل ل state جديدة إيش هي left تمام؟
+
+314
+00:25:09,540 --> 00:25:20,060
+وهذا بيقدي ل .. يعني هذا action تمام؟
+
+315
+00:25:20,060 --> 00:25:23,800
+إيش بيقدي؟ هاي ال state طبعته إنه أكون في ال
+
+316
+00:25:23,800 --> 00:25:31,800
+location A وإنه dirty بدو يصير cleanطب لو روحت
+
+317
+00:25:31,800 --> 00:25:37,800
+write هذا ال action كمان مرة، إيش بدي أسير؟ بدي
+
+318
+00:25:37,800 --> 00:25:41,740
+أكون في ال location بيه، تمام؟ و بدي أكون من there
+
+319
+00:25:41,740 --> 00:25:46,440
+till يصير clean، و هكذا، تمام؟ و نفس الأشي بالنسبة
+
+320
+00:25:46,440 --> 00:25:49,660
+ل .. هذا ال vacuum cleaner بالنسبة ل رومانيا،
+
+321
+00:25:49,660 --> 00:25:53,620
+رومانيا إنه أنا موجود في أراضي معناه ذلك إنه أنا
+
+322
+00:25:53,620 --> 00:25:58,520
+في عندي خيار إنه أنا ممكن أروح لهذه المدينة
+
+323
+00:25:58,520 --> 00:26:03,730
+تميسوراتمام؟ و في حال انه انا كنت في team sora
+
+324
+00:26:03,730 --> 00:26:08,590
+ممكن اروح منها على sepoy و من sepoy ممكن اروح على
+
+325
+00:26:08,590 --> 00:26:14,770
+zernet و من zernet بشوف ايش الخيارات اللي انا ممكن
+
+326
+00:26:14,770 --> 00:26:19,330
+اروح عليها هي هذا الشكل تمام؟
+
+327
+00:26:42,890 --> 00:26:47,130
+طيب نرجح هنا يبقى شوفنا إيش هي ال successor
+
+328
+00:26:47,130 --> 00:26:53,630
+function دي أحددة كيف؟
+
+329
+00:26:53,630 --> 00:27:00,590
+نعم صحيح أنا بحكي إنه أنا عندي هنا موجود يا إما
+
+330
+00:27:00,590 --> 00:27:04,390
+بروح على هذه المدينة أو هذه المدينة أو هذه المدينة
+
+331
+00:27:04,390 --> 00:27:08,010
+إنه
+
+332
+00:27:08,010 --> 00:27:10,610
+إيش ال successor إنه أنا لما أكون موجود في أراضي
+
+333
+00:27:10,610 --> 00:27:16,920
+بروح علىZernet أو سيبوي أو
+
+334
+00:27:16,920 --> 00:27:26,080
+تميسورة تلت خيارات خيهم هنا من أراضي ممكن أروح على
+
+335
+00:27:26,080 --> 00:27:35,760
+تميسورة أو سيبوي أو زرنت حد
+
+336
+00:27:35,760 --> 00:27:39,320
+التسلسل اللي انتوا شايفينه هنا انه انا لو روحت على
+
+337
+00:27:39,320 --> 00:27:43,490
+تميسورة معناه ذلك ان انا بسيرفي تمثارة يعني هذا ال
+
+338
+00:27:43,490 --> 00:27:48,250
+action go و ال next state ايش بكون in تمثارة و هنا
+
+339
+00:27:48,250 --> 00:27:51,870
+في عندي action تاني يبقى هنا انا ممكن اعملكم ان
+
+340
+00:27:51,870 --> 00:28:01,880
+هذا a وهي s هنا هي aإذا كان ال action go to سيبوي
+
+341
+00:28:01,880 --> 00:28:06,420
+معناه ذلك إن ال state تبعتي إن أنا هكون في سيبوي و
+
+342
+00:28:06,420 --> 00:28:12,280
+هنا إذا ال action أنا أروحها لزرند معناه ذلك إن ال
+
+343
+00:28:12,280 --> 00:28:16,820
+state تبعتي هتكون بهذا الشكل زي ما حكينا إنه for a
+
+344
+00:28:16,820 --> 00:28:20,840
+given state return a set of action بالإضافة ل new
+
+345
+00:28:20,840 --> 00:28:24,500
+state الشغل تاني اللي مدي أرجع مدي أرجع ال action
+
+346
+00:28:24,500 --> 00:28:30,420
+و ال new stateطيب الشغل
+
+347
+00:28:30,420 --> 00:28:33,080
+التالت او ال item التالت انا عندي في ال problem
+
+348
+00:28:33,080 --> 00:28:39,180
+formulation انه انا بدي احط ال goal test كده بدي
+
+349
+00:28:39,180 --> 00:28:43,140
+احدد ان انا حققت ال goal ولا لا بدي احط ده اللي
+
+350
+00:28:43,140 --> 00:28:49,840
+بتفحص ال goal ال goal هذا ممكن يكون explicit يعني
+
+351
+00:28:49,840 --> 00:28:54,000
+على سبيل المثال انه اقول ان ال goal تبعي انه at
+
+352
+00:28:54,000 --> 00:29:01,990
+Bucharestهذا في .. في رومانيا طبعا او checkmate في
+
+353
+00:29:01,990 --> 00:29:06,370
+ال chess يبقى ال goal تبعي لما بلعب chess بلعب
+
+354
+00:29:06,370 --> 00:29:09,610
+شاطرانش انه اصل ال state ايش هي ال state هذي هقولك
+
+355
+00:29:09,610 --> 00:29:16,290
+كشملك checkmate طبعا او انه انا هكون في أراد و ال
+
+356
+00:29:16,290 --> 00:29:19,530
+goal تبعي انه انا هكون بخرست هذا explicit او ممكن
+
+357
+00:29:19,530 --> 00:29:24,210
+يكون implicitيكون ال goal تبع ال vacuum cleaner
+
+358
+00:29:24,210 --> 00:29:28,870
+انه بديك انه هدى ال environment اللي انت شغال فيها
+
+359
+00:29:28,870 --> 00:29:35,350
+انه تكون مافيش فيها أوساخ، no dirt بهذا الشكل انا
+
+360
+00:29:35,350 --> 00:29:39,130
+بدي أشغلك في مطار، المطار هذا ال goal state تبعتك
+
+361
+00:29:39,130 --> 00:29:42,210
+انه انت تحافظ عليه ان هو نظيف طوال الوقت، هاي ال
+
+362
+00:29:42,210 --> 00:29:48,190
+goal state، تمام؟ الشغلة الرابعةالـ path cost مش
+
+363
+00:29:48,190 --> 00:29:51,610
+أنا بتنقل بين ال states لازم يكون في عندي هنا
+
+364
+00:29:51,610 --> 00:29:55,470
+المسار اللي أنا بتنقل فيه انه يكون فيه تكلفة انا
+
+365
+00:29:55,470 --> 00:29:58,250
+ممكن اروح للخيار هذا و يكون فيه تكلفة معينة او
+
+366
+00:29:58,250 --> 00:30:01,950
+ممكن اروح الخيار هذا و يكون فيه تكلفة معينة و هذا
+
+367
+00:30:01,950 --> 00:30:07,830
+ال path cost بيكون additive يعني مجموع تراكمي
+
+368
+00:30:07,830 --> 00:30:12,490
+فبالتالي هو عبارة انه في الحالة تبعتنا في رومانيا
+
+369
+00:30:12,490 --> 00:30:16,090
+ان هو عبارة عن sum of distancesيبقى number of
+
+370
+00:30:16,090 --> 00:30:21,170
+actions executed بهذا الشكل طبعا هذا لازم يكون ان
+
+371
+00:30:21,170 --> 00:30:33,090
+هو اكبر من أو تساوي صفر يعني على سبيل المثال هنا
+
+372
+00:30:33,090 --> 00:30:36,950
+إيش بتلاحظوا ان كل مصارعة هذه إيش في عليها
+
+373
+00:30:45,210 --> 00:30:52,490
+هنا 140 هنا 118 فيه cost فبالتالي هنا من أراد
+
+374
+00:30:52,490 --> 00:30:59,170
+لبوخرست هي عبارة لو أنا مشيت بهذا المسار هي
+
+375
+00:30:59,170 --> 00:31:10,810
+عبارة عن 140 زائد 99 زائد 211
+
+376
+00:31:10,810 --> 00:31:11,830
+على ما أعتقد
+
+377
+00:31:14,570 --> 00:31:18,830
+بهذا الشكل فبالتالي حسبت ال cost تبع هذا المسار
+
+378
+00:31:18,830 --> 00:31:23,270
+additive ممكن اروح من خلال مسار تاني ايش هو هذا زي
+
+379
+00:31:23,270 --> 00:31:33,350
+هيك زي هيك تمام نحسبه هو عبارة عن 140 زائد 80 زائد
+
+380
+00:31:33,350 --> 00:31:40,270
+97 زائد 101
+
+381
+00:31:42,670 --> 00:31:47,890
+هذا هنا بطلع نتيجة وهنا بطلع معايا نتيجة معينة
+
+382
+00:31:47,890 --> 00:31:51,870
+فبالتالي بقدر ان انا احدد هذا المسار و لا هذا
+
+383
+00:31:51,870 --> 00:31:55,050
+المسار يبقى لازم يكون في عندي دالة تحسب ال cost
+
+384
+00:31:55,050 --> 00:32:00,910
+طبعا نرجع هنا كمان مرة نلخص الموضوع انا لما بدي
+
+385
+00:32:00,910 --> 00:32:03,590
+اعمل formulation لل problem ايش بدي احدد؟ اربع
+
+386
+00:32:03,590 --> 00:32:08,410
+شغلات ايش هي ال initial خلينا نحكي انه واحد و
+
+387
+00:32:08,410 --> 00:32:14,710
+تلاتةيبقى واحد و تلاتة ال initial و ال goal state
+
+388
+00:32:14,710 --> 00:32:17,250
+يبقى ال initial بدي أحدد إيش هي ال initial state
+
+389
+00:32:17,250 --> 00:32:20,470
+اللي أنا موجود فيها كيف شكلها تمام و ال goal state
+
+390
+00:32:20,470 --> 00:32:25,110
+و ال goal test عفواً هي عبارة عن دالة بتفحص أنه هل
+
+391
+00:32:25,110 --> 00:32:29,190
+أنا وصلت لل goal ولا لأ و في عندي دالة دالتين كمان
+
+392
+00:32:29,190 --> 00:32:34,290
+بتساعدني إيش هم دالة ال successor إيش بتجيب بتجيب
+
+393
+00:32:34,290 --> 00:32:43,050
+شغلتين بترجع ال nextaction مع state ودالة ال path
+
+394
+00:32:43,050 --> 00:32:46,650
+cost اللي بتحسب ال cost يبقى لما أطلب منكم في سؤال
+
+395
+00:32:46,650 --> 00:32:51,010
+معين انه بتعمليلي صياغة problem formulation
+
+396
+00:32:51,010 --> 00:32:54,310
+لproblem معينة بدك تحدد الأربع شغلات دول يبقى ال
+
+397
+00:32:54,310 --> 00:32:58,010
+initial state successor function goal test وال
+
+398
+00:32:58,010 --> 00:33:03,210
+path cost تمام؟ واضح؟
+
+399
+00:33:08,750 --> 00:33:12,550
+طيب، هذا الكلام إحنا هنشوفه بأمثلة Size تبع ال
+
+400
+00:33:12,550 --> 00:33:19,250
+states يعني إنه كل .. كل environment معينة بيكون
+
+401
+00:33:19,250 --> 00:33:23,550
+فيه لها size لل states بهذا الشكل، إنه جداش عدد ال
+
+402
+00:33:23,550 --> 00:33:28,870
+states اللي ممكنة شوفنا في ال vacuum cleaner هنا
+
+403
+00:33:28,870 --> 00:33:35,070
+جداش عدد ال states كان تمانين، في غيرهم؟ مافيش
+
+404
+00:33:39,430 --> 00:33:44,110
+هيجي نشوف على سبيل المثال الاية puzzle مكونة من
+
+405
+00:33:44,110 --> 00:33:50,790
+تمان خانات في عندي أكام state مختلفة مية و واحد و
+
+406
+00:33:50,790 --> 00:33:57,210
+تمانين الف طيب لو كان ال puzzle الاية puzzle اللي
+
+407
+00:33:57,210 --> 00:34:04,250
+عارفينها هي عبارة عن زي هيك تمام و الوظيفة
+
+408
+00:34:04,250 --> 00:34:09,400
+الرئيسية تبعتي ان انا بدي احرك ال tiles هدولبهذا
+
+409
+00:34:09,400 --> 00:34:12,920
+الشكل بحيث انه يكون انه مرتبط بهذا الشكل واحد
+
+410
+00:34:12,920 --> 00:34:23,100
+اتنين تلاتة اربع خمسة ستة سبعة تمانية اكم
+
+411
+00:34:23,100 --> 00:34:28,720
+possible state هذا ال goal state ممكن يكون في عندي
+
+412
+00:34:28,720 --> 00:34:31,580
+state تانية بهذا الشكل انه
+
+413
+00:34:37,900 --> 00:34:41,060
+إنه .. إنه الفرق موجود هنا على سبيل المثال
+
+414
+00:34:41,060 --> 00:34:49,820
+فبالتالي واحد، تلاتة، سبعة، أربعة، اتنين، خمسة،
+
+415
+00:34:49,820 --> 00:34:55,160
+كده ايش الرقمين اللي ضايلات؟ ستة و تمانية بهذا
+
+416
+00:34:55,160 --> 00:34:59,040
+الشكل، هذه state تانية، اكم ال state ممكن يكون
+
+417
+00:34:59,040 --> 00:35:05,440
+موجود عندى، تحسب بهذه كيفية، فبالتالي هنا181 ألف
+
+418
+00:35:05,440 --> 00:35:09,940
+لما تكون ال size تبع ال ties عبارة عن 15 فبالتالي
+
+419
+00:35:09,940 --> 00:35:17,200
+بيكون 1.3 trillion state لما تكون .. اه تحسب يعني
+
+420
+00:35:17,200 --> 00:35:23,180
+كل الحالات الممكنة تحسب هنا بيكون ..
+
+421
+00:35:26,940 --> 00:35:30,480
+الشي ثابت انه حسب .. حسب ال board اللي موجود هنا
+
+422
+00:35:30,480 --> 00:35:33,340
+عندي بيكون لكل واحدة فيه .. فيه لها قانون خاص بقدر
+
+423
+00:35:33,340 --> 00:35:38,140
+أحسب من خلالها عدد ال states الممكنة، المختلفة،
+
+424
+00:35:38,140 --> 00:35:44,600
+تمام؟ في ال TSP، إيش ال TSP؟ Traveling Salesman
+
+425
+00:35:44,600 --> 00:35:48,640
+Problem هو عبارة عن زي مندوب المبيعات، بده يتنقل
+
+426
+00:35:48,640 --> 00:35:53,780
+بين عدة مدن، أكام مدينة عنده؟ عشرين مدينة، تمام؟
+
+427
+00:35:53,780 --> 00:35:58,370
+فبالتالي هو عبارة عن مضروب العشرينطبعا فبطلع انا
+
+428
+00:35:58,370 --> 00:36:04,030
+عندي اربعة point تلاتة و اربعين ضرب الف و طمنتاش
+
+429
+00:36:04,030 --> 00:36:17,050
+state فبالتالي بطلع رقم يعني كبير بالظبط طيب
+
+430
+00:36:17,050 --> 00:36:21,740
+نيجي نختار ال status spaceطبعا الـ real world
+
+431
+00:36:21,740 --> 00:36:24,760
+complex عشان هيك احنا اتفقنا على ال abstraction
+
+432
+00:36:24,760 --> 00:36:29,760
+صح؟ فبالتالي هنا ال states ال states space must be
+
+433
+00:36:29,760 --> 00:36:36,980
+abstracted عشان نقدر نعملها solving تمام؟ يبقى ال
+
+434
+00:36:36,980 --> 00:36:40,460
+abstract ال abstract state هو عبارة عن مجموعة من
+
+435
+00:36:40,460 --> 00:36:45,380
+ال real states بتمثل ال real states تمام؟ وال
+
+436
+00:36:45,380 --> 00:36:50,560
+abstract actionهو عبارة عن complex combination of
+
+437
+00:36:50,560 --> 00:36:54,660
+real actions تمام؟ لأنه على سبيل المثال أنه أنا
+
+438
+00:36:54,660 --> 00:37:00,860
+بدي أنتقل من أراضي لزرند فهي عبارة عن أنه
+
+439
+00:37:00,860 --> 00:37:03,260
+represent a complex set of possible routes
+
+440
+00:37:03,260 --> 00:37:11,800
+بالإضافة لـrest stops وكل هذه الشغلات فبالتالي
+
+441
+00:37:11,800 --> 00:37:15,640
+احنا بدنا نعمل abstraction لهذه ال action أنه احنا
+
+442
+00:37:15,640 --> 00:37:21,350
+نزيل التفاصيل هذه كلهاتمام؟ و ال solution برضه ال
+
+443
+00:37:21,350 --> 00:37:25,230
+abstract solution هو عبارة عن يعني ال real path
+
+444
+00:37:25,230 --> 00:37:28,410
+اللي أنا .. اللي بيمثل عندي ال path اللي أنا همشي
+
+445
+00:37:28,410 --> 00:37:30,910
+عليه في real world
+
+446
+00:37:34,600 --> 00:37:38,240
+تمام؟ يبقى ال actions اللي أنا بدي أسويها لازم
+
+447
+00:37:38,240 --> 00:37:43,760
+تكون أنه هي أسهل من ال original problem طبعا عشان
+
+448
+00:37:43,760 --> 00:37:48,480
+يتسهل عليّ التعامل في هاي .. في ال problem
+
+449
+00:37:51,140 --> 00:37:54,660
+طيب طبعا الانتقال بين ال states خليني .. خليني
+
+450
+00:37:54,660 --> 00:37:57,560
+يعني أنه ناخد هذا المثال بشكل سريع يعني أنا موجود
+
+451
+00:37:57,560 --> 00:38:03,440
+في هذه ال state تمام؟ أنه أنا عندي ال vacuum
+
+452
+00:38:03,440 --> 00:38:09,760
+cleaner موجود في a و في a و b انه dirty تمام؟ ممكن
+
+453
+00:38:09,760 --> 00:38:15,700
+أضلني في نفس ال state أروح left أنا أصلا موجود في
+
+454
+00:38:15,700 --> 00:38:18,400
+ال left و أضلني في ال left هذا معناته أنه أبقى في
+
+455
+00:38:18,400 --> 00:38:25,030
+ال leftتمام؟ او ممكن ايش اسوي؟ اخد ال action right
+
+456
+00:38:25,030 --> 00:38:29,530
+معناه ذلك ان انا بتنتقل من ال left لل right هي كنت
+
+457
+00:38:29,530 --> 00:38:35,410
+موجود هنا صرت موجود هنا ممكن ارجع لل state هادي ان
+
+458
+00:38:35,410 --> 00:38:41,790
+انا اخد ال action left تمام؟ فبالتالي انه برجع ان
+
+459
+00:38:41,790 --> 00:38:47,320
+انا كنت right برجع left او ممكن ايش اسوي؟و هاخد ال
+
+460
+00:38:47,320 --> 00:38:51,880
+action هذا us suck فبالتالي ايش بيصير انا عندى ال
+
+461
+00:38:51,880 --> 00:39:04,080
+location ايه clean تمام كمان مرة هنا
+
+462
+00:39:04,080 --> 00:39:09,220
+اكم خيار انا عندى هذا الخيار واحد
+
+463
+00:39:12,700 --> 00:39:17,940
+تلاتة بهذا الشكل انا موجود في ال left ممكن ابقى في
+
+464
+00:39:17,940 --> 00:39:22,580
+ال left او ممكن اروح right او ممكن اعمل suck
+
+465
+00:39:22,580 --> 00:39:25,820
+فبالتالي انه هنا هذا بيصير clean و نفس الاشي ال
+
+466
+00:39:25,820 --> 00:39:29,760
+state هذه الجديدة اللي انا انتقلتلهاممكن أنا أنتقل
+
+467
+00:39:29,760 --> 00:39:34,380
+انتقالات أخرى، هي المقصود بال state space خليني
+
+468
+00:39:34,380 --> 00:39:39,220
+أتوقف هنا و المحاضرة الجاية ان شاء الله بنكمل انه
+
+469
+00:39:39,220 --> 00:39:42,300
+ايش ال status mates ل .. بناخد أمثلة تانية زي ال 8
+
+470
+00:39:42,300 --> 00:39:48,060
+puzzle مثلا، أي حد عنده سؤال؟ يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..a949fb3cbde149238f33c90186aa989245281c89
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw.srt
@@ -0,0 +1,1926 @@
+1
+00:00:04,910 --> 00:00:07,430
+بسم الله الرحمن الرحيم صباح الخير اليوم إن شاء الله
+
+2
+00:00:07,430 --> 00:00:13,070
+بدنا نكمل يعني بدينا نحكي في آخر المحاضرة
+
+3
+00:00:13,070 --> 00:00:16,310
+الماضية عن الـ search strategies أو استراتيجيات
+
+4
+00:00:16,310 --> 00:00:22,150
+البحث وحكينا أن تعريف الـ search strategy هي عبارة
+
+5
+00:00:22,150 --> 00:00:25,710
+عن ترتيب أو الـ order تبع node expansion زي ما احنا
+
+6
+00:00:25,710 --> 00:00:30,560
+شوفنا هنا أنه على سبيل المثال أنه أنا بدي أحدد أن
+
+7
+00:00:30,560 --> 00:00:33,180
+أعمل expand لهذه الـ node أو هذه الـ node أو هذه الـ
+
+8
+00:00:33,180 --> 00:00:37,080
+node، بختار واحدة معينة منهم بعملهم expand، فبالتالي
+
+9
+00:00:37,080 --> 00:00:40,360
+أن هذا المستوى الثاني اللي هعمله expand بعد هيك
+
+10
+00:00:40,360 --> 00:00:43,860
+بدي أختار من هذا المستوى أي node أعملها expand، و
+
+11
+00:00:43,860 --> 00:00:44,180
+هكذا
+
+12
+00:00:47,640 --> 00:00:52,780
+طبعاً الـ strategies هذه في عندنا استراتيجيات مختلفة
+
+13
+00:00:52,780 --> 00:00:58,260
+للبحث، طبعاً الـ استراتيجيات هذه بتحتاج لـ evaluation
+
+14
+00:00:58,260 --> 00:01:02,920
+لتقييم، عشان أنا أقدر أحدد مين أفضل من الثانية
+
+15
+00:01:02,920 --> 00:01:06,780
+طبعاً معايير التقييم أنا في عندي أربعة معايير:
+
+16
+00:01:07,360 --> 00:01:10,900
+Completeness والـ Time Complexity والـ Space
+
+17
+00:01:10,900 --> 00:01:14,620
+Complexity والـ Optimality، ذكرناها المحاضرة الماضية
+
+18
+00:01:14,620 --> 00:01:19,420
+حكينا أن الـ Completeness، إنه هل هي دائماً بتوجد
+
+19
+00:01:19,420 --> 00:01:25,920
+حل، إذا كان في حل موجود فعلاً، معنى ذلك أنه إذا
+
+20
+00:01:25,920 --> 00:01:29,400
+الاستراتيجية هذه، إذا احنا بنعرف أنه في حل موجود
+
+21
+00:01:29,400 --> 00:01:32,860
+أحياناً بتنجح في إيجاد هذا الحل وأحياناً لا، فبنسميها
+
+22
+00:01:32,860 --> 00:01:37,870
+incomplete أو يعني not complete، أما في حال أنه
+
+23
+00:01:37,870 --> 00:01:44,310
+هي دائماً توجد الحل هذا، فبتكون بنسميها أن هذه الـ
+
+24
+00:01:44,310 --> 00:01:48,290
+strategy complete، أما بخصوص الـ Time Complexity، إنه
+
+25
+00:01:48,290 --> 00:01:52,630
+بحسب عدد الـ nodes الـ generated، كل ما كان الـ nodes
+
+26
+00:01:52,630 --> 00:01:59,210
+الـ generated أقل، بيكون الـ complexity
+
+27
+00:01:59,210 --> 00:02:04,570
+تبعها أقل، تمام؟ أفضل يعني، والـ search complexity
+
+28
+00:02:04,570 --> 00:02:07,070
+أو الـ Space Complexity هي عبارة عن الـ maximum
+
+29
+00:02:07,070 --> 00:02:09,570
+number of nodes in memory، طبعاً في بعض الـ
+
+30
+00:02:09,570 --> 00:02:12,870
+strategies بتحتاج أن الـ nodes أن هي تبقيها في الـ
+
+31
+00:02:12,870 --> 00:02:15,610
+memory، وفي بعض الـ strategies الثانية أن
+
+32
+00:02:15,610 --> 00:02:18,390
+بتحتاج أن node في level معين أن هي تبقيها في
+
+33
+00:02:18,390 --> 00:02:23,520
+الذاكرة، فبالتالي كل ما زادت عدد الـ nodes اللي أنا
+
+34
+00:02:23,520 --> 00:02:27,300
+بحتاجها في الذاكرة، بتزيد أنا عندي متطلبات الذاكرة
+
+35
+00:02:27,300 --> 00:02:31,920
+وبيصير في عندي تعقيد أكثر، الـ Optimality معناها أن
+
+36
+00:02:31,920 --> 00:02:36,120
+هو هل هي دائماً أنا في عندي ممكن يكون أكثر من حل، و
+
+37
+00:02:36,120 --> 00:02:41,400
+الـ Optimality المقصود فيها أن هي دائماً بتوجد الحل
+
+38
+00:02:41,400 --> 00:02:46,210
+الأقل تكلفة أو أفضل حل، طبعاً وحكينا أن هاي الشغلات
+
+39
+00:02:46,210 --> 00:02:51,670
+أن احنا بنقيسها بالـ B و D و M، الـ Space Complexity
+
+40
+00:02:51,670 --> 00:03:01,010
+بنقيسها بالـ B و D و M، high of one high، طبعاً الـ B
+
+41
+00:03:01,010 --> 00:03:05,580
+اللي هو الـ maximum branching factor للـ search tree،
+
+42
+00:03:05,580 --> 00:03:10,360
+والـ D هي الـ depth تبع الـ least cost solution،
+
+43
+00:03:10,360 --> 00:03:14,620
+يعني من البداية لغاية لما الـ node تبعت الحل، والـ M
+
+44
+00:03:14,620 --> 00:03:18,360
+هي الـ maximum depth للـ state space، وهنا ممكن
+
+45
+00:03:18,360 --> 00:03:21,920
+يكون infinity، ووضحنا المرة الماضية كيف في بعض
+
+46
+00:03:21,920 --> 00:03:25,160
+الحالات أنه ممكن يكون في عندي infinity، أنه بيصير
+
+47
+00:03:25,160 --> 00:03:30,020
+expansion لنهار بشكل إلى ما لنهار، حكينا فيه أنا
+
+48
+00:03:30,020 --> 00:03:33,460
+ثلاث استراتيجيات في البحث، اللي هي الـ uninformed
+
+49
+00:03:33,460 --> 00:03:38,620
+search أو blind، وحنشوف ليش أن تسميته زي هيك،
+
+50
+00:03:38,620 --> 00:03:45,320
+وحكينا أن هذا بيندرج تحته أربعة algorithms، وحكينا
+
+51
+00:03:45,320 --> 00:03:48,580
+أن أنا في عندي الـ informed search، تقريباً هذا في
+
+52
+00:03:48,580 --> 00:03:50,280
+تحته two algorithms،
+
+53
+00:03:52,870 --> 00:03:56,650
+و هذا الـ adversarial search اللي هو بيجي في الـ
+
+54
+00:03:56,650 --> 00:04:00,670
+game playing أو الـ game theory، وفي عدة
+
+55
+00:04:00,670 --> 00:04:07,330
+algorithms، لكن احنا هناخد algorithm واحد، تمام؟
+
+56
+00:04:07,330 --> 00:04:12,430
+طيب، نيجي للنوع الأول من الـ search strategy، الـ
+
+57
+00:04:12,430 --> 00:04:18,190
+uninformed search، تعريفه هو عبارة عن search
+
+58
+00:04:18,190 --> 00:04:24,410
+strategy بتستخدم فقط المعلومات المتوفرة في الـ
+
+59
+00:04:24,410 --> 00:04:27,270
+problem definition فقط، اللي أنا حددتها في تعريف
+
+60
+00:04:27,270 --> 00:04:31,710
+المشكلة، تمام؟ عشان هيك أنه أحياناً بيسموه blind
+
+61
+00:04:31,710 --> 00:04:36,110
+search أو blind، أنه خلاص أنه بيركز رؤيته على
+
+62
+00:04:36,110 --> 00:04:39,490
+المعلومات اللي أنا أعطيته إياها، ممكن تكون معلومات
+
+63
+00:04:39,490 --> 00:04:43,830
+متوفرة من مصادر أخرى، ما بتطلع عليها، تمام؟ في أربعة
+
+64
+00:04:43,830 --> 00:04:49,110
+أنواع من البحث اللي هو الـ breadth، تمام؟ والـ depth،
+
+65
+00:04:49,110 --> 00:04:54,050
+والـ depth limited، والـ iterative deepening search، هذه
+
+66
+00:04:54,050 --> 00:05:01,490
+الأربعة أنواع، تمام؟ نيجي للنوع الأول، breadth
+
+67
+00:05:01,490 --> 00:05:05,670
+first، الـ
+
+68
+00:05:05,670 --> 00:05:09,550
+breadth first، معناه ذلك أنه بحاول
+
+69
+00:05:09,550 --> 00:05:17,360
+أن أنا أعمل توسع، توسع عرضي أولاً، يعني هنا لو
+
+70
+00:05:17,360 --> 00:05:24,240
+أجينا للتسميات، بيعطي أولوية للتوسع بشكل عرضي، تمام؟
+
+71
+00:05:24,240 --> 00:05:29,460
+أما الـ depth بيعطي أولوية للتوسع في العمق، تمام؟
+
+72
+00:05:29,460 --> 00:05:33,840
+depth limited، إنه برضه توسع بالعمق، بس إنه بحدد
+
+73
+00:05:33,840 --> 00:05:36,920
+حد معين، إني أنا بحدد الـ limit هذا، iterative deepening
+
+74
+00:05:36,920 --> 00:05:41,960
+search، برضه إنه توسع في العمق لكن بشكل تكرارياً
+
+75
+00:05:47,010 --> 00:05:52,130
+تمام؟ يبقى هنا expand the shallowest unexpanded
+
+76
+00:05:52,130 --> 00:05:54,390
+node، شو معنى هذا الكلام؟ إنه دائماً بيعمل
+
+77
+00:05:54,390 --> 00:05:58,110
+الاستراتيجية هذه دائماً بتركز أن أنا أعمل expand للـ
+
+78
+00:05:58,110 --> 00:06:03,530
+nodes الضحلة، يعني الـ shallow unexpanded node، النود
+
+79
+00:06:03,530 --> 00:06:07,690
+الضحلة، شو معنى الضحلة؟ القريبة من السطح، فوق، معنى
+
+80
+00:06:07,690 --> 00:06:11,610
+ذلك أن أنا ما بعملش expand لأي node تحت إلا لما أخلص
+
+81
+00:06:11,610 --> 00:06:16,530
+expand لكل nodes اللي في المستوى الأعلى، معنى ذلك
+
+82
+00:06:16,530 --> 00:06:21,990
+أنه على سبيل المثال أن أنا عندي هي الـ root node،
+
+83
+00:06:21,990 --> 00:06:27,190
+هي الـ start space، أعمل expand لهذا المستوى، طبعاً
+
+84
+00:06:27,190 --> 00:06:30,710
+هذا المستوى ما فيه عندي غير node واحدة طبعاً، فبيصير
+
+85
+00:06:30,710 --> 00:06:34,990
+في عندي expand لهذه الـ node و لهذه الـ node، طبعاً
+
+86
+00:06:34,990 --> 00:06:41,310
+الآن، لو على سبيل المثال أنا عملت expand لـ node B،
+
+87
+00:06:42,960 --> 00:06:48,100
+ماروحش أعمل expand لـ nodes الفرعية من B إلا لما
+
+88
+00:06:48,100 --> 00:06:54,660
+أعمل expand لـ C أولاً، بالظبط بهذا الشكل، طبعاً
+
+89
+00:06:54,660 --> 00:06:58,320
+الآن،
+
+90
+00:06:58,320 --> 00:07:05,580
+يعني عملت expand لـ B و C، طبعاً أن أنا يعني أن الـ A
+
+91
+00:07:05,580 --> 00:07:11,780
+عملتلها expand لـ B و C، الآن بيجي دور لـ B أن أنا
+
+92
+00:07:11,780 --> 00:07:17,380
+أعملها expand D و E، بروح لـ D، إيش فيها عندي
+
+93
+00:07:17,380 --> 00:07:20,740
+node فرعية، بروح لـ C أعملها expand، لأنه لازم أخلص
+
+94
+00:07:20,740 --> 00:07:24,960
+الـ node هذا اللي في هذا المستوى، طبعاً، فبروحة بعمل
+
+95
+00:07:24,960 --> 00:07:30,520
+expand لـ C، بيصير أنا عندي F و G، بعدها بيصير بتطلع على
+
+96
+00:07:30,520 --> 00:07:34,060
+المستوى اللي بعده، بيصير بتطلع أنه والله دي بدي
+
+97
+00:07:34,060 --> 00:07:39,160
+أعملها expand بهذا الشكل، طبعاً كـ implementation من
+
+98
+00:07:39,160 --> 00:07:48,590
+ناحية برمجية، بحتاج لـ FIFO queue، first in first out،
+
+99
+00:07:48,590 --> 00:07:51,790
+تمام؟
+
+100
+00:07:51,790 --> 00:07:59,770
+لأن كل node أنا بزوّرها بحطها
+
+101
+00:07:59,770 --> 00:08:04,230
+في الـ queue، وهي أول واحدة بعملها expand، تمام؟
+
+102
+00:08:20,610 --> 00:08:24,210
+إيش الخصائص تبعته؟ بدنا نشوف الأربع خصائص اللي هي
+
+103
+00:08:24,210 --> 00:08:28,730
+الـ complete، الـ time، والـ space، والـ optimality، مش
+
+104
+00:08:28,730 --> 00:08:31,070
+احنا بنعمل evaluation من خلال هدول الأربعة،
+
+105
+00:08:31,070 --> 00:08:39,030
+complete، yes، شو
+
+106
+00:08:39,030 --> 00:08:46,130
+معناه complete؟ ذكرنا أنه
+
+107
+00:08:46,130 --> 00:08:50,650
+إذا في حل موجود،  دائماً، تمام؟ لأنه حكينا
+
+108
+00:08:50,650 --> 00:08:54,230
+في بعض الـ strategies أنه ممكن يكون في حل موجود بس
+
+109
+00:08:54,230 --> 00:08:57,150
+ما فيه عندها القدرة لإيجاد هذا الحل، فبالتالي إنه yes،
+
+110
+00:08:57,150 --> 00:09:03,770
+إذا كانت الـ B finite، إيش الـ B؟ احنا حكينا أنه الـ
+
+111
+00:09:03,770 --> 00:09:06,310
+Space Complexity أنه فيه اللي لها ثلاث شغلات، اللي
+
+112
+00:09:06,310 --> 00:09:10,330
+هي الـ
+
+113
+00:09:10,330 --> 00:09:17,840
+B والـ D والـ M، بالظبط، الـ B هي الـ branching factor،
+
+114
+00:09:17,840 --> 00:09:20,760
+احنا عرفنا أن هي الـ branching factor، معنى ذلك
+
+115
+00:09:20,760 --> 00:09:24,000
+أنه إذا كانت الـ B finite، إذا كانت الـ branches أنا
+
+116
+00:09:24,000 --> 00:09:29,420
+عندي finite، فبالتالي أنه بيكون الحل complete، الـ
+
+117
+00:09:29,420 --> 00:09:34,220
+Time، طبعاً هنا أنا بقصد الـ Time مش الـ time تبع الـ
+
+118
+00:09:34,220 --> 00:09:37,940
+execution، الـ time تبع الـ big O notation،
+
+119
+00:09:37,940 --> 00:09:42,150
+فبالتالي أنه أنا عندي الـ root node، أن بتحتاج one
+
+120
+00:09:42,150 --> 00:09:48,090
+step، تمام؟ وبعديها كل فرع، طبعاً هنا على حسب عدد الـ
+
+121
+00:09:48,090 --> 00:09:51,310
+branches، لو كانت الـ branches ثلاثة فبتصير زائد
+
+122
+00:09:51,310 --> 00:09:55,050
+ثلاثة، لو كانت أربعة بتصير زائد أربعة، تمام؟ وبعديها
+
+123
+00:09:55,050 --> 00:10:00,610
+المستوى اللي بعده بيصير b square، b مرفوعة للقوة
+
+124
+00:10:00,610 --> 00:10:06,210
+ثلاثة لغاية الـ bd ناقص واحد، والـ d اللي هي الـ
+
+125
+00:10:06,210 --> 00:10:13,690
+depth factor، الـ branching ده خليني أرجّحه هنا الـ
+
+126
+00:10:13,690 --> 00:10:16,670
+depth للـ least cost solution، عفواً، الـ depth للـ
+
+127
+00:10:16,670 --> 00:10:20,890
+least cost solution، والـ b هي الـ maximum branching
+
+128
+00:10:20,890 --> 00:10:24,730
+factor، والـ m الـ maximum depth للـ state space كله،
+
+129
+00:10:24,730 --> 00:10:31,840
+فبالتالي هنا بضلّني أرفع القوة لغاية متى؟ لغاية
+
+130
+00:10:31,840 --> 00:10:38,560
+بالظبط اللي هو الـ P في الـ P الـ P
+
+131
+00:10:38,560 --> 00:10:44,360
+مرفوعة للقوة D، وآخر term أنا عندي P في P مرفوعة
+
+132
+00:10:44,360 --> 00:10:47,640
+للقوة D ناقص واحد، فبالتالي بطلع النتيجة أنا عندي
+
+133
+00:10:47,640 --> 00:10:52,120
+بهذا الشكل، هاي الـ Time Complexity تبعه، هذا بدي
+
+134
+00:10:52,890 --> 00:10:56,270
+أحفظه عندي، تمام؟ يعني أنا بقصد أنه خلينا يعني
+
+135
+00:10:56,270 --> 00:10:59,990
+نتذاكره في ذاكرتنا عشان أنه احنا نقارنه
+
+136
+00:10:59,990 --> 00:11:08,610
+بالخوارزمية الثانية، الـ Space، الـ
+
+137
+00:11:08,610 --> 00:11:13,230
+O بـ D زائد واحد، معنى ذلك أنه بيحتاج أنه يخلي كل
+
+138
+00:11:13,230 --> 00:11:16,390
+nodes موجودة عنده، كل node بيعملها expand
+
+139
+00:11:16,390 --> 00:11:20,930
+بيخليها في الذاكرة، تمام؟ optimal؟
+
+140
+00:11:23,360 --> 00:11:27,340
+yes، طبعاً إذا كان الـ cost إنه واحد لكل step، طبعاً
+
+141
+00:11:27,340 --> 00:11:30,880
+هنا احنا حكينا أن الـ cost تبع الـ expand لأول node
+
+142
+00:11:30,880 --> 00:11:34,760
+واحد، والثانية بيزيد على حسب عدد الـ branches وهكذا،
+
+143
+00:11:34,760 --> 00:11:44,440
+فبالتالي أنه إذا كانت الـ cost واحد، طبعاً
+
+144
+00:11:44,440 --> 00:11:46,740
+الـ space في الـ measure، يعني في الـ bigger problem
+
+145
+00:11:46,740 --> 00:11:53,000
+بيحتاج لوقت أكثر، تمام؟ هذا بخصوص الخوارزمية الأولى،
+
+146
+00:11:53,000 --> 00:11:56,100
+طبعاً الخوارزمية الأولى أو الاستراتيجية الأولى في
+
+147
+00:11:56,100 --> 00:12:04,440
+الـ expansion أنّه تشتغل بهذا الأسلوب ببساطة، يعني
+
+148
+00:12:04,440 --> 00:12:08,020
+ممكن تعلق في ذهنكم كيف أنه بعمل expand للـ
+
+149
+00:12:08,020 --> 00:12:11,380
+shallowest node، لكل الـ nodes في نفس المستوى، بعد ما
+
+150
+00:12:11,380 --> 00:12:13,760
+أعملها expand، بروح على المستوى اللي وراه وهكذا،
+
+151
+00:12:13,760 --> 00:12:17,260
+فإذا أنا اشتغلت بهذا المنطق، ممكن أنه احنا نحل أي
+
+152
+00:12:17,260 --> 00:12:25,660
+مسألة بهذا الأسلوب، تمام؟ طيب، نيجي للمشكلة
+
+153
+00:12:25,660 --> 00:12:29,800
+أو الاستراتيجية الثانية اللي هو الـ depth first، هنا
+
+154
+00:12:29,800 --> 00:12:35,080
+في الـ expansion باعطي أولوية لإيش؟ للعمق، بالظبط،
+
+155
+00:12:35,080 --> 00:12:40,240
+هناك بيعطي أولوية أنه يتوسع بشكل عرضي، لكن هنا
+
+156
+00:12:40,240 --> 00:12:43,940
+بيعطي أن expansion أولوية أن يعمل expand للعمق،
+
+157
+00:12:43,940 --> 00:12:49,040
+طبعاً، إنه من ناحية implementation، last in
+
+158
+00:12:49,040 --> 00:12:53,800
+first out، أن الـ queue اللي بيحتاجها، تمام؟ وعادة
+
+159
+00:12:53,800 --> 00:12:58,740
+هنا أنه put successors at front، لكن زي ما شفنا
+
+160
+00:12:58,740 --> 00:13:04,780
+هنا أنه put successors at the end، هذا الـ FIFO اللي
+
+161
+00:13:04,780 --> 00:13:10,600
+هو اللي breadth first، وهذا LIFO، أنه دائماً
+
+162
+00:13:10,600 --> 00:13:14,680
+بحط الـ successors اللي هي الـ nodes اللي لاحقة، بحطها
+
+163
+00:13:14,680 --> 00:13:18,520
+في المقدمة، ليش؟ عشان أن هو يعملها expand في الأول،
+
+164
+00:13:18,520 --> 00:13:23,200
+حسب العمق، معنى ذلك أن أنا لو كان في عندي tree
+
+165
+00:13:23,200 --> 00:13:29,080
+بهذا الشكل، بروح بعمل expand لهذا المستوى، تمام؟
+
+166
+00:13:29,080 --> 00:13:35,020
+فبيصير في عندي expand هنا لـ B و C، تمام؟ بهذا الشكل،
+
+167
+00:13:35,020 --> 00:13:38,300
+احنا موجودين في هذا المستوى، باعطي أولوية للعمق،
+
+168
+00:13:38,300 --> 00:13:42,110
+معنى ذلك أن أنا ما بعملش expand لـ C، بدي أولوية أن
+
+169
+00:13:42,110 --> 00:13:46,670
+أنا أعمل expand في B، بس أخلصها برجع بعمل expand لـ
+
+170
+00:13:46,670 --> 00:13:51,250
+C، فبالتالي هنا هي B، المستوى اللي بعديه بخلص الـ
+
+171
+00:13:51,250 --> 00:13:56,850
+expand تبعها، وفي B أنا عندي D و E، بخلص الـ expand
+
+172
+00:13:56,850 --> 00:14:02,410
+تبع الـ D اللي هو H و I، وبعديها لما خلصت زي هيك،
+
+173
+00:14:02,410 --> 00:14:10,000
+وين برجع على E، أنا لسه في هذا المستوى، depth first،
+
+174
+00:14:10,000 --> 00:14:14,240
+أنه أنا بخلص expand في هذا المستوى، بعدها برجع بطلع
+
+175
+00:14:14,240 --> 00:14:19,080
+ثاني، تمام؟ بعد ما خلصت الـ H والـ I
+
+223
+00:18:08,040 --> 00:18:11,660
+في العمق إلى ما لا نهاية إلا إذا أنا حددته برمجياً
+
+224
+00:18:11,660 --> 00:18:15,900
+أنه أنا خلّيت أنه إذا الـ tree هذه أنه visited سابقاً
+
+225
+00:18:15,900 --> 00:18:24,900
+بعمل stop و بروح لفرع ثاني عشان هيك أنه من الخاصية
+
+226
+00:18:24,900 --> 00:18:29,320
+هذه أنه know في حال كانت أنه infinite depth space
+
+227
+00:18:29,320 --> 00:18:32,880
+معناه ذلك أن الـ space هذا أنه بيضل في الـ loop
+
+228
+00:18:32,880 --> 00:18:37,400
+فبالتالي بدي أعمل تعديل للبرمجة تبعته عشان أنه أنا
+
+229
+00:18:37,400 --> 00:18:43,300
+أتجنب أزور الـ branch هذا مرّة ثانية لأنه أنا زورته
+
+230
+00:18:43,300 --> 00:18:46,680
+قبل هيك فبالتالي هنا بأستبدل الـ tree بالـ graph
+
+231
+00:18:46,680 --> 00:18:54,280
+فبتحل المشكلة برمجياً تماماً؟ لكن إذا كانت .. إذا
+
+232
+00:18:54,280 --> 00:18:58,360
+كانت depth تبعي finite فبيصير الجواب على السؤال yes
+
+233
+00:18:58,360 --> 00:19:04,520
+ولا no؟ yes complete تماماً؟ يبقى هنا complete
+
+234
+00:19:04,520 --> 00:19:10,780
+infinite space فبالتالي الجواب أيه؟ له تفصيل؟ أنه
+
+235
+00:19:10,780 --> 00:19:15,340
+yes في حالة معيّنة و no في حالة ثانية الـ time
+
+236
+00:19:21,560 --> 00:19:24,840
+لأ بيصير أنه احنا بنقيسها بهذه الطريقة أنه بأخذ وجد
+
+237
+00:19:24,840 --> 00:19:27,440
+أو بأخذش وجد، لأ، اللي بيحدد الـ big O notation
+
+238
+00:19:27,440 --> 00:19:30,580
+بالضبط أن أنا بدي أجي أطلع على الـ algorithm الأول
+
+239
+00:19:30,580 --> 00:19:34,520
+هذا الـ depth first قدّاش الـ time اللي بأخذه اللي هو
+
+240
+00:19:34,520 --> 00:19:39,520
+O(B<sup>M</sup>) الـ B اللي هو الـ branching factor و الـ M اللي
+
+241
+00:19:39,520 --> 00:19:43,140
+هو الـ maximum depth للـ space لغاية الـ solution
+
+242
+00:19:43,140 --> 00:19:47,020
+تماماً؟
+
+243
+00:19:47,020 --> 00:19:47,720
+لكن هنا
+
+244
+00:19:50,490 --> 00:19:56,550
+الخصائص تبعت هذا أنه عبارة عن P مرفوعة للقوة D
+
+245
+00:19:56,550 --> 00:20:01,850
++ 1 فمين Complex أكثر؟
+
+246
+00:20:01,850 --> 00:20:11,710
+هنا P مرفوعة للقوة D + 1 أما هنا P
+
+247
+00:20:11,710 --> 00:20:14,750
+مرفوعة للقوة M فبالتالي بتعتمد على الأرقام قدّاش الـ
+
+248
+00:20:14,750 --> 00:20:15,950
+P وقدّاش الـ M بالضبط
+
+249
+00:20:24,480 --> 00:20:29,320
+طيب في عندي حالة خاصة أنّه الـ .. هذا الرقم بيصير
+
+250
+00:20:29,320 --> 00:20:35,400
+رقم كبير، رقم خيالي، terrible إذا كانت الـ M أكبر
+
+251
+00:20:35,400 --> 00:20:41,440
+بكثير من الـ D معناه ذلك أن هذا الرقم أنه كان ناتج
+
+252
+00:20:41,440 --> 00:20:44,160
+كـ big O notation، أكمل step أنا بحتاجه عشان أنجز الـ
+
+253
+00:20:44,160 --> 00:20:48,860
+algorithm، عدد الـ steps هذه أنه كثير كبير، في حاجة
+
+254
+00:20:48,860 --> 00:20:56,820
+كانت الـ M اللي هو الـ maximum depth أكبر
+
+255
+00:20:56,820 --> 00:21:07,380
+بكثير من الـ D، الـ space كم نقطة أنا بحتاجها؟ في M
+
+256
+00:21:07,380 --> 00:21:13,780
+بي في M اللي هو الـ branching factor مضروبة في الـ
+
+257
+00:21:13,780 --> 00:21:14,940
+linear space
+
+258
+00:21:17,930 --> 00:21:21,090
+الـ .. الـ .. الـ .. الـ M اللي هي الـ .. الـ maximum
+
+259
+00:21:21,090 --> 00:21:25,470
+number، الـ maximum depth وهذا عبارة عن linear space
+
+260
+00:21:25,470 --> 00:21:29,110
+أنه معناه ذلك أن أنا بألاجي أنه الرقم هذا بيزيد
+
+261
+00:21:29,110 --> 00:21:35,750
+بزيادة هدول الاثنين مع بعض، optimal؟
+
+262
+00:21:35,750 --> 00:21:40,610
+no ليش؟ لأنه أنا في عندي
+
+263
+00:21:43,900 --> 00:21:49,320
+بالضبط، أنه مرات بيفشل الحل و مرات بيجيبلي مش أقصر
+
+264
+00:21:49,320 --> 00:21:55,900
+حل، إيش معنى هذا الكلام؟ يعني على سبيل المثال أنه
+
+265
+00:21:55,900 --> 00:21:59,940
+افترض أنه أنا على سبيل المثال جيت أن الحل أنا
+
+266
+00:21:59,940 --> 00:22:06,840
+عندي هنا موجود في هذا المكان تماماً؟ في أي مستوى؟
+
+267
+00:22:06,840 --> 00:22:15,150
+هيبعد مستويات بهذا الشكل: واحد، اثنين، ثلاثة، أربعة
+
+268
+00:22:15,150 --> 00:22:20,450
+لأجيت في المستوى الرابع وافترض أنه أنا عندي الـ C
+
+269
+00:22:20,450 --> 00:22:24,770
+لما بعملها expand في عندي الـ I ممكن تكون موجودة
+
+270
+00:22:24,770 --> 00:22:24,930
+هنا
+
+271
+00:22:29,530 --> 00:22:32,890
+هنا في حال أن هو وجد الحل، أنه آه، الـ status base
+
+272
+00:22:32,890 --> 00:22:35,910
+موجود، ده معناه ذلك أنه إيش؟ بيروح بيرجع لي هذا المسار
+
+273
+00:22:35,910 --> 00:22:40,850
+هذا المسار كله بهذا الشكل مع أنه أنا في عندي حل
+
+274
+00:22:40,850 --> 00:22:46,390
+أقصر، إيش السبب؟ السبب أن هو بتركّز في الـ expansion
+
+275
+00:22:46,390 --> 00:22:50,210
+تبعه على الـ depth، على العمق، مع أنه أنا في عندي
+
+276
+00:22:50,210 --> 00:22:53,510
+الحل هذا موجود في مستوى أعلى بس أنا ما زورتوش لأنه
+
+277
+00:22:53,510 --> 00:22:57,450
+الـ strategy تبعتي أنه بتركّز على العمق، تماماً؟
+
+278
+00:22:59,010 --> 00:23:05,010
+فعشان هيك مش optimal، واضح؟
+
+279
+00:23:05,010 --> 00:23:09,130
+يعني الخصائص هذه بتكون تركزوا عليها كاستراتيجيات
+
+280
+00:23:09,130 --> 00:23:13,690
+الواحدة، لأنه ليش مش optimal؟ يعني دائماً الفكرة في
+
+281
+00:23:13,690 --> 00:23:19,710
+الموضوع أنه مش أن أنا أحكي أنه آه optimal yes ولا
+
+282
+00:23:19,710 --> 00:23:23,010
+no، أكيد بده يكون بتبرير، والتبرير هذا أنه يكون
+
+283
+00:23:23,010 --> 00:23:25,110
+مفهوم بالنسبة لكم، تماماً؟
+
+284
+00:23:29,110 --> 00:23:37,330
+طيب، الـ depth limited search، النوع الثالث في
+
+285
+00:23:37,330 --> 00:23:42,850
+النوع الثالث أن أنا بعمل .. بأطبّق خوارزمية الـ depth
+
+286
+00:23:42,850 --> 00:23:49,630
+first بس بروح بعملها limit للـ depth بـ L، يبقى دخل
+
+287
+00:23:49,630 --> 00:23:53,310
+عندي parameter جديد، احنا صرنا نتعامل مع parameters
+
+288
+00:23:53,310 --> 00:23:58,600
+حالياً الـ B و الـ M و الـ D وإيش دخل معهم الآن؟ الـ L
+
+289
+00:23:58,600 --> 00:24:03,440
+بالضبط، يبقى هنا الـ depth limit اسمه L، إيش الفكرة
+
+290
+00:24:03,440 --> 00:24:10,160
+في الموضوع؟ الفكرة في الموضوع أنه عند مستوى معيّن L
+
+291
+00:24:10,160 --> 00:24:14,140
+بروح ببطّل أعمل expansion، بروح بأخلص المستويات
+
+292
+00:24:14,140 --> 00:24:14,520
+الأعلى
+
+293
+00:24:19,540 --> 00:24:24,960
+طبعاً هذا بيحميني أو بيحلّي مشكلة أن أنا أقع في
+
+294
+00:24:24,960 --> 00:24:30,340
+مشكلة الـ infinite loop تماماً؟ وهي common AI
+
+295
+00:24:30,340 --> 00:24:35,160
+strategy، يعني فعلياً أن أنا يعني زي كأنه بأخذ بين
+
+296
+00:24:35,160 --> 00:24:39,100
+الاثنين، بين الـ breath first اللي بتشتغل بشكل عرضي و
+
+297
+00:24:39,100 --> 00:24:42,440
+الـ depth first، ليش؟ لأنه بشتغل الـ depth بس حددتها
+
+298
+00:24:42,440 --> 00:24:43,160
+بـ limit معيّن
+
+299
+00:24:49,320 --> 00:24:54,580
+تماماً؟ complete؟ لأ طبعاً إذا كانت الـ L أصغر من الـ D
+
+300
+00:24:54,580 --> 00:25:03,540
+الـ time O(B<sup>L</sup>) و الـ space B × L، برضه linear space، كل ما ألاجي linear space
+
+301
+00:25:03,540 --> 00:25:06,600
+بيكون هو عبارة عن حاصل ضرب two factors، optimal طبعاً
+
+302
+00:25:06,600 --> 00:25:13,950
+أنه إذا كانت الـ L أكبر من الـ B، الحالات تبعتها طبعاً
+
+303
+00:25:13,950 --> 00:25:26,570
+هنا الـ pseudocode تبعتها اللي هو iterative deepening search، بتدي له problem بيرجع لي يا إما
+
+304
+00:25:26,570 --> 00:25:31,390
+solution أو fail أو failure، طبعاً هنا بأخذ الـ input
+
+305
+00:25:31,390 --> 00:25:36,530
+اللي هو عبارة عن الـ problem هذه، أخذتها كـ parameter
+
+306
+00:25:36,530 --> 00:25:39,390
+تماماً، ببدأ من الـ depth 0 لغاية infinity، شو بسوي؟
+
+307
+00:25:39,390 --> 00:25:46,310
+بروح بعمل depth limited search، إيش بدّي له؟ problem و
+
+308
+00:25:46,310 --> 00:25:51,030
+depth، تماماً، إذا الـ result لا تساوي cutoff، معناه ذلك
+
+309
+00:25:51,030 --> 00:25:58,610
+أن أنا بروح برجع الـ result، الـ result هي عبارة عن
+
+310
+00:25:58,610 --> 00:26:01,650
+subtree، طبعاً مع ذلك أن هذه iterative function، يعني
+
+311
+00:26:01,650 --> 00:26:11,350
+على سبيل المثال في الـ iterative deepening search أن
+
+312
+00:26:11,350 --> 00:26:15,190
+الـ L بتساوي zero، أن أنا عندي هي الـ node، واضح الرسم
+
+313
+00:26:15,190 --> 00:26:21,950
+عندكم على الـ slide، طبعاً أن هي الـ limit، أنا عندي الـ
+
+314
+00:26:21,950 --> 00:26:29,710
+.. الـ .. الـ .. maximum limit ممكن يكون ثلاثة أو
+
+315
+00:26:29,710 --> 00:26:34,090
+أربعة، بس الآن أنا عندي الـ zero، معناه ذلك أن أنا
+
+316
+00:26:34,090 --> 00:26:36,810
+مش بدي أسوي، بدي أعمل expand لهذا المستوى بهذا
+
+317
+00:26:36,810 --> 00:26:39,210
+الشكل، فبروح أن هاي A، تماماً، بأشتغل بنظام الـ depth أن
+
+318
+00:26:39,210 --> 00:26:45,090
+أنا رحت على B و C، بي خلصتها، بحطها باللون الأسود
+
+319
+00:26:45,090 --> 00:26:52,250
+فبالتالي بروح لـ C وهيك أن أنا بروح بحطهم كلهم الـ
+
+320
+00:26:52,250 --> 00:26:56,290
+nodes هذه أنه visited، خلاص، طيب لو غيّرنا، حطينا أنه
+
+321
+00:26:56,290 --> 00:27:03,240
+الـ L اثنين، كيف النظام اللي بيشتغل فيه؟ أنه بده
+
+322
+00:27:03,240 --> 00:27:08,380
+يعمل ليه؟ أنه يشتغل الـ depth تبعه، والعمق يكون
+
+323
+00:27:08,380 --> 00:27:11,140
+مستويين، فبالتالي هنا بروح على الـ A، تماماً، الـ A بيعمل
+
+324
+00:27:11,140 --> 00:27:17,320
+expand لـ B و C، طبعاً بطبيعة الحال لسه شغال depth
+
+325
+00:27:17,320 --> 00:27:21,360
+أنا في أي مستوى موجود؟ الأول، وصلت لـ limit، لسه يبقى
+
+326
+00:27:21,360 --> 00:27:26,850
+بكمل في العمق، يبقى بعمل expand لـ B، هاي صار في عندي
+
+327
+00:27:26,850 --> 00:27:31,190
+expansion لـ D و E، تماماً، وصلت للـ limit، بالضبط، هاي
+
+328
+00:27:31,190 --> 00:27:37,080
+المستوى الأول، هاي المستوى الثاني، أنا وصلت لـ الـ
+
+329
+00:27:37,080 --> 00:27:40,680
+limit تبعي، معناه ذلك أن أنا بدي أرجع وين؟ بكملش،
+
+330
+00:27:40,680 --> 00:27:43,560
+بعملش expand للـ D و الـ E، بروح، بكمل، وين؟ في الـ
+
+331
+00:27:43,560 --> 00:27:48,620
+C، بهذا الشكل، تماماً؟ هاي هدول أن أنا علمتهم زي
+
+332
+00:27:48,620 --> 00:27:55,060
+هيك، ليش؟ لأنه أنا، هاي وحطيت الـ limit، أنا عندي زي
+
+333
+00:27:55,060 --> 00:27:57,860
+هيك، هاي واحد، هاي اثنين، خلاص، هاي الـ limit أنا
+
+334
+00:27:57,860 --> 00:28:01,980
+عندي زي هيك، فبخلص هدول الـ nodes visited، فبروح
+
+335
+00:28:01,980 --> 00:28:07,190
+بخلصهم زي هيك، تماماً، وبعدها ممكن أنتقل للمستوى اللي
+
+336
+00:28:07,190 --> 00:28:11,390
+بعده، كيف؟ أنا اشتغلت نظام depth لغاية المستوى
+
+337
+00:28:11,390 --> 00:28:20,940
+الثاني، وبعدها استخدمت نظام عرضي، طيب لو حطينا الـ L
+
+338
+00:28:20,940 --> 00:28:27,300
+ثلاثة، يعني هذا عبارة عن مثال أنه في حال أن الـ L
+
+339
+00:28:27,300 --> 00:28:32,000
+كانت مختلفة، في حال كان zero، في حال كان واحد، اثنين،
+
+340
+00:28:32,000 --> 00:28:36,160
+ثلاثة، ثلاثة بروح بأخلص كل المستويات الثلاثة، تماماً؟
+
+341
+00:28:36,160 --> 00:28:41,180
+هاي المستوى الأول، هاي المستوى الثاني، هاي المستوى
+
+342
+00:28:41,180 --> 00:28:45,000
+الثالث
+
+343
+00:28:45,000 --> 00:28:45,580
+التالث
+
+344
+00:28:49,910 --> 00:28:54,090
+بس أنه على جد .. على أساس أن الشجرة نفس الحجم، بس
+
+345
+00:28:54,090 --> 00:28:59,190
+لو كانت حجم أكبر، بالضبط، آه، بطبيعة الحال فبتصير
+
+346
+00:28:59,190 --> 00:29:02,830
+أنه زي الأولى، لأنه أصلاً الشجرة كلها أصلاً كلها يعني
+
+347
+00:29:02,830 --> 00:29:07,690
+كلها على بعضها ثلاثة مستويات، طيب
+
+348
+00:29:07,690 --> 00:29:11,450
+كيف؟
+
+349
+00:29:14,880 --> 00:29:19,120
+ما هو هذه الحالات هذه أنه محطوطة أنه هنا أنه ..
+
+350
+00:29:19,120 --> 00:29:25,140
+أنه بيكون أنه في حالات معيّنة أنه ممكن يكون الـ L
+
+351
+00:29:25,140 --> 00:29:32,580
+أكبر من الـ depth تبع الـ .. الـ .. الـ tree، هو فعلياً
+
+352
+00:29:32,580 --> 00:29:35,820
+منطقياً أنه لأ، ما بنفعش، أنه لازم يكون أنه أصغر
+
+353
+00:29:53,570 --> 00:29:58,170
+يبقى الـ depth limited search الـ big O notation O(B<sup>0</sup>) + O(B<sup>1</sup>) + O(B<sup>2</sup>) لغاية الـ O(B<sup>D</sup>) طبعاً
+
+354
+00:29:58,170 --> 00:30:07,470
+يعني
+
+355
+00:30:07,470 --> 00:30:17,930
+على سبيل المثال لما تكون أنا عندي الـ B عشرة والـ D
+
+356
+00:30:17,930 --> 00:30:30,990
+خمسة، عشرة أس خمسة، تماماً، بدي أحسب الـ .. الـ .. الـ number of
+
+357
+00:30:30,990 --> 00:30:35,330
+nodes في الـ deep .. الـ depth limited search و الـ
+
+358
+00:30:35,330 --> 00:30:39,250
+iterative deepening search، iterative deepening
+
+359
+00:30:39,250 --> 00:30:39,710
+search
+
+360
+00:30:49,210 --> 00:30:56,650
+أن هنا عندي هنا 11،111 وهنا 123,000، هذول
+
+361
+00:30:56,650 --> 00:31:02,810
+هدول الرقمين لو احنا طرحناهم من بعض وقسّمنا على
+
+362
+00:31:02,810 --> 00:31:07,930
+11,000 معناه ذلك أن أنا في عندي overhead 11%، أنه
+
+363
+00:31:07,930 --> 00:31:10,710
+زيادة في عدد الـ steps، زيادة في عدد الـ nodes
+
+364
+00:31:16,030 --> 00:31:22,750
+complete yes، الوقت O(B<sup>D</sup>)،
+
+365
+00:31:22,750 --> 00:31:27,810
+الـ space linear، طبعاً بطبيعة
+
+366
+00:31:27,810 --> 00:31:33,170
+الحال، بي × D، optimal yes إذا كانت الـ cost بتساوي
+
+367
+00:31:33,170 --> 00:31:39,770
+واحد، طبعاً هذا الجدول بيوضّح لي الخصائص هدول الأربعة
+
+368
+00:31:39,770 --> 00:31:44,640
+المهمّة جداً، تماماً، من ناحية الـ completeness ومن
+
+369
+00:31:44,640 --> 00:31:47,420
+ناحية الـ time ومن ناحية الـ space ومن ناحية الـ
+
+370
+00:31:47,420 --> 00:31:51,460
+optimality لكل الـ algorithms هدول، ما كانت الأخيرة
+
+371
+00:31:51,460 --> 00:31:55,960
+ما اشتغلتش اللي هو الـ iterative deepening، ات ..
+
+372
+00:31:55,960 --> 00:32:00,680
+iterative deepening، مافيش message كده، يعني مش
+
+373
+00:32:00,680 --> 00:32:00,940
+عارفة
+
+374
+00:32:05,320 --> 00:32:08,760
+الـ iterative deepening هو عبارة يعني هو يعني هما
+
+375
+00:32:08,760 --> 00:32:11,400
+اثنين هدول، يعني two algorithms، أنا نسيت اللي
+
+376
+00:32:11,400 --> 00:32:15,840
+أحكي لكم هذه الشغلة، أنه شو معناه هذا الكلام؟
+
+377
+00:32:15,840 --> 00:32:20,320
+معناه هذا الكلام أنه في الـ depth limited، أنه ..
+
+378
+00:32:20,320 --> 00:32:26,000
+أنه أنا بعمل expand لغاية limit معيّن، level معيّن
+
+379
+00:32:26,000 --> 00:32:29,560
+تماماً؟ وبعد هيك بروح وبرجع، مكان العملية، فعشان هيك
+
+380
+00:32:29,560 --> 00:32:31,480
+أن الـ algorithm هذا اللي هو iterative deepening
+
+381
+00:32:31,480 --> 00:32:33,980
+search، فبالتالي هنا في الـ iterative deepening
+
+382
+00:32:33,980 --> 00:32:38,950
+search بروح بأستدعي الـ depth limited search، يبقى
+
+383
+00:32:38,950 --> 00:32:41,830
+الـ iterative deepening search هو نفس الـ depth
+
+384
+00:32:41,830 --> 00:32:44,990
+limited search بس بروح بأكرّر هذه العملية في مستويات
+
+385
+00:32:44,990 --> 00:32:49,610
+مختلفة، أنه بعد ما أخلص الـ limit هذا وأعمل expand
+
+386
+00:32:49,610 --> 00:32:53,690
+بشكل عرضي، بروح بأكرّر نفس العملية هاي بمستويات
+
+387
+00:32:53,690 --> 00:33:02,390
+متقدّمة أكثر أو أعمق أكثر في الشجرة، تماماً؟ كيف؟ يعني
+
+388
+00:33:07,130 --> 00:33:13,570
+على سبيل المثال أنا عندي الـ L هنا اثنين، تماماً؟
+
+389
+00:33:13,570 --> 00:33:19,950
+خلصنا، إيش بروح بسوي؟ هذا iterative deepening
+
+390
+00:33:19,950 --> 00:33:24,490
+search، الـ L بتساوي اثنين، معناه ذلك أن أنا هنا
+
+391
+00:33:24,490 --> 00:33:31,370
+عايشة بأشتغل، بأشتغل depth limited search
+
+392
+00:33:35,800 --> 00:33:39,540
+أو بمعنى آخر أن أنا هنا فعلياً أنا بأشتغل depth
+
+393
+00:33:39,540 --> 00:33:46,220
+search، تماماً، خلصنا، وصلنا لـ limit هنا بهذا المستوى
+
+394
+00:33:46
+
+445
+00:38:48,800 --> 00:38:52,580
+هاي
+
+446
+00:38:52,580 --> 00:38:55,800
+معناته يعني بمعنى آخر ممكن هدول الـ two algorithms
+
+447
+00:38:55,800 --> 00:39:01,860
+تعتبرهم algorithm واحد تمام؟ واضح؟ أهلا يا عزيزي
+
+448
+00:39:01,860 --> 00:39:03,980
+أنا مبارك أهلا و أهلا وسهلا، قلت لك أنك قلت لي أن
+
+449
+00:39:03,980 --> 00:39:07,560
+علمك معالج الـ level اتقال، اتبعنا علم الخزانة
+
+450
+00:39:14,410 --> 00:39:18,330
+بالظبط بالظبط، حاجات في .. بعد الـ level الثالث مثلا
+
+451
+00:39:18,330 --> 00:39:21,610
+ما بديش أضلني dip يعني شغال dip على طول، بدي يكون
+
+452
+00:39:21,610 --> 00:39:25,630
+برضه في any limit تمام؟ برضه اثنين هيكون معناه
+
+453
+00:39:25,630 --> 00:39:28,110
+ذلك أنه هيكون هيشتغل من المستوى الثالث للمستوى
+
+454
+00:39:28,110 --> 00:39:32,570
+الخامس، ما لاقيناش فيه الحل، بروح بشتغل من المستوى
+
+455
+00:39:32,570 --> 00:39:37,470
+السادس للمستوى .. للمستوى الثامن مثلا، وها كده بهذا
+
+456
+00:39:37,470 --> 00:39:37,710
+الشكل
+
+457
+00:39:41,880 --> 00:39:45,440
+بالظبط بالظبط، أنه ممكن يكون الحل في مكان ثاني في
+
+458
+00:39:45,440 --> 00:39:49,360
+أقصر يعني في مستوى أعلى، و بسبب أني اشتغلت نظام
+
+459
+00:39:49,360 --> 00:39:54,080
+dips أني ما وجدتوش تمام؟ يمكن أنتم يعني بالنسبة
+
+460
+00:39:54,080 --> 00:39:58,400
+لكم اعتبرته أن الـ dips limited search و الـ
+
+461
+00:39:58,400 --> 00:40:00,980
+iterative deepening search هم هدول يعني two
+
+462
+00:40:00,980 --> 00:40:04,040
+algorithms منفصلات، بس هم عبارة عن algorithm واحد
+
+463
+00:40:04,040 --> 00:40:07,340
+الـ iterative deepening search بيستخدم الـ dips
+
+464
+00:40:07,340 --> 00:40:09,820
+limited search، و الـ dips limited search زي ما
+
+465
+00:40:09,820 --> 00:40:15,060
+شوفته هنا في الـ pseudocode، عشان هيك أن هو حاطط لي الـ
+
+466
+00:40:15,060 --> 00:40:18,820
+pseudocode هي ده بشكل مبدئي أنه هي عبارة عن helper
+
+467
+00:40:18,820 --> 00:40:21,760
+function موجودة في الـ iterative deepening search
+
+468
+00:40:21,760 --> 00:40:26,620
+معناه ذلك أن الـ algorithm هذا بيروح بيستدعي دالة
+
+469
+00:40:26,620 --> 00:40:29,480
+بتشتغل نظام أنه depth limited search، وأش بديله هنا
+
+470
+00:40:29,480 --> 00:40:34,430
+الـ depth، بحكيله هنا الـ depth أنه اثنين، خلاص اشتغلي
+
+471
+00:40:34,430 --> 00:40:38,170
+مستويين، مستويين من واحد لثلاثة، وبعدها من ثلاثة
+
+472
+00:40:38,170 --> 00:40:44,110
+لخمسة تمام؟ وبعدها من خمسة لسبعة، وهكذا مستويين
+
+473
+00:40:44,110 --> 00:40:51,370
+مستويين لغاية لما توجد الحل تمام؟
+
+474
+00:41:23,910 --> 00:41:34,830
+طيب أنا حابب أورّجيكم شغلة هي في الكتاب تبع الـ ..
+
+475
+00:42:00,730 --> 00:42:00,910
+أتمنى أن تكون حلوة جدا
+
+476
+00:42:38,640 --> 00:42:42,900
+أنه هنا في الكتاب بتلاقي أنه بيعطيني مسألة معينة،
+
+477
+00:42:42,900 --> 00:42:47,120
+مش بيحكي ليه؟ أنه عطيني مثلا أن عندي الـ B عشرة،
+
+478
+00:42:47,120 --> 00:42:51,600
+تمام؟ فبيروح أنه بيحدد أنه generational memory
+
+479
+00:42:51,600 --> 00:42:54,640
+requirement، أنه إذا كانت أن الـ depth أنا عندي
+
+480
+00:42:54,640 --> 00:42:59,700
+مختلفة على أساس أن الـ B عشرة، في حال كان أنه اثنين
+
+481
+00:42:59,700 --> 00:43:03,040
+بيحتاج مئة وعشرة node، تمام؟ طبعا هذا الـ execution
+
+482
+00:43:03,040 --> 00:43:07,140
+على جهاز محدد، أنه هي يعني أنه يعني أعتقد أنه في
+
+483
+00:43:07,140 --> 00:43:11,000
+مكان ما أنه حاكم، وصفات الجهاز هذا، كده يحتاج يحتاج
+
+484
+00:43:11,000 --> 00:43:16,080
+أحد عشر من مئة millisecond، و الـ memory requirement
+
+485
+00:43:16,080 --> 00:43:20,700
+مئة وسبعة kilobyte، تمام؟ في حال كان ستة عشر node
+
+486
+00:43:22,650 --> 00:43:27,450
+يعني خليني أورّجيكم أنه لما كان ثمانية node، طبعا
+
+487
+00:43:27,450 --> 00:43:30,310
+عفوا، الـ depth كان ثمانية، طلع في عندي أقصر
+
+488
+00:43:30,310 --> 00:43:34,050
+ثمانية node، بيحتاج دقيقتين، وبيحتاج مئة وثلاثة
+
+489
+00:43:34,050 --> 00:43:37,950
+جيجا بايت، ما تتخيلين قداش الـ memory requirements
+
+490
+00:43:37,950 --> 00:43:42,070
+تبعتها، عشان هيك أن أنا، معنى أن أنا كنت أورّجيكم
+
+491
+00:43:42,070 --> 00:43:50,810
+الشغل هاي في الكتاب، كذلك أعتقد أنه في مكان ما
+
+492
+00:43:53,530 --> 00:44:03,670
+في الكتاب، أنه مقارن بيناتهم من ناحية هنا
+
+493
+00:44:03,670 --> 00:44:11,230
+تحت، أعتقد بعد هاي، أعتقد أنه في مسألة، ويعني أنه بدي
+
+494
+00:44:11,230 --> 00:44:15,770
+أحدد أي algorithm هو أفضل، فبرضه مطبقها على problem
+
+495
+00:44:15,770 --> 00:44:16,410
+معينة
+
+496
+00:44:53,480 --> 00:44:53,740
+Hi
+
+497
+00:45:10,240 --> 00:45:15,060
+طبعا فينا algorithm اسمه A-Star، هناخده، طبعا فيه
+
+498
+00:45:15,060 --> 00:45:18,640
+أنه H1 وH2، مطبق الـ heuristic function مختلفة، دول
+
+499
+00:45:18,640 --> 00:45:22,680
+مختلفة، احنا إيش بهمنا؟ بهمنا هنا الـ IDS، الـ IDS هنا
+
+500
+00:45:22,680 --> 00:45:29,360
+أنه الـ D 2 4 6 8، تمام؟ وهنا الـ search cost اللي هي
+
+501
+00:45:29,360 --> 00:45:33,670
+الـ nodes generated لغاية لما أنا وصلت للحل، هنا عشرة
+
+502
+00:45:33,670 --> 00:45:38,310
+مئة واثنين وستمائة وثمانين، وبلاحظ أنه في الـ
+
+503
+00:45:38,310 --> 00:45:44,070
+heuristic أو عفوا الـ A star، أنه .. أنه لغاية مثلا
+
+504
+00:45:44,070 --> 00:45:49,210
+على سبيل المثال، أنه لما تكون الـ D عشرة، ملاحظين هذا
+
+505
+00:45:49,210 --> 00:45:53,630
+الرقم قداش؟ سبعة وأربعين ألف، مقابل ثلاثة وتسعين
+
+506
+00:45:54,960 --> 00:45:59,020
+فبالتالي هنا بيديني قداش مقدار أن أنا بقارن بين الـ
+
+507
+00:45:59,020 --> 00:46:02,460
+algorithms هذه باستخدام الـ nodes الـ generated
+
+508
+00:46:02,460 --> 00:46:06,760
+فالفكرة في الموضوع هنا أن أنا لو بدي أقارن زي ما
+
+509
+00:46:06,760 --> 00:46:11,720
+احنا شفنا هنا في الجدول هذا، أن أنا بدي أقارن بين
+
+510
+00:46:11,720 --> 00:46:15,940
+الـ algorithms هاي تمام؟ من خلال أرقام معينة، شو بسوي؟
+
+511
+00:46:15,940 --> 00:46:20,440
+أنه باخذ مسألة معينة، بحدد قداش الـ B تبعها، قداش
+
+512
+00:46:20,440 --> 00:46:24,470
+الـ M، قداش الـ L، تمام؟ وبطبقها بالأرقام، بروح بطلع لي
+
+513
+00:46:24,470 --> 00:46:29,210
+قداش عدد الـ nodes لغاية لما أصل للحل تبعي، ففعليا
+
+514
+00:46:29,210 --> 00:46:33,670
+بيبين لي أنه والله أفضل algorithm هنا 93، هنا 39، لأ
+
+515
+00:46:33,670 --> 00:46:39,450
+أفضل بكثير تمام؟ وهذا هنا، أغيّر parameter ثاني يعني
+
+516
+00:46:39,450 --> 00:46:44,580
+هنا أعطى parameter اللي هو الـ D، وهنا اللي هو الـ
+
+517
+00:46:44,580 --> 00:46:48,340
+effective branching factor، جرب branching factors
+
+518
+00:46:48,340 --> 00:46:52,020
+مختلفة تمام؟ طبعا هذه مطبقها على الـ 8 puzzle
+
+519
+00:46:56,470 --> 00:47:00,390
+فبالتالي بطلع أنا عندي فعليا بالأرقام، أنه مين أفضل
+
+520
+00:47:00,390 --> 00:47:02,690
+algorithm، هذا الـ algorithm ولا هذا الـ algorithm
+
+521
+00:47:02,690 --> 00:47:07,250
+تمام؟ بس هذه أنه حابيت أورّجيكم إياها في الكتاب، أنه
+
+522
+00:47:07,250 --> 00:47:16,190
+كتير أنه مفيدة، أنه من خلال يعني أرقام معينة بقدر
+
+523
+00:47:16,190 --> 00:47:21,030
+أقارن بين الـ algorithms، okay؟
+
+524
+00:47:29,950 --> 00:47:42,410
+طيب الـ graph search إيش
+
+525
+00:47:42,410 --> 00:47:47,570
+فكرة الـ graph search؟ إيش الفرق بين الـ tree و الـ
+
+526
+00:47:47,570 --> 00:47:48,070
+graph؟
+
+527
+00:47:55,290 --> 00:47:58,890
+نعم، بكون في عندي root node ممكن أنا أبدأ فيها،
+
+528
+00:47:58,890 --> 00:48:02,030
+تمام؟ فبالتالي أنه في الـ graph ممكن أتخلص من قصة
+
+529
+00:48:02,030 --> 00:48:04,750
+التكرار، لو كان في عندي branch بتكرر، ما فيش داعي أن
+
+530
+00:48:04,750 --> 00:48:09,730
+أنا أرجع أفرعه وأكرره، فبالتالي بروح بعمل link أو
+
+531
+00:48:09,730 --> 00:48:14,970
+يعني vertex بينه وبين الـ nodes اللي بتؤدي إليه
+
+532
+00:48:15,440 --> 00:48:19,240
+فبالتالي أن هذا الـ graph search، أنه function graph
+
+533
+00:48:19,240 --> 00:48:23,220
+search بتاخد الـ problem بالإضافة للـ fringe، ياما
+
+534
+00:48:23,220 --> 00:48:30,000
+بترجع solution أو failure، تمام؟ هنا دي عبارة عن
+
+535
+00:48:30,000 --> 00:48:34,320
+empty set، والـ fringe أنه أنا بعمل expand للـ nodes
+
+536
+00:48:34,320 --> 00:48:39,480
+هناك احنا بنسميها subtree، هنا بسميها fringe، بروح
+
+537
+00:48:39,480 --> 00:48:43,080
+بعمل أنه make node، أنه initial state للـ problem
+
+538
+00:48:43,980 --> 00:48:52,440
+وإذا الفرنك هذه أنه empty، بروح برجع failure، تمام؟ و
+
+539
+00:48:52,440 --> 00:48:55,500
+برووح بفحص إذا كان في عندي goal test، وبروح بفحص
+
+540
+00:48:55,500 --> 00:49:00,840
+أنه إذا كانت أنه أنا عندي الـ state مش closed، بروح
+
+541
+00:49:00,840 --> 00:49:05,540
+بضيف الـ state هذه للـ node، وبروح بعمل insert لكل
+
+542
+00:49:05,540 --> 00:49:08,880
+الـ expanded node، فبالتالي بعمل expansion للـ graph
+
+543
+00:49:08,880 --> 00:49:12,710
+بس أخلّص هذا الـ algorithm كـ pseudocode، إيش معناته
+
+544
+00:49:12,710 --> 00:49:17,450
+تطبيقه؟ زي هيك أنه على سبيل المثال أن أنا عندي هاي
+
+545
+00:49:17,450 --> 00:49:21,430
+الـ root node، بروح بعمل expansion، أنا عندي الـ black
+
+546
+00:49:21,430 --> 00:49:27,050
+هي الـ expanded node، و الـ white هي frontier node، و
+
+547
+00:49:27,050 --> 00:49:31,590
+الـ grey هي عبارة عن unexplored node، لاحظين هاي كيف
+
+548
+00:49:31,590 --> 00:49:35,960
+كلها؟ يبقى هذه عبارة عن expanded node، أنا عملت
+
+549
+00:49:35,960 --> 00:49:40,060
+expand للـ node هذه، فيها أربعة nodes، تمام؟ frontier
+
+550
+00:49:40,060 --> 00:49:42,460
+node اللي هي اللي أنا عملت لهم already expansion
+
+551
+00:49:42,460 --> 00:49:45,840
+متفرعة منها، وكل الـ grey هدول اللي أنتم شايفينهم
+
+552
+00:49:45,840 --> 00:49:53,060
+شايفينها هذه، لسه ما عملتلهاش exploration، تمام؟ طيب
+
+553
+00:49:53,060 --> 00:49:58,200
+ناخد هاي نعملها expand، زي ما هوّ هيو هنا، هذه بدي
+
+554
+00:49:58,200 --> 00:50:01,480
+أعملها expand، فبالتالي هنا بتطلع لي الـ frontier
+
+555
+00:50:01,480 --> 00:50:06,240
+nodes هدول، وبضلّني أستمر أنه نعمل expand لغاية لما
+
+556
+00:50:06,240 --> 00:50:08,820
+وكل مرة بفحص أنه أنا جيت solution ولا لأ
+
+557
+00:50:08,820 --> 00:50:13,800
+فبالتالي هنا طريقة التفرّع هنا مش بشكل شجرة، أنه
+
+558
+00:50:13,800 --> 00:50:19,930
+الفكرة في الموضوع أنه، أنه من هاي الـ strategy، إيش
+
+559
+00:50:19,930 --> 00:50:23,470
+بتحدد؟ أعمل expand لهاي ولا لهاي ولا لهاي ولا
+
+560
+00:50:23,470 --> 00:50:28,090
+لهاي، وبختار أنه يعمل اللي فوق، فرّعهم بهذا الشكل
+
+561
+00:50:28,090 --> 00:50:32,710
+برضه نفس الفكرة، بدي أختار حسب الـ strategy أنه أعمل
+
+562
+00:50:32,710 --> 00:50:36,190
+expand لأي واحدة، وفي النهاية هعمل explore لكل الـ
+
+563
+00:50:36,190 --> 00:50:39,710
+node، أو لغاية لما أنه أنا ألاقي الـ solution في
+
+564
+00:50:39,710 --> 00:50:42,810
+منطقة معينة، يعني على سبيل المثال، ممكن أنه من خلال
+
+565
+00:50:42,810 --> 00:50:46,310
+هذه الرسمة أقول أنه والله هذه الحل، وساعتها بعمل
+
+566
+00:50:46,310 --> 00:50:46,690
+stop
+
+567
+00:50:51,590 --> 00:50:58,090
+تمام؟ طيب احنا تقريبا بنكون خلّصنا الباب الثالث
+
+568
+00:50:58,090 --> 00:51:02,190
+احنا فعليا شفنا كيف ممكن نعمل formulation
+
+569
+00:51:02,190 --> 00:51:07,820
+للـ problem، وشوفنا كيف نعمل abstraction للـ real world
+
+570
+00:51:07,820 --> 00:51:10,080
+problem اللي أنا عملت لها abstraction، وانزل منها
+
+571
+00:51:10,080 --> 00:51:14,260
+التفاصيل بحيث أن احنا نقدر نطبقها على الحاسوب تمام؟
+
+572
+00:51:14,260 --> 00:51:20,660
+وشوفنا uninformed search strategies مختلفة تمام؟
+
+573
+00:51:20,660 --> 00:51:25,740
+وشوفنا كيف أن الخصائص الأربع اللي احنا ممكن
+
+574
+00:51:25,740 --> 00:51:29,210
+نقارن بيها هدول الـ algorithms، في المحاضرة الجاية إن
+
+575
+00:51:29,210 --> 00:51:32,730
+شاء الله، هناخد تطبيقهم على طول اللي أنا ورّجّعتكم
+
+576
+00:51:32,730 --> 00:51:36,210
+إياها على الـ .. في الـ search space، فممكن أن احنا
+
+577
+00:51:36,210 --> 00:51:40,370
+يعني نطبق كذا algorithms وكذا strategy في الـ
+
+578
+00:51:40,370 --> 00:51:44,150
+uninformed، ونشوفهم، وبعد هيك ممكن ننتقل للباب
+
+579
+00:51:44,150 --> 00:51:50,270
+الرابع إن شاء الله، في حدا عنده سؤال؟ يعطيكم العفو
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..c4f3ad7b215b2f2f0d660e1217d54e48073cd00a
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_postprocess.srt
@@ -0,0 +1,2316 @@
+1
+00:00:04,910 --> 00:00:07,430
+بسم الله الرحمن الرحيم صباح الخير اليوم إن شاء
+
+2
+00:00:07,430 --> 00:00:13,070
+الله بدنا نكمل يعني بدينا نحكي في آخر المخدرة
+
+3
+00:00:13,070 --> 00:00:16,310
+الماضية عن ال search strategies أو استراتيجيات
+
+4
+00:00:16,310 --> 00:00:22,150
+البحث وحكينا أن تعريف ال search strategy هي عبارة
+
+5
+00:00:22,150 --> 00:00:25,710
+عن ترتيب أو ال order تبع node expansion زي ما احنا
+
+6
+00:00:25,710 --> 00:00:30,560
+شوفنا هناأنه على سبيل المثال أنه أنا بدي أحدد أن
+
+7
+00:00:30,560 --> 00:00:33,180
+أعمل expand لهذه ال node أو هذه ال node أو هذه ال
+
+8
+00:00:33,180 --> 00:00:37,080
+node بختار واحدة معينة منهم بعملهم expand فبالتالي
+
+9
+00:00:37,080 --> 00:00:40,360
+أنه هذا المستوى التاني اللي هعمله expand بعد هيك
+
+10
+00:00:40,360 --> 00:00:43,860
+بدي أختار من المستوى هذا أي node أعملها expand و
+
+11
+00:00:43,860 --> 00:00:44,180
+هكذا
+
+12
+00:00:47,640 --> 00:00:52,780
+طبعا ال strategies هذه في عندنا استراتيجيات مختلفة
+
+13
+00:00:52,780 --> 00:00:58,260
+للبحث طبعا ال استراتيجيات هذه بتحتاج ل evaluation
+
+14
+00:00:58,260 --> 00:01:02,920
+لتقييم عشان أنه أنا أقدر أحدد مين أفضل من التانية
+
+15
+00:01:02,920 --> 00:01:06,780
+طبعا معايير التقييم أنا في عندى أربع معايير
+
+16
+00:01:07,360 --> 00:01:10,900
+Completeness والـTime Complexity والـSpace
+
+17
+00:01:10,900 --> 00:01:14,620
+Complexity والـOptimality ذكرنا المحاضرة الماضية
+
+18
+00:01:14,620 --> 00:01:19,420
+حكينا إن الـCompleteness إنه هل هي دائما إنه بتوجد
+
+19
+00:01:19,420 --> 00:01:25,920
+حل إذا كان في حل موجود فعلا معنى ذلك إنه إذا
+
+20
+00:01:25,920 --> 00:01:29,400
+الاستراتيجية هادة إذا أحنا بنعرف إنه في حل موجود
+
+21
+00:01:29,400 --> 00:01:32,860
+أحيانا بتنجح في إيجاد هذا الحل وأحيانا لأ فبنسميها
+
+22
+00:01:32,860 --> 00:01:37,870
+إنه incomplete أو يعني not completeأما في حال إنه
+
+23
+00:01:37,870 --> 00:01:44,310
+هي دائما توجد الحل هذا فبتكون بنسميها إنه هاي ال
+
+24
+00:01:44,310 --> 00:01:48,290
+strategy complete أما بخصوص ال time complexity إنه
+
+25
+00:01:48,290 --> 00:01:52,630
+بحسب عدد ال nodes ال generated كل ما كان ال nodes
+
+26
+00:01:52,630 --> 00:01:59,210
+ال generated أقلبيكون ال .. ال .. ال complexity
+
+27
+00:01:59,210 --> 00:02:04,570
+تبعتها أقل تمام؟ أفضل يعني و ال search complexity
+
+28
+00:02:04,570 --> 00:02:07,070
+أو ال space complexity هي عبارة عن ال maximum
+
+29
+00:02:07,070 --> 00:02:09,570
+number of notes in memory طبعا في بعض ال
+
+30
+00:02:09,570 --> 00:02:12,870
+strategies بتحتاج أنه ال notes أنه هي تبقيها في ال
+
+31
+00:02:12,870 --> 00:02:15,610
+.. في ال memory و في بعض ال strategies تانية أنه
+
+32
+00:02:15,610 --> 00:02:18,390
+بتحتاج أنه note في level معين أنه هي تبقيها في
+
+33
+00:02:18,390 --> 00:02:23,520
+الذاكرةفبالتالي كل ما زادت عدد ال nodes اللي انا
+
+34
+00:02:23,520 --> 00:02:27,300
+بحتاجها في الذاكرة بتزيد انا عندي متطلبات الذاكرة
+
+35
+00:02:27,300 --> 00:02:31,920
+و بيصير في عندي تعقيد اكتر ال optimality معناها ان
+
+36
+00:02:31,920 --> 00:02:36,120
+هو هل هي دائما انا في عندي ممكن يكون اكتر من حل و
+
+37
+00:02:36,120 --> 00:02:41,400
+ال optimality المقصود فيها ان هي دائما بتوجد الحل
+
+38
+00:02:41,400 --> 00:02:46,210
+الاقل تكلفة او افضل حلطبعا وحكينا ان هاي الشغلات
+
+39
+00:02:46,210 --> 00:02:51,670
+ان احنا بنقيسها بال B و D و M ال space complexity
+
+40
+00:02:51,670 --> 00:03:01,010
+بنقيسها بال B و D و M high of one high طبعا ال B
+
+41
+00:03:01,010 --> 00:03:05,580
+اللي هو ال maximum branching factorللـ search tree
+
+42
+00:03:05,580 --> 00:03:10,360
+و الـ D هي ال depth تبع ال least cost solution
+
+43
+00:03:10,360 --> 00:03:14,620
+يعني من البداية لغاية لما ال node تبعت الحل و ال M
+
+44
+00:03:14,620 --> 00:03:18,360
+هي ال maximum depth لل status space و هنا ممكن
+
+45
+00:03:18,360 --> 00:03:21,920
+يكون infinity و وضحنا المرة الماضية أنهكيف في بعض
+
+46
+00:03:21,920 --> 00:03:25,160
+الحلات انه ممكن يكون في عندي infinity انه بيصير
+
+47
+00:03:25,160 --> 00:03:30,020
+expansion لنهار بشكل إلى ما لنهار حكينا فيه انا
+
+48
+00:03:30,020 --> 00:03:33,460
+تلت استراتيجيات في البحث اللي هي الuninformed
+
+49
+00:03:33,460 --> 00:03:38,620
+search blind وحنشوف ليش انه انه تسميته زي هيك
+
+50
+00:03:38,620 --> 00:03:45,320
+وحكينا انه هذا بيندرج تحته اربع algorithms وحكينا
+
+51
+00:03:45,320 --> 00:03:48,580
+انه انا في عندي الinformed search تقريبا هذا في
+
+52
+00:03:48,580 --> 00:03:50,280
+تحتي two algorithms
+
+53
+00:03:52,870 --> 00:03:56,650
+و هذا ال adversarial search اللي هو بيجي في ال
+
+54
+00:03:56,650 --> 00:04:00,670
+game playing أو ال game theory و في .. في عدة
+
+55
+00:04:00,670 --> 00:04:07,330
+algorithm لكن احنا هناخد algorithm واحد تمام؟
+
+56
+00:04:07,330 --> 00:04:12,430
+طيب نيجي بالنوع الأول من ال search strategy ال
+
+57
+00:04:12,430 --> 00:04:18,190
+uninformed search تعريفه هو عبارة عن search
+
+58
+00:04:18,190 --> 00:04:24,410
+strategyبتستخدم فقط المعلومات المتوفرة في ال
+
+59
+00:04:24,410 --> 00:04:27,270
+problem definition فقط اللي أنا حددها في تعريف
+
+60
+00:04:27,270 --> 00:04:31,710
+المشكلة تمام؟ عشان هيك أنه أحيانا بيسموه blind
+
+61
+00:04:31,710 --> 00:04:36,110
+search blind إنه خلاص إنه بيركز الرؤية تبعته على
+
+62
+00:04:36,110 --> 00:04:39,490
+المعلومات اللي أنا أعطيته إياها ممكن تكون معلومات
+
+63
+00:04:39,490 --> 00:04:43,830
+متوفرة من مصادر أخرى ما بتطلع عليها تمام؟ في أربع
+
+64
+00:04:43,830 --> 00:04:49,110
+أنواع من البحث اللي هو ال breadthتمام؟ و ال depth
+
+65
+00:04:49,110 --> 00:04:54,050
+و ال depth limited و ال iterative search هذه
+
+66
+00:04:54,050 --> 00:05:01,490
+الأربع أنواع تمام؟ نيجي للنوع الأول breatheth
+
+67
+00:05:01,490 --> 00:05:05,670
+first ال
+
+68
+00:05:05,670 --> 00:05:09,550
+breath .. ال breatheth first معناه ذلك أنه بحاول
+
+69
+00:05:09,550 --> 00:05:17,360
+أن أنا أعمل توسع عربيتوسع العرضي أولا يعني هنا لو
+
+70
+00:05:17,360 --> 00:05:24,240
+أجينا للتسميات بيعطي أولوية للتوسع بشكل عرضي تمام
+
+71
+00:05:24,240 --> 00:05:29,460
+أما ال depth بعطي أولوية للتوسع في العمق تمام
+
+72
+00:05:29,460 --> 00:05:33,840
+depth limited إنه برضه توسع بالعمق بس إنه بحدد
+
+73
+00:05:33,840 --> 00:05:36,920
+معين إنه أنا بحدد ال limit هذا iterative deepening
+
+74
+00:05:36,920 --> 00:05:41,960
+search برضه إنه توسع في العمق لكن بشكل تكراري
+
+75
+00:05:47,010 --> 00:05:52,130
+تمام؟ يبقى هنا expand the shallowest unexpanded
+
+76
+00:05:52,130 --> 00:05:54,390
+node شو معناته ده الكلام انه دايما بيعمل
+
+77
+00:05:54,390 --> 00:05:58,110
+الاستراتيجية هذه دايما بتركز ان انا اعمل expand لل
+
+78
+00:05:58,110 --> 00:06:03,530
+nodes الضحلة يعني ال shallow unexpanded node النود
+
+79
+00:06:03,530 --> 00:06:07,690
+الضحلة شو معناته الضحلة القريبة من السطح فوق معناه
+
+80
+00:06:07,690 --> 00:06:11,610
+ذلك ان انا بعملش expand لأي node تحت الا لما اخلص
+
+81
+00:06:11,610 --> 00:06:16,530
+expand لكل nodes اللي في المستوى الأعلىمعنى ذلك
+
+82
+00:06:16,530 --> 00:06:21,990
+انه على سبيل المثال انه انا عندى هى ال root node
+
+83
+00:06:21,990 --> 00:06:27,190
+هى ال start space اعمل expand لهذا المستوى طبعا
+
+84
+00:06:27,190 --> 00:06:30,710
+هذا المستوى مافيش عندى غير node واحدة طبعا فبصير
+
+85
+00:06:30,710 --> 00:06:34,990
+فى عندي expand لهذه ال node و لهذه ال node طبعا
+
+86
+00:06:34,990 --> 00:06:41,310
+الان لو على سبيل المثال انا عملت expand ل node B
+
+87
+00:06:42,960 --> 00:06:48,100
+ماروحش أعمل expand ل nodes الفرعية من B إلا لما
+
+88
+00:06:48,100 --> 00:06:54,660
+أعمل expand ل C بالأول بالظبط بهذا الشكل طبعا
+
+89
+00:06:54,660 --> 00:06:58,320
+فالان
+
+90
+00:06:58,320 --> 00:07:05,580
+يعني عملت expand ل B و C طبعا ان انا يعني ان ال A
+
+91
+00:07:05,580 --> 00:07:11,780
+عملتلها expand ل B و C الآن بيجي دور ل Bإن أنا
+
+92
+00:07:11,780 --> 00:07:17,380
+أعملها expand D وE بجيش أطلع في D إيش فيها عندي
+
+93
+00:07:17,380 --> 00:07:20,740
+node فرعية بروح ل C أعملها expand لأنه لازم أخلص
+
+94
+00:07:20,740 --> 00:07:24,960
+ال node هذا اللي في المستوى هذا طبعا فبروح بعمل
+
+95
+00:07:24,960 --> 00:07:30,520
+expand ل C بصير أنا عندي F وG بعدها بصير بتطلع على
+
+96
+00:07:30,520 --> 00:07:34,060
+المستوى اللي بعدين بصير بتطلع إنه والله دي بدي
+
+97
+00:07:34,060 --> 00:07:39,160
+أعملها expand بهذا الشكل طبعا ك implementation من
+
+98
+00:07:39,160 --> 00:07:48,590
+ناحية برمجيةبحتاج ل FIFO queue first in first out
+
+99
+00:07:48,590 --> 00:07:51,790
+تمام؟
+
+100
+00:07:51,790 --> 00:07:59,770
+لأن كل node أنا بزورها بحطها
+
+101
+00:07:59,770 --> 00:08:04,230
+في ال queue وهي أول واحدة بعملها expand تمام؟
+
+102
+00:08:20,610 --> 00:08:24,210
+إيش الخصائص طبعته؟ بدنا نشوف الأربع خصائص اللي هي
+
+103
+00:08:24,210 --> 00:08:28,730
+ال complete ال time و ال space و ال optimality مش
+
+104
+00:08:28,730 --> 00:08:31,070
+احنا بنعمل evaluation من خلال هدول الأربعة
+
+105
+00:08:31,070 --> 00:08:39,030
+complete yes شو
+
+106
+00:08:39,030 --> 00:08:46,130
+معناه complete ذكرنا انه
+
+107
+00:08:46,130 --> 00:08:50,650
+إذا في حل موجودDiamond bush ده، تمام؟ لإنه حكينا
+
+108
+00:08:50,650 --> 00:08:54,230
+في بعض ال strategies إنه ممكن يكون في حل موجود بس
+
+109
+00:08:54,230 --> 00:08:57,150
+فيش عندها القدرة لإيجاد هذا الحل، فبالتالي إنه yes
+
+110
+00:08:57,150 --> 00:09:03,770
+إذا كانت ال B finite، إيش ال B؟ إحنا حكينا إنه ال
+
+111
+00:09:03,770 --> 00:09:06,310
+space complexity إنه فيه اللي لها تلت شغلات، اللي
+
+112
+00:09:06,310 --> 00:09:10,330
+هي ال
+
+113
+00:09:10,330 --> 00:09:17,840
+B و ال Dو ال M بالظبط ال B هي ال branching factor
+
+114
+00:09:17,840 --> 00:09:20,760
+احنا عرفنا انه هي ال branching factor معناه ذلك
+
+115
+00:09:20,760 --> 00:09:24,000
+انه اذا كانت ال B finite اذا كانت ال branches انا
+
+116
+00:09:24,000 --> 00:09:29,420
+عندي finite فبالتالي انه بيكون الحل complete ال
+
+117
+00:09:29,420 --> 00:09:34,220
+time طبعا هنا انا بقصد ال time مش ال time تبع ال
+
+118
+00:09:34,220 --> 00:09:37,940
+execution ال time تبع ال ال big O notation
+
+119
+00:09:37,940 --> 00:09:42,150
+فبالتالي انهانا عندى ال root node انه بتحتاج one
+
+120
+00:09:42,150 --> 00:09:48,090
+step تمام و بعديها كل فرع طبعا هنا على حسب عدد ال
+
+121
+00:09:48,090 --> 00:09:51,310
+branches لو كانت ال branches تلاتة فبتصير زائد
+
+122
+00:09:51,310 --> 00:09:55,050
+تلاتة لو كانت أربعة بتصير زائد أربعة تمام و بعديها
+
+123
+00:09:55,050 --> 00:10:00,610
+المستوى اللى بعده بيصير b square b مرفوعة للقوة
+
+124
+00:10:00,610 --> 00:10:06,210
+تلاتة لغاية ال bd minus واحد و ال d اللى هىالـ
+
+125
+00:10:06,210 --> 00:10:13,690
+depth factor ال branching ده خلّيني أرجحهم هنا ال
+
+126
+00:10:13,690 --> 00:10:16,670
+depth لل least cost solution عفوا ال depth لل
+
+127
+00:10:16,670 --> 00:10:20,890
+least cost solution و ال b هي ال maximum branching
+
+128
+00:10:20,890 --> 00:10:24,730
+factor و ال m ال maximum depth لل state space كله
+
+129
+00:10:24,730 --> 00:10:31,840
+فبالتالي هنا بضلني أرفع القوة لغاية متى؟لغاية
+
+130
+00:10:31,840 --> 00:10:38,560
+بالظبط اللي هو ال .. ال P في ال P ال .. ال P
+
+131
+00:10:38,560 --> 00:10:44,360
+مرفوعة للقوة D و آخر term أنا عندي P في P مرفوعة
+
+132
+00:10:44,360 --> 00:10:47,640
+للقوة D minus 1 فبالتالي بطلع النتيجة أنا عندي
+
+133
+00:10:47,640 --> 00:10:52,120
+بهذا الشكل، هاي ال time complexity تبعه، هذا بدي
+
+134
+00:10:52,890 --> 00:10:56,270
+أحفظه عندي، تمام؟ يعني أنا بقصد أنه خلّينا .. يعني
+
+135
+00:10:56,270 --> 00:10:59,990
+متذاكرينه في .. في ذاكرتنا عشان أنه احنا نقارنه
+
+136
+00:10:59,990 --> 00:11:08,610
+بالخوارزمية التانية ال space ال
+
+137
+00:11:08,610 --> 00:11:13,230
+O ب D زائد واحد معناه ذلك أنه بيحتاج أنه يخلي كل
+
+138
+00:11:13,230 --> 00:11:16,390
+nodes موجودة عنده .. كل node بيعملها expand
+
+139
+00:11:16,390 --> 00:11:20,930
+بيخليها في الذاكرة تمام؟ optimal؟
+
+140
+00:11:23,360 --> 00:11:27,340
+yes طبعا إذا كان ال cost إنه واحد لكل step طبعا
+
+141
+00:11:27,340 --> 00:11:30,880
+هنا احنا حكينا إنه ال cost تبع ال expand لأول node
+
+142
+00:11:30,880 --> 00:11:34,760
+واحد والتانية بيه على حسب عدد ال branches و هكذا
+
+143
+00:11:34,760 --> 00:11:44,440
+فبالتالي إنه إذا كانت ال cost واحد طبعا
+
+144
+00:11:44,440 --> 00:11:46,740
+ال space في ال measure يعني في ال bigger problem
+
+145
+00:11:46,740 --> 00:11:53,000
+بيحتاج لوقت أكترتمام؟ هذا بخصوص الخوارزمية الأولى
+
+146
+00:11:53,000 --> 00:11:56,100
+طبعا الخوارزمية الأولى أو الاستراتيجية الأولى في
+
+147
+00:11:56,100 --> 00:12:04,440
+ال expansion أنه تشتغل بهذا الأسلوب ببساطة يعني
+
+148
+00:12:04,440 --> 00:12:08,020
+ممكن تعلق في ذهنكم أنه كيف أنه بعمل expand لل
+
+149
+00:12:08,020 --> 00:12:11,380
+shallowest node لكل ال nodes في نفس المستوى بعد ما
+
+150
+00:12:11,380 --> 00:12:13,760
+أعملها expand بروح على المستوى اللي ورا و هكذا
+
+151
+00:12:13,760 --> 00:12:17,260
+فإذا أنا أشتغلت بهذا المنطق ممكن أنه احنا نحل أي
+
+152
+00:12:17,260 --> 00:12:25,660
+مسألة بهذا الأسلوب تمام؟طيب، نيجي لالمشكلة
+
+153
+00:12:25,660 --> 00:12:29,800
+أو الستراتيجية التانية اللي هو الـ depth first هنا
+
+154
+00:12:29,800 --> 00:12:35,080
+في الـ expansion باعطي أولوية لإيش؟ للعمق بالظبط
+
+155
+00:12:35,080 --> 00:12:40,240
+هناك بيعطي أولوية إنه يتوسع بشكل عربي لكن هنا
+
+156
+00:12:40,240 --> 00:12:43,940
+بيعطي إنه expansion أولوية إنه يعمل expand للعمق
+
+157
+00:12:43,940 --> 00:12:49,040
+طبعا، إنه من ناحية implementationLetho last in
+
+158
+00:12:49,040 --> 00:12:53,800
+first out انه ال queue اللي بيحتاجها تمام و عادة
+
+159
+00:12:53,800 --> 00:12:58,740
+هنا انه put successors at front لكن زي ما شوفنا
+
+160
+00:12:58,740 --> 00:13:04,780
+هنا انه put successors at the end هذا الفيفو اللي
+
+161
+00:13:04,780 --> 00:13:10,600
+هو اللي breathed first وهذا letho انه دايما انه
+
+162
+00:13:10,600 --> 00:13:14,680
+بحط ال successors اللي هي ال node الليلاحقة بحطها
+
+163
+00:13:14,680 --> 00:13:18,520
+في المقدمة ليش؟ عشان ان هي يعملها expand في الأول
+
+164
+00:13:18,520 --> 00:13:23,200
+حسب العمق معناه ذلك انه انا لو كان في عندي tree
+
+165
+00:13:23,200 --> 00:13:29,080
+بهذا الشكل بروح بعمل expand لهذا المستوى تمام؟
+
+166
+00:13:29,080 --> 00:13:35,020
+فبصير في عندي expand هنا ل B و C تمام؟ بهذا الشكل
+
+167
+00:13:35,020 --> 00:13:38,300
+احنا موجودين في المستوى هذا بعطي أولوية للعمق
+
+168
+00:13:38,300 --> 00:13:42,110
+معناه ذلك انه انا بعملش expand ل Cبدي أولوية إن
+
+169
+00:13:42,110 --> 00:13:46,670
+أنا أعمل expand في B بس أخلصها برجع بعمل expand ل
+
+170
+00:13:46,670 --> 00:13:51,250
+C فبالتالي هنا هي B المستوى اللي بعديه بخلص ال
+
+171
+00:13:51,250 --> 00:13:56,850
+expand تبعها و في B أنا عندي D و C بخلص ال expand
+
+172
+00:13:56,850 --> 00:14:02,410
+تبع ال D اللي هو H و I و بعديها لما خلصت زي هيك
+
+173
+00:14:02,410 --> 00:14:10,000
+وين برجع على E أنا لسه في هذا المستوىdepth first
+
+174
+00:14:10,000 --> 00:14:14,240
+أنه أنا بخلص expand في هذا المستوى بعدها برجع بطلع
+
+175
+00:14:14,240 --> 00:14:19,080
+تاني تمام بعد ما خلصت ال h و ال I بروح بعمل expand
+
+176
+00:14:19,080 --> 00:14:25,160
+لل E بهذا الشكل طبعا هنا هدول أنه أنا سكرتهم زيك
+
+177
+00:14:25,160 --> 00:14:31,070
+لأنه خلاص مافيش notes بعدهم هنا بعمل expand لل EH
+
+178
+00:14:31,070 --> 00:14:36,630
+و K .. J و K عفوا تمام بعديها بس أخلص هدول كلهم
+
+179
+00:14:36,630 --> 00:14:41,350
+شايفين كيف سكرتهم ساعتها بروح بعمل expandلـ C
+
+180
+00:14:41,350 --> 00:14:45,890
+معناه ذلك أنه أد أولوية للعمق بشكل أكتر فبعمل
+
+181
+00:14:45,890 --> 00:14:49,730
+expand لإلهم بهذا الشكل و ببدأ أسكرهم مثلا على
+
+182
+00:14:49,730 --> 00:14:53,710
+سبيل المثال أن أنا بعمل stop هنا أنا لجيت ال M هو
+
+183
+00:14:53,710 --> 00:14:58,510
+solution تبعي فبعمل stop بهذا الشكل برجع بذكر مرة
+
+184
+00:14:58,510 --> 00:15:04,990
+تانية خليني أرجع هنا عند وين شغلة
+
+185
+00:15:04,990 --> 00:15:08,860
+كتير مهمة عشان احنا نربط الأشياء مع بعضاللي هو
+
+186
+00:15:08,860 --> 00:15:13,180
+Tree Search Algorithm هذا ال algorithm بدكم تركزوا
+
+187
+00:15:13,180 --> 00:15:18,240
+عليه لإن هو نفس المبدأ عند كل ال search strategies
+
+188
+00:15:18,240 --> 00:15:21,360
+مختلفة إن أنا بديله problem بالإضافة ل strategy
+
+189
+00:15:21,360 --> 00:15:26,480
+تمام؟ و هنا نفس الفكرة إن أنا بعمل loop إنه بعمل
+
+190
+00:15:26,480 --> 00:15:34,130
+expand حسب ال strategyطبعا بختار ان انا بعمل
+
+191
+00:15:34,130 --> 00:15:36,550
+expand حسب ال strategy طبعا هذا اول شرط اذا انا
+
+192
+00:15:36,550 --> 00:15:39,330
+ماكنش في عندي candidate node for expansion معناه
+
+193
+00:15:39,330 --> 00:15:43,450
+ذلك ان انا عملت expand لكل ال node و مافيش حل
+
+194
+00:15:43,450 --> 00:15:47,750
+فبتالي برجع فعلا بعدها ان هنا choose a leaf node
+
+195
+00:15:47,750 --> 00:15:50,810
+for expansion according to strategy اللي انا
+
+196
+00:15:50,810 --> 00:15:55,190
+مررتها هنا كبراميطر
+
+197
+00:15:55,190 --> 00:16:00,360
+لهذه الدالةطبعا إذا ال node بتحتوي على ال goal
+
+198
+00:16:00,360 --> 00:16:03,340
+state برجع ال corresponding solution زي ما احنا
+
+199
+00:16:03,340 --> 00:16:06,620
+شفنا في ال depth first انه انا اتوقفت عند ال M ال
+
+200
+00:16:06,620 --> 00:16:13,520
+M هي ال solution طبعا بعديها بعمل expand ل nodes و
+
+201
+00:16:13,520 --> 00:16:19,000
+بضيفها في ال search tree طبعا
+
+202
+00:16:19,000 --> 00:16:21,060
+فبالتالي احنا اتوقفنا عند هذا ال chart
+
+203
+00:16:28,230 --> 00:16:31,390
+بالظبط ان انا عندي ال M هي solution بعمل stop بعمل
+
+204
+00:16:31,390 --> 00:16:40,050
+return لهذا المسار بهذا الشكل تمام الخصائص
+
+205
+00:16:40,050 --> 00:16:46,230
+تبعتكم ايش الأربع خصائص completeness
+
+206
+00:16:46,230 --> 00:16:52,590
+ال time و ال space و ال optimality أربع خصائص
+
+207
+00:16:56,190 --> 00:17:03,470
+هل ال depth first complete؟ ليش؟
+
+208
+00:17:03,470 --> 00:17:11,190
+لأ مش complete هو
+
+209
+00:17:11,190 --> 00:17:14,190
+في الغالب مش complete في حال انه كان ال .. ال ..
+
+210
+00:17:14,190 --> 00:17:19,250
+ال space تبعي انه infiniteزي ما شوفنا انه انا في
+
+211
+00:17:19,250 --> 00:17:22,410
+.. في .. في problem معينة انه انا ممكن ارجع انه
+
+212
+00:17:22,410 --> 00:17:26,150
+انا اعمل يعني خلينا نرجع هنا انه على سبيل المثال
+
+213
+00:17:26,150 --> 00:17:30,930
+انه عند مرحلة معينة عند ال edge مثلا انه انا في
+
+214
+00:17:30,930 --> 00:17:34,830
+عندي expand ل node تمام انا زورتها بشكل سابق
+
+215
+00:17:34,830 --> 00:17:38,770
+فبالتالي انه خلاص بضلني ماشي في ال depth .. ماشي
+
+216
+00:17:38,770 --> 00:17:40,530
+في ال depth هذا بشكل
+
+217
+00:17:43,570 --> 00:17:47,610
+يعني infinite loop، تمام؟ يعني على سبيل المثال،
+
+218
+00:17:47,610 --> 00:17:51,370
+تخيلوا أنه .. أنه أنا في H، انه تخيلوا هدول عبارة
+
+219
+00:17:51,370 --> 00:17:54,650
+عن مدن، انه في H، بقدر أرجع مرة تانية أزور B
+
+220
+00:17:58,380 --> 00:18:01,300
+برجع بعمل expand مرة تانية فبالتالي انه بلاقي كل
+
+221
+00:18:01,300 --> 00:18:04,880
+ال sub-tree هاي تتكرر معاه و هترجع تتكرر و هترجع
+
+222
+00:18:04,880 --> 00:18:08,040
+تتكرر معناه ذلك انه بيضلوا يتوسع في العمق و يتوسع
+
+223
+00:18:08,040 --> 00:18:11,660
+في العمق إلى ما لا نهاية الا اذا انا حدلته برمجيا
+
+224
+00:18:11,660 --> 00:18:15,900
+انه انا خليت انه اذا ال tree هذه انه visited سابقا
+
+225
+00:18:15,900 --> 00:18:24,900
+بعمل stop و بروح لفرع تاني عشان هيك انهمن الخاصية
+
+226
+00:18:24,900 --> 00:18:29,320
+هذه انه know في حال كانت انه infinite depth space
+
+227
+00:18:29,320 --> 00:18:32,880
+معناه ذلك ان ال space هذا انه بيضله في ال loop
+
+228
+00:18:32,880 --> 00:18:37,400
+فبالتالي بدي اعمل تعديد للبرمجة تبعته عشان انه انا
+
+229
+00:18:37,400 --> 00:18:43,300
+اتجنب ازور ال branch هذا مرة تانية لانه انا زورته
+
+230
+00:18:43,300 --> 00:18:46,680
+قبل هيك فبالتالي هنا بستبدل letry بال graph
+
+231
+00:18:46,680 --> 00:18:54,280
+فبتحللي المشكلة برمجية تمام؟لكن إذا كانت .. إذا
+
+232
+00:18:54,280 --> 00:18:58,360
+كانت depth تبعي finite فبصير الجواب على السؤال yes
+
+233
+00:18:58,360 --> 00:19:04,520
+ولا no؟ yes complete تمام؟ يبقى هنا complete
+
+234
+00:19:04,520 --> 00:19:10,780
+infinite space فبالتالي الجواب إيه له تفصيل؟ انه
+
+235
+00:19:10,780 --> 00:19:15,340
+yes في حالة معينة و no في حالة تانية ال time
+
+236
+00:19:21,560 --> 00:19:24,840
+لأ بيصير انه احنا انجعوا بهذه الطريقة انه باخد وجد
+
+237
+00:19:24,840 --> 00:19:27,440
+او باخدش وجد لأ اللى بيحدد ال big O notation
+
+238
+00:19:27,440 --> 00:19:30,580
+بالظبط ان انا بدي اجه أطلع على ال algorithm الأول
+
+239
+00:19:30,580 --> 00:19:34,520
+هذا ال depth first قداش ال time اللى باخده اللى هو
+
+240
+00:19:34,520 --> 00:19:39,520
+OPM ال B اللى هو ال branching factor و ال M اللى
+
+241
+00:19:39,520 --> 00:19:43,140
+هو ال maximum depth لل space لغاية ال solution
+
+242
+00:19:43,140 --> 00:19:47,020
+تمام؟
+
+243
+00:19:47,020 --> 00:19:47,720
+لكن هنا
+
+244
+00:19:50,490 --> 00:19:56,550
+الخصائص تبعت هذا أنه عبارة عن P مرفوعة للقوة D
+
+245
+00:19:56,550 --> 00:20:01,850
+زائد 1 فمين Complex أكتر؟
+
+246
+00:20:01,850 --> 00:20:11,710
+هنا P مرفوعة للقوة D زائد 1 أما هنا P
+
+247
+00:20:11,710 --> 00:20:14,750
+مرفوعة للقوة M فبالتالي بتعتمد على الأرقام جداش ال
+
+248
+00:20:14,750 --> 00:20:15,950
+P وجداش ال M بالظبط
+
+249
+00:20:24,480 --> 00:20:29,320
+طيب في عندي حالة خاصة أنه ال .. هذا الرقم بيصير
+
+250
+00:20:29,320 --> 00:20:35,400
+رقم كبير رقم خيالي terrible إذا كانت ال M أكبر
+
+251
+00:20:35,400 --> 00:20:41,440
+بكتير من ال D معناه ذلك أنه هذا الرقم أنه كان ناتج
+
+252
+00:20:41,440 --> 00:20:44,160
+ك big O notation أكمل step أنا بحتاجه عشان أنجز ال
+
+253
+00:20:44,160 --> 00:20:48,860
+algorithm عدل ال steps هذه أنه كتير كبيرفي حاجة
+
+254
+00:20:48,860 --> 00:20:56,820
+كانت ال M اللي هو ال maximum depth أكبر
+
+255
+00:20:56,820 --> 00:21:07,380
+بكتير من ال D ال space كام نقطة أنا بحتاج بي في M
+
+256
+00:21:07,380 --> 00:21:13,780
+بي في M اللي هو ال branching factor مضروبة في ال
+
+257
+00:21:13,780 --> 00:21:14,940
+linear space
+
+258
+00:21:17,930 --> 00:21:21,090
+ال .. ال .. ال .. ال ام اللي هي ال .. ال maximum
+
+259
+00:21:21,090 --> 00:21:25,470
+number ال maximum depth وهذا عبارة عن linear space
+
+260
+00:21:25,470 --> 00:21:29,110
+انه معناه ذلك ان انا بلاجيه انه الرقم هذا بيزيد
+
+261
+00:21:29,110 --> 00:21:35,750
+بزياد هدول التانين مع بعض optimal؟
+
+262
+00:21:35,750 --> 00:21:40,610
+no ليش؟ لأنه انا في عندي
+
+263
+00:21:43,900 --> 00:21:49,320
+بالظبط، إنه مرات بيفشل الحل و مرات بيجيبلي مش أقصر
+
+264
+00:21:49,320 --> 00:21:55,900
+حل إيش معناة هذا الكلام؟ يعني على سبيل المثال إنه
+
+265
+00:21:55,900 --> 00:21:59,940
+افترض إنه أنا على سبيل المثال لجيت إن الحل أنا
+
+266
+00:21:59,940 --> 00:22:06,840
+عندي هنا موجود في هذا المكان تمام؟ في أي مستوى؟
+
+267
+00:22:06,840 --> 00:22:15,150
+هيبعد مستويات بهذا الشكلهي واحد اتنين تلاتة اربعة
+
+268
+00:22:15,150 --> 00:22:20,450
+لاجيته في المستوى الرابع وافترضى انه انا عندى ال C
+
+269
+00:22:20,450 --> 00:22:24,770
+لما بعملها expand فى عندى ال I ممكن تكون موجودة
+
+270
+00:22:24,770 --> 00:22:24,930
+هنا
+
+271
+00:22:29,530 --> 00:22:32,890
+هنا في حال ان هو وجد الحل انه اه ال status base
+
+272
+00:22:32,890 --> 00:22:35,910
+موجود ده معناه ذلك انه ايش بيروح برجعلي هذا المصار
+
+273
+00:22:35,910 --> 00:22:40,850
+هذا المصار كله بهذا الشكل مع انه انا في عندي حل
+
+274
+00:22:40,850 --> 00:22:46,390
+اقصر ايش السبب السبب ان هو بركز في ال expansion
+
+275
+00:22:46,390 --> 00:22:50,210
+تبعه على ال depth على العمق مع انه انا في عندي
+
+276
+00:22:50,210 --> 00:22:53,510
+الحل هذا موجود في مستوى اعلى بس انا مازورتوش لإنه
+
+277
+00:22:53,510 --> 00:22:57,450
+ال strategy تبعتي انه بتركز على العمق تمام؟
+
+278
+00:22:59,010 --> 00:23:05,010
+فعشان هيك مش optimal واضح؟
+
+279
+00:23:05,010 --> 00:23:09,130
+يعني الخصائص هذه بتكون تركزوا عليها كستراتيجيات
+
+280
+00:23:09,130 --> 00:23:13,690
+الواحدة لأنه ليش مش optimal؟ يعني دائما الفكرة في
+
+281
+00:23:13,690 --> 00:23:19,710
+الموضوع انه مش انه انا احكي انه اه optimal yes ولا
+
+282
+00:23:19,710 --> 00:23:23,010
+no اكيد بدو يكون بتبرير والتبرير هذا انه يكون
+
+283
+00:23:23,010 --> 00:23:25,110
+مفهوم بالنسبة لقالكم تمام؟
+
+284
+00:23:29,110 --> 00:23:37,330
+طيب الـ depth limited search النوع التالت في
+
+285
+00:23:37,330 --> 00:23:42,850
+النوع التالت ان انا بعمل .. بطبق خوارزمية ال depth
+
+286
+00:23:42,850 --> 00:23:49,630
+first بس بروح بعملها limit لل depth ب L يبقى دخل
+
+287
+00:23:49,630 --> 00:23:53,310
+عندي parameter جديد احنا عايش نتعامل مع parameters
+
+288
+00:23:53,310 --> 00:23:58,600
+حاليا ال Bو ال M و ال D و إيش دخل معاهم الآن ال L
+
+289
+00:23:58,600 --> 00:24:03,440
+بالظبط يبقى هنا ال depth limit اسمه L إيش الفكرة
+
+290
+00:24:03,440 --> 00:24:10,160
+في الموضوع الفكرة في الموضوع أنه عند مستوى معين L
+
+291
+00:24:10,160 --> 00:24:14,140
+بروح ببطل أعمل expansion بروح بخلص المستويات
+
+292
+00:24:14,140 --> 00:24:14,520
+الأعلى
+
+293
+00:24:19,540 --> 00:24:24,960
+طبعا هذا بيحميني او بيحللي مشكلة ان انا اجع في
+
+294
+00:24:24,960 --> 00:24:30,340
+مشكلة ال infinite loop تمام؟ وهي common AI
+
+295
+00:24:30,340 --> 00:24:35,160
+strategy يعني فعليا ان انا يعني زي كأنه باخد بين
+
+296
+00:24:35,160 --> 00:24:39,100
+التنتين بين ال breath first اللي بتشغل بشكل عربي و
+
+297
+00:24:39,100 --> 00:24:42,440
+ال depth first ليش؟ لأنه بشتغل ال depth بس حددتها
+
+298
+00:24:42,440 --> 00:24:43,160
+ب limit معين
+
+299
+00:24:49,320 --> 00:24:54,580
+تمام؟ Complete؟ لأ طبعا إذا كانت ال L أصغر من ال D
+
+300
+00:24:54,580 --> 00:25:03,540
+ال time بي مرفوع على القوة L و ال space بي مضروبة
+
+301
+00:25:03,540 --> 00:25:06,600
+في L برضه linear space كل ما لاجي linear space
+
+302
+00:25:06,600 --> 00:25:13,950
+بيكون هو عبارة عن حصر ضرب two factorsoptimal طبعا
+
+303
+00:25:13,950 --> 00:25:23,370
+إنه إذا كانت ال L أكبر من ال B الحالات تبعتها طبعا
+
+304
+00:25:23,370 --> 00:25:26,570
+هنا ال pseudocode تبعها اللي هو iterative
+
+305
+00:25:26,570 --> 00:25:31,390
+deepening search بتديله problem بترجعلي يا إما
+
+306
+00:25:31,390 --> 00:25:36,530
+solution أو fail أو failureطبعا هنا باخد ال input
+
+307
+00:25:36,530 --> 00:25:39,390
+اللي هو عبارة عن ال problem هذه أخدتها ك parameter
+
+308
+00:25:39,390 --> 00:25:46,310
+تمام ببدأ من ال depth 0 لغاية infinity شو بسوي
+
+309
+00:25:46,310 --> 00:25:51,030
+بروح بعمل depth limited search إيش بديله problem و
+
+310
+00:25:51,030 --> 00:25:58,610
+depth تمام إذا ال result لا تساوي cutoff معناه ذلك
+
+311
+00:25:58,610 --> 00:26:01,650
+إن أنا بروح برجع ال result ال result هي عبارة عن
+
+312
+00:26:01,650 --> 00:26:11,350
+subtreeطبعا مع ذلك أن هذه iterative function يعني
+
+313
+00:26:11,350 --> 00:26:15,190
+على سبيل المثال في ال iterative دي منing search أن
+
+314
+00:26:15,190 --> 00:26:21,950
+ال L بتساوي zero أن أنا عندي هي ال node باضح الرسم
+
+315
+00:26:21,950 --> 00:26:29,710
+عندكم على ال slide طبعا أن هي ال limit أنا عندي ال
+
+316
+00:26:29,710 --> 00:26:34,090
+.. ال .. ال ..maximum limit ممكن يكون تلاتة او
+
+317
+00:26:34,090 --> 00:26:36,810
+اربعة بس الان انا عندي ال zero معناه ذلك انه انا
+
+318
+00:26:36,810 --> 00:26:39,210
+مش بدي اسوي بدي اعمل expand لهذا المستوى بهذا
+
+319
+00:26:39,210 --> 00:26:45,090
+الشكل فبروح انه هاي a تمام بشغل بنظام ال depth ان
+
+320
+00:26:45,090 --> 00:26:52,250
+انا روحت على b وc بي خلصتها بحطها باللون الأسود
+
+321
+00:26:52,250 --> 00:26:56,290
+فبالتالي بروح ل c و هيك ان انا بروح بحطهم كلهم ال
+
+322
+00:26:56,290 --> 00:27:03,240
+notes هذه انه visited خلاص طيب لو غيرناحطينا انه
+
+323
+00:27:03,240 --> 00:27:08,380
+ال ال اتنين كيف النظام اللي بيشتغل فيه انه بده
+
+324
+00:27:08,380 --> 00:27:11,140
+يعمل ليه انه يشتغل ال depth تبعه و العمق يكون
+
+325
+00:27:11,140 --> 00:27:17,320
+مستويا فبالتالي هنا بروح على ال a تمام ال a بيعمل
+
+326
+00:27:17,320 --> 00:27:21,360
+expand ل b و c طبعا بطبيعة الحال لسه شغال depth
+
+327
+00:27:21,360 --> 00:27:26,850
+انا في اي مستوى موجود الاول وصلت ل limitلسة يبقى
+
+328
+00:27:26,850 --> 00:27:31,190
+بكمل في العمق يبقى بعمل expand ل B هاي صار في عندي
+
+329
+00:27:31,190 --> 00:27:37,080
+expansion ل D و E تمام وصلت لل limitبالظبط، هاي
+
+330
+00:27:37,080 --> 00:27:40,680
+المستوى الأول، هاي المستوى التاني، أنا وصلت لـ ال
+
+331
+00:27:40,680 --> 00:27:43,560
+limit تبعي، معناه ذلك إن أنا بدي أرجع وين، بكملش،
+
+332
+00:27:43,560 --> 00:27:48,620
+بعملش expand لل D و ال E، بروح، بكمل، وين؟ في ال
+
+333
+00:27:48,620 --> 00:27:55,060
+C، بهذا الشكل، تمام؟ هاي هدول إنه أنا علمتهم زي
+
+334
+00:27:55,060 --> 00:27:57,860
+هيك، ليش؟ لأنه أنا، هاي وحطيت ال limit أنا عندي زي
+
+335
+00:27:57,860 --> 00:28:01,980
+هيك، هاي واحد، هاي اتنين، خلاص، هاي ال limit أنا
+
+336
+00:28:01,980 --> 00:28:07,190
+عندي زي هيكفبخلص هدول ال nodes visited فبروح
+
+337
+00:28:07,190 --> 00:28:11,390
+بخلصهم زي هيك تمام و بعدها ممكن أنتقل للمستوى اللي
+
+338
+00:28:11,390 --> 00:28:20,940
+بعده كيف جه أنا اشتغلت نظام depthلغاية المستوى
+
+339
+00:28:20,940 --> 00:28:27,300
+التاني و بعدها استغلت نظام عرضي طب لو حطينا الال
+
+340
+00:28:27,300 --> 00:28:32,000
+تلاتة يعني هذا عبارة عن مثال انه في حال ان الال
+
+341
+00:28:32,000 --> 00:28:36,160
+كانت مختلفة في حال كان zero في حال كان واحد اتنين
+
+342
+00:28:36,160 --> 00:28:41,180
+تلاتة تلاتة بروح بخلص كل المستويات التلاتة تمام؟
+
+343
+00:28:41,180 --> 00:28:45,000
+هاي المستوى الأول هاي المستوى التاني هاي المستوى
+
+344
+00:28:45,000 --> 00:28:45,580
+التالت
+
+345
+00:28:49,910 --> 00:28:54,090
+بس إنه على جد .. على أساس إن الشجرة نفس الحجم بس
+
+346
+00:28:54,090 --> 00:28:59,190
+لو كانت حجم أكتر بالظبط أه بطبيعة الحالة فبتصير
+
+347
+00:28:59,190 --> 00:29:02,830
+إنه زي الأولى لإنه أصلا الشجرة كلها أصلا كلها يعني
+
+348
+00:29:02,830 --> 00:29:07,690
+كلها على بعضها تلات مستويات طيب
+
+349
+00:29:07,690 --> 00:29:11,450
+كيف؟
+
+350
+00:29:14,880 --> 00:29:19,120
+ما هو هذه الحالات هذه إنه محطوطة إنه هنا إنه ..
+
+351
+00:29:19,120 --> 00:29:25,140
+إنه بيكون إنه في حالات معينة إنه ممكن يكون الـ L
+
+352
+00:29:25,140 --> 00:29:32,580
+أكبر من الـ depth تبع ال .. ال .. ال tree هو فعليا
+
+353
+00:29:32,580 --> 00:29:35,820
+منطقيا إنه لأ مابنفعش إنه يكون لازم يكون إنه أصغر
+
+354
+00:29:53,570 --> 00:29:58,170
+يبقى ال depth limited search ال big O notation B0
+
+355
+00:29:58,170 --> 00:30:07,470
+,B1,B2 لغاية ال B مرفوعة القوة D طبعا
+
+356
+00:30:07,470 --> 00:30:17,930
+يعني
+
+357
+00:30:17,930 --> 00:30:21,790
+على سبيل المثال لما تكون أنا عند ال B عشرة و ال D
+
+358
+00:30:21,790 --> 00:30:30,990
+خمستاشرخمسة تمام بدي أحسب ال .. ال .. ال number of
+
+359
+00:30:30,990 --> 00:30:35,330
+nodes في ال deep .. ال depth limited search و ال
+
+360
+00:30:35,330 --> 00:30:39,250
+iterative deepening search iterative deepening
+
+361
+00:30:39,250 --> 00:30:39,710
+search
+
+362
+00:30:49,210 --> 00:30:56,650
+ان هنا عندي هنا 11 مية و 11 ألف و هنا 123 ألف هجت
+
+363
+00:30:56,650 --> 00:31:02,810
+هدول الرقامين لو احنا طرحناهم من بعض و قسمنا على
+
+364
+00:31:02,810 --> 00:31:07,930
+11 ألف معنا ذلك ان انا في عندي overhead 11% انه
+
+365
+00:31:07,930 --> 00:31:10,710
+زيادة في عدد ال steps زيادة في عدد ال notes
+
+366
+00:31:16,030 --> 00:31:22,750
+complete yes الوقت b
+
+367
+00:31:22,750 --> 00:31:27,810
+مرفوع على القوة d ال space linear طبعا بطبيعة
+
+368
+00:31:27,810 --> 00:31:33,170
+الحال بي دي optimal yes إذا كانت ال cost بتساوي
+
+369
+00:31:33,170 --> 00:31:39,770
+واحد طبعا هذا الجدول يوضح لي الخصائص هدول الأربعة
+
+370
+00:31:39,770 --> 00:31:44,640
+المهمات جدا تمام من ناحية ال completenessو من
+
+371
+00:31:44,640 --> 00:31:47,420
+ناحية ال time و من ناحية ال space و من ناحية ال
+
+372
+00:31:47,420 --> 00:31:51,460
+optimality لكل ال algorithms هدول ماكنتش الأخيرة
+
+373
+00:31:51,460 --> 00:31:55,960
+ماشتغلتش اللي هو ال iterative deepening ات ..
+
+374
+00:31:55,960 --> 00:32:00,680
+iterative deepening مافيش message كده يعني مش
+
+375
+00:32:00,680 --> 00:32:00,940
+عارفش
+
+376
+00:32:05,320 --> 00:32:08,760
+الـ iterative deepening هو عبارة يعني هو يعني هما
+
+377
+00:32:08,760 --> 00:32:11,400
+اتنين هدول يعني two algorithms أنا نسيت اللي
+
+378
+00:32:11,400 --> 00:32:15,840
+أحكيلكم هذه الشغلة انه شو معناته هذا الكلام؟
+
+379
+00:32:15,840 --> 00:32:20,320
+معناته هذا الكلام انه في الـ depth limited انه ..
+
+380
+00:32:20,320 --> 00:32:26,000
+انه أنا بعمل expand لغاية limit معين level معين
+
+381
+00:32:26,000 --> 00:32:29,560
+تمام؟ و بعد هيك بروح و برجع مكان العملية فعشان هيك
+
+382
+00:32:29,560 --> 00:32:31,480
+انه ال algorithm هذا اللي هو iterative deepening
+
+383
+00:32:31,480 --> 00:32:33,980
+search فبالتالي هنا في ال iterative deepening
+
+384
+00:32:33,980 --> 00:32:38,950
+searchبروح باستدعي الـ depth limited search يبقى
+
+385
+00:32:38,950 --> 00:32:41,830
+ال iterative deepening search هو نفس ال depth
+
+386
+00:32:41,830 --> 00:32:44,990
+limited search بس بروح بكرر هذه العملية في مستويات
+
+387
+00:32:44,990 --> 00:32:49,610
+مختلفة أنه بعد ما أخلص ال limit هذا و أعمل expand
+
+388
+00:32:49,610 --> 00:32:53,690
+بشكل عرضي بروح بكرر نفس العملية هاي بمستويات
+
+389
+00:32:53,690 --> 00:33:02,390
+متقدمة أكتر أو أعمق أكتر في الشجرة تمام؟ كيف؟ يعني
+
+390
+00:33:07,130 --> 00:33:13,570
+على سبيل المثال انا عندي الال هنا اتنين، تمام؟
+
+391
+00:33:13,570 --> 00:33:19,950
+خلصنا، ايش بروح بسوي؟ هذا iterative deepening
+
+392
+00:33:19,950 --> 00:33:24,490
+search، ال بتساوي اتنين، معناه ذلك انه انا هنا
+
+393
+00:33:24,490 --> 00:33:31,370
+عايش بشتغل، بشتغل depth limited search
+
+394
+00:33:35,800 --> 00:33:39,540
+أو بمعنى اخر ان انا هنا فعليا انا بشتغل depth
+
+395
+00:33:39,540 --> 00:33:46,220
+search تمام خلصنا وصلنا ل limit هنا بهذا المستوى
+
+396
+00:33:46,220 --> 00:33:49,240
+هجيت المستوى اللي بعده ال level اللي بعده زي هي
+
+397
+00:33:49,240 --> 00:33:57,000
+بروح برضه بشغل ال depth search هجيت تكرار ان انا
+
+398
+00:33:57,000 --> 00:34:00,240
+شغل ال depth search في هذا المستوى و ال depth
+
+399
+00:34:00,240 --> 00:34:04,280
+search في هذا المستوى بيصير في عندي iterative
+
+400
+00:34:04,280 --> 00:34:05,020
+deepening search
+
+401
+00:34:09,460 --> 00:34:14,780
+واضحة؟ واضحة يا بنات؟
+
+402
+00:34:14,780 --> 00:34:21,140
+يعني،
+
+403
+00:34:21,140 --> 00:34:31,500
+خلّيني أوضحلكم إياها على اللوحة إنه
+
+404
+00:34:31,500 --> 00:34:34,860
+في أنا عندي هاي ال root node، بدي أفترض إنه
+
+405
+00:34:39,990 --> 00:34:44,470
+ليه افضل ان انا فيها اندي expansion لعدة مستويات
+
+406
+00:34:44,470 --> 00:34:48,350
+زي هيك
+
+407
+00:34:48,350 --> 00:34:55,010
+فللي
+
+408
+00:34:55,010 --> 00:35:00,050
+قاعد هيك في نفس المستوى ارجع
+
+409
+00:35:00,050 --> 00:35:03,410
+ارجع
+
+410
+00:35:03,410 --> 00:35:05,410
+ها دى بدنا هيك نطولها شوية
+
+411
+00:35:18,670 --> 00:35:39,050
+طبعا هضل كلهم في نفس المستوى هنا برجع nodes
+
+412
+00:35:39,050 --> 00:35:44,690
+كتير اذا ما انتوا شايفين طبعا ابجي هنافي هذا
+
+413
+00:35:44,690 --> 00:35:53,110
+الحالة ان انا عندي ال ال هو بيبدأ في هذا الشكل انه
+
+414
+00:35:53,110 --> 00:35:57,350
+في هذا المستوى هاي ال ال بتساوي zero هنا ال بتساوي
+
+415
+00:35:57,350 --> 00:36:03,210
+واحد ال بتساوي اتنين طبعا هنا ال ال اللي انا بقصد
+
+416
+00:36:03,210 --> 00:36:07,010
+فيه level لأن
+
+417
+00:36:07,010 --> 00:36:10,190
+ال ال ال maximum او ال depth limit
+
+418
+00:36:16,000 --> 00:36:19,100
+انا هفرج بينه وبين ال L ال L هو ال depth limit
+
+419
+00:36:19,100 --> 00:36:26,620
+طبعا هذا ال level طلع اتنين وهنا ال level و
+
+420
+00:36:26,620 --> 00:36:34,800
+هنا طيب
+
+421
+00:36:34,800 --> 00:36:40,390
+حاجات لنفترض ان ال Lبتساوي اتنين شو معناه هات هذا
+
+422
+00:36:40,390 --> 00:36:44,490
+الكلام؟ معناه هات هذا الكلام ان عيش بديساوي انه
+
+423
+00:36:44,490 --> 00:36:51,830
+بدياخد المستويين هدول يشتغل
+
+424
+00:36:51,830 --> 00:37:00,290
+عليهم نظام ايش؟ depth search او DS
+
+425
+00:37:03,200 --> 00:37:07,640
+Iterative deepening بدي يكرر هذه العملية بشكل
+
+426
+00:37:07,640 --> 00:37:14,760
+تكراري على أي مستويات هاي برضه هنا بدي أطبق عليها
+
+427
+00:37:14,760 --> 00:37:21,400
+نفس المفهوم depth search
+
+428
+00:37:21,400 --> 00:37:24,200
+DS
+
+429
+00:37:25,930 --> 00:37:29,770
+طبعا هجد تكرار ال depth search في هذا المستوى و
+
+430
+00:37:29,770 --> 00:37:32,730
+بعدها تكرار ال depth search في هذا المستوى معناه
+
+431
+00:37:32,730 --> 00:37:38,570
+ذلك ان انا بعمل iteration ل deepening search بهذا
+
+432
+00:37:38,570 --> 00:37:43,230
+الشكل طبعا يعني هو كأنه كل مرة انه بروح باخد sub
+
+433
+00:37:43,230 --> 00:37:47,910
+tree و بروح بطبق عليها ال depth searchبروح بقوله
+
+434
+00:37:47,910 --> 00:37:50,750
+انه خلّي بعد كده المستوى بدك تشتل عليه بهذا
+
+435
+00:37:50,750 --> 00:37:55,110
+الأسلوب تمام بعد ما تخلص كلهم expansion بشكل عرضي
+
+436
+00:37:55,110 --> 00:37:58,610
+ساعتها ممكن نشتغل depth في المستوى اللي بعدي هجب
+
+437
+00:37:58,610 --> 00:38:01,150
+تكرار هذه العملية بنسميها iterative deepening
+
+438
+00:38:01,150 --> 00:38:03,850
+search ماده لك انه ال iterative deepening search
+
+439
+00:38:03,850 --> 00:38:13,110
+انه المفهوم تبعهإنه بيستخدم ال depth limited
+
+440
+00:38:13,110 --> 00:38:19,070
+search بشكل تكراري هاي المفهوم هذا يبقى هنا ال
+
+441
+00:38:19,070 --> 00:38:31,430
+iterative deepening search تمام
+
+442
+00:38:31,430 --> 00:38:36,710
+بيستخدم ال depth limited
+
+443
+00:38:41,100 --> 00:38:44,600
+search هاي معناته iterative deepening search
+
+444
+00:38:44,600 --> 00:38:48,800
+بيستخدم ال depth limited search تمام iteratively
+
+445
+00:38:48,800 --> 00:38:52,580
+هاي
+
+446
+00:38:52,580 --> 00:38:55,800
+معناته يعني بمعنى أخر ممكن هدول ال two algorithms
+
+447
+00:38:55,800 --> 00:39:01,860
+تعتبرهم algorithm واحد تمام؟ واضح؟ اهلا يا عزيزي
+
+448
+00:39:01,860 --> 00:39:03,980
+انا مبارك اهلا و أهلا وسهلا قلت لك انك قلتلي ان
+
+449
+00:39:03,980 --> 00:39:07,560
+علمك معالج ال level اتقال اتبعنا علم الخزانة
+
+450
+00:39:14,410 --> 00:39:18,330
+بالظبط بالظبط حاجات في .. بعد ال level التالت مثلا
+
+451
+00:39:18,330 --> 00:39:21,610
+مابديش اضلني dip يعني شغال dip على طول بدي يكون
+
+452
+00:39:21,610 --> 00:39:25,630
+برضه في any limit تمام؟ برضه اتنين هيكون معناه
+
+453
+00:39:25,630 --> 00:39:28,110
+دالك انه هيكون هيشتغل من المستوى التالت للمستوى
+
+454
+00:39:28,110 --> 00:39:32,570
+الخامس مالاجناش فيهم الحل بروح بشتغل من المستوى
+
+455
+00:39:32,570 --> 00:39:37,470
+السادس للمستوى .. للمستوى التامن مثلا وها كده بهذا
+
+456
+00:39:37,470 --> 00:39:37,710
+الشكل
+
+457
+00:39:41,880 --> 00:39:45,440
+بالظبط بالظبط انه ممكن يكون الحل في مكان تاني في
+
+458
+00:39:45,440 --> 00:39:49,360
+اقصر يعني في مستوى اعلى و بسبب ان انا اشتغلت نظام
+
+459
+00:39:49,360 --> 00:39:54,080
+dips ان انا ماوجدتوش تمام؟ يمكن انتوا يعني بالنسبة
+
+460
+00:39:54,080 --> 00:39:58,400
+للكم اعتبرته ان ال dips limited search و ال
+
+461
+00:39:58,400 --> 00:40:00,980
+iterative deepening search هم هدول يعني two
+
+462
+00:40:00,980 --> 00:40:04,040
+algorithms منفصلات بس هم عبارة عن algorithm واحد
+
+463
+00:40:04,040 --> 00:40:07,340
+ال iterative deepening search بستخدم ال dips
+
+464
+00:40:07,340 --> 00:40:09,820
+limited search و ال dips limited search زي ما
+
+465
+00:40:09,820 --> 00:40:15,060
+شوفته هنافي ال pseudocode عشان هيك ان هو حاطللي ال
+
+466
+00:40:15,060 --> 00:40:18,820
+pseudocode هي ده بشكل مبدأي انه هي عبارة عن helper
+
+467
+00:40:18,820 --> 00:40:21,760
+function موجودة في ال iterative deepening search
+
+468
+00:40:21,760 --> 00:40:26,620
+معناه ذلك انه ال algorithm هذا بيروح بستدعي دالة
+
+469
+00:40:26,620 --> 00:40:29,480
+بتشتغل نظام انه depth limited search واش بديله هنا
+
+470
+00:40:29,480 --> 00:40:34,430
+ال depthبحكيله هنا ال deepth انه اتنين خلاص اشتغلي
+
+471
+00:40:34,430 --> 00:40:38,170
+مستويين مستويين من واحد لتلاتة و بعدها من تلاتة
+
+472
+00:40:38,170 --> 00:40:44,110
+لخمسة تمام؟ و بعدها من خمسة لسبعة و هكذا مستويين
+
+473
+00:40:44,110 --> 00:40:51,370
+مستويين لغاية لما توجد الحل تمام؟
+
+474
+00:41:23,910 --> 00:41:34,830
+طيب انا حابب اورجيكم شغلة هي في الكتاب تبع ال ..
+
+475
+00:42:00,730 --> 00:42:00,910
+أتمنى أن تكون حلوة جدا
+
+476
+00:42:38,640 --> 00:42:42,900
+انه هنا في الكتاب بتلاقي انه بيعطيني مسألة معينة،
+
+477
+00:42:42,900 --> 00:42:47,120
+مش بيحكي ليه؟ انه عصبيلي مثلا ان عندي ال B عشرة،
+
+478
+00:42:47,120 --> 00:42:51,600
+تمام؟ فبروح انه بيحدد انه generational memory
+
+479
+00:42:51,600 --> 00:42:54,640
+requirement انه إذا كانت ان ال depth أنا عندي
+
+480
+00:42:54,640 --> 00:42:59,700
+مختلفةعلى أساس انه ال B عشرة في حال كان انه اتنين
+
+481
+00:42:59,700 --> 00:43:03,040
+بيحتاج مية و عشرة node تمام طبعا هذا ال execution
+
+482
+00:43:03,040 --> 00:43:07,140
+على جهاز محدد انه هي يعني انه يعني اعتقد انه في
+
+483
+00:43:07,140 --> 00:43:11,000
+مكان ما انه حاكم وصفات الجهاز هذا كدهش احتاج احتاج
+
+484
+00:43:11,000 --> 00:43:16,080
+احد عشر من مية millisecond و ال memory requirement
+
+485
+00:43:16,080 --> 00:43:20,700
+مية و سبعة kilobyte تمام في حال كان ست عشر node
+
+486
+00:43:22,650 --> 00:43:27,450
+يعني خليني اورجيكم انه لما كان تمانية node طبعا
+
+487
+00:43:27,450 --> 00:43:30,310
+عفوا ال depth كان تمانية طلع في عندي عشر أقصر
+
+488
+00:43:30,310 --> 00:43:34,050
+تمانية node بتيحتاج دقيقتين وبيحتاج مية و تلاتة
+
+489
+00:43:34,050 --> 00:43:37,950
+جيجا بايت ما تخيلين قداش ال memory requirements
+
+490
+00:43:37,950 --> 00:43:42,070
+تبعتها عشان هيك ان انا معنى ان انا كنت اورجيكم
+
+491
+00:43:42,070 --> 00:43:50,810
+الشغل هاي في الكتاب كذلك اعتقد انه في مكان ما
+
+492
+00:43:53,530 --> 00:44:03,670
+في الكتاب انه مقارن بيناتهم من ناحية هنا
+
+493
+00:44:03,670 --> 00:44:11,230
+تحت اعتقد بعد هاي اعتقد انه في مسألة ويعني انه بدي
+
+494
+00:44:11,230 --> 00:44:15,770
+احدد اي algorithm هو افضل فبرضه مطبقها على problem
+
+495
+00:44:15,770 --> 00:44:16,410
+معينة
+
+496
+00:44:53,480 --> 00:44:53,740
+Hi
+
+497
+00:45:10,240 --> 00:45:15,060
+طبعا فينا algorithm اسمه A-Star هناخده طبعا فيه
+
+498
+00:45:15,060 --> 00:45:18,640
+انه H1 وH2 مطبق الهيروستيك فانكشن مختلفة دول
+
+499
+00:45:18,640 --> 00:45:22,680
+مختلفة احنا ايش بهمنا بهمنا هنا ال IDS ال IDS هنا
+
+500
+00:45:22,680 --> 00:45:29,360
+انه ال D 2 4 6 8 تمام و هنا ال search cost اللي هي
+
+501
+00:45:29,360 --> 00:45:33,670
+ال nodes generated لغاية لما انا وصلت للحل هناعشرة
+
+502
+00:45:33,670 --> 00:45:38,310
+مية و اتناش ستمية و تمانين و بلاحظ انه في ال
+
+503
+00:45:38,310 --> 00:45:44,070
+heuristic او عفوا ال A star انه .. انه لغاية مثلا
+
+504
+00:45:44,070 --> 00:45:49,210
+على سبيل المثال انه لما تكون ال D عشرة ملاحظين هذا
+
+505
+00:45:49,210 --> 00:45:53,630
+الرقم جداش سبعة و أربعين الف مقابل تلاتة و تسعين
+
+506
+00:45:54,960 --> 00:45:59,020
+فبالتالي هنا بيديني جداش مقدار ان انا بقارن بين ال
+
+507
+00:45:59,020 --> 00:46:02,460
+algorithms هذه باستخدام ال nodes ال generated
+
+508
+00:46:02,460 --> 00:46:06,760
+فالفكرة في الموضوع هنا ان انا لو بدي اقارن زي ما
+
+509
+00:46:06,760 --> 00:46:11,720
+احنا شوفنا هنا في الجدول هذا ان انا بدي اقارن بين
+
+510
+00:46:11,720 --> 00:46:15,940
+ال algorithms هاي تمام من خلال أرقام معينة شو بسوي
+
+511
+00:46:15,940 --> 00:46:20,440
+انه باخد روح مثلا معينة بحدد جداش ال B تبعها جداش
+
+512
+00:46:20,440 --> 00:46:24,470
+ال M جداش ال Lتمام و بطبقها بالأرقام بروح بطلعلي
+
+513
+00:46:24,470 --> 00:46:29,210
+قداش عدد ال notes لغاية لما أصل للحال تبعي ففعليا
+
+514
+00:46:29,210 --> 00:46:33,670
+بيبينني أنه والله أفضل algorithm هنا 93 هنا 39 لأ
+
+515
+00:46:33,670 --> 00:46:39,450
+أفضل بكتير تمام و هذا هنا أغير parameter تاني يعني
+
+516
+00:46:39,450 --> 00:46:44,580
+هنا أعطى parameter اللي هو ال D و هنااللي هو ال
+
+517
+00:46:44,580 --> 00:46:48,340
+effective branching factor جرب branching factors
+
+518
+00:46:48,340 --> 00:46:52,020
+مختلفة تمام؟ طبعا هذه مطبقها على ال 8 puzzle
+
+519
+00:46:56,470 --> 00:47:00,390
+فبالتالي بطلع أنا عندي فعليا بالأرقام أنه مين أفضل
+
+520
+00:47:00,390 --> 00:47:02,690
+algorithm هذا ال algorithm ولا هذا ال algorithm
+
+521
+00:47:02,690 --> 00:47:07,250
+تمام؟ بس هذه أنه حابيت أورجيكم إياها في الكتاب أنه
+
+522
+00:47:07,250 --> 00:47:16,190
+كتير أنه مفيدة أنه من خلال يعني أرقام معينة بقدر
+
+523
+00:47:16,190 --> 00:47:21,030
+أقارن بين ال algorithms okay؟
+
+524
+00:47:29,950 --> 00:47:42,410
+طيب ال graph search إيش
+
+525
+00:47:42,410 --> 00:47:47,570
+فكرة ال graph search؟ إيش الفرق بين ال tree و ال
+
+526
+00:47:47,570 --> 00:47:48,070
+graph؟
+
+527
+00:47:55,290 --> 00:47:58,890
+نعم، بكون في عندي root node ممكن أنا أبدأ فيها،
+
+528
+00:47:58,890 --> 00:48:02,030
+تمام؟ فبالتالي أنه في ال graph ممكن أتخلص من قصة
+
+529
+00:48:02,030 --> 00:48:04,750
+التكرار، لو كان في عندي branch بتكرر مافيش داعي أن
+
+530
+00:48:04,750 --> 00:48:09,730
+أنا أرجع أفرعه و أكرره، فبالتالي بروح بعمل link أو
+
+531
+00:48:09,730 --> 00:48:14,970
+يعني vertex بينه وبين ال nodes اللي بتقدي لإله
+
+532
+00:48:15,440 --> 00:48:19,240
+فبالتالي ان هذا ال graph search انه function graph
+
+533
+00:48:19,240 --> 00:48:23,220
+search بتاخد ال problem بالاضافة لل fringe ياما
+
+534
+00:48:23,220 --> 00:48:30,000
+بترجع solution او failure تمام هنا دي عبارة عن
+
+535
+00:48:30,000 --> 00:48:34,320
+empty set وال fringe انه انا بعمل expand لل nodes
+
+536
+00:48:34,320 --> 00:48:39,480
+هناك احنا بنسميها sub tree هنا بسميها fringe بروح
+
+537
+00:48:39,480 --> 00:48:43,080
+بعمل انه make node انه initial state لل problem
+
+538
+00:48:43,980 --> 00:48:52,440
+وإذا الفرنك هذه انه empty بروح برجع failure تمام و
+
+539
+00:48:52,440 --> 00:48:55,500
+بروح بفحص إذا كان في عندي goal test و بروح بفحص
+
+540
+00:48:55,500 --> 00:49:00,840
+انه إذا كانت انه انا عندي ال state مش closed بروح
+
+541
+00:49:00,840 --> 00:49:05,540
+بضيف ال state هذه لل node و بروح بعمل insert لكل
+
+542
+00:49:05,540 --> 00:49:08,880
+ال expanded node فبالتالي بعمل expansion لل graph
+
+543
+00:49:08,880 --> 00:49:12,710
+بس أخلصهذا ال algorithm كpseudocode ايش معناته
+
+544
+00:49:12,710 --> 00:49:17,450
+تطبيقه زي هيك انه على سبيل المثال ان انا عندي هاي
+
+545
+00:49:17,450 --> 00:49:21,430
+ال root node بروح بعمل expansion انا عندي ال black
+
+546
+00:49:21,430 --> 00:49:27,050
+هي ال expanded node و ال white هي frontier node و
+
+547
+00:49:27,050 --> 00:49:31,590
+ال grey هي عبارة عن unexplored node لاحظين هاي كيف
+
+548
+00:49:31,590 --> 00:49:35,960
+كلها؟يبقى هذه عبارة عن expanded node أنا عملت
+
+549
+00:49:35,960 --> 00:49:40,060
+expand لل node هذه فيها أربعة nodes تمام frontier
+
+550
+00:49:40,060 --> 00:49:42,460
+node اللي هي اللي أنا عملتلهم already expansion
+
+551
+00:49:42,460 --> 00:49:45,840
+متفارعة منها وكل ال grey هدول اللي انتوا شايفينهم
+
+552
+00:49:45,840 --> 00:49:53,060
+شايفينها هذه لسه ماعملتلهاش exploration تمام طيب
+
+553
+00:49:53,060 --> 00:49:58,200
+ناخد هاي نعملها expand زي ما هوهيو هنا هذه ابدي
+
+554
+00:49:58,200 --> 00:50:01,480
+أعملها expand فبالتالي هنا بتطلعلي ال frontier
+
+555
+00:50:01,480 --> 00:50:06,240
+nodes هدول و بضلني أستمر إنه نعمل expand لغاية لما
+
+556
+00:50:06,240 --> 00:50:08,820
+و كل مرة بفحص إنه أنا لجيت solution ولا لأ
+
+557
+00:50:08,820 --> 00:50:13,800
+فبالتالي هنا طريقة التفريح هنا مش بشكل شجرة إنه
+
+558
+00:50:13,800 --> 00:50:19,930
+الفكرة في الموضوع إنه إنه من هايال strategy إيش
+
+559
+00:50:19,930 --> 00:50:23,470
+بتحدد أعمل expand لهاي و لا لهاي و لا لهاي و لا
+
+560
+00:50:23,470 --> 00:50:28,090
+لهاي و بختار إنه يعمل اللي فوق فرّعهم بهذا الشكل
+
+561
+00:50:28,090 --> 00:50:32,710
+برضه نفس الفكرة بدي أختار حسب ال strategy إنه أعمل
+
+562
+00:50:32,710 --> 00:50:36,190
+expand لأي واحدة و في النهاية هعمل explore لكل ال
+
+563
+00:50:36,190 --> 00:50:39,710
+node أو لغاية لما إنه أنا ألاقي ال solution في
+
+564
+00:50:39,710 --> 00:50:42,810
+منطقة معينة يعني على سبيل المثال ممكن إنه من خلال
+
+565
+00:50:42,810 --> 00:50:46,310
+هذه الرسمة أقول إنه والله هذه الحل و ساعتها بعمل
+
+566
+00:50:46,310 --> 00:50:46,690
+stop
+
+567
+00:50:51,590 --> 00:50:58,090
+تمام؟ طيب احنا تقريبا بنكون خلصنا الباب التالت
+
+568
+00:50:58,090 --> 00:51:02,190
+احنا فعليا شوفنا كيف ممكن نعمل formulation
+
+569
+00:51:02,190 --> 00:51:07,820
+لproblem وشوفنا كيف نعمل abstractionreal world
+
+570
+00:51:07,820 --> 00:51:10,080
+problem اللي أنا عملها abstraction وانزل منها
+
+571
+00:51:10,080 --> 00:51:14,260
+التفاصيل بحيث ان احنا نقدر نطبقها على الحاسوب تمام
+
+572
+00:51:14,260 --> 00:51:20,660
+وشوفنا uninformed search strategies مختلفة تمام
+
+573
+00:51:20,660 --> 00:51:25,740
+وشوفنا كيف انه الخصائص الأربعة اللي احنا ممكن
+
+574
+00:51:25,740 --> 00:51:29,210
+نقارن بيها هدول ال algorithmsفي المحاضرة الجاية إن
+
+575
+00:51:29,210 --> 00:51:32,730
+شاء الله هناخد تطبيقهم على الطول اللي أنا ورجعتكم
+
+576
+00:51:32,730 --> 00:51:36,210
+إياها على ال .. في ال search space فممكن أن أحنا
+
+577
+00:51:36,210 --> 00:51:40,370
+يعني نطبق كذا algorithms و كذا strategy في ال
+
+578
+00:51:40,370 --> 00:51:44,150
+uninformed و نشوفهم و بعد هيك ممكن ننتقل للباب
+
+579
+00:51:44,150 --> 00:51:50,270
+الرابع إن شاء الله في حدا عنده سؤال؟ يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9cecffeac15d818209b3fa17c09bf96c244e1f8
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 2625, "start": 4.91, "end": 26.25, "text": "بسم الله الرحمن الرحيم صباح الخير اليوم إن شاء الله بدنا نكمل يعني بدينا نحكي في آخر المخدرة الماضية عن ال search strategies أو استراتيجيات البحث وحكينا أن تعريف ال search strategy هي عبارة عن ترتيب أو ال order تبع node expansion زي ما احنا شوفنا هنا", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 20328, 3555, 39319, 33962, 13546, 45595, 20498, 36145, 13412, 16606, 21984, 47525, 8315, 8717, 24793, 1211, 37495, 22653, 47525, 1829, 8315, 8717, 5016, 4117, 1829, 8978, 19753, 34740, 9673, 9778, 3215, 25720, 9673, 46958, 10632, 18871, 2423, 3164, 9029, 34051, 44713, 2288, 9307, 1829, 7435, 1829, 9307, 29739, 5016, 12984, 4032, 5016, 4117, 1829, 8315, 14739, 37279, 16572, 5172, 2423, 3164, 5206, 39896, 6225, 3555, 9640, 3660, 18871, 6055, 2288, 31371, 3555, 34051, 2423, 1668, 6055, 3555, 3615, 9984, 11260, 30767, 1829, 19446, 1975, 5016, 8315, 13412, 38688, 8315, 34105], "avg_logprob": 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أعملها expand بهذا الشكل طبعا ك implementation من ناحية برمجية", "tokens": [28814, 1863, 41850, 5551, 25957, 1211, 11296, 5268, 413, 4032, 36, 4724, 7435, 1829, 8592, 5551, 9566, 1211, 3615, 8978, 413, 11933, 1829, 8592, 8978, 11296, 18871, 16254, 9984, 6156, 2288, 3615, 10632, 4724, 32887, 5016, 5296, 383, 5551, 25957, 1211, 11296, 5268, 5296, 33456, 3224, 5296, 31377, 2304, 5551, 9778, 1211, 9381, 2423, 9984, 23758, 13672, 1829, 8978, 9673, 14851, 2407, 7578, 23758, 23032, 3555, 3615, 995, 6156, 26890, 2407, 5016, 4724, 25957, 1211, 5268, 5296, 383, 4724, 9381, 13546, 41850, 18871, 16254, 479, 4032, 38, 39182, 11296, 4724, 9381, 13546, 39894, 9566, 1211, 3615, 15844, 9673, 14851, 2407, 7578, 13672, 1829, 39182, 9957, 4724, 9381, 13546, 39894, 9566, 1211, 3615, 36145, 3224, 16070, 43761, 11778, 1829, 4724, 16254, 5551, 25957, 1211, 11296, 5268, 39627, 15730, 25124, 28820, 23032, 3555, 3615, 995, 9122, 11420, 9154, 8717, 39319, 10632, 4724, 2288, 2304, 7435, 10632], "avg_logprob": 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بدنا نشوف الأربع خصائص اللي هي ال complete ال time و ال space و ال optimality مش احنا بنعمل evaluation من خلال هدول الأربعة complete yes شو معناه complete ذكرنا انه إذا في حل موجود", "tokens": [28814, 1829, 8592, 33962, 9381, 16373, 9381, 23032, 3555, 34268, 3224, 22807, 47525, 8315, 8717, 8592, 38688, 16247, 25513, 3615, 16490, 9381, 16373, 9381, 13672, 1829, 39896, 2423, 3566, 2423, 565, 4032, 2423, 1901, 4032, 2423, 5028, 1860, 37893, 1975, 5016, 8315, 44945, 25957, 1211, 13344, 9154, 16490, 1211, 6027, 8032, 3215, 12610, 16247, 25513, 27884, 3566, 2086, 13412, 2407, 20449, 8315, 3224, 3566, 29910, 37983, 8315, 16472, 3224, 11933, 15730, 8978, 11331, 1211, 3714, 29245, 23328], "avg_logprob": -0.22495993360494956, "compression_ratio": 1.5885416666666667, "no_speech_prob": 0.0, "words": [{"start": 500.61, "end": 500.89, "word": "إيش", "probability": 0.7290852864583334}, {"start": 500.89, "end": 501.41, "word": " الخصائص", "probability": 0.990478515625}, {"start": 501.41, "end": 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"text": "Diamond bush ده، تمام؟ لإنه حكينا في بعض ال strategies إنه ممكن يكون في حل موجود بس فيش عندها القدرة لإيجاد هذا الحل، فبالتالي إنه yes إذا كانت ال B finite، إيش ال B؟ إحنا حكينا إنه ال space complexity إنه فيه اللي لها تلت شغلات، اللي هي ال B و ال D", "tokens": [35, 2918, 684, 19910, 11778, 3224, 12399, 46811, 10943, 22807, 5296, 28814, 1863, 3224, 11331, 4117, 1829, 8315, 8978, 45030, 11242, 2423, 9029, 36145, 3224, 3714, 43020, 7251, 30544, 8978, 11331, 1211, 3714, 29245, 23328, 4724, 3794, 8978, 8592, 43242, 11296, 25062, 3215, 25720, 5296, 28814, 1829, 7435, 18513, 23758, 21542, 1211, 12399, 6156, 3555, 6027, 2655, 6027, 1829, 36145, 3224, 2086, 11933, 15730, 25961, 2655, 2423, 363, 19362, 12399, 11933, 1829, 8592, 2423, 363, 22807, 11933, 5016, 8315, 11331, 4117, 1829, 8315, 36145, 3224, 2423, 1901, 14024, 36145, 3224, 8978, 3224, 13672, 1829, 5296, 11296, 6055, 1211, 2655, 13412, 17082, 1211, 9307, 12399, 13672, 1829, 39896, 2423, 363, 4032, 2423, 413], "avg_logprob": 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function يعني على سبيل المثال في ال iterative دي منing search أن ال L بتساوي zero أن أنا عندي هي ال node باضح الرسم عندكم على ال slide طبعا أن هي ال limit أنا عندي ال .. ال .. ال ..", "tokens": [9566, 3555, 3615, 995, 20449, 29910, 23275, 14739, 29538, 17138, 1166, 2445, 37495, 22653, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 8978, 2423, 17138, 1166, 11778, 1829, 9154, 278, 3164, 14739, 2423, 441, 39894, 3794, 995, 45865, 4018, 14739, 41850, 18871, 16254, 39896, 2423, 9984, 4724, 46958, 5016, 34892, 38251, 43242, 24793, 15844, 2423, 4137, 23032, 3555, 3615, 995, 14739, 39896, 2423, 4948, 41850, 18871, 16254, 2423, 4386, 2423, 4386, 2423, 4386], "avg_logprob": -0.3300513600649899, "compression_ratio": 1.643979057591623, "no_speech_prob": 3.933906555175781e-06, "words": [{"start": 1564.01, "end": 1564.43, "word": "طبعا", "probability": 0.7065887451171875}, {"start": 1564.43, "end": 1564.99, "word": " مع", "probability": 0.60400390625}, {"start": 1564.99, "end": 1565.31, "word": " 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دي", "probability": 0.94384765625}, {"start": 1573.75, "end": 1574.05, "word": " منing", "probability": 0.20166015625}, {"start": 1574.05, "end": 1574.35, "word": " search", "probability": 0.953125}, {"start": 1574.35, "end": 1575.19, "word": " أن", "probability": 0.6533203125}, {"start": 1575.19, "end": 1575.33, "word": " ال", "probability": 0.80615234375}, {"start": 1575.33, "end": 1575.57, "word": " L", "probability": 0.6220703125}, {"start": 1575.57, "end": 1576.95, "word": " بتساوي", "probability": 0.7666015625}, {"start": 1576.95, "end": 1578.75, "word": " zero", "probability": 0.2958984375}, {"start": 1578.75, "end": 1579.51, "word": " أن", "probability": 0.29248046875}, {"start": 1579.51, "end": 1579.63, "word": " أنا", "probability": 0.740234375}, {"start": 1579.63, "end": 1579.95, "word": " عندي", "probability": 0.8525390625}, {"start": 1579.95, "end": 1580.21, "word": " هي", "probability": 0.458251953125}, {"start": 1580.21, "end": 1580.99, "word": " ال", "probability": 0.80078125}, {"start": 1580.99, "end": 1581.25, "word": " node", "probability": 0.95556640625}, {"start": 1581.25, "end": 1581.73, "word": " باضح", "probability": 0.6319986979166666}, {"start": 1581.73, "end": 1581.95, "word": " الرسم", "probability": 0.868896484375}, {"start": 1581.95, "end": 1582.39, "word": " عندكم", "probability": 0.798095703125}, {"start": 1582.39, "end": 1582.85, "word": " على", "probability": 0.9052734375}, {"start": 1582.85, "end": 1584.11, "word": " ال", "probability": 0.8115234375}, {"start": 1584.11, "end": 1584.65, "word": " slide", "probability": 0.93994140625}, {"start": 1584.65, "end": 1585.81, "word": " طبعا", "probability": 0.8046875}, {"start": 1585.81, "end": 1586.37, "word": " أن", "probability": 0.74462890625}, {"start": 1586.37, "end": 1586.65, "word": " هي", "probability": 0.34619140625}, {"start": 1586.65, "end": 1587.13, "word": " ال", "probability": 0.8544921875}, {"start": 1587.13, "end": 1587.73, "word": " limit", "probability": 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هيك ان انا بروح بحطهم كلهم ال notes هذه انه visited خلاص طيب لو غيرنا", "tokens": [41167, 332, 449, 4948, 3714, 43020, 7251, 30544, 6055, 1211, 9307, 3660, 1975, 2407, 1975, 25513, 27884, 4724, 3794, 2423, 7649, 1975, 8315, 18871, 16254, 2423, 4018, 20449, 8315, 3224, 29910, 23275, 16472, 3224, 1975, 8315, 37893, 4724, 16254, 24525, 45865, 4724, 16254, 1975, 25957, 1211, 5268, 46740, 15730, 9673, 14851, 2407, 7578, 39627, 15730, 25124, 28820, 6156, 26890, 2407, 5016, 16472, 3224, 8032, 47302, 257, 46811, 10943, 4724, 8592, 17082, 1211, 44945, 19913, 10943, 2423, 7161, 16472, 1975, 8315, 12602, 2407, 33753, 15844, 272, 4032, 66, 4724, 1829, 16490, 1211, 9381, 2655, 11296, 4724, 5016, 9566, 11296, 20666, 1211, 11536, 16247, 3794, 23328, 6156, 3555, 6027, 2655, 6027, 1829, 4724, 32887, 5016, 5296, 269, 4032, 39896, 4117, 16472, 1975, 8315, 4724, 32887, 5016, 4724, 5016, 9566, 16095, 28242, 16095, 2423, 5570, 29538, 16472, 3224, 11220, 16490, 1211, 33546, 23032, 1829, 3555, 45164, 32771, 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بيعمل expand ل b و c طبعا بطبيعة الحال لسه شغال depth انا في اي مستوى موجود الاول وصلت ل limit", "tokens": [5016, 9566, 1829, 8315, 16472, 3224, 2423, 2423, 1975, 2655, 1863, 9957, 9122, 33911, 28239, 19913, 10943, 13672, 1829, 4724, 1829, 8592, 2655, 17082, 1211, 8978, 3224, 16472, 3224, 47525, 3224, 7251, 25957, 1211, 32239, 3224, 16472, 3224, 7251, 8592, 2655, 17082, 1211, 2423, 7161, 6055, 3555, 3615, 3224, 4032, 18863, 2304, 4587, 7251, 30544, 3714, 14851, 45865, 995, 6156, 3555, 6027, 2655, 6027, 1829, 34105, 4724, 32887, 5016, 15844, 2423, 257, 46811, 10943, 2423, 257, 4724, 1829, 25957, 1211, 5268, 5296, 272, 4032, 269, 23032, 3555, 3615, 995, 4724, 9566, 21292, 27884, 21542, 6027, 5296, 3794, 3224, 13412, 17082, 6027, 7161, 1975, 8315, 8978, 1975, 1829, 3714, 14851, 2407, 7578, 3714, 29245, 23328, 42963, 12610, 4032, 36520, 2655, 5296, 4948], "avg_logprob": -0.1700819635488948, "compression_ratio": 1.832579185520362, "no_speech_prob": 2.2649765014648438e-06, "words": 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مستوى اعلى و بسبب ان انا اشتغلت نظام dips ان انا ماوجدتوش تمام؟ يمكن انتوا يعني بالنسبة للكم اعتبرته ان ال dips limited search و ال iterative deepening search هم هدول يعني two algorithms منفصلات بس هم عبارة عن algorithm واحد ال iterative deepening search بستخدم ال dips limited search و ال dips limited search زي ما شوفته هنا", "tokens": [3555, 6027, 19913, 3555, 9566, 4724, 6027, 19913, 3555, 9566, 16472, 3224, 3714, 43020, 7251, 30544, 21542, 1211, 8978, 3714, 41361, 6055, 7649, 1829, 8978, 1975, 4587, 9381, 2288, 37495, 22653, 8978, 3714, 14851, 2407, 7578, 1975, 3615, 23942, 4032, 4724, 35457, 3555, 16472, 1975, 8315, 1975, 8592, 2655, 17082, 1211, 2655, 8717, 19913, 10943, 47814, 16472, 1975, 8315, 19446, 29245, 3215, 2655, 2407, 8592, 46811, 10943, 22807, 7251, 43020, 16472, 2655, 14407, 37495, 22653, 20666, 1863, 35457, 3660, 5296, 23275, 2304, 1975, 34268, 26890, 47395, 16472, 2423, 47814, 5567, 3164, 4032, 2423, 17138, 1166, 2452, 4559, 3164, 8032, 2304, 8032, 3215, 12610, 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"start": 2849.95, "end": 2868.07, "text": "طيب ال graph search إيش فكرة ال graph search؟ إيش الفرق بين ال tree و ال graph؟", "tokens": [9566, 1829, 3555, 2423, 4295, 3164, 11933, 1829, 8592, 6156, 4117, 25720, 2423, 4295, 3164, 22807, 11933, 1829, 8592, 27188, 2288, 4587, 49374, 2423, 4230, 4032, 2423, 4295, 22807], "avg_logprob": -0.1471354231238365, "compression_ratio": 1.3214285714285714, "no_speech_prob": 0.0, "words": [{"start": 2849.95, "end": 2850.47, "word": "طيب", "probability": 0.9864908854166666}, {"start": 2850.47, "end": 2850.99, "word": " ال", "probability": 0.5791015625}, {"start": 2850.99, "end": 2851.25, "word": " graph", "probability": 0.91064453125}, {"start": 2851.25, "end": 2851.69, "word": " search", "probability": 0.43212890625}, {"start": 2851.69, "end": 2862.41, "word": " إيش", "probability": 0.7421061197916666}, {"start": 2862.41, "end": 2862.65, "word": " فكرة", "probability": 0.9837239583333334}, {"start": 2862.65, "end": 2862.85, "word": " ال", 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فيها، تمام؟ فبالتالي أنه في ال graph ممكن أتخلص من قصة التكرار، لو كان في عندي branch بتكرر مافيش داعي أن أنا أرجع أفرعه و أكرره، فبالتالي بروح بعمل link أو يعني vertex بينه وبين ال nodes اللي بتقدي لإله", "tokens": [1863, 25957, 12399, 4724, 30544, 8978, 18871, 16254, 5593, 9984, 3714, 43020, 41850, 5551, 44510, 10721, 8978, 11296, 12399, 46811, 10943, 22807, 6156, 3555, 6027, 2655, 6027, 1829, 14739, 3224, 8978, 2423, 4295, 3714, 43020, 5551, 2655, 9778, 1211, 9381, 9154, 12174, 9381, 3660, 16712, 37983, 9640, 12399, 45164, 25961, 8978, 18871, 16254, 9819, 39894, 37983, 2288, 19446, 41185, 8592, 11778, 45761, 1829, 14739, 41850, 5551, 47341, 3615, 5551, 5172, 2288, 3615, 3224, 4032, 5551, 37983, 2288, 3224, 12399, 6156, 3555, 6027, 2655, 6027, 1829, 4724, 32887, 5016, 4724, 25957, 1211, 2113, 34051, 37495, 22653, 28162, 49374, 3224, 46599, 9957, 2423, 13891, 13672, 1829, 39894, 4587, 16254, 5296, 28814, 43761], "avg_logprob": -0.1469594522102459, "compression_ratio": 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"end": 2919.48, "word": " بروح", "probability": 0.9583333333333334}, {"start": 2919.48, "end": 2919.9, "word": " بعمل", "probability": 0.9786783854166666}, {"start": 2919.9, "end": 2920.42, "word": " انه", "probability": 0.926025390625}, {"start": 2920.42, "end": 2920.62, "word": " make", "probability": 0.9375}, {"start": 2920.62, "end": 2921.0, "word": " node", "probability": 0.8984375}, {"start": 2921.0, "end": 2921.4, "word": " انه", "probability": 0.949462890625}, {"start": 2921.4, "end": 2921.78, "word": " initial", "probability": 0.9287109375}, {"start": 2921.78, "end": 2922.28, "word": " state", "probability": 0.9716796875}, {"start": 2922.28, "end": 2922.6, "word": " لل", "probability": 0.7421875}, {"start": 2922.6, "end": 2923.08, "word": " problem", "probability": 0.74169921875}], "temperature": 1.0}, {"id": 110, "seek": 294962, "start": 2923.98, "end": 2949.62, "text": "وإذا الفرنك هذه انه empty بروح برجع failure تمام و بروح بفحص إذا كان في عندي goal test و بروح بفحص انه إذا كانت انه انا عندي ال state مش closed بروح بضيف ال state هذه لل node و بروح بعمل insert لكل ال expanded node فبالتالي بعمل expansion لل graph بس أخلص", "tokens": [2407, 28814, 15730, 27188, 2288, 1863, 4117, 29538, 16472, 3224, 6707, 4724, 32887, 5016, 4724, 47341, 3615, 7763, 46811, 10943, 4032, 4724, 32887, 5016, 4724, 5172, 5016, 9381, 11933, 15730, 25961, 8978, 18871, 16254, 3387, 1500, 4032, 4724, 32887, 5016, 4724, 5172, 5016, 9381, 16472, 3224, 11933, 15730, 25961, 2655, 16472, 3224, 1975, 8315, 18871, 16254, 2423, 1785, 37893, 5395, 4724, 32887, 5016, 4724, 11242, 33911, 2423, 1785, 29538, 24976, 9984, 4032, 4724, 32887, 5016, 4724, 25957, 1211, 8969, 5296, 28820, 2423, 14342, 9984, 6156, 3555, 6027, 2655, 6027, 1829, 4724, 25957, 1211, 11260, 24976, 4295, 4724, 3794, 5551, 9778, 1211, 9381], "avg_logprob": -0.17991504796500346, "compression_ratio": 1.8037383177570094, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 2923.98, "end": 2924.78, "word": "وإذا", "probability": 0.7705891927083334}, {"start": 2924.78, "end": 2925.4, "word": " الفرنك", "probability": 0.697662353515625}, {"start": 2925.4, "end": 2925.74, "word": " هذه", "probability": 0.464599609375}, {"start": 2925.74, "end": 2926.12, "word": " انه", "probability": 0.55035400390625}, {"start": 2926.12, "end": 2926.5, "word": " empty", "probability": 0.2391357421875}, {"start": 2926.5, "end": 2928.36, "word": " بروح", "probability": 0.8937174479166666}, {"start": 2928.36, "end": 2928.84, "word": " برجع", "probability": 0.9742838541666666}, {"start": 2928.84, "end": 2929.64, "word": " failure", "probability": 0.357421875}, {"start": 2929.64, "end": 2931.94, "word": " تمام", "probability": 0.868896484375}, {"start": 2931.94, "end": 2932.44, "word": " و", "probability": 0.29248046875}, {"start": 2932.44, "end": 2932.68, "word": " بروح", "probability": 0.8912760416666666}, {"start": 2932.68, "end": 2933.08, "word": " بفحص", "probability": 0.94873046875}, {"start": 2933.08, "end": 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"probability": 0.54541015625}, {"start": 2943.14, "end": 2943.7, "word": " node", "probability": 0.9189453125}, {"start": 2943.7, "end": 2943.92, "word": " و", "probability": 0.9189453125}, {"start": 2943.92, "end": 2944.22, "word": " بروح", "probability": 0.9830729166666666}, {"start": 2944.22, "end": 2944.56, "word": " بعمل", "probability": 0.96728515625}, {"start": 2944.56, "end": 2945.14, "word": " insert", "probability": 0.9765625}, {"start": 2945.14, "end": 2945.54, "word": " لكل", "probability": 0.968017578125}, {"start": 2945.54, "end": 2945.68, "word": " ال", "probability": 0.5390625}, {"start": 2945.68, "end": 2946.14, "word": " expanded", "probability": 0.8408203125}, {"start": 2946.14, "end": 2946.64, "word": " node", "probability": 0.93603515625}, {"start": 2946.64, "end": 2947.48, "word": " فبالتالي", "probability": 0.9607747395833334}, {"start": 2947.48, "end": 2947.82, "word": " بعمل", "probability": 0.9736328125}, {"start": 2947.82, "end": 2948.32, "word": " expansion", "probability": 0.92578125}, {"start": 2948.32, "end": 2948.56, "word": " لل", "probability": 0.81298828125}, {"start": 2948.56, "end": 2948.88, "word": " graph", "probability": 0.82763671875}, {"start": 2948.88, "end": 2949.1, "word": " بس", "probability": 0.974853515625}, {"start": 2949.1, "end": 2949.62, "word": " أخلص", "probability": 0.9583740234375}], "temperature": 1.0}, {"id": 111, "seek": 297233, "start": 2950.29, "end": 2972.33, "text": "هذا ال algorithm كpseudocode ايش معناته تطبيقه زي هيك انه على سبيل المثال ان انا عندي هاي ال root node بروح بعمل expansion انا عندي ال black هي ال expanded node و ال white هي frontier node و ال grey هي عبارة عن unexplored node لاحظين هاي كيف كلها؟", "tokens": [3224, 15730, 2423, 9284, 9122, 17738, 532, 905, 1429, 1975, 1829, 8592, 20449, 8315, 47395, 6055, 9566, 21292, 4587, 3224, 30767, 1829, 39896, 4117, 16472, 3224, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 16472, 1975, 8315, 18871, 16254, 8032, 47302, 2423, 5593, 9984, 4724, 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"probability": 0.52978515625}, {"start": 2957.75, "end": 2958.07, "word": " node", "probability": 0.90625}, {"start": 2958.07, "end": 2959.37, "word": " بروح", "probability": 0.95947265625}, {"start": 2959.37, "end": 2959.65, "word": " بعمل", "probability": 0.9742838541666666}, {"start": 2959.65, "end": 2960.19, "word": " expansion", "probability": 0.93896484375}, {"start": 2960.19, "end": 2960.83, "word": " انا", "probability": 0.772705078125}, {"start": 2960.83, "end": 2961.05, "word": " عندي", "probability": 0.89892578125}, {"start": 2961.05, "end": 2961.15, "word": " ال", "probability": 0.8955078125}, {"start": 2961.15, "end": 2961.43, "word": " black", "probability": 0.9326171875}, {"start": 2961.43, "end": 2961.63, "word": " هي", "probability": 0.890625}, {"start": 2961.63, "end": 2961.79, "word": " ال", "probability": 0.890625}, {"start": 2961.79, "end": 2962.19, "word": " expanded", "probability": 0.90576171875}, {"start": 2962.19, "end": 2962.61, "word": " node", "probability": 0.95263671875}, {"start": 2962.61, "end": 2963.51, "word": " و", "probability": 0.8173828125}, {"start": 2963.51, "end": 2963.81, "word": " ال", "probability": 0.9326171875}, {"start": 2963.81, "end": 2964.13, "word": " white", "probability": 0.9228515625}, {"start": 2964.13, "end": 2964.45, "word": " هي", "probability": 0.923828125}, {"start": 2964.45, "end": 2966.29, "word": " frontier", "probability": 0.52197265625}, {"start": 2966.29, "end": 2966.83, "word": " node", "probability": 0.9521484375}, {"start": 2966.83, "end": 2967.05, "word": " و", "probability": 0.85791015625}, {"start": 2967.05, "end": 2967.17, "word": " ال", "probability": 0.87646484375}, {"start": 2967.17, "end": 2967.41, "word": " grey", "probability": 0.48583984375}, {"start": 2967.41, "end": 2967.73, "word": " هي", "probability": 0.79443359375}, {"start": 2967.73, "end": 2968.15, "word": " عبارة", "probability": 0.99169921875}, {"start": 2968.15, "end": 2968.45, "word": " عن", "probability": 0.99755859375}, {"start": 2968.45, "end": 2969.37, "word": " unexplored", "probability": 0.9397786458333334}, {"start": 2969.37, "end": 2969.79, "word": " node", "probability": 0.9306640625}, {"start": 2969.79, "end": 2970.61, "word": " لاحظين", "probability": 0.86859130859375}, {"start": 2970.61, "end": 2971.09, "word": " هاي", "probability": 0.697998046875}, {"start": 2971.09, "end": 2971.59, "word": " كيف", "probability": 0.93408203125}, {"start": 2971.59, "end": 2972.33, "word": " كلها؟", "probability": 0.95361328125}], "temperature": 1.0}, {"id": 112, "seek": 299570, "start": 2972.36, "end": 2995.7, "text": "يبقى هذه عبارة عن expanded node أنا عملت expand لل node هذه فيها أربعة nodes تمام frontier node اللي هي اللي أنا عملتلهم already expansion متفارعة منها وكل ال grey هدول اللي انتوا شايفينهم شايفينها هذه لسه ماعملتلهاش exploration تمام طيب ناخد هاي نعملها expand زي ما هو", "tokens": [1829, 3555, 4587, 7578, 29538, 6225, 3555, 9640, 3660, 18871, 14342, 9984, 41850, 6225, 42213, 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"probability": 0.99609375}, {"start": 2974.54, "end": 2975.24, "word": " expanded", "probability": 0.70654296875}, {"start": 2975.24, "end": 2975.52, "word": " node", "probability": 0.82763671875}, {"start": 2975.52, "end": 2975.68, "word": " أنا", "probability": 0.499755859375}, {"start": 2975.68, "end": 2975.96, "word": " عملت", "probability": 0.974609375}, {"start": 2975.96, "end": 2976.26, "word": " expand", "probability": 0.7177734375}, {"start": 2976.26, "end": 2976.42, "word": " لل", "probability": 0.60498046875}, {"start": 2976.42, "end": 2976.6, "word": " node", "probability": 0.8251953125}, {"start": 2976.6, "end": 2976.92, "word": " هذه", "probability": 0.82470703125}, {"start": 2976.92, "end": 2977.48, "word": " فيها", "probability": 0.84814453125}, {"start": 2977.48, "end": 2977.86, "word": " أربعة", "probability": 0.7105305989583334}, {"start": 2977.86, "end": 2978.28, "word": " nodes", "probability": 0.93994140625}, {"start": 2978.28, "end": 2979.16, "word": " تمام", "probability": 0.71923828125}, {"start": 2979.16, "end": 2980.06, "word": " frontier", "probability": 0.80224609375}, {"start": 2980.06, "end": 2980.46, "word": " node", "probability": 0.88134765625}, {"start": 2980.46, "end": 2980.68, "word": " اللي", "probability": 0.944091796875}, {"start": 2980.68, "end": 2980.9, "word": " هي", "probability": 0.8251953125}, {"start": 2980.9, "end": 2981.06, "word": " اللي", "probability": 0.9755859375}, {"start": 2981.06, "end": 2981.16, "word": " أنا", "probability": 0.73291015625}, {"start": 2981.16, "end": 2981.58, "word": " عملتلهم", "probability": 0.88251953125}, {"start": 2981.58, "end": 2981.88, "word": " already", "probability": 0.93310546875}, {"start": 2981.88, "end": 2982.46, "word": " expansion", "probability": 0.92431640625}, {"start": 2982.46, "end": 2983.14, "word": " متفارعة", "probability": 0.8638916015625}, {"start": 2983.14, "end": 2983.54, "word": " منها", "probability": 0.995849609375}, {"start": 2983.54, "end": 2984.22, 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9381, 16373, 9381, 16247, 25513, 27884, 13672, 1829, 1975, 5016, 8315, 3714, 43020, 8717, 4587, 9640, 1863, 4724, 1829, 11296, 8032, 3215, 12610, 2423, 14642], "avg_logprob": -0.13513050072795743, "compression_ratio": 1.5446808510638297, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 3067.08, "end": 3067.48, "word": "real", "probability": 0.411865234375}, {"start": 3067.48, "end": 3067.82, "word": " world", "probability": 0.77490234375}, {"start": 3067.82, "end": 3068.28, "word": " problem", "probability": 0.9150390625}, {"start": 3068.28, "end": 3068.42, "word": " اللي", "probability": 0.6834716796875}, {"start": 3068.42, "end": 3068.52, "word": " أنا", "probability": 0.59765625}, {"start": 3068.52, "end": 3068.74, "word": " عملها", "probability": 0.9820963541666666}, {"start": 3068.74, "end": 3069.22, "word": " abstraction", "probability": 0.70458984375}, {"start": 3069.22, "end": 3069.86, "word": " وانزل", "probability": 0.65948486328125}, {"start": 3069.86, "end": 3070.08, "word": " منها", "probability": 0.992919921875}, {"start": 3070.08, "end": 3070.52, "word": " التفاصيل", "probability": 0.8896484375}, {"start": 3070.52, "end": 3070.8, "word": " بحيث", "probability": 0.961669921875}, {"start": 3070.8, "end": 3070.92, "word": " ان", "probability": 0.453857421875}, {"start": 3070.92, "end": 3071.08, "word": " احنا", "probability": 0.89208984375}, {"start": 3071.08, "end": 3071.48, "word": " نقدر", "probability": 0.9939778645833334}, {"start": 3071.48, "end": 3072.46, "word": " نطبقها", "probability": 0.96796875}, {"start": 3072.46, "end": 3072.62, "word": " على", "probability": 0.884765625}, {"start": 3072.62, "end": 3073.48, "word": " الحاسوب", "probability": 0.8606770833333334}, {"start": 3073.48, "end": 3074.26, "word": " تمام", "probability": 0.77001953125}, {"start": 3074.26, "end": 3075.34, "word": " وشوفنا", "probability": 0.83642578125}, {"start": 3075.34, "end": 3077.36, "word": " uninformed", "probability": 0.716064453125}, {"start": 3077.36, "end": 3078.06, "word": " search", "probability": 0.98046875}, {"start": 3078.06, "end": 3078.9, "word": " strategies", "probability": 0.66650390625}, {"start": 3078.9, "end": 3079.8, "word": " مختلفة", "probability": 0.9932861328125}, {"start": 3079.8, "end": 3080.66, "word": " تمام", "probability": 0.95947265625}, {"start": 3080.66, "end": 3083.04, "word": " وشوفنا", "probability": 0.9619140625}, {"start": 3083.04, "end": 3083.28, "word": " كيف", "probability": 0.98486328125}, {"start": 3083.28, "end": 3083.92, "word": " انه", "probability": 0.69189453125}, {"start": 3083.92, "end": 3084.7, "word": " الخصائص", "probability": 0.98046875}, {"start": 3084.7, "end": 3085.14, "word": " الأربعة", "probability": 0.9371744791666666}, {"start": 3085.14, "end": 3085.3, "word": " اللي", "probability": 0.96630859375}, {"start": 3085.3, "end": 3085.42, "word": " احنا", "probability": 0.9677734375}, {"start": 3085.42, "end": 3085.74, "word": " ممكن", "probability": 0.974853515625}, {"start": 3085.74, "end": 3086.16, "word": " نقارن", "probability": 0.995849609375}, {"start": 3086.16, "end": 3086.52, "word": " بيها", "probability": 0.9879557291666666}, {"start": 3086.52, "end": 3087.04, "word": " هدول", "probability": 0.9137369791666666}, {"start": 3087.04, "end": 3087.18, "word": " ال", "probability": 0.94580078125}, {"start": 3087.18, "end": 3087.56, "word": " algorithms", "probability": 0.85546875}], "temperature": 1.0}, {"id": 117, "seek": 311027, "start": 3087.97, "end": 3110.27, "text": "في المحاضرة الجاية إن شاء الله هناخد تطبيقهم على الطول اللي أنا ورجعتكم إياها على ال .. في ال search space فممكن أن أحنا يعني نطبق كذا algorithms و كذا strategy في ال uninformed و نشوفهم و بعد هيك ممكن ننتقل للباب الرابع إن شاء الله في حدا عنده سؤال؟ يعطيكم العفو", "tokens": [41185, 9673, 5016, 46958, 25720, 25724, 995, 10632, 36145, 13412, 16606, 21984, 8032, 1863, 47283, 3215, 6055, 9566, 21292, 4587, 16095, 15844, 41950, 12610, 13672, 1829, 41850, 4032, 47341, 34268, 24793, 11933, 25528, 11296, 15844, 2423, 4386, 8978, 2423, 3164, 1901, 6156, 2304, 43020, 14739, 5551, 5016, 8315, 37495, 22653, 8717, 9566, 3555, 4587, 9122, 15730, 14642, 4032, 9122, 15730, 5206, 8978, 2423, 43456, 22892, 4032, 8717, 8592, 38688, 16095, 4032, 39182, 39896, 4117, 3714, 43020, 8717, 29399, 4587, 1211, 24976, 3555, 16758, 34892, 16758, 3615, 36145, 13412, 16606, 21984, 8978, 11331, 28259, 43242, 3224, 8608, 33604, 6027, 22807, 37495, 9566, 1829, 24793, 18863, 5172, 2407], "avg_logprob": -0.18268107114551224, "compression_ratio": 1.6692307692307693, "no_speech_prob": 2.3603439331054688e-05, "words": [{"start": 3087.97, "end": 3088.21, "word": "في", "probability": 0.93896484375}, {"start": 3088.21, "end": 3088.63, "word": " المحاضرة", "probability": 0.84014892578125}, {"start": 3088.63, "end": 3088.99, "word": " الجاية", "probability": 0.9567057291666666}, {"start": 3088.99, "end": 3089.21, "word": " إن", "probability": 0.466796875}, {"start": 3089.21, "end": 3089.37, "word": " شاء", "probability": 0.989013671875}, {"start": 3089.37, "end": 3089.61, "word": " الله", "probability": 0.96728515625}, {"start": 3089.61, "end": 3090.63, "word": " هناخد", "probability": 0.884765625}, {"start": 3090.63, "end": 3091.29, "word": " تطبيقهم", "probability": 0.9890625}, {"start": 3091.29, "end": 3091.45, "word": " على", "probability": 0.91357421875}, {"start": 3091.45, "end": 3091.77, "word": " الطول", "probability": 0.81396484375}, {"start": 3091.77, "end": 3091.91, "word": " اللي", "probability": 0.947021484375}, {"start": 3091.91, "end": 3092.11, "word": " أنا", "probability": 0.4326171875}, {"start": 3092.11, "end": 3092.73, "word": " ورجعتكم", "probability": 0.76812744140625}, {"start": 3092.73, "end": 3093.23, "word": " إياها", "probability": 0.8935546875}, {"start": 3093.23, "end": 3093.61, "word": " على", "probability": 0.84814453125}, {"start": 3093.61, "end": 3093.83, "word": " ال", "probability": 0.9521484375}, {"start": 3093.83, "end": 3094.27, "word": " ..", "probability": 0.6376953125}, {"start": 3094.27, "end": 3094.47, "word": " في", "probability": 0.93798828125}, {"start": 3094.47, "end": 3094.57, "word": " ال", "probability": 0.8896484375}, {"start": 3094.57, "end": 3094.79, "word": " search", "probability": 0.8720703125}, {"start": 3094.79, "end": 3095.17, "word": " space", "probability": 0.9482421875}, {"start": 3095.17, "end": 3095.93, "word": " فممكن", "probability": 0.8302408854166666}, {"start": 3095.93, "end": 3096.05, "word": " أن", "probability": 0.4248046875}, {"start": 3096.05, "end": 3096.21, "word": " أحنا", "probability": 0.783935546875}, {"start": 3096.21, "end": 3096.61, "word": " يعني", "probability": 0.730224609375}, {"start": 3096.61, "end": 3097.07, "word": " نطبق", "probability": 0.9697265625}, {"start": 3097.07, "end": 3097.35, "word": " كذا", "probability": 0.98291015625}, {"start": 3097.35, "end": 3097.79, "word": " algorithms", "probability": 0.84814453125}, {"start": 3097.79, "end": 3098.19, "word": " و", "probability": 0.96826171875}, {"start": 3098.19, "end": 3099.63, "word": " كذا", "probability": 0.706298828125}, {"start": 3099.63, "end": 3100.11, "word": " strategy", "probability": 0.79931640625}, {"start": 3100.11, "end": 3100.29, "word": " في", "probability": 0.94140625}, {"start": 3100.29, "end": 3100.37, "word": " ال", "probability": 0.94970703125}, {"start": 3100.37, "end": 3100.89, "word": " uninformed", "probability": 0.5816650390625}, {"start": 3100.89, "end": 3101.07, "word": " و", "probability": 0.9873046875}, {"start": 3101.07, "end": 3101.55, "word": " نشوفهم", "probability": 0.9437255859375}, {"start": 3101.55, "end": 3102.09, "word": " و", "probability": 0.5634765625}, {"start": 3102.09, "end": 3102.27, "word": " بعد", "probability": 0.94775390625}, {"start": 3102.27, "end": 3102.47, "word": " هيك", "probability": 0.95458984375}, {"start": 3102.47, "end": 3102.71, "word": " ممكن", "probability": 0.990966796875}, {"start": 3102.71, "end": 3103.33, "word": " ننتقل", "probability": 0.9307861328125}, {"start": 3103.33, "end": 3104.15, "word": " للباب", "probability": 0.85791015625}, {"start": 3104.15, "end": 3104.51, "word": " الرابع", "probability": 0.994140625}, {"start": 3104.51, "end": 3104.67, "word": " إن", "probability": 0.9765625}, {"start": 3104.67, "end": 3104.79, "word": " شاء", "probability": 0.99462890625}, {"start": 3104.79, "end": 3106.19, "word": " الله", "probability": 0.96923828125}, {"start": 3106.19, "end": 3106.49, "word": " في", "probability": 0.306884765625}, {"start": 3106.49, "end": 3106.77, "word": " حدا", "probability": 0.781494140625}, {"start": 3106.77, "end": 3107.47, "word": " عنده", "probability": 0.978759765625}, {"start": 3107.47, "end": 3109.31, "word": " سؤال؟", "probability": 0.86260986328125}, {"start": 3109.31, "end": 3109.99, "word": " يعطيكم", "probability": 0.83349609375}, {"start": 3109.99, "end": 3110.27, "word": " العفو", "probability": 0.79345703125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 3110.8005625, "duration_after_vad": 2741.764374999992}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..c4f3ad7b215b2f2f0d660e1217d54e48073cd00a
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/9tLhc3uutvw_raw.srt
@@ -0,0 +1,2316 @@
+1
+00:00:04,910 --> 00:00:07,430
+بسم الله الرحمن الرحيم صباح الخير اليوم إن شاء
+
+2
+00:00:07,430 --> 00:00:13,070
+الله بدنا نكمل يعني بدينا نحكي في آخر المخدرة
+
+3
+00:00:13,070 --> 00:00:16,310
+الماضية عن ال search strategies أو استراتيجيات
+
+4
+00:00:16,310 --> 00:00:22,150
+البحث وحكينا أن تعريف ال search strategy هي عبارة
+
+5
+00:00:22,150 --> 00:00:25,710
+عن ترتيب أو ال order تبع node expansion زي ما احنا
+
+6
+00:00:25,710 --> 00:00:30,560
+شوفنا هناأنه على سبيل المثال أنه أنا بدي أحدد أن
+
+7
+00:00:30,560 --> 00:00:33,180
+أعمل expand لهذه ال node أو هذه ال node أو هذه ال
+
+8
+00:00:33,180 --> 00:00:37,080
+node بختار واحدة معينة منهم بعملهم expand فبالتالي
+
+9
+00:00:37,080 --> 00:00:40,360
+أنه هذا المستوى التاني اللي هعمله expand بعد هيك
+
+10
+00:00:40,360 --> 00:00:43,860
+بدي أختار من المستوى هذا أي node أعملها expand و
+
+11
+00:00:43,860 --> 00:00:44,180
+هكذا
+
+12
+00:00:47,640 --> 00:00:52,780
+طبعا ال strategies هذه في عندنا استراتيجيات مختلفة
+
+13
+00:00:52,780 --> 00:00:58,260
+للبحث طبعا ال استراتيجيات هذه بتحتاج ل evaluation
+
+14
+00:00:58,260 --> 00:01:02,920
+لتقييم عشان أنه أنا أقدر أحدد مين أفضل من التانية
+
+15
+00:01:02,920 --> 00:01:06,780
+طبعا معايير التقييم أنا في عندى أربع معايير
+
+16
+00:01:07,360 --> 00:01:10,900
+Completeness والـTime Complexity والـSpace
+
+17
+00:01:10,900 --> 00:01:14,620
+Complexity والـOptimality ذكرنا المحاضرة الماضية
+
+18
+00:01:14,620 --> 00:01:19,420
+حكينا إن الـCompleteness إنه هل هي دائما إنه بتوجد
+
+19
+00:01:19,420 --> 00:01:25,920
+حل إذا كان في حل موجود فعلا معنى ذلك إنه إذا
+
+20
+00:01:25,920 --> 00:01:29,400
+الاستراتيجية هادة إذا أحنا بنعرف إنه في حل موجود
+
+21
+00:01:29,400 --> 00:01:32,860
+أحيانا بتنجح في إيجاد هذا الحل وأحيانا لأ فبنسميها
+
+22
+00:01:32,860 --> 00:01:37,870
+إنه incomplete أو يعني not completeأما في حال إنه
+
+23
+00:01:37,870 --> 00:01:44,310
+هي دائما توجد الحل هذا فبتكون بنسميها إنه هاي ال
+
+24
+00:01:44,310 --> 00:01:48,290
+strategy complete أما بخصوص ال time complexity إنه
+
+25
+00:01:48,290 --> 00:01:52,630
+بحسب عدد ال nodes ال generated كل ما كان ال nodes
+
+26
+00:01:52,630 --> 00:01:59,210
+ال generated أقلبيكون ال .. ال .. ال complexity
+
+27
+00:01:59,210 --> 00:02:04,570
+تبعتها أقل تمام؟ أفضل يعني و ال search complexity
+
+28
+00:02:04,570 --> 00:02:07,070
+أو ال space complexity هي عبارة عن ال maximum
+
+29
+00:02:07,070 --> 00:02:09,570
+number of notes in memory طبعا في بعض ال
+
+30
+00:02:09,570 --> 00:02:12,870
+strategies بتحتاج أنه ال notes أنه هي تبقيها في ال
+
+31
+00:02:12,870 --> 00:02:15,610
+.. في ال memory و في بعض ال strategies تانية أنه
+
+32
+00:02:15,610 --> 00:02:18,390
+بتحتاج أنه note في level معين أنه هي تبقيها في
+
+33
+00:02:18,390 --> 00:02:23,520
+الذاكرةفبالتالي كل ما زادت عدد ال nodes اللي انا
+
+34
+00:02:23,520 --> 00:02:27,300
+بحتاجها في الذاكرة بتزيد انا عندي متطلبات الذاكرة
+
+35
+00:02:27,300 --> 00:02:31,920
+و بيصير في عندي تعقيد اكتر ال optimality معناها ان
+
+36
+00:02:31,920 --> 00:02:36,120
+هو هل هي دائما انا في عندي ممكن يكون اكتر من حل و
+
+37
+00:02:36,120 --> 00:02:41,400
+ال optimality المقصود فيها ان هي دائما بتوجد الحل
+
+38
+00:02:41,400 --> 00:02:46,210
+الاقل تكلفة او افضل حلطبعا وحكينا ان هاي الشغلات
+
+39
+00:02:46,210 --> 00:02:51,670
+ان احنا بنقيسها بال B و D و M ال space complexity
+
+40
+00:02:51,670 --> 00:03:01,010
+بنقيسها بال B و D و M high of one high طبعا ال B
+
+41
+00:03:01,010 --> 00:03:05,580
+اللي هو ال maximum branching factorللـ search tree
+
+42
+00:03:05,580 --> 00:03:10,360
+و الـ D هي ال depth تبع ال least cost solution
+
+43
+00:03:10,360 --> 00:03:14,620
+يعني من البداية لغاية لما ال node تبعت الحل و ال M
+
+44
+00:03:14,620 --> 00:03:18,360
+هي ال maximum depth لل status space و هنا ممكن
+
+45
+00:03:18,360 --> 00:03:21,920
+يكون infinity و وضحنا المرة الماضية أنهكيف في بعض
+
+46
+00:03:21,920 --> 00:03:25,160
+الحلات انه ممكن يكون في عندي infinity انه بيصير
+
+47
+00:03:25,160 --> 00:03:30,020
+expansion لنهار بشكل إلى ما لنهار حكينا فيه انا
+
+48
+00:03:30,020 --> 00:03:33,460
+تلت استراتيجيات في البحث اللي هي الuninformed
+
+49
+00:03:33,460 --> 00:03:38,620
+search blind وحنشوف ليش انه انه تسميته زي هيك
+
+50
+00:03:38,620 --> 00:03:45,320
+وحكينا انه هذا بيندرج تحته اربع algorithms وحكينا
+
+51
+00:03:45,320 --> 00:03:48,580
+انه انا في عندي الinformed search تقريبا هذا في
+
+52
+00:03:48,580 --> 00:03:50,280
+تحتي two algorithms
+
+53
+00:03:52,870 --> 00:03:56,650
+و هذا ال adversarial search اللي هو بيجي في ال
+
+54
+00:03:56,650 --> 00:04:00,670
+game playing أو ال game theory و في .. في عدة
+
+55
+00:04:00,670 --> 00:04:07,330
+algorithm لكن احنا هناخد algorithm واحد تمام؟
+
+56
+00:04:07,330 --> 00:04:12,430
+طيب نيجي بالنوع الأول من ال search strategy ال
+
+57
+00:04:12,430 --> 00:04:18,190
+uninformed search تعريفه هو عبارة عن search
+
+58
+00:04:18,190 --> 00:04:24,410
+strategyبتستخدم فقط المعلومات المتوفرة في ال
+
+59
+00:04:24,410 --> 00:04:27,270
+problem definition فقط اللي أنا حددها في تعريف
+
+60
+00:04:27,270 --> 00:04:31,710
+المشكلة تمام؟ عشان هيك أنه أحيانا بيسموه blind
+
+61
+00:04:31,710 --> 00:04:36,110
+search blind إنه خلاص إنه بيركز الرؤية تبعته على
+
+62
+00:04:36,110 --> 00:04:39,490
+المعلومات اللي أنا أعطيته إياها ممكن تكون معلومات
+
+63
+00:04:39,490 --> 00:04:43,830
+متوفرة من مصادر أخرى ما بتطلع عليها تمام؟ في أربع
+
+64
+00:04:43,830 --> 00:04:49,110
+أنواع من البحث اللي هو ال breadthتمام؟ و ال depth
+
+65
+00:04:49,110 --> 00:04:54,050
+و ال depth limited و ال iterative search هذه
+
+66
+00:04:54,050 --> 00:05:01,490
+الأربع أنواع تمام؟ نيجي للنوع الأول breatheth
+
+67
+00:05:01,490 --> 00:05:05,670
+first ال
+
+68
+00:05:05,670 --> 00:05:09,550
+breath .. ال breatheth first معناه ذلك أنه بحاول
+
+69
+00:05:09,550 --> 00:05:17,360
+أن أنا أعمل توسع عربيتوسع العرضي أولا يعني هنا لو
+
+70
+00:05:17,360 --> 00:05:24,240
+أجينا للتسميات بيعطي أولوية للتوسع بشكل عرضي تمام
+
+71
+00:05:24,240 --> 00:05:29,460
+أما ال depth بعطي أولوية للتوسع في العمق تمام
+
+72
+00:05:29,460 --> 00:05:33,840
+depth limited إنه برضه توسع بالعمق بس إنه بحدد
+
+73
+00:05:33,840 --> 00:05:36,920
+معين إنه أنا بحدد ال limit هذا iterative deepening
+
+74
+00:05:36,920 --> 00:05:41,960
+search برضه إنه توسع في العمق لكن بشكل تكراري
+
+75
+00:05:47,010 --> 00:05:52,130
+تمام؟ يبقى هنا expand the shallowest unexpanded
+
+76
+00:05:52,130 --> 00:05:54,390
+node شو معناته ده الكلام انه دايما بيعمل
+
+77
+00:05:54,390 --> 00:05:58,110
+الاستراتيجية هذه دايما بتركز ان انا اعمل expand لل
+
+78
+00:05:58,110 --> 00:06:03,530
+nodes الضحلة يعني ال shallow unexpanded node النود
+
+79
+00:06:03,530 --> 00:06:07,690
+الضحلة شو معناته الضحلة القريبة من السطح فوق معناه
+
+80
+00:06:07,690 --> 00:06:11,610
+ذلك ان انا بعملش expand لأي node تحت الا لما اخلص
+
+81
+00:06:11,610 --> 00:06:16,530
+expand لكل nodes اللي في المستوى الأعلىمعنى ذلك
+
+82
+00:06:16,530 --> 00:06:21,990
+انه على سبيل المثال انه انا عندى هى ال root node
+
+83
+00:06:21,990 --> 00:06:27,190
+هى ال start space اعمل expand لهذا المستوى طبعا
+
+84
+00:06:27,190 --> 00:06:30,710
+هذا المستوى مافيش عندى غير node واحدة طبعا فبصير
+
+85
+00:06:30,710 --> 00:06:34,990
+فى عندي expand لهذه ال node و لهذه ال node طبعا
+
+86
+00:06:34,990 --> 00:06:41,310
+الان لو على سبيل المثال انا عملت expand ل node B
+
+87
+00:06:42,960 --> 00:06:48,100
+ماروحش أعمل expand ل nodes الفرعية من B إلا لما
+
+88
+00:06:48,100 --> 00:06:54,660
+أعمل expand ل C بالأول بالظبط بهذا الشكل طبعا
+
+89
+00:06:54,660 --> 00:06:58,320
+فالان
+
+90
+00:06:58,320 --> 00:07:05,580
+يعني عملت expand ل B و C طبعا ان انا يعني ان ال A
+
+91
+00:07:05,580 --> 00:07:11,780
+عملتلها expand ل B و C الآن بيجي دور ل Bإن أنا
+
+92
+00:07:11,780 --> 00:07:17,380
+أعملها expand D وE بجيش أطلع في D إيش فيها عندي
+
+93
+00:07:17,380 --> 00:07:20,740
+node فرعية بروح ل C أعملها expand لأنه لازم أخلص
+
+94
+00:07:20,740 --> 00:07:24,960
+ال node هذا اللي في المستوى هذا طبعا فبروح بعمل
+
+95
+00:07:24,960 --> 00:07:30,520
+expand ل C بصير أنا عندي F وG بعدها بصير بتطلع على
+
+96
+00:07:30,520 --> 00:07:34,060
+المستوى اللي بعدين بصير بتطلع إنه والله دي بدي
+
+97
+00:07:34,060 --> 00:07:39,160
+أعملها expand بهذا الشكل طبعا ك implementation من
+
+98
+00:07:39,160 --> 00:07:48,590
+ناحية برمجيةبحتاج ل FIFO queue first in first out
+
+99
+00:07:48,590 --> 00:07:51,790
+تمام؟
+
+100
+00:07:51,790 --> 00:07:59,770
+لأن كل node أنا بزورها بحطها
+
+101
+00:07:59,770 --> 00:08:04,230
+في ال queue وهي أول واحدة بعملها expand تمام؟
+
+102
+00:08:20,610 --> 00:08:24,210
+إيش الخصائص طبعته؟ بدنا نشوف الأربع خصائص اللي هي
+
+103
+00:08:24,210 --> 00:08:28,730
+ال complete ال time و ال space و ال optimality مش
+
+104
+00:08:28,730 --> 00:08:31,070
+احنا بنعمل evaluation من خلال هدول الأربعة
+
+105
+00:08:31,070 --> 00:08:39,030
+complete yes شو
+
+106
+00:08:39,030 --> 00:08:46,130
+معناه complete ذكرنا انه
+
+107
+00:08:46,130 --> 00:08:50,650
+إذا في حل موجودDiamond bush ده، تمام؟ لإنه حكينا
+
+108
+00:08:50,650 --> 00:08:54,230
+في بعض ال strategies إنه ممكن يكون في حل موجود بس
+
+109
+00:08:54,230 --> 00:08:57,150
+فيش عندها القدرة لإيجاد هذا الحل، فبالتالي إنه yes
+
+110
+00:08:57,150 --> 00:09:03,770
+إذا كانت ال B finite، إيش ال B؟ إحنا حكينا إنه ال
+
+111
+00:09:03,770 --> 00:09:06,310
+space complexity إنه فيه اللي لها تلت شغلات، اللي
+
+112
+00:09:06,310 --> 00:09:10,330
+هي ال
+
+113
+00:09:10,330 --> 00:09:17,840
+B و ال Dو ال M بالظبط ال B هي ال branching factor
+
+114
+00:09:17,840 --> 00:09:20,760
+احنا عرفنا انه هي ال branching factor معناه ذلك
+
+115
+00:09:20,760 --> 00:09:24,000
+انه اذا كانت ال B finite اذا كانت ال branches انا
+
+116
+00:09:24,000 --> 00:09:29,420
+عندي finite فبالتالي انه بيكون الحل complete ال
+
+117
+00:09:29,420 --> 00:09:34,220
+time طبعا هنا انا بقصد ال time مش ال time تبع ال
+
+118
+00:09:34,220 --> 00:09:37,940
+execution ال time تبع ال ال big O notation
+
+119
+00:09:37,940 --> 00:09:42,150
+فبالتالي انهانا عندى ال root node انه بتحتاج one
+
+120
+00:09:42,150 --> 00:09:48,090
+step تمام و بعديها كل فرع طبعا هنا على حسب عدد ال
+
+121
+00:09:48,090 --> 00:09:51,310
+branches لو كانت ال branches تلاتة فبتصير زائد
+
+122
+00:09:51,310 --> 00:09:55,050
+تلاتة لو كانت أربعة بتصير زائد أربعة تمام و بعديها
+
+123
+00:09:55,050 --> 00:10:00,610
+المستوى اللى بعده بيصير b square b مرفوعة للقوة
+
+124
+00:10:00,610 --> 00:10:06,210
+تلاتة لغاية ال bd minus واحد و ال d اللى هىالـ
+
+125
+00:10:06,210 --> 00:10:13,690
+depth factor ال branching ده خلّيني أرجحهم هنا ال
+
+126
+00:10:13,690 --> 00:10:16,670
+depth لل least cost solution عفوا ال depth لل
+
+127
+00:10:16,670 --> 00:10:20,890
+least cost solution و ال b هي ال maximum branching
+
+128
+00:10:20,890 --> 00:10:24,730
+factor و ال m ال maximum depth لل state space كله
+
+129
+00:10:24,730 --> 00:10:31,840
+فبالتالي هنا بضلني أرفع القوة لغاية متى؟لغاية
+
+130
+00:10:31,840 --> 00:10:38,560
+بالظبط اللي هو ال .. ال P في ال P ال .. ال P
+
+131
+00:10:38,560 --> 00:10:44,360
+مرفوعة للقوة D و آخر term أنا عندي P في P مرفوعة
+
+132
+00:10:44,360 --> 00:10:47,640
+للقوة D minus 1 فبالتالي بطلع النتيجة أنا عندي
+
+133
+00:10:47,640 --> 00:10:52,120
+بهذا الشكل، هاي ال time complexity تبعه، هذا بدي
+
+134
+00:10:52,890 --> 00:10:56,270
+أحفظه عندي، تمام؟ يعني أنا بقصد أنه خلّينا .. يعني
+
+135
+00:10:56,270 --> 00:10:59,990
+متذاكرينه في .. في ذاكرتنا عشان أنه احنا نقارنه
+
+136
+00:10:59,990 --> 00:11:08,610
+بالخوارزمية التانية ال space ال
+
+137
+00:11:08,610 --> 00:11:13,230
+O ب D زائد واحد معناه ذلك أنه بيحتاج أنه يخلي كل
+
+138
+00:11:13,230 --> 00:11:16,390
+nodes موجودة عنده .. كل node بيعملها expand
+
+139
+00:11:16,390 --> 00:11:20,930
+بيخليها في الذاكرة تمام؟ optimal؟
+
+140
+00:11:23,360 --> 00:11:27,340
+yes طبعا إذا كان ال cost إنه واحد لكل step طبعا
+
+141
+00:11:27,340 --> 00:11:30,880
+هنا احنا حكينا إنه ال cost تبع ال expand لأول node
+
+142
+00:11:30,880 --> 00:11:34,760
+واحد والتانية بيه على حسب عدد ال branches و هكذا
+
+143
+00:11:34,760 --> 00:11:44,440
+فبالتالي إنه إذا كانت ال cost واحد طبعا
+
+144
+00:11:44,440 --> 00:11:46,740
+ال space في ال measure يعني في ال bigger problem
+
+145
+00:11:46,740 --> 00:11:53,000
+بيحتاج لوقت أكترتمام؟ هذا بخصوص الخوارزمية الأولى
+
+146
+00:11:53,000 --> 00:11:56,100
+طبعا الخوارزمية الأولى أو الاستراتيجية الأولى في
+
+147
+00:11:56,100 --> 00:12:04,440
+ال expansion أنه تشتغل بهذا الأسلوب ببساطة يعني
+
+148
+00:12:04,440 --> 00:12:08,020
+ممكن تعلق في ذهنكم أنه كيف أنه بعمل expand لل
+
+149
+00:12:08,020 --> 00:12:11,380
+shallowest node لكل ال nodes في نفس المستوى بعد ما
+
+150
+00:12:11,380 --> 00:12:13,760
+أعملها expand بروح على المستوى اللي ورا و هكذا
+
+151
+00:12:13,760 --> 00:12:17,260
+فإذا أنا أشتغلت بهذا المنطق ممكن أنه احنا نحل أي
+
+152
+00:12:17,260 --> 00:12:25,660
+مسألة بهذا الأسلوب تمام؟طيب، نيجي لالمشكلة
+
+153
+00:12:25,660 --> 00:12:29,800
+أو الستراتيجية التانية اللي هو الـ depth first هنا
+
+154
+00:12:29,800 --> 00:12:35,080
+في الـ expansion باعطي أولوية لإيش؟ للعمق بالظبط
+
+155
+00:12:35,080 --> 00:12:40,240
+هناك بيعطي أولوية إنه يتوسع بشكل عربي لكن هنا
+
+156
+00:12:40,240 --> 00:12:43,940
+بيعطي إنه expansion أولوية إنه يعمل expand للعمق
+
+157
+00:12:43,940 --> 00:12:49,040
+طبعا، إنه من ناحية implementationLetho last in
+
+158
+00:12:49,040 --> 00:12:53,800
+first out انه ال queue اللي بيحتاجها تمام و عادة
+
+159
+00:12:53,800 --> 00:12:58,740
+هنا انه put successors at front لكن زي ما شوفنا
+
+160
+00:12:58,740 --> 00:13:04,780
+هنا انه put successors at the end هذا الفيفو اللي
+
+161
+00:13:04,780 --> 00:13:10,600
+هو اللي breathed first وهذا letho انه دايما انه
+
+162
+00:13:10,600 --> 00:13:14,680
+بحط ال successors اللي هي ال node الليلاحقة بحطها
+
+163
+00:13:14,680 --> 00:13:18,520
+في المقدمة ليش؟ عشان ان هي يعملها expand في الأول
+
+164
+00:13:18,520 --> 00:13:23,200
+حسب العمق معناه ذلك انه انا لو كان في عندي tree
+
+165
+00:13:23,200 --> 00:13:29,080
+بهذا الشكل بروح بعمل expand لهذا المستوى تمام؟
+
+166
+00:13:29,080 --> 00:13:35,020
+فبصير في عندي expand هنا ل B و C تمام؟ بهذا الشكل
+
+167
+00:13:35,020 --> 00:13:38,300
+احنا موجودين في المستوى هذا بعطي أولوية للعمق
+
+168
+00:13:38,300 --> 00:13:42,110
+معناه ذلك انه انا بعملش expand ل Cبدي أولوية إن
+
+169
+00:13:42,110 --> 00:13:46,670
+أنا أعمل expand في B بس أخلصها برجع بعمل expand ل
+
+170
+00:13:46,670 --> 00:13:51,250
+C فبالتالي هنا هي B المستوى اللي بعديه بخلص ال
+
+171
+00:13:51,250 --> 00:13:56,850
+expand تبعها و في B أنا عندي D و C بخلص ال expand
+
+172
+00:13:56,850 --> 00:14:02,410
+تبع ال D اللي هو H و I و بعديها لما خلصت زي هيك
+
+173
+00:14:02,410 --> 00:14:10,000
+وين برجع على E أنا لسه في هذا المستوىdepth first
+
+174
+00:14:10,000 --> 00:14:14,240
+أنه أنا بخلص expand في هذا المستوى بعدها برجع بطلع
+
+175
+00:14:14,240 --> 00:14:19,080
+تاني تمام بعد ما خلصت ال h و ال I بروح بعمل expand
+
+176
+00:14:19,080 --> 00:14:25,160
+لل E بهذا الشكل طبعا هنا هدول أنه أنا سكرتهم زيك
+
+177
+00:14:25,160 --> 00:14:31,070
+لأنه خلاص مافيش notes بعدهم هنا بعمل expand لل EH
+
+178
+00:14:31,070 --> 00:14:36,630
+و K .. J و K عفوا تمام بعديها بس أخلص هدول كلهم
+
+179
+00:14:36,630 --> 00:14:41,350
+شايفين كيف سكرتهم ساعتها بروح بعمل expandلـ C
+
+180
+00:14:41,350 --> 00:14:45,890
+معناه ذلك أنه أد أولوية للعمق بشكل أكتر فبعمل
+
+181
+00:14:45,890 --> 00:14:49,730
+expand لإلهم بهذا الشكل و ببدأ أسكرهم مثلا على
+
+182
+00:14:49,730 --> 00:14:53,710
+سبيل المثال أن أنا بعمل stop هنا أنا لجيت ال M هو
+
+183
+00:14:53,710 --> 00:14:58,510
+solution تبعي فبعمل stop بهذا الشكل برجع بذكر مرة
+
+184
+00:14:58,510 --> 00:15:04,990
+تانية خليني أرجع هنا عند وين شغلة
+
+185
+00:15:04,990 --> 00:15:08,860
+كتير مهمة عشان احنا نربط الأشياء مع بعضاللي هو
+
+186
+00:15:08,860 --> 00:15:13,180
+Tree Search Algorithm هذا ال algorithm بدكم تركزوا
+
+187
+00:15:13,180 --> 00:15:18,240
+عليه لإن هو نفس المبدأ عند كل ال search strategies
+
+188
+00:15:18,240 --> 00:15:21,360
+مختلفة إن أنا بديله problem بالإضافة ل strategy
+
+189
+00:15:21,360 --> 00:15:26,480
+تمام؟ و هنا نفس الفكرة إن أنا بعمل loop إنه بعمل
+
+190
+00:15:26,480 --> 00:15:34,130
+expand حسب ال strategyطبعا بختار ان انا بعمل
+
+191
+00:15:34,130 --> 00:15:36,550
+expand حسب ال strategy طبعا هذا اول شرط اذا انا
+
+192
+00:15:36,550 --> 00:15:39,330
+ماكنش في عندي candidate node for expansion معناه
+
+193
+00:15:39,330 --> 00:15:43,450
+ذلك ان انا عملت expand لكل ال node و مافيش حل
+
+194
+00:15:43,450 --> 00:15:47,750
+فبتالي برجع فعلا بعدها ان هنا choose a leaf node
+
+195
+00:15:47,750 --> 00:15:50,810
+for expansion according to strategy اللي انا
+
+196
+00:15:50,810 --> 00:15:55,190
+مررتها هنا كبراميطر
+
+197
+00:15:55,190 --> 00:16:00,360
+لهذه الدالةطبعا إذا ال node بتحتوي على ال goal
+
+198
+00:16:00,360 --> 00:16:03,340
+state برجع ال corresponding solution زي ما احنا
+
+199
+00:16:03,340 --> 00:16:06,620
+شفنا في ال depth first انه انا اتوقفت عند ال M ال
+
+200
+00:16:06,620 --> 00:16:13,520
+M هي ال solution طبعا بعديها بعمل expand ل nodes و
+
+201
+00:16:13,520 --> 00:16:19,000
+بضيفها في ال search tree طبعا
+
+202
+00:16:19,000 --> 00:16:21,060
+فبالتالي احنا اتوقفنا عند هذا ال chart
+
+203
+00:16:28,230 --> 00:16:31,390
+بالظبط ان انا عندي ال M هي solution بعمل stop بعمل
+
+204
+00:16:31,390 --> 00:16:40,050
+return لهذا المسار بهذا الشكل تمام الخصائص
+
+205
+00:16:40,050 --> 00:16:46,230
+تبعتكم ايش الأربع خصائص completeness
+
+206
+00:16:46,230 --> 00:16:52,590
+ال time و ال space و ال optimality أربع خصائص
+
+207
+00:16:56,190 --> 00:17:03,470
+هل ال depth first complete؟ ليش؟
+
+208
+00:17:03,470 --> 00:17:11,190
+لأ مش complete هو
+
+209
+00:17:11,190 --> 00:17:14,190
+في الغالب مش complete في حال انه كان ال .. ال ..
+
+210
+00:17:14,190 --> 00:17:19,250
+ال space تبعي انه infiniteزي ما شوفنا انه انا في
+
+211
+00:17:19,250 --> 00:17:22,410
+.. في .. في problem معينة انه انا ممكن ارجع انه
+
+212
+00:17:22,410 --> 00:17:26,150
+انا اعمل يعني خلينا نرجع هنا انه على سبيل المثال
+
+213
+00:17:26,150 --> 00:17:30,930
+انه عند مرحلة معينة عند ال edge مثلا انه انا في
+
+214
+00:17:30,930 --> 00:17:34,830
+عندي expand ل node تمام انا زورتها بشكل سابق
+
+215
+00:17:34,830 --> 00:17:38,770
+فبالتالي انه خلاص بضلني ماشي في ال depth .. ماشي
+
+216
+00:17:38,770 --> 00:17:40,530
+في ال depth هذا بشكل
+
+217
+00:17:43,570 --> 00:17:47,610
+يعني infinite loop، تمام؟ يعني على سبيل المثال،
+
+218
+00:17:47,610 --> 00:17:51,370
+تخيلوا أنه .. أنه أنا في H، انه تخيلوا هدول عبارة
+
+219
+00:17:51,370 --> 00:17:54,650
+عن مدن، انه في H، بقدر أرجع مرة تانية أزور B
+
+220
+00:17:58,380 --> 00:18:01,300
+برجع بعمل expand مرة تانية فبالتالي انه بلاقي كل
+
+221
+00:18:01,300 --> 00:18:04,880
+ال sub-tree هاي تتكرر معاه و هترجع تتكرر و هترجع
+
+222
+00:18:04,880 --> 00:18:08,040
+تتكرر معناه ذلك انه بيضلوا يتوسع في العمق و يتوسع
+
+223
+00:18:08,040 --> 00:18:11,660
+في العمق إلى ما لا نهاية الا اذا انا حدلته برمجيا
+
+224
+00:18:11,660 --> 00:18:15,900
+انه انا خليت انه اذا ال tree هذه انه visited سابقا
+
+225
+00:18:15,900 --> 00:18:24,900
+بعمل stop و بروح لفرع تاني عشان هيك انهمن الخاصية
+
+226
+00:18:24,900 --> 00:18:29,320
+هذه انه know في حال كانت انه infinite depth space
+
+227
+00:18:29,320 --> 00:18:32,880
+معناه ذلك ان ال space هذا انه بيضله في ال loop
+
+228
+00:18:32,880 --> 00:18:37,400
+فبالتالي بدي اعمل تعديد للبرمجة تبعته عشان انه انا
+
+229
+00:18:37,400 --> 00:18:43,300
+اتجنب ازور ال branch هذا مرة تانية لانه انا زورته
+
+230
+00:18:43,300 --> 00:18:46,680
+قبل هيك فبالتالي هنا بستبدل letry بال graph
+
+231
+00:18:46,680 --> 00:18:54,280
+فبتحللي المشكلة برمجية تمام؟لكن إذا كانت .. إذا
+
+232
+00:18:54,280 --> 00:18:58,360
+كانت depth تبعي finite فبصير الجواب على السؤال yes
+
+233
+00:18:58,360 --> 00:19:04,520
+ولا no؟ yes complete تمام؟ يبقى هنا complete
+
+234
+00:19:04,520 --> 00:19:10,780
+infinite space فبالتالي الجواب إيه له تفصيل؟ انه
+
+235
+00:19:10,780 --> 00:19:15,340
+yes في حالة معينة و no في حالة تانية ال time
+
+236
+00:19:21,560 --> 00:19:24,840
+لأ بيصير انه احنا انجعوا بهذه الطريقة انه باخد وجد
+
+237
+00:19:24,840 --> 00:19:27,440
+او باخدش وجد لأ اللى بيحدد ال big O notation
+
+238
+00:19:27,440 --> 00:19:30,580
+بالظبط ان انا بدي اجه أطلع على ال algorithm الأول
+
+239
+00:19:30,580 --> 00:19:34,520
+هذا ال depth first قداش ال time اللى باخده اللى هو
+
+240
+00:19:34,520 --> 00:19:39,520
+OPM ال B اللى هو ال branching factor و ال M اللى
+
+241
+00:19:39,520 --> 00:19:43,140
+هو ال maximum depth لل space لغاية ال solution
+
+242
+00:19:43,140 --> 00:19:47,020
+تمام؟
+
+243
+00:19:47,020 --> 00:19:47,720
+لكن هنا
+
+244
+00:19:50,490 --> 00:19:56,550
+الخصائص تبعت هذا أنه عبارة عن P مرفوعة للقوة D
+
+245
+00:19:56,550 --> 00:20:01,850
+زائد 1 فمين Complex أكتر؟
+
+246
+00:20:01,850 --> 00:20:11,710
+هنا P مرفوعة للقوة D زائد 1 أما هنا P
+
+247
+00:20:11,710 --> 00:20:14,750
+مرفوعة للقوة M فبالتالي بتعتمد على الأرقام جداش ال
+
+248
+00:20:14,750 --> 00:20:15,950
+P وجداش ال M بالظبط
+
+249
+00:20:24,480 --> 00:20:29,320
+طيب في عندي حالة خاصة أنه ال .. هذا الرقم بيصير
+
+250
+00:20:29,320 --> 00:20:35,400
+رقم كبير رقم خيالي terrible إذا كانت ال M أكبر
+
+251
+00:20:35,400 --> 00:20:41,440
+بكتير من ال D معناه ذلك أنه هذا الرقم أنه كان ناتج
+
+252
+00:20:41,440 --> 00:20:44,160
+ك big O notation أكمل step أنا بحتاجه عشان أنجز ال
+
+253
+00:20:44,160 --> 00:20:48,860
+algorithm عدل ال steps هذه أنه كتير كبيرفي حاجة
+
+254
+00:20:48,860 --> 00:20:56,820
+كانت ال M اللي هو ال maximum depth أكبر
+
+255
+00:20:56,820 --> 00:21:07,380
+بكتير من ال D ال space كام نقطة أنا بحتاج بي في M
+
+256
+00:21:07,380 --> 00:21:13,780
+بي في M اللي هو ال branching factor مضروبة في ال
+
+257
+00:21:13,780 --> 00:21:14,940
+linear space
+
+258
+00:21:17,930 --> 00:21:21,090
+ال .. ال .. ال .. ال ام اللي هي ال .. ال maximum
+
+259
+00:21:21,090 --> 00:21:25,470
+number ال maximum depth وهذا عبارة عن linear space
+
+260
+00:21:25,470 --> 00:21:29,110
+انه معناه ذلك ان انا بلاجيه انه الرقم هذا بيزيد
+
+261
+00:21:29,110 --> 00:21:35,750
+بزياد هدول التانين مع بعض optimal؟
+
+262
+00:21:35,750 --> 00:21:40,610
+no ليش؟ لأنه انا في عندي
+
+263
+00:21:43,900 --> 00:21:49,320
+بالظبط، إنه مرات بيفشل الحل و مرات بيجيبلي مش أقصر
+
+264
+00:21:49,320 --> 00:21:55,900
+حل إيش معناة هذا الكلام؟ يعني على سبيل المثال إنه
+
+265
+00:21:55,900 --> 00:21:59,940
+افترض إنه أنا على سبيل المثال لجيت إن الحل أنا
+
+266
+00:21:59,940 --> 00:22:06,840
+عندي هنا موجود في هذا المكان تمام؟ في أي مستوى؟
+
+267
+00:22:06,840 --> 00:22:15,150
+هيبعد مستويات بهذا الشكلهي واحد اتنين تلاتة اربعة
+
+268
+00:22:15,150 --> 00:22:20,450
+لاجيته في المستوى الرابع وافترضى انه انا عندى ال C
+
+269
+00:22:20,450 --> 00:22:24,770
+لما بعملها expand فى عندى ال I ممكن تكون موجودة
+
+270
+00:22:24,770 --> 00:22:24,930
+هنا
+
+271
+00:22:29,530 --> 00:22:32,890
+هنا في حال ان هو وجد الحل انه اه ال status base
+
+272
+00:22:32,890 --> 00:22:35,910
+موجود ده معناه ذلك انه ايش بيروح برجعلي هذا المصار
+
+273
+00:22:35,910 --> 00:22:40,850
+هذا المصار كله بهذا الشكل مع انه انا في عندي حل
+
+274
+00:22:40,850 --> 00:22:46,390
+اقصر ايش السبب السبب ان هو بركز في ال expansion
+
+275
+00:22:46,390 --> 00:22:50,210
+تبعه على ال depth على العمق مع انه انا في عندي
+
+276
+00:22:50,210 --> 00:22:53,510
+الحل هذا موجود في مستوى اعلى بس انا مازورتوش لإنه
+
+277
+00:22:53,510 --> 00:22:57,450
+ال strategy تبعتي انه بتركز على العمق تمام؟
+
+278
+00:22:59,010 --> 00:23:05,010
+فعشان هيك مش optimal واضح؟
+
+279
+00:23:05,010 --> 00:23:09,130
+يعني الخصائص هذه بتكون تركزوا عليها كستراتيجيات
+
+280
+00:23:09,130 --> 00:23:13,690
+الواحدة لأنه ليش مش optimal؟ يعني دائما الفكرة في
+
+281
+00:23:13,690 --> 00:23:19,710
+الموضوع انه مش انه انا احكي انه اه optimal yes ولا
+
+282
+00:23:19,710 --> 00:23:23,010
+no اكيد بدو يكون بتبرير والتبرير هذا انه يكون
+
+283
+00:23:23,010 --> 00:23:25,110
+مفهوم بالنسبة لقالكم تمام؟
+
+284
+00:23:29,110 --> 00:23:37,330
+طيب الـ depth limited search النوع التالت في
+
+285
+00:23:37,330 --> 00:23:42,850
+النوع التالت ان انا بعمل .. بطبق خوارزمية ال depth
+
+286
+00:23:42,850 --> 00:23:49,630
+first بس بروح بعملها limit لل depth ب L يبقى دخل
+
+287
+00:23:49,630 --> 00:23:53,310
+عندي parameter جديد احنا عايش نتعامل مع parameters
+
+288
+00:23:53,310 --> 00:23:58,600
+حاليا ال Bو ال M و ال D و إيش دخل معاهم الآن ال L
+
+289
+00:23:58,600 --> 00:24:03,440
+بالظبط يبقى هنا ال depth limit اسمه L إيش الفكرة
+
+290
+00:24:03,440 --> 00:24:10,160
+في الموضوع الفكرة في الموضوع أنه عند مستوى معين L
+
+291
+00:24:10,160 --> 00:24:14,140
+بروح ببطل أعمل expansion بروح بخلص المستويات
+
+292
+00:24:14,140 --> 00:24:14,520
+الأعلى
+
+293
+00:24:19,540 --> 00:24:24,960
+طبعا هذا بيحميني او بيحللي مشكلة ان انا اجع في
+
+294
+00:24:24,960 --> 00:24:30,340
+مشكلة ال infinite loop تمام؟ وهي common AI
+
+295
+00:24:30,340 --> 00:24:35,160
+strategy يعني فعليا ان انا يعني زي كأنه باخد بين
+
+296
+00:24:35,160 --> 00:24:39,100
+التنتين بين ال breath first اللي بتشغل بشكل عربي و
+
+297
+00:24:39,100 --> 00:24:42,440
+ال depth first ليش؟ لأنه بشتغل ال depth بس حددتها
+
+298
+00:24:42,440 --> 00:24:43,160
+ب limit معين
+
+299
+00:24:49,320 --> 00:24:54,580
+تمام؟ Complete؟ لأ طبعا إذا كانت ال L أصغر من ال D
+
+300
+00:24:54,580 --> 00:25:03,540
+ال time بي مرفوع على القوة L و ال space بي مضروبة
+
+301
+00:25:03,540 --> 00:25:06,600
+في L برضه linear space كل ما لاجي linear space
+
+302
+00:25:06,600 --> 00:25:13,950
+بيكون هو عبارة عن حصر ضرب two factorsoptimal طبعا
+
+303
+00:25:13,950 --> 00:25:23,370
+إنه إذا كانت ال L أكبر من ال B الحالات تبعتها طبعا
+
+304
+00:25:23,370 --> 00:25:26,570
+هنا ال pseudocode تبعها اللي هو iterative
+
+305
+00:25:26,570 --> 00:25:31,390
+deepening search بتديله problem بترجعلي يا إما
+
+306
+00:25:31,390 --> 00:25:36,530
+solution أو fail أو failureطبعا هنا باخد ال input
+
+307
+00:25:36,530 --> 00:25:39,390
+اللي هو عبارة عن ال problem هذه أخدتها ك parameter
+
+308
+00:25:39,390 --> 00:25:46,310
+تمام ببدأ من ال depth 0 لغاية infinity شو بسوي
+
+309
+00:25:46,310 --> 00:25:51,030
+بروح بعمل depth limited search إيش بديله problem و
+
+310
+00:25:51,030 --> 00:25:58,610
+depth تمام إذا ال result لا تساوي cutoff معناه ذلك
+
+311
+00:25:58,610 --> 00:26:01,650
+إن أنا بروح برجع ال result ال result هي عبارة عن
+
+312
+00:26:01,650 --> 00:26:11,350
+subtreeطبعا مع ذلك أن هذه iterative function يعني
+
+313
+00:26:11,350 --> 00:26:15,190
+على سبيل المثال في ال iterative دي منing search أن
+
+314
+00:26:15,190 --> 00:26:21,950
+ال L بتساوي zero أن أنا عندي هي ال node باضح الرسم
+
+315
+00:26:21,950 --> 00:26:29,710
+عندكم على ال slide طبعا أن هي ال limit أنا عندي ال
+
+316
+00:26:29,710 --> 00:26:34,090
+.. ال .. ال ..maximum limit ممكن يكون تلاتة او
+
+317
+00:26:34,090 --> 00:26:36,810
+اربعة بس الان انا عندي ال zero معناه ذلك انه انا
+
+318
+00:26:36,810 --> 00:26:39,210
+مش بدي اسوي بدي اعمل expand لهذا المستوى بهذا
+
+319
+00:26:39,210 --> 00:26:45,090
+الشكل فبروح انه هاي a تمام بشغل بنظام ال depth ان
+
+320
+00:26:45,090 --> 00:26:52,250
+انا روحت على b وc بي خلصتها بحطها باللون الأسود
+
+321
+00:26:52,250 --> 00:26:56,290
+فبالتالي بروح ل c و هيك ان انا بروح بحطهم كلهم ال
+
+322
+00:26:56,290 --> 00:27:03,240
+notes هذه انه visited خلاص طيب لو غيرناحطينا انه
+
+323
+00:27:03,240 --> 00:27:08,380
+ال ال اتنين كيف النظام اللي بيشتغل فيه انه بده
+
+324
+00:27:08,380 --> 00:27:11,140
+يعمل ليه انه يشتغل ال depth تبعه و العمق يكون
+
+325
+00:27:11,140 --> 00:27:17,320
+مستويا فبالتالي هنا بروح على ال a تمام ال a بيعمل
+
+326
+00:27:17,320 --> 00:27:21,360
+expand ل b و c طبعا بطبيعة الحال لسه شغال depth
+
+327
+00:27:21,360 --> 00:27:26,850
+انا في اي مستوى موجود الاول وصلت ل limitلسة يبقى
+
+328
+00:27:26,850 --> 00:27:31,190
+بكمل في العمق يبقى بعمل expand ل B هاي صار في عندي
+
+329
+00:27:31,190 --> 00:27:37,080
+expansion ل D و E تمام وصلت لل limitبالظبط، هاي
+
+330
+00:27:37,080 --> 00:27:40,680
+المستوى الأول، هاي المستوى التاني، أنا وصلت لـ ال
+
+331
+00:27:40,680 --> 00:27:43,560
+limit تبعي، معناه ذلك إن أنا بدي أرجع وين، بكملش،
+
+332
+00:27:43,560 --> 00:27:48,620
+بعملش expand لل D و ال E، بروح، بكمل، وين؟ في ال
+
+333
+00:27:48,620 --> 00:27:55,060
+C، بهذا الشكل، تمام؟ هاي هدول إنه أنا علمتهم زي
+
+334
+00:27:55,060 --> 00:27:57,860
+هيك، ليش؟ لأنه أنا، هاي وحطيت ال limit أنا عندي زي
+
+335
+00:27:57,860 --> 00:28:01,980
+هيك، هاي واحد، هاي اتنين، خلاص، هاي ال limit أنا
+
+336
+00:28:01,980 --> 00:28:07,190
+عندي زي هيكفبخلص هدول ال nodes visited فبروح
+
+337
+00:28:07,190 --> 00:28:11,390
+بخلصهم زي هيك تمام و بعدها ممكن أنتقل للمستوى اللي
+
+338
+00:28:11,390 --> 00:28:20,940
+بعده كيف جه أنا اشتغلت نظام depthلغاية المستوى
+
+339
+00:28:20,940 --> 00:28:27,300
+التاني و بعدها استغلت نظام عرضي طب لو حطينا الال
+
+340
+00:28:27,300 --> 00:28:32,000
+تلاتة يعني هذا عبارة عن مثال انه في حال ان الال
+
+341
+00:28:32,000 --> 00:28:36,160
+كانت مختلفة في حال كان zero في حال كان واحد اتنين
+
+342
+00:28:36,160 --> 00:28:41,180
+تلاتة تلاتة بروح بخلص كل المستويات التلاتة تمام؟
+
+343
+00:28:41,180 --> 00:28:45,000
+هاي المستوى الأول هاي المستوى التاني هاي المستوى
+
+344
+00:28:45,000 --> 00:28:45,580
+التالت
+
+345
+00:28:49,910 --> 00:28:54,090
+بس إنه على جد .. على أساس إن الشجرة نفس الحجم بس
+
+346
+00:28:54,090 --> 00:28:59,190
+لو كانت حجم أكتر بالظبط أه بطبيعة الحالة فبتصير
+
+347
+00:28:59,190 --> 00:29:02,830
+إنه زي الأولى لإنه أصلا الشجرة كلها أصلا كلها يعني
+
+348
+00:29:02,830 --> 00:29:07,690
+كلها على بعضها تلات مستويات طيب
+
+349
+00:29:07,690 --> 00:29:11,450
+كيف؟
+
+350
+00:29:14,880 --> 00:29:19,120
+ما هو هذه الحالات هذه إنه محطوطة إنه هنا إنه ..
+
+351
+00:29:19,120 --> 00:29:25,140
+إنه بيكون إنه في حالات معينة إنه ممكن يكون الـ L
+
+352
+00:29:25,140 --> 00:29:32,580
+أكبر من الـ depth تبع ال .. ال .. ال tree هو فعليا
+
+353
+00:29:32,580 --> 00:29:35,820
+منطقيا إنه لأ مابنفعش إنه يكون لازم يكون إنه أصغر
+
+354
+00:29:53,570 --> 00:29:58,170
+يبقى ال depth limited search ال big O notation B0
+
+355
+00:29:58,170 --> 00:30:07,470
+,B1,B2 لغاية ال B مرفوعة القوة D طبعا
+
+356
+00:30:07,470 --> 00:30:17,930
+يعني
+
+357
+00:30:17,930 --> 00:30:21,790
+على سبيل المثال لما تكون أنا عند ال B عشرة و ال D
+
+358
+00:30:21,790 --> 00:30:30,990
+خمستاشرخمسة تمام بدي أحسب ال .. ال .. ال number of
+
+359
+00:30:30,990 --> 00:30:35,330
+nodes في ال deep .. ال depth limited search و ال
+
+360
+00:30:35,330 --> 00:30:39,250
+iterative deepening search iterative deepening
+
+361
+00:30:39,250 --> 00:30:39,710
+search
+
+362
+00:30:49,210 --> 00:30:56,650
+ان هنا عندي هنا 11 مية و 11 ألف و هنا 123 ألف هجت
+
+363
+00:30:56,650 --> 00:31:02,810
+هدول الرقامين لو احنا طرحناهم من بعض و قسمنا على
+
+364
+00:31:02,810 --> 00:31:07,930
+11 ألف معنا ذلك ان انا في عندي overhead 11% انه
+
+365
+00:31:07,930 --> 00:31:10,710
+زيادة في عدد ال steps زيادة في عدد ال notes
+
+366
+00:31:16,030 --> 00:31:22,750
+complete yes الوقت b
+
+367
+00:31:22,750 --> 00:31:27,810
+مرفوع على القوة d ال space linear طبعا بطبيعة
+
+368
+00:31:27,810 --> 00:31:33,170
+الحال بي دي optimal yes إذا كانت ال cost بتساوي
+
+369
+00:31:33,170 --> 00:31:39,770
+واحد طبعا هذا الجدول يوضح لي الخصائص هدول الأربعة
+
+370
+00:31:39,770 --> 00:31:44,640
+المهمات جدا تمام من ناحية ال completenessو من
+
+371
+00:31:44,640 --> 00:31:47,420
+ناحية ال time و من ناحية ال space و من ناحية ال
+
+372
+00:31:47,420 --> 00:31:51,460
+optimality لكل ال algorithms هدول ماكنتش الأخيرة
+
+373
+00:31:51,460 --> 00:31:55,960
+ماشتغلتش اللي هو ال iterative deepening ات ..
+
+374
+00:31:55,960 --> 00:32:00,680
+iterative deepening مافيش message كده يعني مش
+
+375
+00:32:00,680 --> 00:32:00,940
+عارفش
+
+376
+00:32:05,320 --> 00:32:08,760
+الـ iterative deepening هو عبارة يعني هو يعني هما
+
+377
+00:32:08,760 --> 00:32:11,400
+اتنين هدول يعني two algorithms أنا نسيت اللي
+
+378
+00:32:11,400 --> 00:32:15,840
+أحكيلكم هذه الشغلة انه شو معناته هذا الكلام؟
+
+379
+00:32:15,840 --> 00:32:20,320
+معناته هذا الكلام انه في الـ depth limited انه ..
+
+380
+00:32:20,320 --> 00:32:26,000
+انه أنا بعمل expand لغاية limit معين level معين
+
+381
+00:32:26,000 --> 00:32:29,560
+تمام؟ و بعد هيك بروح و برجع مكان العملية فعشان هيك
+
+382
+00:32:29,560 --> 00:32:31,480
+انه ال algorithm هذا اللي هو iterative deepening
+
+383
+00:32:31,480 --> 00:32:33,980
+search فبالتالي هنا في ال iterative deepening
+
+384
+00:32:33,980 --> 00:32:38,950
+searchبروح باستدعي الـ depth limited search يبقى
+
+385
+00:32:38,950 --> 00:32:41,830
+ال iterative deepening search هو نفس ال depth
+
+386
+00:32:41,830 --> 00:32:44,990
+limited search بس بروح بكرر هذه العملية في مستويات
+
+387
+00:32:44,990 --> 00:32:49,610
+مختلفة أنه بعد ما أخلص ال limit هذا و أعمل expand
+
+388
+00:32:49,610 --> 00:32:53,690
+بشكل عرضي بروح بكرر نفس العملية هاي بمستويات
+
+389
+00:32:53,690 --> 00:33:02,390
+متقدمة أكتر أو أعمق أكتر في الشجرة تمام؟ كيف؟ يعني
+
+390
+00:33:07,130 --> 00:33:13,570
+على سبيل المثال انا عندي الال هنا اتنين، تمام؟
+
+391
+00:33:13,570 --> 00:33:19,950
+خلصنا، ايش بروح بسوي؟ هذا iterative deepening
+
+392
+00:33:19,950 --> 00:33:24,490
+search، ال بتساوي اتنين، معناه ذلك انه انا هنا
+
+393
+00:33:24,490 --> 00:33:31,370
+عايش بشتغل، بشتغل depth limited search
+
+394
+00:33:35,800 --> 00:33:39,540
+أو بمعنى اخر ان انا هنا فعليا انا بشتغل depth
+
+395
+00:33:39,540 --> 00:33:46,220
+search تمام خلصنا وصلنا ل limit هنا بهذا المستوى
+
+396
+00:33:46,220 --> 00:33:49,240
+هجيت المستوى اللي بعده ال level اللي بعده زي هي
+
+397
+00:33:49,240 --> 00:33:57,000
+بروح برضه بشغل ال depth search هجيت تكرار ان انا
+
+398
+00:33:57,000 --> 00:34:00,240
+شغل ال depth search في هذا المستوى و ال depth
+
+399
+00:34:00,240 --> 00:34:04,280
+search في هذا المستوى بيصير في عندي iterative
+
+400
+00:34:04,280 --> 00:34:05,020
+deepening search
+
+401
+00:34:09,460 --> 00:34:14,780
+واضحة؟ واضحة يا بنات؟
+
+402
+00:34:14,780 --> 00:34:21,140
+يعني،
+
+403
+00:34:21,140 --> 00:34:31,500
+خلّيني أوضحلكم إياها على اللوحة إنه
+
+404
+00:34:31,500 --> 00:34:34,860
+في أنا عندي هاي ال root node، بدي أفترض إنه
+
+405
+00:34:39,990 --> 00:34:44,470
+ليه افضل ان انا فيها اندي expansion لعدة مستويات
+
+406
+00:34:44,470 --> 00:34:48,350
+زي هيك
+
+407
+00:34:48,350 --> 00:34:55,010
+فللي
+
+408
+00:34:55,010 --> 00:35:00,050
+قاعد هيك في نفس المستوى ارجع
+
+409
+00:35:00,050 --> 00:35:03,410
+ارجع
+
+410
+00:35:03,410 --> 00:35:05,410
+ها دى بدنا هيك نطولها شوية
+
+411
+00:35:18,670 --> 00:35:39,050
+طبعا هضل كلهم في نفس المستوى هنا برجع nodes
+
+412
+00:35:39,050 --> 00:35:44,690
+كتير اذا ما انتوا شايفين طبعا ابجي هنافي هذا
+
+413
+00:35:44,690 --> 00:35:53,110
+الحالة ان انا عندي ال ال هو بيبدأ في هذا الشكل انه
+
+414
+00:35:53,110 --> 00:35:57,350
+في هذا المستوى هاي ال ال بتساوي zero هنا ال بتساوي
+
+415
+00:35:57,350 --> 00:36:03,210
+واحد ال بتساوي اتنين طبعا هنا ال ال اللي انا بقصد
+
+416
+00:36:03,210 --> 00:36:07,010
+فيه level لأن
+
+417
+00:36:07,010 --> 00:36:10,190
+ال ال ال maximum او ال depth limit
+
+418
+00:36:16,000 --> 00:36:19,100
+انا هفرج بينه وبين ال L ال L هو ال depth limit
+
+419
+00:36:19,100 --> 00:36:26,620
+طبعا هذا ال level طلع اتنين وهنا ال level و
+
+420
+00:36:26,620 --> 00:36:34,800
+هنا طيب
+
+421
+00:36:34,800 --> 00:36:40,390
+حاجات لنفترض ان ال Lبتساوي اتنين شو معناه هات هذا
+
+422
+00:36:40,390 --> 00:36:44,490
+الكلام؟ معناه هات هذا الكلام ان عيش بديساوي انه
+
+423
+00:36:44,490 --> 00:36:51,830
+بدياخد المستويين هدول يشتغل
+
+424
+00:36:51,830 --> 00:37:00,290
+عليهم نظام ايش؟ depth search او DS
+
+425
+00:37:03,200 --> 00:37:07,640
+Iterative deepening بدي يكرر هذه العملية بشكل
+
+426
+00:37:07,640 --> 00:37:14,760
+تكراري على أي مستويات هاي برضه هنا بدي أطبق عليها
+
+427
+00:37:14,760 --> 00:37:21,400
+نفس المفهوم depth search
+
+428
+00:37:21,400 --> 00:37:24,200
+DS
+
+429
+00:37:25,930 --> 00:37:29,770
+طبعا هجد تكرار ال depth search في هذا المستوى و
+
+430
+00:37:29,770 --> 00:37:32,730
+بعدها تكرار ال depth search في هذا المستوى معناه
+
+431
+00:37:32,730 --> 00:37:38,570
+ذلك ان انا بعمل iteration ل deepening search بهذا
+
+432
+00:37:38,570 --> 00:37:43,230
+الشكل طبعا يعني هو كأنه كل مرة انه بروح باخد sub
+
+433
+00:37:43,230 --> 00:37:47,910
+tree و بروح بطبق عليها ال depth searchبروح بقوله
+
+434
+00:37:47,910 --> 00:37:50,750
+انه خلّي بعد كده المستوى بدك تشتل عليه بهذا
+
+435
+00:37:50,750 --> 00:37:55,110
+الأسلوب تمام بعد ما تخلص كلهم expansion بشكل عرضي
+
+436
+00:37:55,110 --> 00:37:58,610
+ساعتها ممكن نشتغل depth في المستوى اللي بعدي هجب
+
+437
+00:37:58,610 --> 00:38:01,150
+تكرار هذه العملية بنسميها iterative deepening
+
+438
+00:38:01,150 --> 00:38:03,850
+search ماده لك انه ال iterative deepening search
+
+439
+00:38:03,850 --> 00:38:13,110
+انه المفهوم تبعهإنه بيستخدم ال depth limited
+
+440
+00:38:13,110 --> 00:38:19,070
+search بشكل تكراري هاي المفهوم هذا يبقى هنا ال
+
+441
+00:38:19,070 --> 00:38:31,430
+iterative deepening search تمام
+
+442
+00:38:31,430 --> 00:38:36,710
+بيستخدم ال depth limited
+
+443
+00:38:41,100 --> 00:38:44,600
+search هاي معناته iterative deepening search
+
+444
+00:38:44,600 --> 00:38:48,800
+بيستخدم ال depth limited search تمام iteratively
+
+445
+00:38:48,800 --> 00:38:52,580
+هاي
+
+446
+00:38:52,580 --> 00:38:55,800
+معناته يعني بمعنى أخر ممكن هدول ال two algorithms
+
+447
+00:38:55,800 --> 00:39:01,860
+تعتبرهم algorithm واحد تمام؟ واضح؟ اهلا يا عزيزي
+
+448
+00:39:01,860 --> 00:39:03,980
+انا مبارك اهلا و أهلا وسهلا قلت لك انك قلتلي ان
+
+449
+00:39:03,980 --> 00:39:07,560
+علمك معالج ال level اتقال اتبعنا علم الخزانة
+
+450
+00:39:14,410 --> 00:39:18,330
+بالظبط بالظبط حاجات في .. بعد ال level التالت مثلا
+
+451
+00:39:18,330 --> 00:39:21,610
+مابديش اضلني dip يعني شغال dip على طول بدي يكون
+
+452
+00:39:21,610 --> 00:39:25,630
+برضه في any limit تمام؟ برضه اتنين هيكون معناه
+
+453
+00:39:25,630 --> 00:39:28,110
+دالك انه هيكون هيشتغل من المستوى التالت للمستوى
+
+454
+00:39:28,110 --> 00:39:32,570
+الخامس مالاجناش فيهم الحل بروح بشتغل من المستوى
+
+455
+00:39:32,570 --> 00:39:37,470
+السادس للمستوى .. للمستوى التامن مثلا وها كده بهذا
+
+456
+00:39:37,470 --> 00:39:37,710
+الشكل
+
+457
+00:39:41,880 --> 00:39:45,440
+بالظبط بالظبط انه ممكن يكون الحل في مكان تاني في
+
+458
+00:39:45,440 --> 00:39:49,360
+اقصر يعني في مستوى اعلى و بسبب ان انا اشتغلت نظام
+
+459
+00:39:49,360 --> 00:39:54,080
+dips ان انا ماوجدتوش تمام؟ يمكن انتوا يعني بالنسبة
+
+460
+00:39:54,080 --> 00:39:58,400
+للكم اعتبرته ان ال dips limited search و ال
+
+461
+00:39:58,400 --> 00:40:00,980
+iterative deepening search هم هدول يعني two
+
+462
+00:40:00,980 --> 00:40:04,040
+algorithms منفصلات بس هم عبارة عن algorithm واحد
+
+463
+00:40:04,040 --> 00:40:07,340
+ال iterative deepening search بستخدم ال dips
+
+464
+00:40:07,340 --> 00:40:09,820
+limited search و ال dips limited search زي ما
+
+465
+00:40:09,820 --> 00:40:15,060
+شوفته هنافي ال pseudocode عشان هيك ان هو حاطللي ال
+
+466
+00:40:15,060 --> 00:40:18,820
+pseudocode هي ده بشكل مبدأي انه هي عبارة عن helper
+
+467
+00:40:18,820 --> 00:40:21,760
+function موجودة في ال iterative deepening search
+
+468
+00:40:21,760 --> 00:40:26,620
+معناه ذلك انه ال algorithm هذا بيروح بستدعي دالة
+
+469
+00:40:26,620 --> 00:40:29,480
+بتشتغل نظام انه depth limited search واش بديله هنا
+
+470
+00:40:29,480 --> 00:40:34,430
+ال depthبحكيله هنا ال deepth انه اتنين خلاص اشتغلي
+
+471
+00:40:34,430 --> 00:40:38,170
+مستويين مستويين من واحد لتلاتة و بعدها من تلاتة
+
+472
+00:40:38,170 --> 00:40:44,110
+لخمسة تمام؟ و بعدها من خمسة لسبعة و هكذا مستويين
+
+473
+00:40:44,110 --> 00:40:51,370
+مستويين لغاية لما توجد الحل تمام؟
+
+474
+00:41:23,910 --> 00:41:34,830
+طيب انا حابب اورجيكم شغلة هي في الكتاب تبع ال ..
+
+475
+00:42:00,730 --> 00:42:00,910
+أتمنى أن تكون حلوة جدا
+
+476
+00:42:38,640 --> 00:42:42,900
+انه هنا في الكتاب بتلاقي انه بيعطيني مسألة معينة،
+
+477
+00:42:42,900 --> 00:42:47,120
+مش بيحكي ليه؟ انه عصبيلي مثلا ان عندي ال B عشرة،
+
+478
+00:42:47,120 --> 00:42:51,600
+تمام؟ فبروح انه بيحدد انه generational memory
+
+479
+00:42:51,600 --> 00:42:54,640
+requirement انه إذا كانت ان ال depth أنا عندي
+
+480
+00:42:54,640 --> 00:42:59,700
+مختلفةعلى أساس انه ال B عشرة في حال كان انه اتنين
+
+481
+00:42:59,700 --> 00:43:03,040
+بيحتاج مية و عشرة node تمام طبعا هذا ال execution
+
+482
+00:43:03,040 --> 00:43:07,140
+على جهاز محدد انه هي يعني انه يعني اعتقد انه في
+
+483
+00:43:07,140 --> 00:43:11,000
+مكان ما انه حاكم وصفات الجهاز هذا كدهش احتاج احتاج
+
+484
+00:43:11,000 --> 00:43:16,080
+احد عشر من مية millisecond و ال memory requirement
+
+485
+00:43:16,080 --> 00:43:20,700
+مية و سبعة kilobyte تمام في حال كان ست عشر node
+
+486
+00:43:22,650 --> 00:43:27,450
+يعني خليني اورجيكم انه لما كان تمانية node طبعا
+
+487
+00:43:27,450 --> 00:43:30,310
+عفوا ال depth كان تمانية طلع في عندي عشر أقصر
+
+488
+00:43:30,310 --> 00:43:34,050
+تمانية node بتيحتاج دقيقتين وبيحتاج مية و تلاتة
+
+489
+00:43:34,050 --> 00:43:37,950
+جيجا بايت ما تخيلين قداش ال memory requirements
+
+490
+00:43:37,950 --> 00:43:42,070
+تبعتها عشان هيك ان انا معنى ان انا كنت اورجيكم
+
+491
+00:43:42,070 --> 00:43:50,810
+الشغل هاي في الكتاب كذلك اعتقد انه في مكان ما
+
+492
+00:43:53,530 --> 00:44:03,670
+في الكتاب انه مقارن بيناتهم من ناحية هنا
+
+493
+00:44:03,670 --> 00:44:11,230
+تحت اعتقد بعد هاي اعتقد انه في مسألة ويعني انه بدي
+
+494
+00:44:11,230 --> 00:44:15,770
+احدد اي algorithm هو افضل فبرضه مطبقها على problem
+
+495
+00:44:15,770 --> 00:44:16,410
+معينة
+
+496
+00:44:53,480 --> 00:44:53,740
+Hi
+
+497
+00:45:10,240 --> 00:45:15,060
+طبعا فينا algorithm اسمه A-Star هناخده طبعا فيه
+
+498
+00:45:15,060 --> 00:45:18,640
+انه H1 وH2 مطبق الهيروستيك فانكشن مختلفة دول
+
+499
+00:45:18,640 --> 00:45:22,680
+مختلفة احنا ايش بهمنا بهمنا هنا ال IDS ال IDS هنا
+
+500
+00:45:22,680 --> 00:45:29,360
+انه ال D 2 4 6 8 تمام و هنا ال search cost اللي هي
+
+501
+00:45:29,360 --> 00:45:33,670
+ال nodes generated لغاية لما انا وصلت للحل هناعشرة
+
+502
+00:45:33,670 --> 00:45:38,310
+مية و اتناش ستمية و تمانين و بلاحظ انه في ال
+
+503
+00:45:38,310 --> 00:45:44,070
+heuristic او عفوا ال A star انه .. انه لغاية مثلا
+
+504
+00:45:44,070 --> 00:45:49,210
+على سبيل المثال انه لما تكون ال D عشرة ملاحظين هذا
+
+505
+00:45:49,210 --> 00:45:53,630
+الرقم جداش سبعة و أربعين الف مقابل تلاتة و تسعين
+
+506
+00:45:54,960 --> 00:45:59,020
+فبالتالي هنا بيديني جداش مقدار ان انا بقارن بين ال
+
+507
+00:45:59,020 --> 00:46:02,460
+algorithms هذه باستخدام ال nodes ال generated
+
+508
+00:46:02,460 --> 00:46:06,760
+فالفكرة في الموضوع هنا ان انا لو بدي اقارن زي ما
+
+509
+00:46:06,760 --> 00:46:11,720
+احنا شوفنا هنا في الجدول هذا ان انا بدي اقارن بين
+
+510
+00:46:11,720 --> 00:46:15,940
+ال algorithms هاي تمام من خلال أرقام معينة شو بسوي
+
+511
+00:46:15,940 --> 00:46:20,440
+انه باخد روح مثلا معينة بحدد جداش ال B تبعها جداش
+
+512
+00:46:20,440 --> 00:46:24,470
+ال M جداش ال Lتمام و بطبقها بالأرقام بروح بطلعلي
+
+513
+00:46:24,470 --> 00:46:29,210
+قداش عدد ال notes لغاية لما أصل للحال تبعي ففعليا
+
+514
+00:46:29,210 --> 00:46:33,670
+بيبينني أنه والله أفضل algorithm هنا 93 هنا 39 لأ
+
+515
+00:46:33,670 --> 00:46:39,450
+أفضل بكتير تمام و هذا هنا أغير parameter تاني يعني
+
+516
+00:46:39,450 --> 00:46:44,580
+هنا أعطى parameter اللي هو ال D و هنااللي هو ال
+
+517
+00:46:44,580 --> 00:46:48,340
+effective branching factor جرب branching factors
+
+518
+00:46:48,340 --> 00:46:52,020
+مختلفة تمام؟ طبعا هذه مطبقها على ال 8 puzzle
+
+519
+00:46:56,470 --> 00:47:00,390
+فبالتالي بطلع أنا عندي فعليا بالأرقام أنه مين أفضل
+
+520
+00:47:00,390 --> 00:47:02,690
+algorithm هذا ال algorithm ولا هذا ال algorithm
+
+521
+00:47:02,690 --> 00:47:07,250
+تمام؟ بس هذه أنه حابيت أورجيكم إياها في الكتاب أنه
+
+522
+00:47:07,250 --> 00:47:16,190
+كتير أنه مفيدة أنه من خلال يعني أرقام معينة بقدر
+
+523
+00:47:16,190 --> 00:47:21,030
+أقارن بين ال algorithms okay؟
+
+524
+00:47:29,950 --> 00:47:42,410
+طيب ال graph search إيش
+
+525
+00:47:42,410 --> 00:47:47,570
+فكرة ال graph search؟ إيش الفرق بين ال tree و ال
+
+526
+00:47:47,570 --> 00:47:48,070
+graph؟
+
+527
+00:47:55,290 --> 00:47:58,890
+نعم، بكون في عندي root node ممكن أنا أبدأ فيها،
+
+528
+00:47:58,890 --> 00:48:02,030
+تمام؟ فبالتالي أنه في ال graph ممكن أتخلص من قصة
+
+529
+00:48:02,030 --> 00:48:04,750
+التكرار، لو كان في عندي branch بتكرر مافيش داعي أن
+
+530
+00:48:04,750 --> 00:48:09,730
+أنا أرجع أفرعه و أكرره، فبالتالي بروح بعمل link أو
+
+531
+00:48:09,730 --> 00:48:14,970
+يعني vertex بينه وبين ال nodes اللي بتقدي لإله
+
+532
+00:48:15,440 --> 00:48:19,240
+فبالتالي ان هذا ال graph search انه function graph
+
+533
+00:48:19,240 --> 00:48:23,220
+search بتاخد ال problem بالاضافة لل fringe ياما
+
+534
+00:48:23,220 --> 00:48:30,000
+بترجع solution او failure تمام هنا دي عبارة عن
+
+535
+00:48:30,000 --> 00:48:34,320
+empty set وال fringe انه انا بعمل expand لل nodes
+
+536
+00:48:34,320 --> 00:48:39,480
+هناك احنا بنسميها sub tree هنا بسميها fringe بروح
+
+537
+00:48:39,480 --> 00:48:43,080
+بعمل انه make node انه initial state لل problem
+
+538
+00:48:43,980 --> 00:48:52,440
+وإذا الفرنك هذه انه empty بروح برجع failure تمام و
+
+539
+00:48:52,440 --> 00:48:55,500
+بروح بفحص إذا كان في عندي goal test و بروح بفحص
+
+540
+00:48:55,500 --> 00:49:00,840
+انه إذا كانت انه انا عندي ال state مش closed بروح
+
+541
+00:49:00,840 --> 00:49:05,540
+بضيف ال state هذه لل node و بروح بعمل insert لكل
+
+542
+00:49:05,540 --> 00:49:08,880
+ال expanded node فبالتالي بعمل expansion لل graph
+
+543
+00:49:08,880 --> 00:49:12,710
+بس أخلصهذا ال algorithm كpseudocode ايش معناته
+
+544
+00:49:12,710 --> 00:49:17,450
+تطبيقه زي هيك انه على سبيل المثال ان انا عندي هاي
+
+545
+00:49:17,450 --> 00:49:21,430
+ال root node بروح بعمل expansion انا عندي ال black
+
+546
+00:49:21,430 --> 00:49:27,050
+هي ال expanded node و ال white هي frontier node و
+
+547
+00:49:27,050 --> 00:49:31,590
+ال grey هي عبارة عن unexplored node لاحظين هاي كيف
+
+548
+00:49:31,590 --> 00:49:35,960
+كلها؟يبقى هذه عبارة عن expanded node أنا عملت
+
+549
+00:49:35,960 --> 00:49:40,060
+expand لل node هذه فيها أربعة nodes تمام frontier
+
+550
+00:49:40,060 --> 00:49:42,460
+node اللي هي اللي أنا عملتلهم already expansion
+
+551
+00:49:42,460 --> 00:49:45,840
+متفارعة منها وكل ال grey هدول اللي انتوا شايفينهم
+
+552
+00:49:45,840 --> 00:49:53,060
+شايفينها هذه لسه ماعملتلهاش exploration تمام طيب
+
+553
+00:49:53,060 --> 00:49:58,200
+ناخد هاي نعملها expand زي ما هوهيو هنا هذه ابدي
+
+554
+00:49:58,200 --> 00:50:01,480
+أعملها expand فبالتالي هنا بتطلعلي ال frontier
+
+555
+00:50:01,480 --> 00:50:06,240
+nodes هدول و بضلني أستمر إنه نعمل expand لغاية لما
+
+556
+00:50:06,240 --> 00:50:08,820
+و كل مرة بفحص إنه أنا لجيت solution ولا لأ
+
+557
+00:50:08,820 --> 00:50:13,800
+فبالتالي هنا طريقة التفريح هنا مش بشكل شجرة إنه
+
+558
+00:50:13,800 --> 00:50:19,930
+الفكرة في الموضوع إنه إنه من هايال strategy إيش
+
+559
+00:50:19,930 --> 00:50:23,470
+بتحدد أعمل expand لهاي و لا لهاي و لا لهاي و لا
+
+560
+00:50:23,470 --> 00:50:28,090
+لهاي و بختار إنه يعمل اللي فوق فرّعهم بهذا الشكل
+
+561
+00:50:28,090 --> 00:50:32,710
+برضه نفس الفكرة بدي أختار حسب ال strategy إنه أعمل
+
+562
+00:50:32,710 --> 00:50:36,190
+expand لأي واحدة و في النهاية هعمل explore لكل ال
+
+563
+00:50:36,190 --> 00:50:39,710
+node أو لغاية لما إنه أنا ألاقي ال solution في
+
+564
+00:50:39,710 --> 00:50:42,810
+منطقة معينة يعني على سبيل المثال ممكن إنه من خلال
+
+565
+00:50:42,810 --> 00:50:46,310
+هذه الرسمة أقول إنه والله هذه الحل و ساعتها بعمل
+
+566
+00:50:46,310 --> 00:50:46,690
+stop
+
+567
+00:50:51,590 --> 00:50:58,090
+تمام؟ طيب احنا تقريبا بنكون خلصنا الباب التالت
+
+568
+00:50:58,090 --> 00:51:02,190
+احنا فعليا شوفنا كيف ممكن نعمل formulation
+
+569
+00:51:02,190 --> 00:51:07,820
+لproblem وشوفنا كيف نعمل abstractionreal world
+
+570
+00:51:07,820 --> 00:51:10,080
+problem اللي أنا عملها abstraction وانزل منها
+
+571
+00:51:10,080 --> 00:51:14,260
+التفاصيل بحيث ان احنا نقدر نطبقها على الحاسوب تمام
+
+572
+00:51:14,260 --> 00:51:20,660
+وشوفنا uninformed search strategies مختلفة تمام
+
+573
+00:51:20,660 --> 00:51:25,740
+وشوفنا كيف انه الخصائص الأربعة اللي احنا ممكن
+
+574
+00:51:25,740 --> 00:51:29,210
+نقارن بيها هدول ال algorithmsفي المحاضرة الجاية إن
+
+575
+00:51:29,210 --> 00:51:32,730
+شاء الله هناخد تطبيقهم على الطول اللي أنا ورجعتكم
+
+576
+00:51:32,730 --> 00:51:36,210
+إياها على ال .. في ال search space فممكن أن أحنا
+
+577
+00:51:36,210 --> 00:51:40,370
+يعني نطبق كذا algorithms و كذا strategy في ال
+
+578
+00:51:40,370 --> 00:51:44,150
+uninformed و نشوفهم و بعد هيك ممكن ننتقل للباب
+
+579
+00:51:44,150 --> 00:51:50,270
+الرابع إن شاء الله في حدا عنده سؤال؟ يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI.srt
new file mode 100644
index 0000000000000000000000000000000000000000..a00275390a93211e24f7b582ca465b5a3ee26516
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI.srt
@@ -0,0 +1,1022 @@
+1
+00:00:04,890 --> 00:00:07,350
+طيب بسم الله الرحمن الرحيم، يعطيكم العافية صباح
+
+2
+00:00:07,350 --> 00:00:11,270
+الخير، اليوم إن شاء الله بدنا نبدأ نأخذ أمثلة
+
+3
+00:00:11,270 --> 00:00:15,330
+تطبيقية على الـ search strategies اللي… اللي إحنا
+
+4
+00:00:15,330 --> 00:00:19,150
+حكينا عنهم المحاضرة الماضية. طبعاً للتذكير، الـ search
+
+5
+00:00:19,150 --> 00:00:24,710
+strategies، إحنا حكينا إنه فيه عندي نوعين أو ثلاثة
+
+6
+00:00:24,710 --> 00:00:28,470
+أنواع من الـ search، اللي هو الـ uninformed blind
+
+7
+00:00:28,470 --> 00:00:31,670
+search، والـ informed search، والـ adversarial search.
+
+8
+00:00:31,670 --> 00:00:36,160
+في الـ uninformed أخذنا بعض الـ strategies زي الـ pre
+
+9
+00:00:36,160 --> 00:00:38,620
+depth، والـ depth-first، والـ depth limited search، والـ
+
+10
+00:00:38,620 --> 00:00:42,920
+iterative deepening search، وشرحناها المرة الماضية.
+
+11
+00:00:42,920 --> 00:00:48,520
+وحكينا إنه… إنه
+
+12
+00:00:48,520 --> 00:00:52,660
+إحنا في عندنا هذا الرابط أو هذه الـ tool، إحنا ممكن
+
+13
+00:00:52,660 --> 00:00:57,100
+أن إحنا نستخدمها في… في تجريب هذه الأشياء. فهذه الـ
+
+14
+00:00:57,100 --> 00:01:04,180
+tool، إنه بعد ما… إنه أفتح الرابط، موجود أنا عندي كـ jar
+
+15
+00:01:04,180 --> 00:01:10,540
+فايل هنا، وموجودة أنا عندي كـ executable، وهي بتاعة
+
+16
+00:01:10,540 --> 00:01:12,940
+مدعومة الجافا، حتى لو نزلت الـ executable بتاعة مدعومة
+
+17
+00:01:12,940 --> 00:01:17,700
+الجافا، أنا نزلت الـ executable، التشغيل تبعها بيكون
+
+18
+00:01:17,700 --> 00:01:21,020
+بهذا الشكل. طبعاً أنا في عندي هنا بحدد الـ search
+
+19
+00:01:21,020 --> 00:01:24,880
+strategies اللي هم بدي اشتغل عليها، طبقاً… يعني تقريباً
+
+20
+00:01:24,880 --> 00:01:27,500
+أغلب الـ search، الـ search strategies اللي إحنا
+
+21
+00:01:27,500 --> 00:01:31,660
+هنشرحها موجودة هنا: depth first، breadth first، lowest
+
+22
+00:01:31,660 --> 00:01:35,720
+cost first، best first، الـ heuristic، والـ A star.
+
+23
+00:01:38,070 --> 00:01:42,350
+تمام؟ ممكن أن أنا هنا في هذا الـ space أن أنا أنشئ
+
+24
+00:01:42,350 --> 00:01:46,930
+problem معينة، أن أنا بحط الـ node بهذا الشكل زي هيك،
+
+25
+00:01:46,930 --> 00:01:49,990
+وبربط بيناتها بـ edge، أو ممكن أن أنا أعمل load لـ
+
+26
+00:01:49,990 --> 00:01:57,520
+sample من قائمة file، بختار هنا load sample problem.
+
+27
+00:01:57,520 --> 00:02:01,180
+وفي هنا عندي أنواع مختلفة من الـ problem، متعلقة بالـ
+
+28
+00:02:01,180 --> 00:02:06,460
+search. أنا بأخذ symbol tree search بهذا الشكل، فهي
+
+29
+00:02:06,460 --> 00:02:11,160
+أنا عندي الـ nodes، مقسمها عن واحد، عن اثنين، عن ثلاثة،
+
+30
+00:02:11,160 --> 00:02:14,400
+عن أربعة، والتفريعات بتاعتها بهذا الشكل. طبعاً هذه الـ
+
+31
+00:02:14,400 --> 00:02:20,200
+node هي عبارة عن الـ goal تبعي، طبعاً فبدي اختار على
+
+32
+00:02:20,200 --> 00:02:24,820
+سبيل المثال الـ breadth first، وهنا بروح باتجاه الـ
+
+33
+00:02:24,820 --> 00:02:29,890
+search، أو solve عفواً، وهنا ممكن أن أشغله كله دفعة
+
+34
+00:02:29,890 --> 00:02:32,670
+واحدة، أو أشغله خطوة خطوة، وأشوف كيف بيصير الـ
+
+35
+00:02:32,670 --> 00:02:37,890
+expand. أنا عندي بهذا الشكل، فهنا في الـ breadth
+
+36
+00:02:37,890 --> 00:02:41,030
+first، زي ما اتفقنا إنه الأساس تبع الـ algorithm هذا،
+
+37
+00:02:41,030 --> 00:02:45,170
+أنه بيعمل expand للـ nodes بشكل عرضي، بيدور على الـ
+
+38
+00:02:45,170 --> 00:02:47,870
+shallowest node، وأنه بيعملها expand كلها أولاً بأول
+
+39
+00:02:47,870 --> 00:02:51,170
+قبل ما ينتقل للمستوى اللي بعده. فممكن أنا أبدأ في
+
+40
+00:02:51,170 --> 00:02:56,400
+الحل بهذا الشكل step by step. هي step الأولى، يفترض
+
+41
+00:02:56,400 --> 00:03:01,200
+أنه يعمل expand لـ N1، وN2، تمام؟ بيروح لـ N1،
+
+42
+00:03:01,200 --> 00:03:06,900
+بيعملها expand، تمام؟ هاي N3، وN4
+
+43
+00:03:06,900 --> 00:03:09,480
+صارت highlighted زي هيك، بعديها بيروح لـ N2،
+
+44
+00:03:09,480 --> 00:03:14,960
+فيه عندي N5، وN6، يفترض أنه يعملهم expand
+
+45
+00:03:14,960 --> 00:03:19,140
+بهذا الشكل، بعديها بيدور، بينتقل للمستوى اللي بعده،
+
+46
+00:03:19,140 --> 00:03:24,200
+ويبدأ يعمل expand لـ N3، أنا فيها عندي N7،
+
+47
+00:03:24,200 --> 00:03:32,020
+وN4، نعمل expand منها لـ N8، تمام، و
+
+48
+00:03:32,020 --> 00:03:39,590
+بعديها لاحظوا كيف إنه راح يرجع لـ N2 اللي عملنا
+
+49
+00:03:39,590 --> 00:03:43,970
+expand منها لـ N5 وN6، بدي يرجع لها ثانية لهذا
+
+50
+00:03:43,970 --> 00:03:47,430
+المسار، راجع لهذا المسار الثاني. طبعاً الآن هيعمل
+
+51
+00:03:47,430 --> 00:03:53,710
+expand لـ N9، وبعدها لهذا الـ node، الـ goal طبعاً، و
+
+52
+00:03:53,710 --> 00:03:56,070
+هذه الـ node الثانية اللي هو N6.
+
+53
+00:03:58,360 --> 00:04:03,300
+بهذا الشكل. الآن ببدأ يدور على الـ solution، هل الـ
+
+54
+00:04:03,300 --> 00:04:05,600
+solution موجود في هذا المسار؟ لا، موجود في هذا
+
+55
+00:04:05,600 --> 00:04:09,740
+المسار؟ لا، موجود في هذا المسار؟ لا، موجود في هذا
+
+56
+00:04:09,740 --> 00:04:15,560
+المسار؟ وأنا عندي الـ cost للـ path، هاي الـ value
+
+57
+00:04:15,560 --> 00:04:19,800
+بتاعتها، والـ nodes expanded عشان نصل لهذا الحل 11.
+
+58
+00:04:19,800 --> 00:04:23,160
+بينما إحنا لو جربنا خوارزمية ثانية، بغير
+
+59
+00:04:23,160 --> 00:04:29,540
+الخوارزمية من هنا depth first، وببدأ أنـ… يعني
+
+60
+00:04:29,540 --> 00:04:37,400
+أعمل step للحل بهذه الكيفية. N1، تمام. الآن بروح
+
+61
+00:04:37,400 --> 00:04:40,560
+بأطلعش على N2، لأن أنا بدي أعمل expand في الـ
+
+62
+00:04:40,560 --> 00:04:44,460
+depth، في العمق أكثر. بعمل expand لـ N1، من N1
+
+63
+00:04:44,460 --> 00:04:48,760
+بعمل N3، N4، بروحلها… بعد ما أعمل
+
+64
+00:04:48,760 --> 00:04:53,760
+expand لـ N3، إنه بعمل expand لـ N3، منها
+
+65
+00:04:53,760 --> 00:05:00,660
+لـ N7، ساعتها بدي أرجع وين؟ على N4، عملنا
+
+66
+00:05:00,660 --> 00:05:07,170
+expand لـ N8، ساعتها برجع وين؟ لـ N2، يعني N2
+
+67
+00:05:07,170 --> 00:05:11,610
+عملها expand بشكل متأخر، لإنه بس خلص هذا الـ branch
+
+68
+00:05:11,610 --> 00:05:18,750
+كله، العمق هذا كله. ساعتها بيدور على N2، هاي N5، عمل
+
+69
+00:05:18,750 --> 00:05:23,230
+expand لـ N9، وهنا الـ goal، وساعتها إنه عمل stop.
+
+70
+00:05:23,230 --> 00:05:28,520
+فبالتالي الحل، أنا عندي هذا هو المسار تبعه: N1، وN2،
+
+71
+00:05:28,520 --> 00:05:33,200
+وN5، لغاية الـ goal. طبعاً الـ cost هي نفس الـ cost،
+
+72
+00:05:33,200 --> 00:05:37,160
+لأن أنا عندي الـ edges هذه، أنا في عندي إمكانية أن
+
+73
+00:05:37,160 --> 00:05:40,880
+هنا في الـ create، أحط الـ weight بتاعتها، أو أحط الـ
+
+74
+00:05:40,880 --> 00:05:46,300
+cost على كل edge موجودة هنا. تمام؟ فبالتالي هنا الـ
+
+75
+00:05:46,300 --> 00:05:51,250
+nodes expanded عشرة. تمام؟ فهذا هو… يعني أن طريقة
+
+76
+00:05:51,250 --> 00:05:55,410
+المسائل في… في… على… على الـ search
+
+77
+00:05:55,410 --> 00:05:58,890
+strategies، أنه بتكون بهذه الكيفية، أنه نفس المسألة،
+
+78
+00:05:58,890 --> 00:06:02,450
+بدنا نحلها بـ two strategies مختلفة، ونشوف جداش الـ
+
+79
+00:06:02,450 --> 00:06:07,850
+cost، وجداش ال… ال… ال… الـ number of
+
+80
+00:06:07,850 --> 00:06:15,020
+expanded nodes. هنا في عندي في الخيارات، خايفة أنا
+
+81
+00:06:15,020 --> 00:06:20,080
+عندي من قائمة view، show edge cost. فبالتالي هنا
+
+82
+00:06:20,080 --> 00:06:23,940
+أعتقد أنا بقدر أعمل zoom، على ما أعتقد.
+
+83
+00:06:28,930 --> 00:06:33,390
+Okay، مش خلاف، بس أعتقد أنه هي واضحة. هذه 9.9، هذه 10
+
+84
+00:06:33,390 --> 00:06:38,650
+.6، هذه 11.9، وهكذا. فبالتالي كل واحدة… فبالتالي الـ
+
+85
+00:06:38,650 --> 00:06:44,150
+cost أنا عندي 10.6 زائد 9.1 زائد 8.8، بيطلع أن عندي
+
+86
+00:06:44,150 --> 00:06:54,450
+ناتج 28 point… إيش؟ على ما أذكر هي 28.5، تمام؟ فهي طول
+
+87
+00:06:54,450 --> 00:06:58,470
+إنه راح يكون الـ assignment الأول عليها، أن أنتوَ
+
+88
+00:06:58,470 --> 00:07:01,390
+تشتغلوا عليها، تتدربوا عليها، بهدف استيعاب للـ
+
+89
+00:07:01,390 --> 00:07:06,030
+algorithm بهذا الشكل. إحنا إيش حنعمل؟ هنشتغل
+
+90
+00:07:06,030 --> 00:07:11,960
+بالورقة والقلم، وإيش منها؟ نعمل… بدنا إياها… على سبيل
+
+91
+00:07:11,960 --> 00:07:14,680
+المثال، هاي الـ problem بتاعت رومانيا زي ما إحنا
+
+92
+00:07:14,680 --> 00:07:18,840
+درسنا وشوفنا. إيش بدنا نعملها؟ بدنا نحلها بطريقتين
+
+93
+00:07:18,840 --> 00:07:22,480
+مختلفتين. إن أنا عندي ال… الـ problem، إن أنا
+
+94
+00:07:22,480 --> 00:07:26,760
+موجود في أراد، وبدي أروح على بوخارست، وبدي أحل هاي
+
+95
+00:07:26,760 --> 00:07:31,480
+الـ problem بطريقتين، طريقة ال… الـ breadth، والـ
+
+96
+00:07:31,480 --> 00:07:34,560
+depth. نعم، فخليني أحل لكم إياها على اللوح.
+
+97
+00:07:46,150 --> 00:07:51,010
+إذا كان عندك الـ Java، آه، يفترض أن هي تشتغل، أنه لو
+
+98
+00:07:51,010 --> 00:07:53,650
+نزلت الـ executable، أنه دَ عملتي عليه double click،
+
+99
+00:07:53,650 --> 00:08:01,790
+أنه بيشتغل معكِ بشكل مباشر. طيب أنا
+
+100
+00:08:01,790 --> 00:08:04,710
+ممكن أعمل رسمة، وأعملها save، وأن أنتوَ تحلوا
+
+101
+00:08:04,710 --> 00:08:07,750
+عليها، أو أن أنا… يعني التفاصيل أصلاً منحزلكم، يعني
+
+102
+00:08:07,750 --> 00:08:11,890
+أو أن أنا إيش حأعمل؟ آه، أن أنا هديكم problem، أن
+
+103
+00:08:11,890 --> 00:08:15,190
+أنتوَ ترسموها، مثلاً هذه الخريطة، أن أنتوَ ترسموها، و
+
+104
+00:08:15,190 --> 00:08:21,800
+تجدوا الحل لها. تمام؟ إحنا خلينا نأخذ
+
+105
+00:08:21,800 --> 00:08:26,720
+أنه الـ problem، أنه
+
+106
+00:08:26,720 --> 00:08:38,500
+أنا in أراد، والـ goal أنه to be in Bucharest.
+
+107
+00:08:48,830 --> 00:08:56,950
+تمام؟ Okay، فالآن بدنا نأخذ النوع بطريقة أولى، using
+
+108
+00:08:56,950 --> 00:09:00,290
+pre
+
+109
+00:09:00,290 --> 00:09:08,270
+-depth first
+
+110
+00:09:08,270 --> 00:09:10,590
+search strategy.
+
+111
+00:09:18,210 --> 00:09:21,830
+طبعاً، فأنا بدي أجي أطلع، عشان هيك أن أنا بدي أخليكم
+
+112
+00:09:21,830 --> 00:09:32,390
+هذه… أنه أكبر شوية. Okay.
+
+113
+00:09:32,390 --> 00:09:36,030
+أن أنا موجود هنا في أراد، هذه الـ root node.
+
+114
+00:09:36,030 --> 00:09:39,330
+فبالتالي بحط الـ root node زي هيك، أن أنا موجود في
+
+115
+00:09:39,330 --> 00:09:45,250
+أراد، إن هو… هذه الـ initial state تبعي. إيش الـ
+
+116
+00:09:45,250 --> 00:09:48,630
+successor nodes؟ أنه زي ما إحنا اتعودنا، يفترض أن
+
+117
+00:09:48,630 --> 00:09:50,790
+إحنا نجيب الـ successor nodes. إيش الـ successor
+
+118
+00:09:50,790 --> 00:09:55,490
+nodes اللي عندي؟ تيميشوارا، وزِرند، وسيبيو. هدول
+
+119
+00:09:55,490 --> 00:10:00,870
+الثلاثة، فبروُح بعمل ثلاثة تفريعات، طبعاً
+
+120
+00:10:00,870 --> 00:10:04,930
+أو خليني… أنه أبدأ من فوق، لأنه… يعني هذا الكلام إنه
+
+121
+00:10:04,930 --> 00:10:07,730
+بس عشان… أنه للتوثيق، أنه خليني أبدأ من فوق عشان
+
+122
+00:10:07,730 --> 00:10:12,150
+يكون في عندي وسع أن أنا أحل بهذه الكيفية، أنه
+
+123
+00:10:12,150 --> 00:10:13,330
+باستخدام الـ breadth
+
+124
+00:10:17,680 --> 00:10:23,380
+first search strategy. إن أنا حالياً موجود في أراد،
+
+125
+00:10:23,380 --> 00:10:36,960
+وبدي أروح… في عندي تفريعات: تيميشوارا… وين
+
+126
+00:10:36,960 --> 00:10:42,700
+كمان؟ ممكن أروح… الـ successors cities هي عندي سيبيو،
+
+127
+00:10:47,980 --> 00:10:58,400
+وفي عندي كذلك زرند. حاجات؟
+
+128
+00:10:58,400 --> 00:11:03,920
+هاي طبعاً… دي… حأحط الـ cost بتاعت كل واحدة. طبعاً هنا من
+
+129
+00:11:03,920 --> 00:11:10,440
+أراد لـ تيميشوارا، أنا عندي 118، وبعدين هنا
+
+130
+00:11:10,440 --> 00:11:18,930
+لسيبيو 140، 175. طيب زرند، إيش فيه؟
+
+131
+00:11:18,930 --> 00:11:23,910
+عندي خيارات. إيش الـ successor؟ كمان بروح بهذا الاتجاه،
+
+132
+00:11:23,910 --> 00:11:28,630
+أو بهذا الاتجاه، أرجع لأراد. فبالتالي هنا بروح على
+
+133
+00:11:28,630 --> 00:11:33,150
+أراد، أو… أو أن أنا أرجع لأراد. فبالتالي ببدأ أرجع
+
+134
+00:11:33,150 --> 00:11:35,850
+لأراد، معناه ذلك أن هذا المسار بده يتكرر، وإحنا
+
+135
+00:11:35,850 --> 00:11:41,160
+اتفقنا إنه برمجياً ممكن نحل إشكالية هذه، أنه… أنه يعني
+
+136
+00:11:41,160 --> 00:11:43,760
+أخرج من الـ infinite loop، أنه أنا أحط condition
+
+137
+00:11:43,760 --> 00:11:46,560
+معين، إذا هذه… أن أنا already expanded، فبالتالي
+
+138
+00:11:46,560 --> 00:11:49,940
+خلاص ما فيش داعي أن أنا أرجع لها. فبالتالي هاي بتركها
+
+139
+00:11:49,940 --> 00:11:55,220
+زي هيك. أن أنا ممكن أرجع لأراد، طبعاً، فبالتالي هاي
+
+140
+00:11:55,220 --> 00:11:59,420
+خلاص بعملهاش expansion بعد هيك. وعيش المدينة
+
+141
+00:11:59,420 --> 00:12:06,140
+الثانية اللي هي… هاي اللي هي… فراد،
+
+142
+00:12:07,940 --> 00:12:15,600
+والـ cost 71، على ما أعتقد. تمام؟ طبعاً إحنا بنشتغل
+
+143
+00:12:15,600 --> 00:12:21,600
+breadth first. هل هذه بعملها expand؟ لأ، بدي أخلص كل
+
+144
+00:12:21,600 --> 00:12:25,800
+المستوى ده. أنا بشتغل مستويات. هي خلصت المستوى
+
+145
+00:12:25,800 --> 00:12:30,880
+الأول، عملت expand لهذه، وهذه، وهذه. هجيت هنا، أنا
+
+146
+00:12:30,880 --> 00:12:35,200
+موجود هنا، بعمل expand للـ nodes، للـ successors nodes
+
+147
+00:12:35,200 --> 00:12:38,840
+اللي هنا. اشتغلت، أن أنا عملت expand، ده… يعني بكون
+
+148
+00:12:38,840 --> 00:12:42,740
+div، مش pre div، فبالتالي بدي أرجع هنا، وأعمل expand،
+
+149
+00:12:42,740 --> 00:12:45,680
+وبدي أرجع هنا، وأعمل expand. لازم أعمل expand لكل
+
+150
+00:12:45,680 --> 00:12:50,720
+الـ nodes اللي موجودة في هذا المستوى. طيب هنا إيش فيه؟
+
+151
+00:12:50,720 --> 00:12:55,260
+عندي خيار أروح
+
+152
+00:12:55,260 --> 00:13:03,260
+لـ لوجوش، أو أرجع لقرات. فبالتالي هنا نفس الفكرة، هي
+
+153
+00:13:03,260 --> 00:13:12,520
+المدينة، مصاري، وهنا… أنه ممكن أروح على لوجوش،
+
+154
+00:13:12,520 --> 00:13:24,400
+و
+
+155
+00:13:24,400 --> 00:13:31,560
+الـ cost جداش؟ هنا عندي 111، أو أن أنا أرجع لأراد،
+
+156
+00:13:31,560 --> 00:13:39,900
+يعني… بس أصغرها شوية، طبعاً.
+
+157
+00:13:39,900 --> 00:13:42,940
+خلاص، هذه أن أنا already visited، فبالتالي بعملهاش
+
+158
+00:13:42,940 --> 00:13:46,500
+expand. شو المرة الثانية؟ هل بكمل هنا؟ لو جوهش، برجع
+
+159
+00:13:46,500 --> 00:13:50,560
+بعملها expand؟ لأ، زي ما اتفقنا إنه بروح لهذه… سيبيو.
+
+160
+00:13:50,560 --> 00:13:58,070
+سيبيو فيها تفريعات كثيرة: واحد، اثنين، ثلاثة، أربعة. نرجع
+
+161
+00:13:58,070 --> 00:14:02,990
+لأراد، بالظبط. فبالتالي خلينا نعملهم زي هنا زي هيك،
+
+162
+00:14:02,990 --> 00:14:10,250
+أن أنا ممكن أروح على وين؟ فراغاس،
+
+163
+00:14:10,250 --> 00:14:15,710
+أو
+
+164
+00:14:15,710 --> 00:14:20,510
+ممكن أروح وين؟ على
+
+165
+00:14:30,870 --> 00:14:46,610
+ريم… ريم… ريمَنيكو فيلياس، أو خيار
+
+166
+00:14:46,610 --> 00:14:55,730
+الثالث، أروح لأولدي، أو
+
+167
+00:14:55,730 --> 00:15:01,380
+خيار الرابع، أروح لأراد… أرجع لأراد. طبعاً هاي
+
+168
+00:15:01,380 --> 00:15:05,480
+بعملهاش expand. طبعاً هدول كلهم في نفس المستوى عشانك…
+
+169
+00:15:05,480 --> 00:15:09,420
+ده أحط خط زي هيك. هدول بس ينزلوا تحت، لإنه أنا عندي
+
+170
+00:15:09,420
+
+223
+00:19:28,980 --> 00:19:30,280
+أنا بروح
+
+224
+00:19:32,250 --> 00:19:39,750
+بهذا الاتجاه كده، الـ cost أنا عندي معايا
+
+225
+00:19:39,750 --> 00:19:49,250
+مئه وأربعين زائد تسعة وتسعين زائد متين وأحد عشر
+
+226
+00:19:49,250 --> 00:19:51,490
+كده مجموع هذا الرقم
+
+227
+00:19:57,230 --> 00:20:00,770
+بيطلع معايا قيمة معينة، فبالتالي هذا الـ cost تبعه الـ
+
+228
+00:20:00,770 --> 00:20:05,190
+450 هذا
+
+229
+00:20:05,190 --> 00:20:10,690
+تبعه الـ pre-death first
+
+230
+00:20:10,690 --> 00:20:20,430
+search strategy تمام؟ مظبوط الرقم ولا لا؟ طيب، هيك
+
+231
+00:20:20,430 --> 00:20:25,630
+واضح؟ نيجي نحله بطريقة تانية؟ تمام
+
+232
+00:20:26,790 --> 00:20:30,070
+again، طريقة الـ expansion هتكون مختلفة، فبالتالي
+
+233
+00:20:30,070 --> 00:20:33,350
+المستوى الأول هيكون زي ما هو، لكن طريقة الـ
+
+234
+00:20:33,350 --> 00:20:41,630
+expansion هنا هتكون مختلفة، بعد هيك إيش
+
+235
+00:20:41,630 --> 00:20:45,550
+بنشتغل الآن، بنشتغل depth-first
+
+236
+00:21:04,410 --> 00:21:09,190
+depth-first search strategy، طبعًا يبقى هنا بعمل
+
+237
+00:21:09,190 --> 00:21:13,450
+expand بهذا الشكل لهذا الـ branch كله بالكامل بشكل
+
+238
+00:21:13,450 --> 00:21:20,790
+depth، فبالتالي هنا هدول برضه مش معملهم expand، طيب
+
+239
+00:21:20,790 --> 00:21:29,050
+نيجي لأراضي
+
+240
+00:21:29,050 --> 00:21:34,060
+طبعًا، عشان أنا فيه عندي الخيار أن أنا ممكن أروح على
+
+241
+00:21:34,060 --> 00:21:42,080
+Timisoara زي ما ذكرنا، أو Zerind، أو Cboy، بيه هذا
+
+242
+00:21:42,080 --> 00:21:55,160
+الشكل، طبعًا هدول بعملهم مش expand، كيف
+
+243
+00:21:55,160 --> 00:21:59,040
+أول
+
+244
+00:21:59,040 --> 00:21:59,780
+خيار تاني
+
+245
+00:22:06,130 --> 00:22:09,910
+كيف؟ صحيح، بس أنا مش هعملهم expand ليه؟ ليه؟
+
+246
+00:22:09,910 --> 00:22:14,090
+أنا خططيتهم زي هيك، وهيو أنه عشان أنه أنا يعني أنه
+
+247
+00:22:14,090 --> 00:22:18,630
+بدنا نرجع لهذول، أنه بعد ما أنا أخلص هذا الـ depth
+
+248
+00:22:18,630 --> 00:22:22,930
+كله، هذا الـ branch كله، هدول بعملهم مش expand، تمام؟
+
+249
+00:22:22,930 --> 00:22:27,450
+باجي بخلص هذا المسار كله، تيميشوارا، إيش فيه هنا عندي؟
+
+250
+00:22:27,450 --> 00:22:32,140
+في عندي كم خيار أن أنا أرجع لأراضي طبعًا، أو أروح على
+
+251
+00:22:32,140 --> 00:22:35,260
+..
+
+252
+00:22:35,260 --> 00:22:39,160
+و
+
+253
+00:22:39,160 --> 00:22:43,660
+قداش الـ cost أنا عندي؟ 111
+
+254
+00:22:43,660 --> 00:22:48,360
+برجع هنا، بكمل، expand، لأ، باجي بعمل expand لها نفسها
+
+255
+00:22:48,360 --> 00:22:54,360
+إيش في عندي خيارات؟ أروح على ميهيدي
+
+256
+00:22:59,510 --> 00:23:13,010
+قديش الـ cost؟ سبعين، بعدين  Dobreta
+
+257
+00:23:13,010 --> 00:23:18,210
+قديش
+
+258
+00:23:18,210 --> 00:23:25,010
+الـ cost؟ خمسة وسبعين، بعدين ده، أروح على كروفاتيا
+
+259
+00:23:31,980 --> 00:23:38,100
+قديش الـ cost؟ مئة وعشرين، تمام، بعدها، بعد المستوى
+
+260
+00:23:38,100 --> 00:23:43,620
+هذا، خليني أكمله هنا، بعد كروفاتيا إيش في عندي؟
+
+261
+00:23:43,620 --> 00:23:52,300
+بيستي تمام، أو في عندي ريمنسكو.. ريمنسكوف فيليسا
+
+262
+00:23:52,300 --> 00:23:59,890
+فيليسي، أو أدول تنتان، تمام؟ و..معنى ذلك أن أنا
+
+263
+00:23:59,890 --> 00:24:11,410
+خليني أن أكمل Corvata هنا، هي المسار، طبعًا هنا هي
+
+264
+00:24:11,410 --> 00:24:12,950
+عندي كم احتمال
+
+265
+00:24:30,790 --> 00:24:38,190
+وشو كمان؟ بيستي الـ
+
+266
+00:24:38,190 --> 00:24:46,350
+cost تبع هاي قديش؟ 146 وهاي 138
+
+267
+00:24:46,350 --> 00:24:57,160
+طبعًا لسه ما خلصناش الـ branch، بروح برجع كمان مرة على
+
+268
+00:24:57,160 --> 00:25:01,500
+وين؟ على هذول التنتين، بعملهم expand، هاي إيش في
+
+269
+00:25:01,500 --> 00:25:08,540
+عندي خيارات؟ Sibiu و
+
+270
+00:25:08,540 --> 00:25:15,720
+إيش كمان؟ أنه أرجع على بيستي، فبالتالي هي واحدة بس
+
+271
+00:25:15,720 --> 00:25:20,140
+و
+
+272
+00:25:20,140 --> 00:25:26,640
+بيستي، إيش في عندي خيارات؟ في عندي أرجع لكروفاتيا أو
+
+273
+00:25:26,640 --> 00:25:33,580
+أروح لبوخارست، تمام؟
+
+274
+00:25:33,580 --> 00:25:44,300
+قديش الـ cost؟ 101، تمام؟
+
+275
+00:25:46,930 --> 00:25:51,410
+باجي، قديش الـ cost أنا عندي؟ هذا زائد هذا زائد هذا زائد
+
+276
+00:25:51,410 --> 00:25:58,580
+هذا زائد هذا، هل هو الحل الوحيد؟ لأ، بعد ما خلصنا إيش
+
+277
+00:25:58,580 --> 00:26:02,100
+بدي أروح أسويه؟ بدي أروح على المسار التاني اللي هو
+
+278
+00:26:02,100 --> 00:26:04,860
+هذا، أنه أنا ما فيش.. إيش في عندي خيار؟ في عندي
+
+279
+00:26:04,860 --> 00:26:07,620
+خيار أن أنا أرجع من هنا، أو أروح على هاي، وهنا إيش
+
+280
+00:26:07,620 --> 00:26:11,000
+في عندي خيار؟ بدي أروح على هاي وهاي، أن أنا ممكن
+
+281
+00:26:11,000 --> 00:26:14,980
+أرجع هنا، أو أرجع هنا، فبالتالي هدول مش مطروحين، لأنه
+
+282
+00:26:14,980 --> 00:26:18,680
+already visited، في عندي خيار أروح على فرجاس، أو هاي
+
+283
+00:26:18,680 --> 00:26:22,290
+المدينة، تمام؟ و هدول التانية اللي بعملهم expand، أن
+
+284
+00:26:22,290 --> 00:26:25,570
+أنا بروح على هاي، وبروح.. يعني هذا الخيار أنه
+
+285
+00:26:25,570 --> 00:26:31,750
+بروح هنا أو هنا، تمام؟ وسواء كنت هنا أو هنا، لو كنت
+
+286
+00:26:31,750 --> 00:26:34,750
+هنا، بروح على بوخارست بشكل مباشر، ولو كنت هنا بروح
+
+287
+00:26:34,750 --> 00:26:40,850
+على بوخارست من خلال بيستي، هذا المسار اللي بهذا
+
+288
+00:26:40,850 --> 00:26:44,870
+الاتجاه، بعدها بنيجي لمصار هذا تبع فرجاس، فرجاس
+
+289
+00:26:44,870 --> 00:26:48,370
+ساعتها بروح بشكل مباشر على هنا، فبالتالي إيش راح
+
+290
+00:26:48,370 --> 00:26:53,250
+يصير؟ أن روح، يطلع لي هاي المصار التاني والتالت اللي
+
+291
+00:26:53,250 --> 00:26:58,310
+برضه بيودي على بوخارست، وبحسب الـ cost تبعه، تمام؟ و
+
+292
+00:26:58,310 --> 00:27:02,830
+بعدها بروح على الخيار الثالث، أو الـ branch الثالث
+
+293
+00:27:02,830 --> 00:27:09,150
+هنا، بعمله expand، وبعدها بروح بشوف مين أقل تكلفة
+
+294
+00:27:09,150 --> 00:27:13,230
+من هذول التلات حلول، وهو اللي بختاره، هو الـ least cost
+
+295
+00:27:13,230 --> 00:27:16,930
+الـ cost solution، لأنه زي ما حكينا أنه في الـ
+
+296
+00:27:16,930 --> 00:27:20,270
+problem ممكن يكون في عندي أكثر من طريقة في الـ
+
+297
+00:27:20,270 --> 00:27:25,390
+search، طبعًا كل واحدة من الطرق هدول فيه مميزات وعيوب
+
+298
+00:27:25,390 --> 00:27:28,950
+زي ما أنتم شايفين، أنهم في طريقة البحث، والـ cost
+
+299
+00:27:28,950 --> 00:27:32,490
+على مسائل مختلفة، أو حساب الـ cost على مسائل مختلفة
+
+300
+00:27:32,490 --> 00:27:35,130
+هو اللي بيحكم في الموضوع
+
+301
+00:27:37,300 --> 00:27:41,880
+واضح؟ طيب خلينا نتوقف هنا، المحاضرة هاي تمام؟
+
+302
+00:27:41,880 --> 00:27:44,580
+المحاضرة الجاية إن شاء الله بنبدأ في الباب الرابع
+
+303
+00:27:44,580 --> 00:27:48,800
+في الباب الرابع راح نتعرض للـ informed search
+
+304
+00:27:48,800 --> 00:27:53,730
+algorithms، اللي منها هاي الـ algorithms، والـ best
+
+305
+00:27:53,730 --> 00:27:57,230
+search، والـ A*، هنحكي عن مفهوم الـ heuristics
+
+306
+00:27:57,230 --> 00:28:01,810
+تمام، ونشوف كيف إحنا بنقارنها مع الـ search
+
+307
+00:28:01,810 --> 00:28:06,970
+strategies في الـ uninformed، ونشوف مين الأفضل في
+
+308
+00:28:06,970 --> 00:28:08,750
+أي سؤال؟ يعطيكم العافية
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9f7d5270d2354d9579e22f459cd3d7c0ef3fcd66
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_postprocess.srt
@@ -0,0 +1,1232 @@
+1
+00:00:04,890 --> 00:00:07,350
+طيب بسم الله الرحمن الرحيم يعطيكم العافية الصباح
+
+2
+00:00:07,350 --> 00:00:11,270
+الخير اليوم إن شاء الله بدنا نبدأ ناخد أمثلة
+
+3
+00:00:11,270 --> 00:00:15,330
+تطبيقية على ال search strategies اللي .. اللي احنا
+
+4
+00:00:15,330 --> 00:00:19,150
+حكينا عنهم المخادرة الماضية طبعا للتذكير ال search
+
+5
+00:00:19,150 --> 00:00:24,710
+strategies احنا حكينا إنه فين عندي نوعين أو تلت
+
+6
+00:00:24,710 --> 00:00:28,470
+أنواع من ال search اللي هو ال uninformed blind
+
+7
+00:00:28,470 --> 00:00:31,670
+search و الinformed search و ال adversarial search
+
+8
+00:00:31,670 --> 00:00:36,160
+في ال uninformed أخدنابعض ال strategies زي ال pre
+
+9
+00:00:36,160 --> 00:00:38,620
+depth و ال depth و ال depth limited search و ال
+
+10
+00:00:38,620 --> 00:00:42,920
+iterative deepening search و شرحناها المرة الماضية
+
+11
+00:00:42,920 --> 00:00:48,520
+و حكينا انه انه
+
+12
+00:00:48,520 --> 00:00:52,660
+احنا في عندنا هذا الرابط او هذه ال tool احنا ممكن
+
+13
+00:00:52,660 --> 00:00:57,100
+ان احنا نستخدمها في في تجريب هذه الأشياء فهذه ال
+
+14
+00:00:57,100 --> 00:01:04,180
+tool انه بعد ما انه افتح الرابطموجود انا عند كجار
+
+15
+00:01:04,180 --> 00:01:10,540
+فايل هناو موجودة انا عندي ك executable و هي بتاعة
+
+16
+00:01:10,540 --> 00:01:12,940
+مدع الجاوة حتى لو نزلت ال executable بتاعة مدع
+
+17
+00:01:12,940 --> 00:01:17,700
+الجاوة انا نزلت ال executable التشغيل تبعها بيكون
+
+18
+00:01:17,700 --> 00:01:21,020
+بهذا الشكل طبعا انا في عندي هنا بحدد ال search
+
+19
+00:01:21,020 --> 00:01:24,880
+strategies اللي هم بدي اشتغل عليها طبق يعني تقريبا
+
+20
+00:01:24,880 --> 00:01:27,500
+اغلب ال search ال search strategies اللي احنا
+
+21
+00:01:27,500 --> 00:01:31,660
+هنشرحها موجودة هنا depth first breed first lowest
+
+22
+00:01:31,660 --> 00:01:35,720
+cost first best first ال heuristic و ال a star
+
+23
+00:01:38,070 --> 00:01:42,350
+تمام؟ ممكن انه انا هنا في هذا ال space ان انا انشئ
+
+24
+00:01:42,350 --> 00:01:46,930
+problem معينة ان انا بحط ال node بهذا الشكل زي هيك
+
+25
+00:01:46,930 --> 00:01:49,990
+و بربط بيناتها ب edge او ممكن ان انا اعمل load لل
+
+26
+00:01:49,990 --> 00:01:57,520
+sampleمن قائمة file بختار هنا load sample problem
+
+27
+00:01:57,520 --> 00:02:01,180
+وفي هنا عندي أنواع مختلفة من ال problem متعلقة بال
+
+28
+00:02:01,180 --> 00:02:06,460
+search أنا بتاخد symbol tree search بهذا الشكل فهي
+
+29
+00:02:06,460 --> 00:02:11,160
+أنا عنديال nodes تمقصها عن واحد عن اتنين عن تلاتة
+
+30
+00:02:11,160 --> 00:02:14,400
+عن أربعة والتفريعات بتبعتها بهذا الشكل طبعا هذه ال
+
+31
+00:02:14,400 --> 00:02:20,200
+node هي عبارة عن ال goal تبعي طبعا فبدي اختار على
+
+32
+00:02:20,200 --> 00:02:24,820
+سبيل المثال ال breadth first وهنا بروح باتجاه ال
+
+33
+00:02:24,820 --> 00:02:29,890
+search أو solve عفواو هنا ممكن أنه أشغله كله دفعة
+
+34
+00:02:29,890 --> 00:02:32,670
+واحدة أو أشغله خطوة خطوة و أشوف كيف بيصير ال
+
+35
+00:02:32,670 --> 00:02:37,890
+expand أنا عندي بهذا الشكل فهنا في ال breeders
+
+36
+00:02:37,890 --> 00:02:41,030
+fair زي ما اتفقنا أنه الأساس تبع ال algorithm هذا
+
+37
+00:02:41,030 --> 00:02:45,170
+أنه بيعمل expand لل nodes بشكل عرضي بيدور على ال
+
+38
+00:02:45,170 --> 00:02:47,870
+shallowest node و أنه بعملها expand كلها أول بأول
+
+39
+00:02:47,870 --> 00:02:51,170
+جبل ما ينتقل للمستوى اللي بعده فممكن أنا أبدأ في
+
+40
+00:02:51,170 --> 00:02:56,400
+الحل بهذا الشكل step by step هي step الأولىيفترض
+
+41
+00:02:56,400 --> 00:03:01,200
+أنه يعمل expand لان واحد وان اتنين تمام؟ بيروح لان
+
+42
+00:03:01,200 --> 00:03:06,900
+واحد، بعملها expand تمام؟ هاي ان تلاتة وان أربعة
+
+43
+00:03:06,900 --> 00:03:09,480
+صارت highlighted زي هيك، بعديها بيروح لان اتنين،
+
+44
+00:03:09,480 --> 00:03:14,960
+فينا عندي ان خمسة وان ستة، يفترض أنه يعملهم expand
+
+45
+00:03:14,960 --> 00:03:19,140
+بهذا الشكل، بعديها بيدروح ينتقل للمستوى اللي بعده
+
+46
+00:03:19,140 --> 00:03:24,200
+ويبدأ يعمل expandلان تلاتة انا فيها انديها بان
+
+47
+00:03:24,200 --> 00:03:32,020
+سبعة وان اربعة نعمل expand منها لان تمانية تمام و
+
+48
+00:03:32,020 --> 00:03:39,590
+بعديها لاحظوا كيف انه راح يرجع لN2 اللى عملنا
+
+49
+00:03:39,590 --> 00:03:43,970
+expand منها ل N5 و N6 بدى يرجع لها تانى لهذا
+
+50
+00:03:43,970 --> 00:03:47,430
+المسار راجع لهذا المسار التانى طبعا الان هيعمل
+
+51
+00:03:47,430 --> 00:03:53,710
+expand ل N9 و بعدها لهذا ال node ال goal طبعا و
+
+52
+00:03:53,710 --> 00:03:56,070
+هذه ال node التانى اللى هو N6
+
+53
+00:03:58,360 --> 00:04:03,300
+بهذا الشكل، الآن ببدأ يدور على ال solution هل ال
+
+54
+00:04:03,300 --> 00:04:05,600
+solution موجود في هذا المصار؟ لأ، موجود في هذا
+
+55
+00:04:05,600 --> 00:04:09,740
+المصار؟ لأ، موجود في هذا المصار؟ لأ، موجود في هذا
+
+56
+00:04:09,740 --> 00:04:15,560
+المصار؟ وانا عندي ال cost لل path هاي ال value
+
+57
+00:04:15,560 --> 00:04:19,800
+تبعتها و ال node expanded عشان نصل لهذا الحل 11
+
+58
+00:04:19,800 --> 00:04:23,160
+بينما احنا لو جربنا خوارزمية تانية، بغير
+
+59
+00:04:23,160 --> 00:04:29,540
+الخوارزمية من هناdepth first و ببدأ أنتقل يعني
+
+60
+00:04:29,540 --> 00:04:37,400
+أعمل step للحال بهذه الكيفية n واحد تمامالان بروح
+
+61
+00:04:37,400 --> 00:04:40,560
+باطلعش على ان اتنين لإن أنا بدي أعمل expand في ال
+
+62
+00:04:40,560 --> 00:04:44,460
+depth في العمق أكتر بعمل expand لان واحد من ان
+
+63
+00:04:44,460 --> 00:04:48,760
+واحد بعمل ان تلاتة ان أربعة بروحلهاش بعد ما أعمل
+
+64
+00:04:48,760 --> 00:04:53,760
+expand لان تلاتة انه بعمل expand لان تلاتة منها
+
+65
+00:04:53,760 --> 00:05:00,660
+لان سبعة ساعتها بدي أرجع وين على ان أربعة عملنا
+
+66
+00:05:00,660 --> 00:05:07,170
+expand لان تمانية ساعتها برجع وين لان اتنينيعني N2
+
+67
+00:05:07,170 --> 00:05:11,610
+عملها expand بشكل متأخر لإنه بس خلص هذا ال branch
+
+68
+00:05:11,610 --> 00:05:18,750
+كله العمق هذا كله ساعتها بيدروح على N2 هاي N5 عمل
+
+69
+00:05:18,750 --> 00:05:23,230
+expand ل N9 وهنا ال goal و ساعتها انه عمل stop
+
+70
+00:05:23,230 --> 00:05:28,520
+فبالتالي الحل أنا عندي هذا هو المسار تبعهS and 2
+
+71
+00:05:28,520 --> 00:05:33,200
+and 5 لغاية ال goal طبعا ال cost هي نفس ال cost
+
+72
+00:05:33,200 --> 00:05:37,160
+لإن انا عندي ال edges هذه انا في عندي إمكانية انه
+
+73
+00:05:37,160 --> 00:05:40,880
+هنا في ال create ان احط ال weight تبعها او احط ال
+
+74
+00:05:40,880 --> 00:05:46,300
+cost على كل edge موجودة هنا تمام فبالتالي هنا ال
+
+75
+00:05:46,300 --> 00:05:51,250
+node expanded عشرةتمام؟ فهذا هو يعني أنه طريقة
+
+76
+00:05:51,250 --> 00:05:55,410
+المسائل في .. في .. على .. على ال search
+
+77
+00:05:55,410 --> 00:05:58,890
+strategies أنه بتكون بهذه الكيفية أنه نفس المسألة
+
+78
+00:05:58,890 --> 00:06:02,450
+بدنا نحلها ب two strategies مختلفة و نشوف جداش ال
+
+79
+00:06:02,450 --> 00:06:07,850
+cost و جداش ال .. ال .. ال .. ال number of
+
+80
+00:06:07,850 --> 00:06:15,020
+expanded nodes هنا في عندي في الخياراتخايفي انا
+
+81
+00:06:15,020 --> 00:06:20,080
+عندي من قائمة view show edge cost فبالتالي هنا
+
+82
+00:06:20,080 --> 00:06:23,940
+اعتقد انا بقدر اعمل zoom على ما اعتقد
+
+83
+00:06:28,930 --> 00:06:33,390
+Okay مش خلاف بس أعتقد أنه هي واضحة هذه 9.9 هذه 10
+
+84
+00:06:33,390 --> 00:06:38,650
+.6 هذه 11.9 وهكذا فبالتالي كل واحدة فبالتالي ال
+
+85
+00:06:38,650 --> 00:06:44,150
+cost أنا عندي 10.6 زائد 9.1 زائد 8.8 بطلع أن عندي
+
+86
+00:06:44,150 --> 00:06:54,450
+ناتج 28 point إشي على مذكر هي 28.5 تمام؟فهي طول
+
+87
+00:06:54,450 --> 00:06:58,470
+انه راح يكون ال assignment الأول عليها ان انتوا
+
+88
+00:06:58,470 --> 00:07:01,390
+تشتغلوا عليها تتدربوا عليها بهدف استيعاب لل
+
+89
+00:07:01,390 --> 00:07:06,030
+algorithm بهذا الشكل احنا إيش هنسوي؟ هنشتغل
+
+90
+00:07:06,030 --> 00:07:11,960
+بالورقة و القلم و أيش منها نعمل بدناهاعلى سبيل
+
+91
+00:07:11,960 --> 00:07:14,680
+المثال هاي ال problem تبعت رومانيا زي ما احنا
+
+92
+00:07:14,680 --> 00:07:18,840
+درسنا وشوفنا إيش بدنا نعملها؟ بدنا نحلها بطريقتين
+
+93
+00:07:18,840 --> 00:07:22,480
+مختلفتين، إن أنا عندي ال .. ال problem إن أنا
+
+94
+00:07:22,480 --> 00:07:26,760
+موجود في أراضي و بدي أروح على بوخرست و بدي أحل هاي
+
+95
+00:07:26,760 --> 00:07:31,480
+ال problem طريقتين، طريقة ال .. ال breadth و ال
+
+96
+00:07:31,480 --> 00:07:34,560
+depth، نعم، فخليني أحللكم إياها على اللوح
+
+97
+00:07:46,150 --> 00:07:51,010
+إذا كان عندك ال Java اه يفترض ان هي تشتغل انه لو
+
+98
+00:07:51,010 --> 00:07:53,650
+نزلت ال executable انه ده عملتي عليه double click
+
+99
+00:07:53,650 --> 00:08:01,790
+انه بيشتغل معاكي بشكل مباشر طيب انا
+
+100
+00:08:01,790 --> 00:08:04,710
+ممكن اعمل رسمة و اعملها save و ان انتوا تحلوا
+
+101
+00:08:04,710 --> 00:08:07,750
+عليها او ان انا يعني التفاصيل اصلا متحنزلكم يعني
+
+102
+00:08:07,750 --> 00:08:11,890
+او ان انا ايش هسوي اه ان انا هديكم problem ان
+
+103
+00:08:11,890 --> 00:08:15,190
+انتوا ترسموها مثلا هذه الخريطة ان انتوا ترسموها و
+
+104
+00:08:15,190 --> 00:08:21,800
+تجدوا الحل لهاتمام؟ احنا خلينا ناخد
+
+105
+00:08:21,800 --> 00:08:26,720
+انه ال problem انه
+
+106
+00:08:26,720 --> 00:08:38,500
+انا in أراضي و ال goal انه to be in Bucharest
+
+107
+00:08:48,830 --> 00:08:56,950
+تمام؟ okay فالان بدنا ناخد النوع بطريقة أولى using
+
+108
+00:08:56,950 --> 00:09:00,290
+pre
+
+109
+00:09:00,290 --> 00:09:08,270
+-death first
+
+110
+00:09:08,270 --> 00:09:10,590
+search strategy
+
+111
+00:09:18,210 --> 00:09:21,830
+طبعا فانا بدي أجي أطلع عشان هيك ان انا بدي أخليكم
+
+112
+00:09:21,830 --> 00:09:32,390
+هذي انه أكبر شوية okay
+
+113
+00:09:32,390 --> 00:09:36,030
+ان انا موجود هنا في أراضي هذي ال root node
+
+114
+00:09:36,030 --> 00:09:39,330
+فبالتالي بحط ال root node زي هيك ان انا موجود في
+
+115
+00:09:39,330 --> 00:09:45,250
+أراضي ان هو هذي ال initial state تبعيايش ال
+
+116
+00:09:45,250 --> 00:09:48,630
+successor nodes انه زي ما احنا اتعودنا يفترض ان
+
+117
+00:09:48,630 --> 00:09:50,790
+احنا نجيب ال successor nodes ايش ال successor
+
+118
+00:09:50,790 --> 00:09:55,490
+nodes اللي عندي تمي ثورة و ذرند و سي بوي هدول
+
+119
+00:09:55,490 --> 00:10:00,870
+التلاتة فبروح بعمل تلت تفريعات طبعا
+
+120
+00:10:00,870 --> 00:10:04,930
+او خليني انه ابدا من فوق لانه يعني هذا الكلام انه
+
+121
+00:10:04,930 --> 00:10:07,730
+بس عشان انه للتوثيق انه خليني ابدا من فوق عشان
+
+122
+00:10:07,730 --> 00:10:12,150
+يكون في عندي وسع ان انا احل بهذه الكلفية انه
+
+123
+00:10:12,150 --> 00:10:13,330
+باستخدام ال breed
+
+124
+00:10:17,680 --> 00:10:23,380
+first search strategy إن أنا حاليا موجود في أراضي
+
+125
+00:10:23,380 --> 00:10:36,960
+و بدي أروح في عندي تفريعات timysora وين
+
+126
+00:10:36,960 --> 00:10:42,700
+كمان ممكن أروح ال successors cities هي عندي seaboy
+
+127
+00:10:47,980 --> 00:10:58,400
+و في عندي كذلك زر نت حاجات؟
+
+128
+00:10:58,400 --> 00:11:03,920
+هاي طبعا دي هحط ال cost تبع كل واحدة طبعا هنا من
+
+129
+00:11:03,920 --> 00:11:10,440
+اراد ل تمي سورة انا عندي مية و تمانتاش و بعدين هنا
+
+130
+00:11:10,440 --> 00:11:18,930
+لسي باي مية و اربعينخمسة و سبعين طيب زر net ايش في
+
+131
+00:11:18,930 --> 00:11:23,910
+عندي خيارات ايش ال successor كما بروح بهذا الاتجاه
+
+132
+00:11:23,910 --> 00:11:28,630
+او بهذا الاتجاه ارجع لاراضي فبالتالي هنا بروح على
+
+133
+00:11:28,630 --> 00:11:33,150
+اريد ا و او ان انا ارجع لاراضي فبالتالي بدا ارجع
+
+134
+00:11:33,150 --> 00:11:35,850
+لاراضي معناه ذلك ان هذا المسار بده يتكرر و احنا
+
+135
+00:11:35,850 --> 00:11:41,160
+اتفقنا انه برمجيا ممكن نحل اشكالية هذه انهانه يعني
+
+136
+00:11:41,160 --> 00:11:43,760
+اخرج من ال infinite loop انه انا احط condition
+
+137
+00:11:43,760 --> 00:11:46,560
+معين اذا هذي انه انا already expanded فبالتالي
+
+138
+00:11:46,560 --> 00:11:49,940
+خلاص مافيش داعي ان انا ارجعلها فبالتالي هاي بتركها
+
+139
+00:11:49,940 --> 00:11:55,220
+زي هيك انه انا ممكن ارجع لأراضي طبعا فبالتالي هاي
+
+140
+00:11:55,220 --> 00:11:59,420
+خلاص بعملهاش expansion بعد هيك وعيش المدينة
+
+141
+00:11:59,420 --> 00:12:06,140
+التانية اللي هي هاي اللي هي وريدي
+
+142
+00:12:07,940 --> 00:12:15,600
+وال cost 71 على ما اعتقد تمام طبعا احنا بنشتغل
+
+143
+00:12:15,600 --> 00:12:21,600
+breadth first هل هدى بعملها expand لأ بدي اخلص كل
+
+144
+00:12:21,600 --> 00:12:25,800
+المستويه ده انا بشتغل مستويات هى خلصت المستوى
+
+145
+00:12:25,800 --> 00:12:30,880
+الاول عملت expand انه هى و هى و هى هجت هنا انا
+
+146
+00:12:30,880 --> 00:12:35,200
+موجود هنا بعمل expand لل nodes لل successors nodes
+
+147
+00:12:35,200 --> 00:12:38,840
+اللى هنالو اشتغلت ان انا عملت expand ده يعني بكون
+
+148
+00:12:38,840 --> 00:12:42,740
+div مش pre div فبالتالي بدي ارجع هنا و اعمل expand
+
+149
+00:12:42,740 --> 00:12:45,680
+و بدي ارجع هنا و اعمل expand لازم اعمل expand لكل
+
+150
+00:12:45,680 --> 00:12:50,720
+ال nodes اللي موجودة في هذه المستوى طيب هنا ايش في
+
+151
+00:12:50,720 --> 00:12:55,260
+عندي خيار اروح
+
+152
+00:12:55,260 --> 00:13:03,260
+للوجوش أو ارجع على قرات فبالتالي هنا نفس الفكرة هي
+
+153
+00:13:03,260 --> 00:13:12,520
+المدينة مصاري و هنا انه ممكن اروح على لوجوش
+
+154
+00:13:12,520 --> 00:13:24,400
+و
+
+155
+00:13:24,400 --> 00:13:31,560
+ال cost جديش هنا عندى111 او انه انا ارجع لاراضي
+
+156
+00:13:31,560 --> 00:13:39,900
+يعني بس اصغرها شوية طبعا
+
+157
+00:13:39,900 --> 00:13:42,940
+خلاص هذي انه انا already visited فبالتالي بعملهاش
+
+158
+00:13:42,940 --> 00:13:46,500
+expand شو المرة تانية هل بكمل هنا لو جوهش برجع
+
+159
+00:13:46,500 --> 00:13:50,560
+بعملها expand لأ زي ما اتفقنا انه بروح لهذه سي بوي
+
+160
+00:13:50,560 --> 00:13:58,070
+سي بوي فيها تفريعات كتيرة احد اتنين تلاتةاربع نرجع
+
+161
+00:13:58,070 --> 00:14:02,990
+لأراضي بالظبط فبالتالي خلّينا نعملهم زي هنا زي هيك
+
+162
+00:14:02,990 --> 00:14:10,250
+أن أنا ممكن أروح على وين فراجاس
+
+163
+00:14:10,250 --> 00:14:15,710
+أو
+
+164
+00:14:15,710 --> 00:14:20,510
+ممكن أروح وين على
+
+165
+00:14:30,870 --> 00:14:46,610
+ريمن .. ريمن .. ريمنكي فيليس أو خيار
+
+166
+00:14:46,610 --> 00:14:55,730
+التالت أروح لأوليدي أو
+
+167
+00:14:55,730 --> 00:15:01,380
+خيار الرابع أروح لأراد .. أرجع لأرادطبعا هاي
+
+168
+00:15:01,380 --> 00:15:05,480
+بعملهاش expand طبعا هدول كلهم في نفس المستوى عشانك
+
+169
+00:15:05,480 --> 00:15:09,420
+ده أحط خط زي هيك هدول بس ينزلت تحت لإنه أنا عندي
+
+170
+00:15:09,420 --> 00:15:15,720
+في nodes كتيرة بهذا الشكل تمام؟ بعدين إيش بدي
+
+171
+00:15:15,720 --> 00:15:24,050
+أسوي؟ بدي أروح لهذا المستوى لكل ال nodesفي هذا
+
+172
+00:15:24,050 --> 00:15:27,390
+المستوى، إيش بدي أعملها؟ expand، ببدأ من اليسار
+
+173
+00:15:27,390 --> 00:15:32,590
+لليمين، بهذا الشكل، طبعا؟ هجيت هاي لجوج، وين ممكن
+
+174
+00:15:32,590 --> 00:15:38,490
+أروح؟ في عندي .. أرجع ل تميسورة، خلاص مش هنعملها
+
+175
+00:15:38,490 --> 00:15:41,590
+expand، احنا اتعودنا على هذا الكلام، بدنا نمضي
+
+176
+00:15:41,590 --> 00:15:45,350
+للعمام، فوين ممكن أروح؟ لمدينة واحدة، إيش اسمها؟
+
+177
+00:15:45,350 --> 00:15:49,510
+كمان مرة لجوج
+
+178
+00:15:52,300 --> 00:15:57,160
+طيب فبالتالي هاي و بحطها تحت الخط هذا زي هيك قداش
+
+179
+00:15:57,160 --> 00:16:01,180
+ال cost سبعين؟
+
+180
+00:16:06,410 --> 00:16:10,930
+و إيش كمان في عندي خيار تاني لأ طيب نجي لأراضي
+
+181
+00:16:10,930 --> 00:16:13,410
+أراضي خلاص هذه احنا اتفقنا ما .. ما .. ما بنعملها
+
+182
+00:16:13,410 --> 00:16:17,190
+expand نجي لفرق gas إيش في عندي خيار أنه أرجع على
+
+183
+00:16:17,190 --> 00:16:21,110
+سي بوي هذه مش هنعملها خلاص و إيش ممكن كمان أروح
+
+184
+00:16:21,110 --> 00:16:26,090
+أروح حلب و خرست صح؟
+
+185
+00:16:26,090 --> 00:16:30,450
+كدهش
+
+186
+00:16:30,450 --> 00:16:31,090
+ال cost؟
+
+187
+00:16:33,610 --> 00:16:40,550
+211 و هنا من سي بوي لفارق جاس كدهش 99 فبالتالي هاي
+
+188
+00:16:40,550 --> 00:16:44,430
+ال cost هذا كله موجود و هذا ال cost كله موجود بكمل
+
+189
+00:16:45,290 --> 00:16:49,210
+لسه بعد .. لسه .. لسه ال algorithm بشتغل تمام انه
+
+190
+00:16:49,210 --> 00:16:53,670
+بعمل expand و بعديها بروح بفحص يعني انا فيه الخطوة
+
+191
+00:16:53,670 --> 00:16:56,270
+هذه انه انا .. انسيت احكيلكم اياها انه انا بعمل ..
+
+192
+00:16:56,270 --> 00:16:59,890
+بعد ما عملت expand ده المستوى الأول بيجي بقول هل
+
+193
+00:16:59,890 --> 00:17:06,270
+مدينة هذه أراد؟ لأ هل هذه أراد؟ لأ هل هذه أراد؟ لأ
+
+194
+00:17:06,270 --> 00:17:10,280
+اعمل expand من اليسار ليمينNinja عملنا expand
+
+195
+00:17:10,280 --> 00:17:13,280
+للمستوى التاني هذا كله هيو المستوى التاني هل هذه
+
+196
+00:17:13,280 --> 00:17:17,280
+.. عفوا احنا ال goal Bucharest Bucharest هل هذه
+
+197
+00:17:17,280 --> 00:17:21,460
+Bucharest؟ لأ Bucharest لأ Bucharest لأ اعملهم
+
+198
+00:17:21,460 --> 00:17:25,420
+expand من اليسار للمين عملنا expand كله هنا هل هذه
+
+199
+00:17:25,420 --> 00:17:31,720
+Bucharest؟ لأ لأ لأ لأ لأ لأ مش موجودةتمام؟ الآن
+
+200
+00:17:31,720 --> 00:17:36,280
+لسه انا بدي اعمل expand لكلهم هدول و بعديها بروح
+
+201
+00:17:36,280 --> 00:17:38,580
+في المستوى اللي بعدي بفحص معناه ذلك ان انا لسه
+
+202
+00:17:38,580 --> 00:17:42,360
+ماخلصتش expansion لازم اخلص expansion لهدا و
+
+203
+00:17:42,360 --> 00:17:45,180
+بعديها بروح لكل ال notes اللي موجودة في المستوى
+
+204
+00:17:45,180 --> 00:17:51,860
+هذه بعمل ال test لل goal هاي المدينة ايش في عندي
+
+205
+00:17:51,860 --> 00:17:56,540
+خيار؟ في عندي خيارينتمام ارجع ل سي بوي خلاص احنا
+
+206
+00:17:56,540 --> 00:18:01,200
+مش هنرجع في عندي خيار انه اروح على بيتستي او
+
+207
+00:18:01,200 --> 00:18:14,760
+كورفاتيا او
+
+208
+00:18:14,760 --> 00:18:15,660
+كورفاتيا
+
+209
+00:18:21,630 --> 00:18:24,790
+طبعا احنا ننطقها كرواتيا لكن هي كروفاتيا فهذا
+
+210
+00:18:24,790 --> 00:18:29,750
+بتعني انه في فرق بين ال V في أوروبا الشرقية و
+
+211
+00:18:29,750 --> 00:18:34,530
+أوروبا الغربية انه ال V و ال .. و ال .. و ال wow
+
+212
+00:18:34,530 --> 00:18:40,010
+يعني احيانا انه بتلفظ بشكل يعني متبادل بين أوروبا
+
+213
+00:18:40,010 --> 00:18:42,850
+الشرقية و أوروبا الغربية ال cost جديش انا عندى
+
+214
+00:18:42,850 --> 00:18:44,410
+خدنا ندوّنها بالمرة
+
+215
+00:18:47,160 --> 00:18:54,680
+بتيستي كدهش سبعة وتسعين كرواتيا مية وستة واربعين
+
+216
+00:18:54,680 --> 00:19:01,020
+بعديها بكمل على هاي اللي هي وين هاي ايش في عندي
+
+217
+00:19:01,020 --> 00:19:05,760
+خياربرجع هنا وبرجع هنا و هدول already visited يعني
+
+218
+00:19:05,760 --> 00:19:09,140
+فبالتالي ان احنا حسب ال algorithm المعدل مفترض انه
+
+219
+00:19:09,140 --> 00:19:12,620
+ماعملش تكرار لل branches اللي انا already انا
+
+220
+00:19:12,620 --> 00:19:17,380
+زورتهم تمام و بعديها أراد هذي already انا عملتلها
+
+221
+00:19:17,380 --> 00:19:25,700
+expand بعد هيك باجي هل هذي بخرست؟ لأ هذي بخرست؟
+
+222
+00:19:25,700 --> 00:19:28,980
+ايه بقى stop و برجع solution ايش هو ال solution ان
+
+223
+00:19:28,980 --> 00:19:30,280
+انا بروح
+
+224
+00:19:32,250 --> 00:19:39,750
+بهذا الاتجاه كده ال cost أنا عندي معايا
+
+225
+00:19:39,750 --> 00:19:49,250
+مية و أربعين زائد تسعة وتسعين زائد متين و أحداشر
+
+226
+00:19:49,250 --> 00:19:51,490
+كده مجموع هذا الرقم
+
+227
+00:19:57,230 --> 00:20:00,770
+بطلع معايا قيمة معينة فبالتالي هذا ال cost تبعه ال
+
+228
+00:20:00,770 --> 00:20:05,190
+450 هذا
+
+229
+00:20:05,190 --> 00:20:10,690
+تبعه ال pre death first
+
+230
+00:20:10,690 --> 00:20:20,430
+search strategy تمام؟ مظبوط الرقم ولا لا؟ طيب، هيك
+
+231
+00:20:20,430 --> 00:20:25,630
+واضح؟ نيجي نحله بطريقة تانية؟ تمام
+
+232
+00:20:26,790 --> 00:20:30,070
+again طريقة ال expansion هتكون مختلفة فبالتالي
+
+233
+00:20:30,070 --> 00:20:33,350
+المستوى الأول هيكون زي ما هو لكن طريقة ال
+
+234
+00:20:33,350 --> 00:20:41,630
+expansion هنا هتكون مختلفة بعد هيك ايش
+
+235
+00:20:41,630 --> 00:20:45,550
+بنشتغل الآن بنشتغل depth first
+
+236
+00:21:04,410 --> 00:21:09,190
+depth first search strategy طبعا يبقى هنا بعمل
+
+237
+00:21:09,190 --> 00:21:13,450
+expand بهذا الشكل لهذا ال branch كله بالكامل بشكل
+
+238
+00:21:13,450 --> 00:21:20,790
+depth فبالتالي هنا هدول برضه مش معملهم expand طيب
+
+239
+00:21:20,790 --> 00:21:29,050
+نيجي لأراضي
+
+240
+00:21:29,050 --> 00:21:34,060
+طبعاعشان انا فيه عندي الخيار ان انا ممكن اروح على
+
+241
+00:21:34,060 --> 00:21:42,080
+timisoara زي ما ذكرنا او zernet او cboy بيه هذا
+
+242
+00:21:42,080 --> 00:21:55,160
+الشكل طبعا هدول بعملهم مش expand كيف
+
+243
+00:21:55,160 --> 00:21:59,040
+اول
+
+244
+00:21:59,040 --> 00:21:59,780
+خيار تاني
+
+245
+00:22:06,130 --> 00:22:09,910
+كيف؟ صحيح بس انا مش هعملهم expand ليه .. ليه ..
+
+246
+00:22:09,910 --> 00:22:14,090
+انا خطيتهم زي هيك و هيو انه عشان انه انا يعني انه
+
+247
+00:22:14,090 --> 00:22:18,630
+بدنا نرجع لهدول انه بعد ما انا اخلص هذا ال depth
+
+248
+00:22:18,630 --> 00:22:22,930
+كله هذا ال branch كله هدول بعملهم مش expand تمام؟
+
+249
+00:22:22,930 --> 00:22:27,450
+باجي بخلص هذا المسار كله تمي سورة ايش في هنا عندي؟
+
+250
+00:22:27,450 --> 00:22:32,140
+في عندي اكم خيار ان انا ارجع لارادطبعا او اروح على
+
+251
+00:22:32,140 --> 00:22:35,260
+..
+
+252
+00:22:35,260 --> 00:22:39,160
+و
+
+253
+00:22:39,160 --> 00:22:43,660
+قداش ال cost انا عندي 111
+
+254
+00:22:43,660 --> 00:22:48,360
+برجع هنا بكمل expand لأ باجي بعمل expand لها نفسها
+
+255
+00:22:48,360 --> 00:22:54,360
+ايش في عندي خيارات اروح على ميهيدي
+
+256
+00:22:59,510 --> 00:23:13,010
+جديش ال cost؟ سبعين بعدين Dobrita
+
+257
+00:23:13,010 --> 00:23:18,210
+جديش
+
+258
+00:23:18,210 --> 00:23:25,010
+ال cost؟ خمسة و سبعين بعدين ده روح على كروفاتيا
+
+259
+00:23:31,980 --> 00:23:38,100
+كداش ال cost؟ مية و عشرين تمام بعدها بعد المستوى
+
+260
+00:23:38,100 --> 00:23:43,620
+هذا خليني أكمله هنا بعد كورفاتيا إيش في عندي؟
+
+261
+00:23:43,620 --> 00:23:52,300
+بتيستي تمام أو في عندي ريمنسكو .. ريمنسكوف فيليسا
+
+262
+00:23:52,300 --> 00:23:59,890
+فيليسي أو أدول التنتان تمام؟ و ..معنى ذلك ان انا
+
+263
+00:23:59,890 --> 00:24:11,410
+خليني ان اكمل Corvata هنا هي المسار طبعا هنا هي
+
+264
+00:24:11,410 --> 00:24:12,950
+عندي اكام احتمال
+
+265
+00:24:30,790 --> 00:24:38,190
+وشو كمان بتستي ال
+
+266
+00:24:38,190 --> 00:24:46,350
+cost تبع هاي قداش 146 وهاي 138
+
+267
+00:24:46,350 --> 00:24:57,160
+طبعا لسه مخلصناش ال branchبروح برجع كمان مرة على
+
+268
+00:24:57,160 --> 00:25:01,500
+وين؟ على هدول التنتين بعملهم expand هاي إيش في
+
+269
+00:25:01,500 --> 00:25:08,540
+عندي خيارات؟ see by و
+
+270
+00:25:08,540 --> 00:25:15,720
+إيش كمان؟ إنه أرجع على بتستي فبالتالي هي واحدة بس
+
+271
+00:25:15,720 --> 00:25:20,140
+و
+
+272
+00:25:20,140 --> 00:25:26,640
+بتستيإيش في عندي خيارات؟ في عندي أرجع لكورفاتيا أو
+
+273
+00:25:26,640 --> 00:25:33,580
+أروح لبوخرست تمام؟
+
+274
+00:25:33,580 --> 00:25:44,300
+قداش ال cost؟ 101 تمام؟
+
+275
+00:25:46,930 --> 00:25:51,410
+بجاجدش ال cost أنا عندي هذا زائد هذا زائد هذا زائد
+
+276
+00:25:51,410 --> 00:25:58,580
+هذا زائد هذا هل هو الحل الوحيد؟ لأ بعد ما خلصناإيش
+
+277
+00:25:58,580 --> 00:26:02,100
+بدي أروح أسويه؟ بدي أروح على المسار التاني اللي هو
+
+278
+00:26:02,100 --> 00:26:04,860
+هذا إنه أنا مافيش .. إيش في عندي خيار؟ في عندي
+
+279
+00:26:04,860 --> 00:26:07,620
+خيار إن أنا أرجع من هنا أو أروح على هاي و هنا إيش
+
+280
+00:26:07,620 --> 00:26:11,000
+في عندي خيار؟ بدي أروح على هاي و هاي إن أنا ممكن
+
+281
+00:26:11,000 --> 00:26:14,980
+أرجع هنا أو أرجع هنا فبالتالي هدول مش مطروحين لأنه
+
+282
+00:26:14,980 --> 00:26:18,680
+already visited في عندي خيار أروح على فرجاس أو هاي
+
+283
+00:26:18,680 --> 00:26:22,290
+المدينةتمام؟ و هدول التانية اللي بعملهم expand إن
+
+284
+00:26:22,290 --> 00:26:25,570
+أنا بروح على هاي و بروح .. يعني هذا الخيار إنه
+
+285
+00:26:25,570 --> 00:26:31,750
+بروح هنا أو هنا تمام؟ و سواء كنت هنا أو هنا لو كنت
+
+286
+00:26:31,750 --> 00:26:34,750
+هنا بروح على بوخرست بشكل مباشر و لو كنت هنا بروح
+
+287
+00:26:34,750 --> 00:26:40,850
+على بوخرست من خلال بتستي هذا المسار اللي بهذا
+
+288
+00:26:40,850 --> 00:26:44,870
+الاتجاهبعدها هم نجي لمصار هذا تبع فرجاس فرجاس
+
+289
+00:26:44,870 --> 00:26:48,370
+ساعتها بروح بشكل مباشر على هنا فبالتالي إيش راح
+
+290
+00:26:48,370 --> 00:26:53,250
+يصير ان روح يطلعلي هاي المصار التاني و التالت اللي
+
+291
+00:26:53,250 --> 00:26:58,310
+برضه بيقدي على بوخرست و بحسب ال cost تبعه تمام؟ و
+
+292
+00:26:58,310 --> 00:27:02,830
+بعدها بروح على الخيار التالت أو ال branch التالت
+
+293
+00:27:02,830 --> 00:27:09,150
+هنا بعمله expand و بعدها بروح بشوف مين أقل تكلفة
+
+294
+00:27:09,150 --> 00:27:13,230
+من هدول التلت حلولوهو اللي بختاره هو ال least cost
+
+295
+00:27:13,230 --> 00:27:16,930
+ال cost solution لأنه زي ما حكينا انه في ال
+
+296
+00:27:16,930 --> 00:27:20,270
+problem ممكن يكون في عندي اكتر من طريقة في ال
+
+297
+00:27:20,270 --> 00:27:25,390
+search طبعا كل واحدة من الطرق هدول فيه ميزات وعيوب
+
+298
+00:27:25,390 --> 00:27:28,950
+زي ما انتوا شايفين انهم في طريقة البحث و ال cost
+
+299
+00:27:28,950 --> 00:27:32,490
+على مسائل مختلفة او حساب ال cost على مسائل مختلفة
+
+300
+00:27:32,490 --> 00:27:35,130
+هو اللي بيحكم في الموضوع
+
+301
+00:27:37,300 --> 00:27:41,880
+واضح؟ طيب خلينا نتوقف هنا المحاضرة هاي تمام؟
+
+302
+00:27:41,880 --> 00:27:44,580
+المحاضرة الجاية ان شاء الله بنبدأ في الباب الرابع
+
+303
+00:27:44,580 --> 00:27:48,800
+في الباب الرابع راح نتعرض لل informed search
+
+304
+00:27:48,800 --> 00:27:53,730
+algorithms اللي منها هاي ال algorithmsوال best
+
+305
+00:27:53,730 --> 00:27:57,230
+search و ال A star هنحكي عن مفهوم ال heuristics
+
+306
+00:27:57,230 --> 00:28:01,810
+تمام و نشوف كيف احنا بنقارنها مع ال search
+
+307
+00:28:01,810 --> 00:28:06,970
+strategies في ال uninformed و نشوف مين الأفضل في
+
+308
+00:28:06,970 --> 00:28:08,750
+اي سؤال يعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..db59e921c7c2d256122ac1063663f8d892d54aac
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 3309, "start": 4.89, "end": 33.09, "text": "طيب بسم الله الرحمن الرحيم يعطيكم العافية الصباح الخير اليوم إن شاء الله بدنا نبدأ ناخد أمثلة تطبيقية على ال search strategies اللي .. اللي احنا حكينا عنهم المخادرة الماضية طبعا للتذكير ال search strategies احنا حكينا إنه فين عندي نوعين أو تلت أنواع من ال search اللي هو ال uninformed blind search و الinformed search و ال adversarial search في ال uninformed أخدنا", "tokens": [9566, 1829, 3555, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 37495, 9566, 1829, 24793, 18863, 31845, 10632, 31767, 3555, 39319, 33962, 13546, 45595, 20498, 36145, 13412, 16606, 21984, 47525, 8315, 8717, 44510, 10721, 8717, 47283, 3215, 5551, 2304, 12984, 37977, 6055, 9566, 21292, 4587, 10632, 15844, 2423, 3164, 9029, 13672, 1829, 4386, 13672, 1829, 1975, 5016, 8315, 11331, 4117, 1829, 8315, 18871, 16095, 9673, 9778, 18513, 25720, 9673, 46958, 10632, 23032, 3555, 3615, 995, 24976, 2655, 8848, 4117, 13546, 2423, 3164, 9029, 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9572, "start": 66.82, "end": 95.72, "text": "و موجودة انا عندي ك executable و هي بتاعة مدع الجاوة حتى لو نزلت ال executable بتاعة مدع الجاوة انا نزلت ال executable التشغيل تبعها بيكون بهذا الشكل طبعا انا في عندي هنا بحدد ال search strategies اللي هم بدي اشتغل عليها طبق يعني تقريبا اغلب ال search ال search strategies اللي احنا هنشرحها موجودة هنا depth first breed first lowest cost first best first ال heuristic و ال a star", "tokens": [2407, 3714, 29245, 23328, 3660, 1975, 8315, 18871, 16254, 9122, 7568, 712, 4032, 39896, 39894, 995, 27884, 3714, 3215, 3615, 25724, 995, 2407, 3660, 11331, 49975, 45164, 8717, 11622, 1211, 2655, 2423, 7568, 712, 39894, 995, 27884, 3714, 3215, 3615, 25724, 995, 2407, 3660, 1975, 8315, 8717, 11622, 1211, 2655, 2423, 7568, 712, 16712, 8592, 17082, 26895, 6055, 3555, 3615, 11296, 4724, 1829, 30544, 39627, 15730, 25124, 28820, 23032, 3555, 3615, 995, 1975, 8315, 8978, 18871, 16254, 34105, 4724, 24401, 3215, 2423, 3164, 9029, 13672, 1829, 8032, 2304, 4724, 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أنا بتاخد symbol tree search بهذا الشكل فهي أنا عندي", "tokens": [27842, 12174, 16373, 46007, 3991, 4724, 46456, 9640, 34105, 3677, 6889, 1154, 4032, 41185, 34105, 18871, 16254, 14739, 14407, 3615, 3714, 46456, 46538, 3660, 9154, 2423, 1154, 44650, 30241, 28671, 20666, 3164, 41850, 39894, 47283, 3215, 5986, 4230, 3164, 39627, 15730, 25124, 28820, 6156, 3224, 1829, 41850, 18871, 16254], "avg_logprob": -0.17875000238418579, "compression_ratio": 1.4285714285714286, "no_speech_prob": 2.9206275939941406e-06, "words": [{"start": 112.7, "end": 113.62, "word": "من", "probability": 0.8232421875}, {"start": 113.62, "end": 114.54, "word": " قائمة", "probability": 0.8797200520833334}, {"start": 114.54, "end": 115.0, "word": " file", "probability": 0.798828125}, {"start": 115.0, "end": 115.58, "word": " بختار", "probability": 0.8873697916666666}, {"start": 115.58, "end": 115.88, "word": " هنا", "probability": 0.97509765625}, {"start": 115.88, "end": 116.36, "word": " load", "probability": 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واحد عن اتنين عن تلاتة عن أربعة والتفريعات بتبعتها بهذا الشكل طبعا هذه ال node هي عبارة عن ال goal تبعي طبعا فبدي اختار على سبيل المثال ال breadth first وهنا بروح باتجاه ال search أو solve عفوا", "tokens": [6027, 13891, 46811, 4587, 9381, 11296, 18871, 36764, 24401, 18871, 1975, 2655, 1863, 9957, 18871, 6055, 1211, 9307, 3660, 18871, 5551, 25513, 27884, 16070, 2655, 5172, 16572, 3615, 9307, 39894, 3555, 34268, 11296, 39627, 15730, 25124, 28820, 23032, 3555, 3615, 995, 29538, 2423, 9984, 39896, 6225, 3555, 9640, 3660, 18871, 2423, 3387, 6055, 3555, 3615, 1829, 23032, 3555, 3615, 995, 6156, 3555, 16254, 1975, 46456, 9640, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 2423, 35862, 700, 37037, 8315, 4724, 32887, 5016, 4724, 9307, 7435, 40294, 2423, 3164, 34051, 5039, 6225, 5172, 14407], "avg_logprob": -0.19758064964766142, "compression_ratio": 1.6064814814814814, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 127.3, "end": 127.68, "word": "ال", "probability": 0.92822265625}, 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168875, "start": 1673.09, "end": 1688.75, "text": "وال best search و ال A star هنحكي عن مفهوم ال heuristics تمام و نشوف كيف احنا بنقارنها مع ال search strategies في ال uninformed و نشوف مين الأفضل في اي سؤال يعطيكم", "tokens": [2407, 6027, 1151, 3164, 4032, 2423, 316, 3543, 8032, 1863, 5016, 4117, 1829, 18871, 3714, 5172, 3224, 20498, 2423, 415, 374, 6006, 46811, 10943, 4032, 8717, 8592, 38688, 9122, 33911, 1975, 5016, 8315, 44945, 4587, 9640, 1863, 11296, 20449, 2423, 3164, 9029, 8978, 2423, 43456, 22892, 4032, 8717, 8592, 38688, 3714, 9957, 16247, 5172, 11242, 1211, 8978, 1975, 1829, 8608, 33604, 6027, 37495, 9566, 1829, 24793], "avg_logprob": -0.16837686656126336, "compression_ratio": 1.4294117647058824, "no_speech_prob": 0.00022399425506591797, "words": [{"start": 1673.09, "end": 1673.43, "word": "وال", "probability": 0.818359375}, {"start": 1673.43, "end": 1673.73, "word": " best", "probability": 0.74609375}, {"start": 1673.73, "end": 1674.53, "word": " search", "probability": 0.9794921875}, {"start": 1674.53, "end": 1674.69, "word": " و", "probability": 0.712890625}, {"start": 1674.69, "end": 1674.79, "word": " ال", "probability": 0.7548828125}, {"start": 1674.79, "end": 1674.95, "word": " A", "probability": 0.5537109375}, {"start": 1674.95, "end": 1675.27, "word": " star", "probability": 0.156982421875}, {"start": 1675.27, "end": 1675.95, "word": " هنحكي", "probability": 0.8833984375}, {"start": 1675.95, "end": 1676.13, "word": " عن", "probability": 0.99072265625}, {"start": 1676.13, "end": 1676.49, "word": " مفهوم", "probability": 0.9765625}, {"start": 1676.49, "end": 1676.61, "word": " ال", "probability": 0.78857421875}, {"start": 1676.61, "end": 1677.23, "word": " heuristics", "probability": 0.8702799479166666}, {"start": 1677.23, "end": 1678.47, "word": " تمام", "probability": 0.9111328125}, {"start": 1678.47, "end": 1679.21, "word": " و", "probability": 0.63671875}, {"start": 1679.21, "end": 1679.53, "word": " نشوف", "probability": 0.89697265625}, {"start": 1679.53, "end": 1679.97, "word": " كيف", "probability": 0.953369140625}, {"start": 1679.97, "end": 1680.39, "word": " احنا", "probability": 0.90966796875}, {"start": 1680.39, "end": 1681.15, "word": " بنقارنها", "probability": 0.98466796875}, {"start": 1681.15, "end": 1681.35, "word": " مع", "probability": 0.9912109375}, {"start": 1681.35, "end": 1681.57, "word": " ال", "probability": 0.84033203125}, {"start": 1681.57, "end": 1681.81, "word": " search", "probability": 0.98193359375}, {"start": 1681.81, "end": 1682.57, "word": " strategies", "probability": 0.79833984375}, {"start": 1682.57, "end": 1683.53, "word": " في", "probability": 0.771484375}, {"start": 1683.53, "end": 1683.87, "word": " ال", "probability": 0.982421875}, {"start": 1683.87, "end": 1684.57, "word": " uninformed", "probability": 0.939208984375}, {"start": 1684.57, "end": 1684.75, "word": " و", "probability": 0.9951171875}, {"start": 1684.75, "end": 1685.01, "word": " نشوف", "probability": 0.9705403645833334}, {"start": 1685.01, "end": 1685.23, "word": " مين", "probability": 0.958251953125}, {"start": 1685.23, "end": 1686.11, "word": " الأفضل", "probability": 0.9730224609375}, {"start": 1686.11, "end": 1686.97, "word": " في", "probability": 0.4814453125}, {"start": 1686.97, "end": 1687.13, "word": " اي", "probability": 0.6083984375}, {"start": 1687.13, "end": 1687.53, "word": " سؤال", "probability": 0.9954427083333334}, {"start": 1687.53, "end": 1688.75, "word": " يعطيكم", "probability": 0.80804443359375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 1689.20525, "duration_after_vad": 1526.544999999997}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9f7d5270d2354d9579e22f459cd3d7c0ef3fcd66
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/EtDnDniX-uI_raw.srt
@@ -0,0 +1,1232 @@
+1
+00:00:04,890 --> 00:00:07,350
+طيب بسم الله الرحمن الرحيم يعطيكم العافية الصباح
+
+2
+00:00:07,350 --> 00:00:11,270
+الخير اليوم إن شاء الله بدنا نبدأ ناخد أمثلة
+
+3
+00:00:11,270 --> 00:00:15,330
+تطبيقية على ال search strategies اللي .. اللي احنا
+
+4
+00:00:15,330 --> 00:00:19,150
+حكينا عنهم المخادرة الماضية طبعا للتذكير ال search
+
+5
+00:00:19,150 --> 00:00:24,710
+strategies احنا حكينا إنه فين عندي نوعين أو تلت
+
+6
+00:00:24,710 --> 00:00:28,470
+أنواع من ال search اللي هو ال uninformed blind
+
+7
+00:00:28,470 --> 00:00:31,670
+search و الinformed search و ال adversarial search
+
+8
+00:00:31,670 --> 00:00:36,160
+في ال uninformed أخدنابعض ال strategies زي ال pre
+
+9
+00:00:36,160 --> 00:00:38,620
+depth و ال depth و ال depth limited search و ال
+
+10
+00:00:38,620 --> 00:00:42,920
+iterative deepening search و شرحناها المرة الماضية
+
+11
+00:00:42,920 --> 00:00:48,520
+و حكينا انه انه
+
+12
+00:00:48,520 --> 00:00:52,660
+احنا في عندنا هذا الرابط او هذه ال tool احنا ممكن
+
+13
+00:00:52,660 --> 00:00:57,100
+ان احنا نستخدمها في في تجريب هذه الأشياء فهذه ال
+
+14
+00:00:57,100 --> 00:01:04,180
+tool انه بعد ما انه افتح الرابطموجود انا عند كجار
+
+15
+00:01:04,180 --> 00:01:10,540
+فايل هناو موجودة انا عندي ك executable و هي بتاعة
+
+16
+00:01:10,540 --> 00:01:12,940
+مدع الجاوة حتى لو نزلت ال executable بتاعة مدع
+
+17
+00:01:12,940 --> 00:01:17,700
+الجاوة انا نزلت ال executable التشغيل تبعها بيكون
+
+18
+00:01:17,700 --> 00:01:21,020
+بهذا الشكل طبعا انا في عندي هنا بحدد ال search
+
+19
+00:01:21,020 --> 00:01:24,880
+strategies اللي هم بدي اشتغل عليها طبق يعني تقريبا
+
+20
+00:01:24,880 --> 00:01:27,500
+اغلب ال search ال search strategies اللي احنا
+
+21
+00:01:27,500 --> 00:01:31,660
+هنشرحها موجودة هنا depth first breed first lowest
+
+22
+00:01:31,660 --> 00:01:35,720
+cost first best first ال heuristic و ال a star
+
+23
+00:01:38,070 --> 00:01:42,350
+تمام؟ ممكن انه انا هنا في هذا ال space ان انا انشئ
+
+24
+00:01:42,350 --> 00:01:46,930
+problem معينة ان انا بحط ال node بهذا الشكل زي هيك
+
+25
+00:01:46,930 --> 00:01:49,990
+و بربط بيناتها ب edge او ممكن ان انا اعمل load لل
+
+26
+00:01:49,990 --> 00:01:57,520
+sampleمن قائمة file بختار هنا load sample problem
+
+27
+00:01:57,520 --> 00:02:01,180
+وفي هنا عندي أنواع مختلفة من ال problem متعلقة بال
+
+28
+00:02:01,180 --> 00:02:06,460
+search أنا بتاخد symbol tree search بهذا الشكل فهي
+
+29
+00:02:06,460 --> 00:02:11,160
+أنا عنديال nodes تمقصها عن واحد عن اتنين عن تلاتة
+
+30
+00:02:11,160 --> 00:02:14,400
+عن أربعة والتفريعات بتبعتها بهذا الشكل طبعا هذه ال
+
+31
+00:02:14,400 --> 00:02:20,200
+node هي عبارة عن ال goal تبعي طبعا فبدي اختار على
+
+32
+00:02:20,200 --> 00:02:24,820
+سبيل المثال ال breadth first وهنا بروح باتجاه ال
+
+33
+00:02:24,820 --> 00:02:29,890
+search أو solve عفواو هنا ممكن أنه أشغله كله دفعة
+
+34
+00:02:29,890 --> 00:02:32,670
+واحدة أو أشغله خطوة خطوة و أشوف كيف بيصير ال
+
+35
+00:02:32,670 --> 00:02:37,890
+expand أنا عندي بهذا الشكل فهنا في ال breeders
+
+36
+00:02:37,890 --> 00:02:41,030
+fair زي ما اتفقنا أنه الأساس تبع ال algorithm هذا
+
+37
+00:02:41,030 --> 00:02:45,170
+أنه بيعمل expand لل nodes بشكل عرضي بيدور على ال
+
+38
+00:02:45,170 --> 00:02:47,870
+shallowest node و أنه بعملها expand كلها أول بأول
+
+39
+00:02:47,870 --> 00:02:51,170
+جبل ما ينتقل للمستوى اللي بعده فممكن أنا أبدأ في
+
+40
+00:02:51,170 --> 00:02:56,400
+الحل بهذا الشكل step by step هي step الأولىيفترض
+
+41
+00:02:56,400 --> 00:03:01,200
+أنه يعمل expand لان واحد وان اتنين تمام؟ بيروح لان
+
+42
+00:03:01,200 --> 00:03:06,900
+واحد، بعملها expand تمام؟ هاي ان تلاتة وان أربعة
+
+43
+00:03:06,900 --> 00:03:09,480
+صارت highlighted زي هيك، بعديها بيروح لان اتنين،
+
+44
+00:03:09,480 --> 00:03:14,960
+فينا عندي ان خمسة وان ستة، يفترض أنه يعملهم expand
+
+45
+00:03:14,960 --> 00:03:19,140
+بهذا الشكل، بعديها بيدروح ينتقل للمستوى اللي بعده
+
+46
+00:03:19,140 --> 00:03:24,200
+ويبدأ يعمل expandلان تلاتة انا فيها انديها بان
+
+47
+00:03:24,200 --> 00:03:32,020
+سبعة وان اربعة نعمل expand منها لان تمانية تمام و
+
+48
+00:03:32,020 --> 00:03:39,590
+بعديها لاحظوا كيف انه راح يرجع لN2 اللى عملنا
+
+49
+00:03:39,590 --> 00:03:43,970
+expand منها ل N5 و N6 بدى يرجع لها تانى لهذا
+
+50
+00:03:43,970 --> 00:03:47,430
+المسار راجع لهذا المسار التانى طبعا الان هيعمل
+
+51
+00:03:47,430 --> 00:03:53,710
+expand ل N9 و بعدها لهذا ال node ال goal طبعا و
+
+52
+00:03:53,710 --> 00:03:56,070
+هذه ال node التانى اللى هو N6
+
+53
+00:03:58,360 --> 00:04:03,300
+بهذا الشكل، الآن ببدأ يدور على ال solution هل ال
+
+54
+00:04:03,300 --> 00:04:05,600
+solution موجود في هذا المصار؟ لأ، موجود في هذا
+
+55
+00:04:05,600 --> 00:04:09,740
+المصار؟ لأ، موجود في هذا المصار؟ لأ، موجود في هذا
+
+56
+00:04:09,740 --> 00:04:15,560
+المصار؟ وانا عندي ال cost لل path هاي ال value
+
+57
+00:04:15,560 --> 00:04:19,800
+تبعتها و ال node expanded عشان نصل لهذا الحل 11
+
+58
+00:04:19,800 --> 00:04:23,160
+بينما احنا لو جربنا خوارزمية تانية، بغير
+
+59
+00:04:23,160 --> 00:04:29,540
+الخوارزمية من هناdepth first و ببدأ أنتقل يعني
+
+60
+00:04:29,540 --> 00:04:37,400
+أعمل step للحال بهذه الكيفية n واحد تمامالان بروح
+
+61
+00:04:37,400 --> 00:04:40,560
+باطلعش على ان اتنين لإن أنا بدي أعمل expand في ال
+
+62
+00:04:40,560 --> 00:04:44,460
+depth في العمق أكتر بعمل expand لان واحد من ان
+
+63
+00:04:44,460 --> 00:04:48,760
+واحد بعمل ان تلاتة ان أربعة بروحلهاش بعد ما أعمل
+
+64
+00:04:48,760 --> 00:04:53,760
+expand لان تلاتة انه بعمل expand لان تلاتة منها
+
+65
+00:04:53,760 --> 00:05:00,660
+لان سبعة ساعتها بدي أرجع وين على ان أربعة عملنا
+
+66
+00:05:00,660 --> 00:05:07,170
+expand لان تمانية ساعتها برجع وين لان اتنينيعني N2
+
+67
+00:05:07,170 --> 00:05:11,610
+عملها expand بشكل متأخر لإنه بس خلص هذا ال branch
+
+68
+00:05:11,610 --> 00:05:18,750
+كله العمق هذا كله ساعتها بيدروح على N2 هاي N5 عمل
+
+69
+00:05:18,750 --> 00:05:23,230
+expand ل N9 وهنا ال goal و ساعتها انه عمل stop
+
+70
+00:05:23,230 --> 00:05:28,520
+فبالتالي الحل أنا عندي هذا هو المسار تبعهS and 2
+
+71
+00:05:28,520 --> 00:05:33,200
+and 5 لغاية ال goal طبعا ال cost هي نفس ال cost
+
+72
+00:05:33,200 --> 00:05:37,160
+لإن انا عندي ال edges هذه انا في عندي إمكانية انه
+
+73
+00:05:37,160 --> 00:05:40,880
+هنا في ال create ان احط ال weight تبعها او احط ال
+
+74
+00:05:40,880 --> 00:05:46,300
+cost على كل edge موجودة هنا تمام فبالتالي هنا ال
+
+75
+00:05:46,300 --> 00:05:51,250
+node expanded عشرةتمام؟ فهذا هو يعني أنه طريقة
+
+76
+00:05:51,250 --> 00:05:55,410
+المسائل في .. في .. على .. على ال search
+
+77
+00:05:55,410 --> 00:05:58,890
+strategies أنه بتكون بهذه الكيفية أنه نفس المسألة
+
+78
+00:05:58,890 --> 00:06:02,450
+بدنا نحلها ب two strategies مختلفة و نشوف جداش ال
+
+79
+00:06:02,450 --> 00:06:07,850
+cost و جداش ال .. ال .. ال .. ال number of
+
+80
+00:06:07,850 --> 00:06:15,020
+expanded nodes هنا في عندي في الخياراتخايفي انا
+
+81
+00:06:15,020 --> 00:06:20,080
+عندي من قائمة view show edge cost فبالتالي هنا
+
+82
+00:06:20,080 --> 00:06:23,940
+اعتقد انا بقدر اعمل zoom على ما اعتقد
+
+83
+00:06:28,930 --> 00:06:33,390
+Okay مش خلاف بس أعتقد أنه هي واضحة هذه 9.9 هذه 10
+
+84
+00:06:33,390 --> 00:06:38,650
+.6 هذه 11.9 وهكذا فبالتالي كل واحدة فبالتالي ال
+
+85
+00:06:38,650 --> 00:06:44,150
+cost أنا عندي 10.6 زائد 9.1 زائد 8.8 بطلع أن عندي
+
+86
+00:06:44,150 --> 00:06:54,450
+ناتج 28 point إشي على مذكر هي 28.5 تمام؟فهي طول
+
+87
+00:06:54,450 --> 00:06:58,470
+انه راح يكون ال assignment الأول عليها ان انتوا
+
+88
+00:06:58,470 --> 00:07:01,390
+تشتغلوا عليها تتدربوا عليها بهدف استيعاب لل
+
+89
+00:07:01,390 --> 00:07:06,030
+algorithm بهذا الشكل احنا إيش هنسوي؟ هنشتغل
+
+90
+00:07:06,030 --> 00:07:11,960
+بالورقة و القلم و أيش منها نعمل بدناهاعلى سبيل
+
+91
+00:07:11,960 --> 00:07:14,680
+المثال هاي ال problem تبعت رومانيا زي ما احنا
+
+92
+00:07:14,680 --> 00:07:18,840
+درسنا وشوفنا إيش بدنا نعملها؟ بدنا نحلها بطريقتين
+
+93
+00:07:18,840 --> 00:07:22,480
+مختلفتين، إن أنا عندي ال .. ال problem إن أنا
+
+94
+00:07:22,480 --> 00:07:26,760
+موجود في أراضي و بدي أروح على بوخرست و بدي أحل هاي
+
+95
+00:07:26,760 --> 00:07:31,480
+ال problem طريقتين، طريقة ال .. ال breadth و ال
+
+96
+00:07:31,480 --> 00:07:34,560
+depth، نعم، فخليني أحللكم إياها على اللوح
+
+97
+00:07:46,150 --> 00:07:51,010
+إذا كان عندك ال Java اه يفترض ان هي تشتغل انه لو
+
+98
+00:07:51,010 --> 00:07:53,650
+نزلت ال executable انه ده عملتي عليه double click
+
+99
+00:07:53,650 --> 00:08:01,790
+انه بيشتغل معاكي بشكل مباشر طيب انا
+
+100
+00:08:01,790 --> 00:08:04,710
+ممكن اعمل رسمة و اعملها save و ان انتوا تحلوا
+
+101
+00:08:04,710 --> 00:08:07,750
+عليها او ان انا يعني التفاصيل اصلا متحنزلكم يعني
+
+102
+00:08:07,750 --> 00:08:11,890
+او ان انا ايش هسوي اه ان انا هديكم problem ان
+
+103
+00:08:11,890 --> 00:08:15,190
+انتوا ترسموها مثلا هذه الخريطة ان انتوا ترسموها و
+
+104
+00:08:15,190 --> 00:08:21,800
+تجدوا الحل لهاتمام؟ احنا خلينا ناخد
+
+105
+00:08:21,800 --> 00:08:26,720
+انه ال problem انه
+
+106
+00:08:26,720 --> 00:08:38,500
+انا in أراضي و ال goal انه to be in Bucharest
+
+107
+00:08:48,830 --> 00:08:56,950
+تمام؟ okay فالان بدنا ناخد النوع بطريقة أولى using
+
+108
+00:08:56,950 --> 00:09:00,290
+pre
+
+109
+00:09:00,290 --> 00:09:08,270
+-death first
+
+110
+00:09:08,270 --> 00:09:10,590
+search strategy
+
+111
+00:09:18,210 --> 00:09:21,830
+طبعا فانا بدي أجي أطلع عشان هيك ان انا بدي أخليكم
+
+112
+00:09:21,830 --> 00:09:32,390
+هذي انه أكبر شوية okay
+
+113
+00:09:32,390 --> 00:09:36,030
+ان انا موجود هنا في أراضي هذي ال root node
+
+114
+00:09:36,030 --> 00:09:39,330
+فبالتالي بحط ال root node زي هيك ان انا موجود في
+
+115
+00:09:39,330 --> 00:09:45,250
+أراضي ان هو هذي ال initial state تبعيايش ال
+
+116
+00:09:45,250 --> 00:09:48,630
+successor nodes انه زي ما احنا اتعودنا يفترض ان
+
+117
+00:09:48,630 --> 00:09:50,790
+احنا نجيب ال successor nodes ايش ال successor
+
+118
+00:09:50,790 --> 00:09:55,490
+nodes اللي عندي تمي ثورة و ذرند و سي بوي هدول
+
+119
+00:09:55,490 --> 00:10:00,870
+التلاتة فبروح بعمل تلت تفريعات طبعا
+
+120
+00:10:00,870 --> 00:10:04,930
+او خليني انه ابدا من فوق لانه يعني هذا الكلام انه
+
+121
+00:10:04,930 --> 00:10:07,730
+بس عشان انه للتوثيق انه خليني ابدا من فوق عشان
+
+122
+00:10:07,730 --> 00:10:12,150
+يكون في عندي وسع ان انا احل بهذه الكلفية انه
+
+123
+00:10:12,150 --> 00:10:13,330
+باستخدام ال breed
+
+124
+00:10:17,680 --> 00:10:23,380
+first search strategy إن أنا حاليا موجود في أراضي
+
+125
+00:10:23,380 --> 00:10:36,960
+و بدي أروح في عندي تفريعات timysora وين
+
+126
+00:10:36,960 --> 00:10:42,700
+كمان ممكن أروح ال successors cities هي عندي seaboy
+
+127
+00:10:47,980 --> 00:10:58,400
+و في عندي كذلك زر نت حاجات؟
+
+128
+00:10:58,400 --> 00:11:03,920
+هاي طبعا دي هحط ال cost تبع كل واحدة طبعا هنا من
+
+129
+00:11:03,920 --> 00:11:10,440
+اراد ل تمي سورة انا عندي مية و تمانتاش و بعدين هنا
+
+130
+00:11:10,440 --> 00:11:18,930
+لسي باي مية و اربعينخمسة و سبعين طيب زر net ايش في
+
+131
+00:11:18,930 --> 00:11:23,910
+عندي خيارات ايش ال successor كما بروح بهذا الاتجاه
+
+132
+00:11:23,910 --> 00:11:28,630
+او بهذا الاتجاه ارجع لاراضي فبالتالي هنا بروح على
+
+133
+00:11:28,630 --> 00:11:33,150
+اريد ا و او ان انا ارجع لاراضي فبالتالي بدا ارجع
+
+134
+00:11:33,150 --> 00:11:35,850
+لاراضي معناه ذلك ان هذا المسار بده يتكرر و احنا
+
+135
+00:11:35,850 --> 00:11:41,160
+اتفقنا انه برمجيا ممكن نحل اشكالية هذه انهانه يعني
+
+136
+00:11:41,160 --> 00:11:43,760
+اخرج من ال infinite loop انه انا احط condition
+
+137
+00:11:43,760 --> 00:11:46,560
+معين اذا هذي انه انا already expanded فبالتالي
+
+138
+00:11:46,560 --> 00:11:49,940
+خلاص مافيش داعي ان انا ارجعلها فبالتالي هاي بتركها
+
+139
+00:11:49,940 --> 00:11:55,220
+زي هيك انه انا ممكن ارجع لأراضي طبعا فبالتالي هاي
+
+140
+00:11:55,220 --> 00:11:59,420
+خلاص بعملهاش expansion بعد هيك وعيش المدينة
+
+141
+00:11:59,420 --> 00:12:06,140
+التانية اللي هي هاي اللي هي وريدي
+
+142
+00:12:07,940 --> 00:12:15,600
+وال cost 71 على ما اعتقد تمام طبعا احنا بنشتغل
+
+143
+00:12:15,600 --> 00:12:21,600
+breadth first هل هدى بعملها expand لأ بدي اخلص كل
+
+144
+00:12:21,600 --> 00:12:25,800
+المستويه ده انا بشتغل مستويات هى خلصت المستوى
+
+145
+00:12:25,800 --> 00:12:30,880
+الاول عملت expand انه هى و هى و هى هجت هنا انا
+
+146
+00:12:30,880 --> 00:12:35,200
+موجود هنا بعمل expand لل nodes لل successors nodes
+
+147
+00:12:35,200 --> 00:12:38,840
+اللى هنالو اشتغلت ان انا عملت expand ده يعني بكون
+
+148
+00:12:38,840 --> 00:12:42,740
+div مش pre div فبالتالي بدي ارجع هنا و اعمل expand
+
+149
+00:12:42,740 --> 00:12:45,680
+و بدي ارجع هنا و اعمل expand لازم اعمل expand لكل
+
+150
+00:12:45,680 --> 00:12:50,720
+ال nodes اللي موجودة في هذه المستوى طيب هنا ايش في
+
+151
+00:12:50,720 --> 00:12:55,260
+عندي خيار اروح
+
+152
+00:12:55,260 --> 00:13:03,260
+للوجوش أو ارجع على قرات فبالتالي هنا نفس الفكرة هي
+
+153
+00:13:03,260 --> 00:13:12,520
+المدينة مصاري و هنا انه ممكن اروح على لوجوش
+
+154
+00:13:12,520 --> 00:13:24,400
+و
+
+155
+00:13:24,400 --> 00:13:31,560
+ال cost جديش هنا عندى111 او انه انا ارجع لاراضي
+
+156
+00:13:31,560 --> 00:13:39,900
+يعني بس اصغرها شوية طبعا
+
+157
+00:13:39,900 --> 00:13:42,940
+خلاص هذي انه انا already visited فبالتالي بعملهاش
+
+158
+00:13:42,940 --> 00:13:46,500
+expand شو المرة تانية هل بكمل هنا لو جوهش برجع
+
+159
+00:13:46,500 --> 00:13:50,560
+بعملها expand لأ زي ما اتفقنا انه بروح لهذه سي بوي
+
+160
+00:13:50,560 --> 00:13:58,070
+سي بوي فيها تفريعات كتيرة احد اتنين تلاتةاربع نرجع
+
+161
+00:13:58,070 --> 00:14:02,990
+لأراضي بالظبط فبالتالي خلّينا نعملهم زي هنا زي هيك
+
+162
+00:14:02,990 --> 00:14:10,250
+أن أنا ممكن أروح على وين فراجاس
+
+163
+00:14:10,250 --> 00:14:15,710
+أو
+
+164
+00:14:15,710 --> 00:14:20,510
+ممكن أروح وين على
+
+165
+00:14:30,870 --> 00:14:46,610
+ريمن .. ريمن .. ريمنكي فيليس أو خيار
+
+166
+00:14:46,610 --> 00:14:55,730
+التالت أروح لأوليدي أو
+
+167
+00:14:55,730 --> 00:15:01,380
+خيار الرابع أروح لأراد .. أرجع لأرادطبعا هاي
+
+168
+00:15:01,380 --> 00:15:05,480
+بعملهاش expand طبعا هدول كلهم في نفس المستوى عشانك
+
+169
+00:15:05,480 --> 00:15:09,420
+ده أحط خط زي هيك هدول بس ينزلت تحت لإنه أنا عندي
+
+170
+00:15:09,420 --> 00:15:15,720
+في nodes كتيرة بهذا الشكل تمام؟ بعدين إيش بدي
+
+171
+00:15:15,720 --> 00:15:24,050
+أسوي؟ بدي أروح لهذا المستوى لكل ال nodesفي هذا
+
+172
+00:15:24,050 --> 00:15:27,390
+المستوى، إيش بدي أعملها؟ expand، ببدأ من اليسار
+
+173
+00:15:27,390 --> 00:15:32,590
+لليمين، بهذا الشكل، طبعا؟ هجيت هاي لجوج، وين ممكن
+
+174
+00:15:32,590 --> 00:15:38,490
+أروح؟ في عندي .. أرجع ل تميسورة، خلاص مش هنعملها
+
+175
+00:15:38,490 --> 00:15:41,590
+expand، احنا اتعودنا على هذا الكلام، بدنا نمضي
+
+176
+00:15:41,590 --> 00:15:45,350
+للعمام، فوين ممكن أروح؟ لمدينة واحدة، إيش اسمها؟
+
+177
+00:15:45,350 --> 00:15:49,510
+كمان مرة لجوج
+
+178
+00:15:52,300 --> 00:15:57,160
+طيب فبالتالي هاي و بحطها تحت الخط هذا زي هيك قداش
+
+179
+00:15:57,160 --> 00:16:01,180
+ال cost سبعين؟
+
+180
+00:16:06,410 --> 00:16:10,930
+و إيش كمان في عندي خيار تاني لأ طيب نجي لأراضي
+
+181
+00:16:10,930 --> 00:16:13,410
+أراضي خلاص هذه احنا اتفقنا ما .. ما .. ما بنعملها
+
+182
+00:16:13,410 --> 00:16:17,190
+expand نجي لفرق gas إيش في عندي خيار أنه أرجع على
+
+183
+00:16:17,190 --> 00:16:21,110
+سي بوي هذه مش هنعملها خلاص و إيش ممكن كمان أروح
+
+184
+00:16:21,110 --> 00:16:26,090
+أروح حلب و خرست صح؟
+
+185
+00:16:26,090 --> 00:16:30,450
+كدهش
+
+186
+00:16:30,450 --> 00:16:31,090
+ال cost؟
+
+187
+00:16:33,610 --> 00:16:40,550
+211 و هنا من سي بوي لفارق جاس كدهش 99 فبالتالي هاي
+
+188
+00:16:40,550 --> 00:16:44,430
+ال cost هذا كله موجود و هذا ال cost كله موجود بكمل
+
+189
+00:16:45,290 --> 00:16:49,210
+لسه بعد .. لسه .. لسه ال algorithm بشتغل تمام انه
+
+190
+00:16:49,210 --> 00:16:53,670
+بعمل expand و بعديها بروح بفحص يعني انا فيه الخطوة
+
+191
+00:16:53,670 --> 00:16:56,270
+هذه انه انا .. انسيت احكيلكم اياها انه انا بعمل ..
+
+192
+00:16:56,270 --> 00:16:59,890
+بعد ما عملت expand ده المستوى الأول بيجي بقول هل
+
+193
+00:16:59,890 --> 00:17:06,270
+مدينة هذه أراد؟ لأ هل هذه أراد؟ لأ هل هذه أراد؟ لأ
+
+194
+00:17:06,270 --> 00:17:10,280
+اعمل expand من اليسار ليمينNinja عملنا expand
+
+195
+00:17:10,280 --> 00:17:13,280
+للمستوى التاني هذا كله هيو المستوى التاني هل هذه
+
+196
+00:17:13,280 --> 00:17:17,280
+.. عفوا احنا ال goal Bucharest Bucharest هل هذه
+
+197
+00:17:17,280 --> 00:17:21,460
+Bucharest؟ لأ Bucharest لأ Bucharest لأ اعملهم
+
+198
+00:17:21,460 --> 00:17:25,420
+expand من اليسار للمين عملنا expand كله هنا هل هذه
+
+199
+00:17:25,420 --> 00:17:31,720
+Bucharest؟ لأ لأ لأ لأ لأ لأ مش موجودةتمام؟ الآن
+
+200
+00:17:31,720 --> 00:17:36,280
+لسه انا بدي اعمل expand لكلهم هدول و بعديها بروح
+
+201
+00:17:36,280 --> 00:17:38,580
+في المستوى اللي بعدي بفحص معناه ذلك ان انا لسه
+
+202
+00:17:38,580 --> 00:17:42,360
+ماخلصتش expansion لازم اخلص expansion لهدا و
+
+203
+00:17:42,360 --> 00:17:45,180
+بعديها بروح لكل ال notes اللي موجودة في المستوى
+
+204
+00:17:45,180 --> 00:17:51,860
+هذه بعمل ال test لل goal هاي المدينة ايش في عندي
+
+205
+00:17:51,860 --> 00:17:56,540
+خيار؟ في عندي خيارينتمام ارجع ل سي بوي خلاص احنا
+
+206
+00:17:56,540 --> 00:18:01,200
+مش هنرجع في عندي خيار انه اروح على بيتستي او
+
+207
+00:18:01,200 --> 00:18:14,760
+كورفاتيا او
+
+208
+00:18:14,760 --> 00:18:15,660
+كورفاتيا
+
+209
+00:18:21,630 --> 00:18:24,790
+طبعا احنا ننطقها كرواتيا لكن هي كروفاتيا فهذا
+
+210
+00:18:24,790 --> 00:18:29,750
+بتعني انه في فرق بين ال V في أوروبا الشرقية و
+
+211
+00:18:29,750 --> 00:18:34,530
+أوروبا الغربية انه ال V و ال .. و ال .. و ال wow
+
+212
+00:18:34,530 --> 00:18:40,010
+يعني احيانا انه بتلفظ بشكل يعني متبادل بين أوروبا
+
+213
+00:18:40,010 --> 00:18:42,850
+الشرقية و أوروبا الغربية ال cost جديش انا عندى
+
+214
+00:18:42,850 --> 00:18:44,410
+خدنا ندوّنها بالمرة
+
+215
+00:18:47,160 --> 00:18:54,680
+بتيستي كدهش سبعة وتسعين كرواتيا مية وستة واربعين
+
+216
+00:18:54,680 --> 00:19:01,020
+بعديها بكمل على هاي اللي هي وين هاي ايش في عندي
+
+217
+00:19:01,020 --> 00:19:05,760
+خياربرجع هنا وبرجع هنا و هدول already visited يعني
+
+218
+00:19:05,760 --> 00:19:09,140
+فبالتالي ان احنا حسب ال algorithm المعدل مفترض انه
+
+219
+00:19:09,140 --> 00:19:12,620
+ماعملش تكرار لل branches اللي انا already انا
+
+220
+00:19:12,620 --> 00:19:17,380
+زورتهم تمام و بعديها أراد هذي already انا عملتلها
+
+221
+00:19:17,380 --> 00:19:25,700
+expand بعد هيك باجي هل هذي بخرست؟ لأ هذي بخرست؟
+
+222
+00:19:25,700 --> 00:19:28,980
+ايه بقى stop و برجع solution ايش هو ال solution ان
+
+223
+00:19:28,980 --> 00:19:30,280
+انا بروح
+
+224
+00:19:32,250 --> 00:19:39,750
+بهذا الاتجاه كده ال cost أنا عندي معايا
+
+225
+00:19:39,750 --> 00:19:49,250
+مية و أربعين زائد تسعة وتسعين زائد متين و أحداشر
+
+226
+00:19:49,250 --> 00:19:51,490
+كده مجموع هذا الرقم
+
+227
+00:19:57,230 --> 00:20:00,770
+بطلع معايا قيمة معينة فبالتالي هذا ال cost تبعه ال
+
+228
+00:20:00,770 --> 00:20:05,190
+450 هذا
+
+229
+00:20:05,190 --> 00:20:10,690
+تبعه ال pre death first
+
+230
+00:20:10,690 --> 00:20:20,430
+search strategy تمام؟ مظبوط الرقم ولا لا؟ طيب، هيك
+
+231
+00:20:20,430 --> 00:20:25,630
+واضح؟ نيجي نحله بطريقة تانية؟ تمام
+
+232
+00:20:26,790 --> 00:20:30,070
+again طريقة ال expansion هتكون مختلفة فبالتالي
+
+233
+00:20:30,070 --> 00:20:33,350
+المستوى الأول هيكون زي ما هو لكن طريقة ال
+
+234
+00:20:33,350 --> 00:20:41,630
+expansion هنا هتكون مختلفة بعد هيك ايش
+
+235
+00:20:41,630 --> 00:20:45,550
+بنشتغل الآن بنشتغل depth first
+
+236
+00:21:04,410 --> 00:21:09,190
+depth first search strategy طبعا يبقى هنا بعمل
+
+237
+00:21:09,190 --> 00:21:13,450
+expand بهذا الشكل لهذا ال branch كله بالكامل بشكل
+
+238
+00:21:13,450 --> 00:21:20,790
+depth فبالتالي هنا هدول برضه مش معملهم expand طيب
+
+239
+00:21:20,790 --> 00:21:29,050
+نيجي لأراضي
+
+240
+00:21:29,050 --> 00:21:34,060
+طبعاعشان انا فيه عندي الخيار ان انا ممكن اروح على
+
+241
+00:21:34,060 --> 00:21:42,080
+timisoara زي ما ذكرنا او zernet او cboy بيه هذا
+
+242
+00:21:42,080 --> 00:21:55,160
+الشكل طبعا هدول بعملهم مش expand كيف
+
+243
+00:21:55,160 --> 00:21:59,040
+اول
+
+244
+00:21:59,040 --> 00:21:59,780
+خيار تاني
+
+245
+00:22:06,130 --> 00:22:09,910
+كيف؟ صحيح بس انا مش هعملهم expand ليه .. ليه ..
+
+246
+00:22:09,910 --> 00:22:14,090
+انا خطيتهم زي هيك و هيو انه عشان انه انا يعني انه
+
+247
+00:22:14,090 --> 00:22:18,630
+بدنا نرجع لهدول انه بعد ما انا اخلص هذا ال depth
+
+248
+00:22:18,630 --> 00:22:22,930
+كله هذا ال branch كله هدول بعملهم مش expand تمام؟
+
+249
+00:22:22,930 --> 00:22:27,450
+باجي بخلص هذا المسار كله تمي سورة ايش في هنا عندي؟
+
+250
+00:22:27,450 --> 00:22:32,140
+في عندي اكم خيار ان انا ارجع لارادطبعا او اروح على
+
+251
+00:22:32,140 --> 00:22:35,260
+..
+
+252
+00:22:35,260 --> 00:22:39,160
+و
+
+253
+00:22:39,160 --> 00:22:43,660
+قداش ال cost انا عندي 111
+
+254
+00:22:43,660 --> 00:22:48,360
+برجع هنا بكمل expand لأ باجي بعمل expand لها نفسها
+
+255
+00:22:48,360 --> 00:22:54,360
+ايش في عندي خيارات اروح على ميهيدي
+
+256
+00:22:59,510 --> 00:23:13,010
+جديش ال cost؟ سبعين بعدين Dobrita
+
+257
+00:23:13,010 --> 00:23:18,210
+جديش
+
+258
+00:23:18,210 --> 00:23:25,010
+ال cost؟ خمسة و سبعين بعدين ده روح على كروفاتيا
+
+259
+00:23:31,980 --> 00:23:38,100
+كداش ال cost؟ مية و عشرين تمام بعدها بعد المستوى
+
+260
+00:23:38,100 --> 00:23:43,620
+هذا خليني أكمله هنا بعد كورفاتيا إيش في عندي؟
+
+261
+00:23:43,620 --> 00:23:52,300
+بتيستي تمام أو في عندي ريمنسكو .. ريمنسكوف فيليسا
+
+262
+00:23:52,300 --> 00:23:59,890
+فيليسي أو أدول التنتان تمام؟ و ..معنى ذلك ان انا
+
+263
+00:23:59,890 --> 00:24:11,410
+خليني ان اكمل Corvata هنا هي المسار طبعا هنا هي
+
+264
+00:24:11,410 --> 00:24:12,950
+عندي اكام احتمال
+
+265
+00:24:30,790 --> 00:24:38,190
+وشو كمان بتستي ال
+
+266
+00:24:38,190 --> 00:24:46,350
+cost تبع هاي قداش 146 وهاي 138
+
+267
+00:24:46,350 --> 00:24:57,160
+طبعا لسه مخلصناش ال branchبروح برجع كمان مرة على
+
+268
+00:24:57,160 --> 00:25:01,500
+وين؟ على هدول التنتين بعملهم expand هاي إيش في
+
+269
+00:25:01,500 --> 00:25:08,540
+عندي خيارات؟ see by و
+
+270
+00:25:08,540 --> 00:25:15,720
+إيش كمان؟ إنه أرجع على بتستي فبالتالي هي واحدة بس
+
+271
+00:25:15,720 --> 00:25:20,140
+و
+
+272
+00:25:20,140 --> 00:25:26,640
+بتستيإيش في عندي خيارات؟ في عندي أرجع لكورفاتيا أو
+
+273
+00:25:26,640 --> 00:25:33,580
+أروح لبوخرست تمام؟
+
+274
+00:25:33,580 --> 00:25:44,300
+قداش ال cost؟ 101 تمام؟
+
+275
+00:25:46,930 --> 00:25:51,410
+بجاجدش ال cost أنا عندي هذا زائد هذا زائد هذا زائد
+
+276
+00:25:51,410 --> 00:25:58,580
+هذا زائد هذا هل هو الحل الوحيد؟ لأ بعد ما خلصناإيش
+
+277
+00:25:58,580 --> 00:26:02,100
+بدي أروح أسويه؟ بدي أروح على المسار التاني اللي هو
+
+278
+00:26:02,100 --> 00:26:04,860
+هذا إنه أنا مافيش .. إيش في عندي خيار؟ في عندي
+
+279
+00:26:04,860 --> 00:26:07,620
+خيار إن أنا أرجع من هنا أو أروح على هاي و هنا إيش
+
+280
+00:26:07,620 --> 00:26:11,000
+في عندي خيار؟ بدي أروح على هاي و هاي إن أنا ممكن
+
+281
+00:26:11,000 --> 00:26:14,980
+أرجع هنا أو أرجع هنا فبالتالي هدول مش مطروحين لأنه
+
+282
+00:26:14,980 --> 00:26:18,680
+already visited في عندي خيار أروح على فرجاس أو هاي
+
+283
+00:26:18,680 --> 00:26:22,290
+المدينةتمام؟ و هدول التانية اللي بعملهم expand إن
+
+284
+00:26:22,290 --> 00:26:25,570
+أنا بروح على هاي و بروح .. يعني هذا الخيار إنه
+
+285
+00:26:25,570 --> 00:26:31,750
+بروح هنا أو هنا تمام؟ و سواء كنت هنا أو هنا لو كنت
+
+286
+00:26:31,750 --> 00:26:34,750
+هنا بروح على بوخرست بشكل مباشر و لو كنت هنا بروح
+
+287
+00:26:34,750 --> 00:26:40,850
+على بوخرست من خلال بتستي هذا المسار اللي بهذا
+
+288
+00:26:40,850 --> 00:26:44,870
+الاتجاهبعدها هم نجي لمصار هذا تبع فرجاس فرجاس
+
+289
+00:26:44,870 --> 00:26:48,370
+ساعتها بروح بشكل مباشر على هنا فبالتالي إيش راح
+
+290
+00:26:48,370 --> 00:26:53,250
+يصير ان روح يطلعلي هاي المصار التاني و التالت اللي
+
+291
+00:26:53,250 --> 00:26:58,310
+برضه بيقدي على بوخرست و بحسب ال cost تبعه تمام؟ و
+
+292
+00:26:58,310 --> 00:27:02,830
+بعدها بروح على الخيار التالت أو ال branch التالت
+
+293
+00:27:02,830 --> 00:27:09,150
+هنا بعمله expand و بعدها بروح بشوف مين أقل تكلفة
+
+294
+00:27:09,150 --> 00:27:13,230
+من هدول التلت حلولوهو اللي بختاره هو ال least cost
+
+295
+00:27:13,230 --> 00:27:16,930
+ال cost solution لأنه زي ما حكينا انه في ال
+
+296
+00:27:16,930 --> 00:27:20,270
+problem ممكن يكون في عندي اكتر من طريقة في ال
+
+297
+00:27:20,270 --> 00:27:25,390
+search طبعا كل واحدة من الطرق هدول فيه ميزات وعيوب
+
+298
+00:27:25,390 --> 00:27:28,950
+زي ما انتوا شايفين انهم في طريقة البحث و ال cost
+
+299
+00:27:28,950 --> 00:27:32,490
+على مسائل مختلفة او حساب ال cost على مسائل مختلفة
+
+300
+00:27:32,490 --> 00:27:35,130
+هو اللي بيحكم في الموضوع
+
+301
+00:27:37,300 --> 00:27:41,880
+واضح؟ طيب خلينا نتوقف هنا المحاضرة هاي تمام؟
+
+302
+00:27:41,880 --> 00:27:44,580
+المحاضرة الجاية ان شاء الله بنبدأ في الباب الرابع
+
+303
+00:27:44,580 --> 00:27:48,800
+في الباب الرابع راح نتعرض لل informed search
+
+304
+00:27:48,800 --> 00:27:53,730
+algorithms اللي منها هاي ال algorithmsوال best
+
+305
+00:27:53,730 --> 00:27:57,230
+search و ال A star هنحكي عن مفهوم ال heuristics
+
+306
+00:27:57,230 --> 00:28:01,810
+تمام و نشوف كيف احنا بنقارنها مع ال search
+
+307
+00:28:01,810 --> 00:28:06,970
+strategies في ال uninformed و نشوف مين الأفضل في
+
+308
+00:28:06,970 --> 00:28:08,750
+اي سؤال يعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI.srt
new file mode 100644
index 0000000000000000000000000000000000000000..044ac26f193122060841e3f5ae1539aff6072021
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI.srt
@@ -0,0 +1,1406 @@
+1
+00:00:05,420 --> 00:00:09,480
+طيب بسم الله الرحمن الرحيم، أرحب بكم في الـ course
+
+2
+00:00:09,480 --> 00:00:18,000
+ذكاء الاصطناعي CSCI 4304، طبعًا أنا اسمي معتز خالد
+
+3
+00:00:18,000 --> 00:00:22,500
+وسأكون معكم في هذا الـ course. طبعًا المتطلبات
+
+4
+00:00:22,500 --> 00:00:24,860
+الأساسية، عشان تأخذوا هذا الـ course، لازم يكون في
+
+5
+00:00:24,860 --> 00:00:27,940
+عندكم معرفة بالبرمجة، بغض النظر عن اللغة، بالإضافة
+
+6
+00:00:27,940 --> 00:00:30,700
+إلى معرفة في الـ data structure، أكيد أن أنتم
+
+7
+00:00:30,700 --> 00:00:37,450
+أخذتوها سابقًا. طبعًا بشكل عام، هذا الـ course بي... بي
+
+8
+00:00:37,450 --> 00:00:40,610
+...يركز على المفاهيم الأساسية في الذكاء الاصطناعي
+
+9
+00:00:40,610 --> 00:00:45,710
+وسنفهم ما معناه، وما هي حالة الذكاء الاصطناعي
+
+10
+00:00:45,710 --> 00:00:48,970
+الموجودة حاليًا. بعدها سنتطرق في المواضيع العلمية
+
+11
+00:00:48,970 --> 00:00:53,270
+لغاية ما نصل إلى مواضيع متقدمة، مثل الـ self-driving
+
+12
+00:00:53,270 --> 00:01:00,010
+cars أو السيارات ذاتية القيادة. بخصوص الكتاب المقرر،
+
+13
+00:01:00,010 --> 00:01:03,570
+إحنا فيه عندنا كتابين، فيه عندنا هذا الكتاب:
+
+14
+00:01:03,570 --> 00:01:06,850
+Artificial Intelligence: Intelligent Systems
+
+15
+00:01:06,850 --> 00:01:12,070
+Approach. طبعًا الطبعة الثالثة، سنة 2011، والكتاب
+
+16
+00:01:12,070 --> 00:01:15,030
+الثاني اللي هو Artificial Intelligence: A Modern
+
+17
+00:01:15,030 --> 00:01:20,410
+Approach. طبعًا كذلك، الطبعة الثالثة، نسخة 2017. طبعًا
+
+18
+00:01:20,410 --> 00:01:22,990
+هدول الكتابين من أفضل الكتب في الذكاء الاصطناعي،
+
+19
+00:01:22,990 --> 00:01:28,020
+وأنا سآخذ مواضيع من هذين الكتابين، وهما الكتب الأوسع
+
+20
+00:01:28,020 --> 00:01:32,060
+انتشارًا. طبعًا هذا الكتاب، اللي هو Artificial
+
+21
+00:01:32,060 --> 00:01:39,740
+Intelligence: A Modern Approach لـ Russell، وحاليًا
+
+22
+00:01:39,740 --> 00:01:45,000
+فيه يعني شغل على نسخة 2020، فما أعرف إذا طلعت يعني
+
+23
+00:01:45,000 --> 00:01:48,300
+في نهاية الـ course، وإحنا ممكن إنه برضه كذلك إنه
+
+24
+00:01:49,480 --> 00:01:54,600
+نعتمدها في... في هذا الـ course بدل هذه النسخة. طبعًا
+
+25
+00:01:54,600 --> 00:01:58,020
+المواضيع اللي إحنا هنغطيها، هنمشي عليها طبعًا
+
+26
+00:01:58,020 --> 00:02:02,880
+بالتدرج. أول حاجة، هنبدأ في مقدمة عن الذكاء
+
+27
+00:02:02,880 --> 00:02:05,720
+الاصطناعي، ما هو الذكاء الاصطناعي؟ بعدها هنشوف ما
+
+28
+00:02:05,720 --> 00:02:08,440
+هي حالة الـ state of the art. المقصود في الـ state of
+
+29
+00:02:08,440 --> 00:02:12,340
+the art هو أحدث ما توصل إليه العلم في
+
+30
+00:02:12,340 --> 00:02:15,840
+الذكاء الاصطناعي، فسنشوف فعليًا ما هي حالة الذكاء
+
+31
+00:02:15,840 --> 00:02:18,680
+الاصطناعي الآن، هل هو فعلاً متقدم، يحلّ مشاكل
+
+32
+00:02:18,680 --> 00:02:24,300
+معقدة، أم أننا ما زلنا أمامنا الكثير لنطوره؟ سنرى
+
+33
+00:02:24,300 --> 00:02:30,970
+ما هو الوضع. بعد ذلك سنتنتقل إلى الـ intelligent agents.
+
+34
+00:02:30,970 --> 00:02:35,670
+مفهوم الـ agent في حد ذاته. agent يعني وكيل. الوكيل
+
+35
+00:02:35,670 --> 00:02:40,350
+هو عبارة عن شخص أو شيء تُوكّله لكي يقوم بمهام
+
+36
+00:02:40,350 --> 00:02:45,310
+محددة. طبعًا ال... ال... ال... ال... ال... ال... ال...
+
+37
+00:02:45,310 --> 00:02:45,430
+...ال... ال... ال... ال... ال... ال... ال...
+
+38
+00:02:45,430 --> 00:02:45,450
+ال... ال... ال... ال... ال... ال... ال... ال...
+
+39
+00:02:45,450 --> 00:02:45,670
+...ال... ال... ال... ال... ال... ال... ال... ال...
+
+40
+00:02:45,670 --> 00:02:46,950
+ال... ال... ال... ال... ال... ال... ال... ال...
+
+41
+00:02:46,950 --> 00:02:48,930
+...ال... ال... ال... ال... ال... ال... ال... ال...
+
+42
+00:02:48,930 --> 00:02:48,990
+ال... ال... ال... ال... ال... ال... ال... ال...
+
+43
+00:02:48,990 --> 00:02:49,510
+...ال... ال... ال... ال... ال... ال... ال... ال...
+
+44
+00:02:49,510 --> 00:02:49,590
+ال... ال... ال... ال... ال... ال... ال... ال...
+
+45
+00:02:49,590 --> 00:02:53,050
+...ال... ال... ال... ال... ال... ال... ال...
+
+46
+00:03:00,510 --> 00:03:04,910
+game playing. سنأخذ الـ rule-based expert system، إلى
+
+47
+00:03:04,910 --> 00:03:08,710
+آخرى من المواضيع. دعونا نفصل قليلًا، لنعرف
+
+48
+00:03:08,710 --> 00:03:12,390
+فعليًا، ما هو الذكاء؟ فعليًا، الذكاء يعني، بشكل
+
+49
+00:03:12,390 --> 00:03:17,350
+مختصر، لو قلنا أو حكينا أن الذكاء، لو طلبنا أن نرى
+
+50
+00:03:17,350 --> 00:03:21,370
+ما هو تعريفه، أنه يوجد عندي AI، Artificial
+
+51
+00:03:21,370 --> 00:03:26,690
+Intelligence. فلو أخذنا هذه الكلمة، أن... أن
+
+52
+00:03:26,690 --> 00:03:27,470
+يوجد عندي الذكاء
+
+53
+00:03:30,410 --> 00:03:38,890
+تمام؟ هذا هو الذكاء والاصطناعي، تمام؟
+
+54
+00:03:38,890 --> 00:03:43,750
+ما هو تعريف الذكاء؟ بغض النظر عما إذا كان اصطناعيًا أم لا،
+
+55
+00:03:43,750 --> 00:03:48,810
+بشكل عام، يعني... يعني أن يكون لدينا
+
+56
+00:03:48,810 --> 00:03:54,930
+القدرة على التعلم. عدة كلمات مفتاحية، تمام؟ التفكير،
+
+57
+00:03:58,970 --> 00:04:03,690
+وكذلك أن يكون لديه ذاكرة، ويريد أن يستخدم هذه الأشياء
+
+58
+00:04:03,690 --> 00:04:08,990
+جميعها لحلّ المشاكل، problem
+
+59
+00:04:08,990 --> 00:04:13,910
+solving، حلّ المشاكل. يبقى هنا learning، thinking، لديه
+
+60
+00:04:13,910 --> 00:04:16,830
+هنا memory، بالإضافة إلى problem solving.
+
+61
+00:04:16,830 --> 00:04:20,930
+وبالتالي، فعليًا، أننا نتعلم من البيئة التي
+
+62
+00:04:20,930 --> 00:04:24,650
+توجد... موجودة حاليًا لدينا، بحيث أننا نحسّن
+
+63
+00:04:24,650 --> 00:04:30,120
+أداءنا، وأنه بالتأكيد يلزمني ذاكرة وأفكّر، لكي أُحلّ
+
+64
+00:04:30,120 --> 00:04:33,360
+المشاكل. طبعًا اصطناعي، Artificial، بمعنى أن
+
+65
+00:04:33,360 --> 00:04:36,120
+نحاول أن ننقل هذه الأشياء الموجودة عند الإنسان
+
+66
+00:04:36,120 --> 00:04:38,940
+إلى الـ machines، الآلات.
+
+67
+00:04:44,720 --> 00:04:49,120
+تمام؟ فمعنى ذلك أننا نريد أن نُعطى للآلات القدرة على
+
+68
+00:04:49,120 --> 00:04:53,560
+التفكير، لحلّ المشاكل، بالضبط، أن يكون لديها
+
+69
+00:04:53,560 --> 00:04:59,580
+ذكاء مثل الإنسان تمامًا. طيب، هذا تعريف
+
+70
+00:04:59,580 --> 00:05:02,960
+الذكاء بشكل عام. سنرى... سنرى تفاصيل أكثر في الذكاء، في
+
+71
+00:05:02,960 --> 00:05:06,060
+المحاضرة الحالية، تمام؟  لكن أريد أن أمشي على الـ outline هكذا بشكل
+
+72
+00:05:06,060 --> 00:05:08,900
+سريع، لأنه مرتبط بهذه الأشياء، يعني،
+
+73
+00:05:08,900 --> 00:05:12,560
+يعني، على سبيل المثال، الموضوع الثاني، الذي
+
+74
+00:05:12,560 --> 00:05:16,220
+أو الموضوع الثالث، وهو الـ Intelligent Agents،
+
+75
+00:05:16,220 --> 00:05:19,120
+أنني فعليًا سأكون لدي agent، الـ agent
+
+76
+00:05:19,120 --> 00:05:23,020
+هذا سيكون إما hardware، وبالتالي سيكون عبارة عن
+
+77
+00:05:23,020 --> 00:05:26,490
+robot. وبالتالي، هنا يمكنني القول أن الـ agent إما
+
+78
+00:05:26,490 --> 00:05:32,470
+hardware، وبالتالي سيكون عبارة عن robot، أو software،
+
+79
+00:05:32,470 --> 00:05:37,550
+وبالتالي سيكون عبارة عن برنامج، مثل
+
+80
+00:05:37,550 --> 00:05:42,470
+حسب نوع التطبيق. مثلًا، مثل الـ chat bot،
+
+81
+00:05:42,470 --> 00:05:46,510
+تمام؟
+
+82
+00:05:46,510 --> 00:05:49,830
+أو الـ help desk،
+
+83
+00:05:49,830 --> 00:05:52,330
+أو دعم العملاء.
+
+84
+00:05:55,150 --> 00:06:00,710
+ممكن أن نستخدمه في الدعم، أو أي software ذكي،
+
+85
+00:06:00,710 --> 00:06:03,730
+أو مثل الـ FaceApp، أكيد
+
+86
+00:06:06,830 --> 00:06:10,030
+أكيد سمعتم بهذا التطبيق. طبعًا يستخدم وراءه
+
+87
+00:06:10,030 --> 00:06:14,410
+الذكاء الاصطناعي، بحيث يُعيد تشكيل الوجوه
+
+88
+00:06:14,410 --> 00:06:18,550
+بعد فترة زمنية معينة. وبالتالي، يعني الـ agent،
+
+89
+00:06:18,550 --> 00:06:21,490
+أي مفهوم الـ agent، عندما أقول agent، طبعًا الـ
+
+90
+00:06:21,490 --> 00:06:26,370
+agent هذا سيعمل في بيئة معينة، فسنرى كيف
+
+91
+00:06:26,370 --> 00:06:29,290
+سنعمل design لهذا الـ agent، وبالتالي هنا
+
+92
+00:06:29,290 --> 00:06:32,150
+الموضوع الذي سنتحدث عنه، الـ intelligent
+
+93
+00:06:32,150 --> 00:06:36,150
+agent، أن نرى كيف نصمم هذا الـ agent.
+
+94
+00:06:36,150 --> 00:06:40,670
+وبالتالي، مهمتكم أن تعرفوا كيف تأخذون الأساسيات،
+
+95
+00:06:40,670 --> 00:06:43,930
+أو المفاهيم الأساسية، لنصمم هذه الـ
+
+96
+00:06:43,930 --> 00:06:47,070
+agents، بحيث يحلّ مشاكل معينة. طبعًا الـ agent
+
+97
+00:06:47,070 --> 00:06:51,170
+بشكل أساسي، إذا كان يعمل في بيئة محددة، سيكون أدائه
+
+98
+00:06:51,170 --> 00:06:53,390
+ممتازًا، حتى أنه قد يتفوّق على البشر،
+
+99
+00:06:57,440 --> 00:07:04,460
+ولكن إذا كان يقوم بمهام متعددة، ستكون هناك مشكلة
+
+100
+00:07:04,460 --> 00:07:07,900
+في أدائه، وبالتالي سيكون أداءه سيئًا، أسوأ
+
+101
+00:07:07,900 --> 00:07:10,960
+بكثير من البشر. هذا الكلام سنراه في الـ state of
+
+102
+00:07:10,960 --> 00:07:15,460
+the art، حاليًا. بعد ذلك سنتنتقل
+
+103
+00:07:15,460 --> 00:07:18,760
+إلى موضوع الـ problem solving. أربط لكم
+
+104
+00:07:18,760 --> 00:07:21,420
+المواضيع مع بعض، بحيث أنكم تفهمون لماذا
+
+105
+00:07:21,420 --> 00:07:25,200
+نأخذ هذا... يعني ترتيب المواضيع بهذا
+
+106
+00:07:25,200 --> 00:07:29,180
+الشكل. طبعًا الـ problem solving، عمل أساسي، لأنه
+
+107
+00:07:29,180 --> 00:07:32,540
+هنا نحلّ مشاكل من الذكاء، لأن الـ agents هذه، أريد
+
+108
+00:07:32,540 --> 00:07:35,240
+أن هذا الـ robot يحلّ مشاكل معينة، أو الـ
+
+109
+00:07:35,240 --> 00:07:38,740
+chatbot، أو الـ software هذا، أريده أن يحلّ مشاكل معينة.
+
+110
+00:07:38,740 --> 00:07:43,080
+فناخذ ما هي طرق حلّ المشاكل. طبعًا، من طرق حلّ
+
+111
+00:07:43,080 --> 00:07:47,380
+المشاكل، أنه من الممكن أن نحلّ الـ
+
+112
+00:07:47,380 --> 00:07:52,600
+problem by search algorithm. وبالتالي، سنستخدم
+
+113
+00:07:52,600 --> 00:07:55,540
+الـ search algorithm لحلّ الـ problems.
+
+114
+00:07:55,540 --> 00:08:00,820
+فعشان هيك، هذا الكلام من الممكن أن
+
+115
+00:08:11,580 --> 00:08:18,180
+solve problem by search. لا أعرف، دعوني أجعلها حمراء
+
+116
+00:08:18,180 --> 00:08:28,020
+لأنها أفضل في
+
+117
+00:08:28,020 --> 00:08:32,380
+هذا الموضوع. سنركز على عمل formulation،
+
+118
+00:08:32,380 --> 00:08:37,920
+formulate problems
+
+119
+00:08:41,280 --> 00:08:46,220
+as a search problem.
+
+120
+00:08:46,220 --> 00:08:50,060
+يعني
+
+121
+00:08:50,060 --> 00:08:53,600
+أن نصيغ المشاكل التي نريد حلّها كمشكلة بحث، as a search
+
+122
+00:08:53,600 --> 00:08:56,740
+problem. إذا نجحت في هذه الصياغة، معنى ذلك أن
+
+123
+00:08:56,740 --> 00:09:02,100
+بإمكاني استخدام
+
+124
+00:09:02,100 --> 00:09:03,800
+الـ search algorithms.
+
+125
+00:09:13,300 --> 00:09:16,420
+هذه هي الفكرة في الموضوع. طبعًا، ما هي الـ search algorithms الموجودة لدي؟
+
+126
+00:09:16,420 --> 00:09:19,520
+الـ search algorithms، هي مُدرجة هنا. لدي
+
+127
+00:09:19,520 --> 00:09:21,980
+الـ breadth-first search، الـ uniform-cost search، الـ
+
+128
+00:09:21,980 --> 00:09:27,920
+depth-first search، إلى آخره، لغاية ما نصل إلى الـ A*
+
+129
+00:09:27,920 --> 00:09:32,080
+search، والـ heuristics. وبالتالي،
+
+130
+00:09:32,080 --> 00:09:36,480
+هذه هي فكرة هذا الموضوع. من المفترض أن بعض الـ
+
+131
+00:09:36,480 --> 00:09:39,460
+search algorithms هذه مرت عليكم. طبعًا، سنشرحها
+
+132
+00:09:39,460 --> 00:09:44,060
+بالتفصيل. سنرى كيف نستخدمها، وكيف نطبقها
+
+133
+00:09:44,060 --> 00:09:50,140
+على... نستخدمها في حلّ المشاكل. بعد ذلك، سنتطرق
+
+134
+00:09:50,140 --> 00:09:53,340
+إلى موضوع الـ game playing. طبعًا، الـ game playing، يعني
+
+135
+00:09:53,340 --> 00:09:56,570
+أريد أن ألعب ضد الكمبيوتر. عندما
+
+136
+00:09:56,570 --> 00:09:59,810
+ألعب ضد الكمبيوتر، يتطلب ذلك أن يكون لديه ذكاء،
+
+137
+00:09:59,810 --> 00:10:04,410
+فما هي الـ algorithms المناسبة، لأتمكن من
+
+138
+00:10:04,410 --> 00:10:07,390
+التنافس أو اللعب ضد الكمبيوتر؟ طبعًا، الفكرة الأساسية
+
+139
+00:10:07,390 --> 00:10:11,390
+في هذه الـ algorithms، أن هذه الـ algorithms التي
+
+140
+00:10:11,390 --> 00:10:15,550
+يستخدمها الكمبيوتر الذي يلعب ضدي، هي أيضًا تستخدم
+
+141
+00:10:15,550 --> 00:10:20,650
+search، ولأنها تعمل search، ستزيد
+
+142
+00:10:20,650 --> 00:10:24,890
+فرص فوزها، وتقلل فرص فوزي. وبالتالي،
+
+143
+00:10:24,890 --> 00:10:27,810
+أصبحت مشكلة بحث، search problem. وبالتالي، من الممكن أن أستخدمها في
+
+144
+00:10:27,810 --> 00:10:31,410
+أي لعبة لعبتموها، ينطبق عليها
+
+145
+00:10:31,410 --> 00:10:35,970
+هذا الكلام. غالبًا ما يمكنني تطبيق
+
+146
+00:10:35,970 --> 00:10:38,510
+الـ algorithms الخاصة بالـ game playing، بحيث تصبح
+
+147
+00:10:41,440 --> 00:10:45,280
+ذكية، ويمكنها أن تلعب ضد
+
+148
+00:10:45,280 --> 00:10:48,920
+الإنسان. بعد ذلك سنتنتقل إلى الـ expert systems،
+
+149
+00:10:48,920 --> 00:10:53,020
+وتحديدًا سنتحدث عن الـ rule-based expert systems،
+
+150
+00:10:53,020 --> 00:10:58,620
+أنني هنا لدي موضوع الـ rule-based expert systems.
+
+151
+00:10:58,620 --> 00:11:02,340
+طبعًا، مفهوم الـ expert systems، يعني
+
+152
+00:11:10,590 --> 00:11:16,610
+Expert system، تعني نظام خبير، يُحاكي
+
+153
+00:11:16,610 --> 00:11:19,770
+خبرة الإنسان. طبعًا الإنسان لديه خبرة، بعدما
+
+154
+00:11:19,770 --> 00:11:22,430
+يتقدم في عمر معين، يصبح لديه خبرة
+
+155
+00:11:22,430 --> 00:11:27,710
+في مواضيع محددة، متخصصة. كيف يكون خبيرًا في
+
+156
+00:11:27,710 --> 00:11:31,510
+الطب، طبيب، أو خبير في القانون، محامي. وبالتالي، هذا هو
+
+157
+00:11:31,510 --> 00:11:36,970
+المقصود بالخبرة في هذا الباب. سنرى ما هي الآليات
+
+158
+00:11:37,440 --> 00:11:40,620
+التي يمكننا بناء نظام خبير فيها، software، يعني
+
+159
+00:11:40,620 --> 00:11:44,700
+يُحاكي خبرة الإنسان في مجال معين. بمعنى آخر، أن
+
+160
+00:11:44,700 --> 00:11:49,020
+بإمكاني بناء software يُحلّ محلّ الطبيب، طبعًا
+
+161
+00:11:49,020 --> 00:11:51,620
+هذا النظام rule-based، معنى ذلك أن rule-based،
+
+162
+00:11:51,620 --> 00:11:56,220
+يعني يعمل بنظام if-then.
+
+163
+00:11:58,280 --> 00:12:00,460
+أن لدي هنا condition، إذا تحقق الـ
+
+164
+00:12:00,460 --> 00:12:03,940
+condition، يُطبّق عمل معين. مثلًا،
+
+165
+00:12:03,940 --> 00:12:08,320
+مثال مبسّط جدًّا، أن الطبيب في التشخيص، يبدأ
+
+166
+00:12:08,320 --> 00:12:11,740
+بأن يسألني مجموعة من الأسئلة، إذا كان لديه حرارة،
+
+167
+00:12:11,740 --> 00:12:14,540
+وكان لديه سعال، سيكون التشخيص كذا.
+
+168
+00:12:14,540 --> 00:12:18,290
+وبالتالي، هي عبارة عن rules. وكذلك في القانون، أيضًا،
+
+169
+00:12:18,290 --> 00:12:21,250
+نفس الفكرة، فيرى ما هي الحالات، أو الـ
+
+170
+00:12:21,250 --> 00:12:26,310
+cases التي تنطبق على... على... على الحالة
+
+171
+00:12:26,310 --> 00:12:29,650
+الموجودة لديه، وبالتالي يُصدر توصية في
+
+172
+00:12:29,650 --> 00:12:34,950
+القانون بطريقة معينة. بعد ذلك، ننتقل إلى موضوع الـ
+
+173
+00:12:34,950 --> 00:12:39,950
+fuzzy expert systems. تمام؟
+
+174
+00:12:39,950 --> 00:12:42,610
+الـ fuzzy... مفهوم الـ fuzzy systems،
+
+175
+00:12:48,980 --> 00:12:51,620
+أنني سأعمل مع الأنظمة الضبابية.
+
+176
+00:13:02,000 --> 00:13:05,540
+طبعًا، مفهوم الأنظمة الضبابية، أن في بعض
+
+177
+00:13:05,540 --> 00:13:07,760
+الأحيان، أو في أغلب الأحيان، تكون المعلومات
+
+178
+00:13:07,760 --> 00:13:11,320
+ض
+
+223
+00:16:38,700 --> 00:16:45,340
+حقيبة، وهكذا، فبالتالي، الوظائف التابعة لها هي حل
+
+224
+00:16:45,340 --> 00:16:52,220
+المشاكل، بالإضافة لأنها تتعرف على كلمات معينة وتحكي
+
+225
+00:16:52,220 --> 00:16:53,640
+ذكاء الإنسان
+
+226
+00:16:56,270 --> 00:17:03,450
+بعد هيك، هننتقل لخوارزميات الجينية، الموضوع اللي بعده
+
+227
+00:17:03,450 --> 00:17:08,490
+هذا، هننتقل لخوارزميات الجينية (genetic algorithms)
+
+228
+00:17:31,310 --> 00:17:34,370
+طبعاً، الفكرة الأساسية التابعة لها أيضاً مستوحاة من الـ
+
+229
+00:17:34,370 --> 00:17:38,130
+Biology، من الأحياء، من علم الأحياء، إنه كيف بيصير
+
+230
+00:17:38,130 --> 00:17:42,250
+فيه تطور للجينات
+
+231
+00:17:42,920 --> 00:17:47,580
+جيل بعد جيل بيصير بالظبط أنه بيصير في نوعين من
+
+232
+00:17:47,580 --> 00:17:53,360
+التوارث، يعني أنه وراثة من سلالة لأخرى
+
+233
+00:17:53,360 --> 00:17:57,040
+بحيث أن السلالة الجديدة تكون أدائها أفضل من
+
+234
+00:17:57,040 --> 00:18:01,200
+السلالة التي قبلها، أنها تتكيف أكثر مع البيئة التي
+
+235
+00:18:01,200 --> 00:18:05,180
+موجودة فيها. طبعاً، شو الهدف منها؟ نفس الفكرة، أنه
+
+236
+00:18:05,180 --> 00:18:06,240
+problem solving
+
+237
+00:18:11,810 --> 00:18:14,870
+فبالتالي هي فعلياً أننا ممكن نستخدمها في حل
+
+238
+00:18:14,870 --> 00:18:18,490
+مشاكل معينة، هنشوف إيش الخطوات،  طبعاً الخوارزمية،
+
+239
+00:18:18,490 --> 00:18:25,070
+هتبقى نطبق عليها أمثلة، آخر شيء هنحكي عن موضوع أو
+
+240
+00:18:25,070 --> 00:18:28,210
+يعني الشيء المقبل، الأخير، هنحكي عن الـHybrid
+
+241
+00:18:28,210 --> 00:18:30,550
+Intelligent Systems أو الـHybrid Systems
+
+242
+00:18:43,200 --> 00:18:51,660
+الأنظمة الهجينة
+
+243
+00:18:51,660 --> 00:18:57,630
+بمعنى آخر، أنني أريد أن آخذ أكثر من شغلة من الأشياء
+
+244
+00:18:57,630 --> 00:18:59,890
+التي أخذناها، التي نريد أن نأخذها، يعني أو
+
+245
+00:18:59,890 --> 00:19:03,330
+الذكرناها سابقاً، وندمجها مع بعض بحيث أن يكون في
+
+246
+00:19:03,330 --> 00:19:07,190
+عندي شغلة هجينة بهدف أنني أريد أن آخذ قوة مثلاً، على
+
+247
+00:19:07,190 --> 00:19:10,410
+سبيل المثال، أريد أن أدمج بين الـneural networks والـ
+
+248
+00:19:10,410 --> 00:19:14,570
+genetic algorithms، آخذ قوة هذه وقوة هذه بحيث أن
+
+249
+00:19:14,570 --> 00:19:18,730
+يُطلع systems أداء أفضل، أداء أحسن، أحسن الأداء
+
+250
+00:19:19,990 --> 00:19:23,230
+تمام؟ بعد هيك، آخر موضوع ممكن أن نأخذ بعض
+
+251
+00:19:23,230 --> 00:19:27,550
+التطبيقات في الـnatural language processing، أنه
+
+252
+00:19:27,550 --> 00:19:32,070
+نشوف كيف ممكن، يعني إيش هي الـtasks المستخدمة في
+
+253
+00:19:32,070 --> 00:19:34,610
+الـnatural language processing، وإنه كيف ممكن نطبق
+
+254
+00:19:34,610 --> 00:19:38,330
+الذكاء الاصطناعي فيها، يعني إنه بشكل عام، يعني إنه
+
+255
+00:19:38,330 --> 00:19:40,110
+في الـNLP
+
+256
+00:19:43,860 --> 00:19:49,340
+توزيع العلامات: امتحان نصفي ثلاثين،
+
+257
+00:19:49,340 --> 00:19:55,720
+امتحان نهائي خمسين، سيكون عشرين علامة عندي على الـ
+
+258
+00:19:55,720 --> 00:20:00,150
+activities والـassignments. طبعاً، بطبيعة الحال، لا
+
+259
+00:20:00,150 --> 00:20:06,210
+يوجد lab،  ولكن يوجد... يعني صحيح بالظبط، المواضيع
+
+260
+00:20:06,210 --> 00:20:09,930
+هذه التي ذكرتها كلها سابقاً، سواء... سواء، يعني سيكون
+
+261
+00:20:09,930 --> 00:20:12,330
+في عندنا tool، سيُعطيكم tool لتشتغلوا عليه
+
+262
+00:20:12,330 --> 00:20:15,190
+والـtool هذا سيكون عليه assignment. الهدف من
+
+263
+00:20:15,190 --> 00:20:17,690
+الـtool هذا أن تستوعبوا المفاهيم النظرية
+
+264
+00:20:18,220 --> 00:20:22,180
+تمام؟ وتطبقوا هذا الشيء بشكل فعلي، يعني فعلاً يرسخ
+
+265
+00:20:22,180 --> 00:20:26,320
+المفاهيم النظرية التي شرحناها. يعني، سنأخذ tool
+
+266
+00:20:26,320 --> 00:20:28,780
+في الـ... في الـgenetic algorithm، سنأخذ tool في
+
+267
+00:20:28,780 --> 00:20:31,720
+الشبكات العصبية، في الـneural networks، tool في الـ
+
+268
+00:20:31,720 --> 00:20:39,660
+expert systems، وأن تعملوا عليها assignments. تمام؟
+
+269
+00:20:39,660 --> 00:20:45,580
+الهدف بشكل عام، أن الـcourse بشكل أساسي، أن
+
+270
+00:20:45,580 --> 00:20:46,140
+المواضيع
+
+271
+00:20:59,540 --> 00:21:02,340
+ممكن أعطيكم نماذج سابقة من امتحانات
+
+272
+00:21:05,690 --> 00:21:09,650
+طيب، نبدأ في الموضوع الأول، وهو الذكاء الاصطناعي
+
+273
+00:21:09,650 --> 00:21:13,450
+طبعاً، نحن عرفنا، يعني هنا حكينا سابقاً على
+
+274
+00:21:13,450 --> 00:21:17,630
+اللوح، حكينا أن الذكاء يعني تفكير، قدرة على التعلم،
+
+275
+00:21:17,630 --> 00:21:21,830
+حل المشاكل. بدنا نشوف هذا الكلام بالتفصيل طبعاً
+
+276
+00:21:21,830 --> 00:21:24,730
+بطبيعة الحال، أن هذه المواضيع كلها موجودة على
+
+277
+00:21:24,730 --> 00:21:27,390
+المدونة، أنا عندي على الـ... زي ما أنتم شايفين هنا
+
+278
+00:21:27,390 --> 00:21:30,250
+فبالتالي، ممكن تأخذوا مصادر، طبيعة الـcourse
+
+279
+00:21:30,250 --> 00:21:38,750
+كلها، والـslides، والـ... والروابط هذه كلها من هذا الـ
+
+280
+00:21:38,750 --> 00:21:45,130
+site. تمام؟ فعلياً، نحن في الـtopics هنا، في هذه الـ
+
+281
+00:21:45,130 --> 00:21:50,270
+الـ... الـ... بدنا نبدأ فعلياً أن نبدأ في المحاضرات
+
+282
+00:21:50,270 --> 00:21:53,810
+فبالتالي، سنأخذ أول شغلة، introduction، أنه إيش هو
+
+283
+00:21:53,810 --> 00:21:58,890
+الذكاء الصناعي، نحكي عليه بشكل علمي أكثر، فهنا
+
+284
+00:22:01,400 --> 00:22:06,480
+إيش هو الذكاء الاصطناعي؟ فعلياً، الذكاء الاصطناعي
+
+285
+00:22:06,480 --> 00:22:12,340
+لا يوجد تعريف formal، أنه يعني، أنا أريد أن أعود لأكتب هذه
+
+286
+00:22:12,340 --> 00:22:17,420
+النقاط هنا، يعني الذكاء، لأنه الذكاء نفسه في حد ذاته
+
+287
+00:22:17,420 --> 00:22:25,660
+فيه اختلاف، يعني طبعاً في اختلاف في تعريف الذكاء في
+
+288
+00:22:25,660 --> 00:22:30,430
+حد ذاته. تمام؟ فبالتالي، نحن نريد أن نركز على الـkeywords
+
+289
+00:22:30,430 --> 00:22:36,710
+المحددة، أن الـAI، الذكاء
+
+290
+00:22:36,710 --> 00:22:41,530
+التعلم
+
+291
+00:22:41,530 --> 00:22:45,390
+التفكير
+
+292
+00:22:45,390 --> 00:22:49,170
+الاستذكار
+
+293
+00:22:51,230 --> 00:22:54,150
+الذاكرة، أن يكون لدي القدرة أن أسترجع معلومات
+
+294
+00:22:54,150 --> 00:22:58,630
+سابقة، يعني أن لدي، بالإضافة لحل المشاكل، هذا
+
+295
+00:22:58,630 --> 00:23:05,410
+الكلام كله، أريده لأحل المشاكل. طيب،
+
+296
+00:23:05,410 --> 00:23:10,290
+لماذا هذه المواضيع مرتبطة في الذكاء
+
+297
+00:23:10,290 --> 00:23:14,970
+الاصطناعي؟ يعني، على سبيل المثال، أنا عندي في هذه
+
+298
+00:23:14,970 --> 00:23:18,730
+الرسمة، توضح أن الذكاء الاصطناعي، إيش المواضيع
+
+299
+00:23:18,730 --> 00:23:21,450
+المرتبطة فيه؟ يعني، على سبيل المثال، الـneural
+
+300
+00:23:21,450 --> 00:23:25,590
+networks، نحن حكيناها، شرحنا عنها، شو هو المفهوم
+
+301
+00:23:25,590 --> 00:23:28,820
+التابع لها. في عندي مفهوم الـmachine learning، إيش هو
+
+302
+00:23:28,820 --> 00:23:31,760
+المفهوم؟ Machine Learning؟ سنشوفه تحت الآن، بشكل
+
+303
+00:23:31,760 --> 00:23:35,960
+مبسط، هو عبارة عن مجموعة من الخوارزميات التي
+
+304
+00:23:35,960 --> 00:23:39,700
+تمكّن الـmachines أنها تتعلم من البيانات، أنه
+
+305
+00:23:39,700 --> 00:23:45,540
+أنا بدأت أتعلم، يعني، task محددة، أنها تصنف أشياء
+
+306
+00:23:45,540 --> 00:23:48,960
+معينة، طبعاً، يجب أن يكون لدي بيانات سابقة
+
+307
+00:23:48,960 --> 00:23:53,800
+تتعلم منها، فبالتالي، يكون لديها القدرة على
+
+308
+00:23:53,800 --> 00:23:57,890
+التصنيف. طبعاً، الـnatural language processing، التي
+
+309
+00:23:57,890 --> 00:24:00,630
+هي المعالجة الطبيعية للغة البشر، فبالتالي، أنا يكون
+
+310
+00:24:00,630 --> 00:24:02,910
+لدي القدرة أن أحكي مع الكمبيوتر، وأن هو
+
+311
+00:24:02,910 --> 00:24:07,910
+يفهمني، أن أسأله سؤال، ويعطيني جواب. طبعاً، الـdeep
+
+312
+00:24:07,910 --> 00:24:14,240
+learning، هو أسلوب جديد من الـmachine learning، أنه
+
+313
+00:24:14,240 --> 00:24:20,860
+فعلياً، أنه يستخدم... يعني... يعني... الـmachine
+
+314
+00:24:20,860 --> 00:24:23,580
+learning، في واحدة من الطرق، أنها فعلياً تستخدم
+
+315
+00:24:23,580 --> 00:24:28,660
+الشبكات العصبية، تمام؟ ففعلياً، الـdeep learning، أن
+
+316
+00:24:28,660 --> 00:24:33,560
+هي تستخدم شبكة... يعني، شبكة عصبية أعمق، يعني هذا
+
+317
+00:24:33,560 --> 00:24:36,160
+بشكل مبسط، سنشوف إيش الفرق بينه وبين الـmachine
+
+318
+00:24:36,160 --> 00:24:40,100
+learning الآن، تمام؟ والـmachine learning، أنه
+
+319
+00:24:40,100 --> 00:24:44,800
+نحن ممكن أن نقسمه: supervised، unsupervised،
+
+320
+00:24:44,800 --> 00:24:50,100
+reinforcement، semi-supervised. بشكل أساسي، إيش هي
+
+321
+00:24:50,100 --> 00:24:55,020
+هذه الأشياء؟ supervised، أنه فعلياً، أنني أشرف عليه
+
+322
+00:24:55,020 --> 00:25:00,400
+في عملية التعليم. unsupervised، يتعلم لوحده، طبعاً
+
+323
+00:25:00,400 --> 00:25:03,760
+هذا بشكل مبسط، هذا الكلام لازلنا سنشوفه بالتفصيل تحت
+
+324
+00:25:04,740 --> 00:25:08,760
+طبعاً، reinforcement learning، هو اسمه التعليم
+
+325
+00:25:08,760 --> 00:25:11,660
+بالإجبار. فهذه المصطلحات أنتم ممكن تسجلونها عندكم
+
+326
+00:25:11,660 --> 00:25:14,480
+أن supervised learning، التعليم بالإشراف
+
+327
+00:25:14,480 --> 00:25:20,120
+unsupervised، يتعلم لوحده، طبعاً بدون إشراف
+
+328
+00:25:20,120 --> 00:25:24,860
+reinforcement learning، يتعلم بالإجبار، بمعنى
+
+329
+00:25:24,860 --> 00:25:28,660
+ذلك، أنني أتركه في بيئة معينة، البيئة هذه لوحده
+
+330
+00:25:28,660 --> 00:25:32,180
+هو يتعلم منها، فبالتالي، إذا عمل شغل جيدة، أعطيه
+
+331
+00:25:32,180 --> 00:25:40,160
+جائزة (reward)، وإذا عمل شغلة سيئة، فأعطي  عقاب
+
+332
+00:25:40,160 --> 00:25:43,700
+فبالتالي، يكون لدي punishment هنا، يعني، زي
+
+333
+00:25:43,700 --> 00:25:49,580
+مفهوم الثواب والعقاب، فبالتالي، أن الـagent هذا
+
+334
+00:25:49,580 --> 00:25:54,380
+يكون في هذه البيئة، ويتعلم، أنه يجرب ويتعلم لوحده
+
+335
+00:25:54,380 --> 00:25:58,140
+أن هذه الأشياء تحسّن أدائي، وهذه الأشياء لا
+
+336
+00:25:58,140 --> 00:26:03,180
+تُنقص من الـscore التابع لي، فبالتالي، يجربها. طبعاً،
+
+337
+00:26:03,180 --> 00:26:07,000
+هنا semi-supervised، أنه فعلياً، أنه يدمج بين هذين
+
+338
+00:26:07,000 --> 00:26:10,740
+الاثنين، لأنه أنا مثلاً، تكون لدي في حالة معينة
+
+339
+00:26:10,740 --> 00:26:13,300
+أن لا تكون لدي بيانات كثيرة، مثلاً، أنني ممكن
+
+340
+00:26:13,300 --> 00:26:17,480
+يبدأ supervised، تمام؟ وبعدها، أنني أعتمد
+
+341
+00:26:17,480 --> 00:26:22,800
+على حاله في التعلم الباقي، أو أن يكون بشكل متكرر
+
+342
+00:26:22,800 --> 00:26:26,100
+يستخدم
+
+343
+00:26:26,100 --> 00:26:29,080
+البيانات القليلة هذه، ويُزيد فيها لوحده، فبالتالي
+
+344
+00:26:29,080 --> 00:26:32,640
+أنه فعلياً، هو يدمج بين الشغلتين، بين الـsupervised والـ
+
+345
+00:26:32,640 --> 00:26:33,360
+unsupervised
+
+346
+00:26:37,960 --> 00:26:42,200
+تمام؟ باقي لدي موضوع معين، موضوع واحد فقط هنا
+
+347
+00:26:42,200 --> 00:26:45,980
+وهو الـcomputer vision، هو فعلياً موضوع مهم، الـ
+
+348
+00:26:45,980 --> 00:26:48,580
+computer vision، الذي هو نظام الرؤية باستخدام
+
+349
+00:26:48,580 --> 00:26:53,220
+الحاسوب. أيضاً سنشوفه تحت، slide، سنشوف شو مفهوم الـ
+
+350
+00:26:53,220 --> 00:26:55,920
+computer vision. الـcomputer vision بشكل مبسط، أنه
+
+351
+00:26:55,920 --> 00:27:00,500
+أريد تمكين الـcomputer أن يكون لديه إدراك بصري
+
+352
+00:27:03,270 --> 00:27:06,450
+بمعنى آخر، تخيلوا أن لدي روبوت
+
+353
+00:27:06,450 --> 00:27:09,830
+والروبوت هذا يكون لديه نظام رؤية، عندما يكون ماشي
+
+354
+00:27:09,830 --> 00:27:13,550
+الروبوت هذا، وكان يوجد object أمامه، يُعيقه
+
+355
+00:27:13,550 --> 00:27:20,450
+يُحجب، يعني، أو يُعيق الحركة لديه، فبالتالي، أن هو
+
+356
+00:27:20,450 --> 00:27:24,590
+يأخذ قرار أنه يريد أن يميل شمالاً، لكي يتجنبه، فلا بد
+
+357
+00:27:24,590 --> 00:27:28,570
+أن يكون لديه نظام رؤية، لكي يُمكنه أن يتفاعل
+
+358
+00:27:28,570 --> 00:27:31,830
+مع البيئة الموجودة حوله. تمام؟
+
+359
+00:27:41,430 --> 00:27:48,990
+طيب، لكي لا يوجد تعريف formal للـAI، يوجد
+
+360
+00:27:48,990 --> 00:27:53,630
+شيء اسمه اختبار تورينج أو Turing Test، اختبار
+
+361
+00:27:53,630 --> 00:27:54,410
+Turing
+
+362
+00:28:12,120 --> 00:28:15,780
+إيش الفكرة التابعة لهذا الاختبار؟ لماذا نحن، يعني تم أن
+
+363
+00:28:15,780 --> 00:28:20,060
+يُعرّف الـAI باستخدام اختبار، ولم يكن هناك تعريف
+
+364
+00:28:20,060 --> 00:28:23,400
+formal، يعني نحن، طبيعة التعريفات أن الذكاء
+
+365
+00:28:23,400 --> 00:28:26,460
+الاصطناعي هو عبارة عن كذا كذا كذا كذا، هذا يحتمل
+
+366
+00:28:26,460 --> 00:28:29,640
+عدة معاني، وفي اختلاف على صيغة التعريف، فبالتالي
+
+367
+00:28:29,640 --> 00:28:33,780
+لكي نخرج من هذا المأزق، يمكن أن نلجأ لهذا الاختبار
+
+368
+00:28:33,780 --> 00:28:40,050
+طبعاً، "تيورينج" هو عالم رياضيات بريطاني، يعني، أصبح
+
+369
+00:28:40,050 --> 00:28:43,770
+في فترة الحرب العالمية الثانية، وكان يعمل كثيراً
+
+370
+00:28:43,770 --> 00:28:47,970
+في التشفير، وهو من أوائل الناس الذين عملوا في
+
+371
+00:28:47,970 --> 00:28:50,170
+هذا الموضوع، وهو الذي وضع الـ"Turing Test"، الـ"Turing
+
+372
+00:28:50,170 --> 00:28:55,450
+Test"، المفهوم التابع له، أنه لكي نخرج من مأزق أننا
+
+373
+00:28:55,450 --> 00:28:59,250
+نريد أن نعرف تعريف الـ"AI"، تعريف formal، فما الذي سنفعله،
+
+374
+00:28:59,250 --> 00:29:02,090
+سنعمل اختبار معين، الاختبار هذا فعلاً
+
+375
+00:29:02,090 --> 00:29:04,930
+يُمكننا أن نقول أن هذه الـmachine intelligent أم لا،
+
+376
+00:29:04,930 --> 00:29:10,390
+فبالتالي، أنا لدي هنا A، وB، وC. A عبارة عن
+
+377
+00:29:10,390 --> 00:29:16,290
+evaluator، تمام؟ وB هو عبارة عن human، وC هو عبارة
+
+378
+00:29:16,290 --> 00:29:22,230
+عن computer. تمام؟ إيش السيناريو؟ السيناريو هو
+
+379
+00:29:22,230 --> 00:29:26,130
+مكتوب عندكم هنا، لذلك، من المهم جداً أن ترجعوا
+
+380
+00:29:26,130 --> 00:29:32,150
+إلى المدونة، هذه مدونة فيها كل المعلومات، كيف؟
+
+381
+00:29:32,150 --> 00:29:33,210
+الـlink هو الـlink
+
+382
+00:29:45,780 --> 00:29:55,700
+mksaad.wordpress.com. تمام؟
+
+383
+00:29:55,700 --> 00:30:04,600
+إيش السيناريو؟ السيناريو أن الـevaluator يريد
+
+384
+00:30:04,600 --> 00:30:09,740
+أن يختبر، طبعاً، هو يتحدث مع الـhuman والـcomputer
+
+385
+00:30:09,740 --> 00:30:14,740
+من خلال terminal. إيش مفهوم الـterminal؟ شاشة و
+
+386
+00:30:14,740 --> 00:30:17,700
+keyboard، هذا مفهوم الـterminal، وحدة طرفية، أنها
+
+387
+00:30:17,700 --> 00:30:21,500
+شاشة وkeyboard، معنى ذلك، أنه لا يراهما فعلياً،
+
+388
+00:30:21,500 --> 00:30:25,120
+فيبدأ يتحدث مع الـhuman، ويبدأ يتحدث مع الـcomputer
+
+389
+00:30:26,820 --> 00:30:32,760
+تمام؟ وإذا فعلياً، أنه لم يستطع التمييز بين الكمبيوتر و
+
+390
+00:30:32,760 --> 00:30:36,000
+الـhuman، ساعتها، نقول أن الـmachine high، أو
+
+391
+00:30:36,000 --> 00:30:39,700
+الكمبيوتر هذا intelligent، لديه ذكاء. طبعاً، في
+
+392
+00:30:39,700 --> 00:30:42,740
+سيناريوهات أخرى، هذا السيناريو الأبسط، الأساسي
+
+393
+00:30:42,740 --> 00:30:45,600
+الذي يختبر أن هذه الـmachine intelligent أم
+
+394
+00:30:45,600 --> 00:30:48,520
+لا، أنه أنا أريد أن أتحدث مع الـmachine، إذا الـmachine
+
+395
+00:30:48,520 --> 00:30:51,760
+هذه، أنا أعتقد أنها عبارة عن إنسان، معنى ذلك
+
+396
+00:30:51,760 --> 00:30:
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..281c35f1fded1540ef4f961861dd13cf2fad309f
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_postprocess.srt
@@ -0,0 +1,1744 @@
+1
+00:00:05,420 --> 00:00:09,480
+طيب بسم الله الرحمن الرحيم برحم فيكم في course
+
+2
+00:00:09,480 --> 00:00:18,000
+ذكاء الاصطناعي CSCI 4304 طبعا أنا اسمي معتاز خالد
+
+3
+00:00:18,000 --> 00:00:22,500
+ساعد هكون معاكم في هذا ال course طبعا المتطلبات
+
+4
+00:00:22,500 --> 00:00:24,860
+الأساسية عشان تاخدوا هذا ال course لازم يكون في
+
+5
+00:00:24,860 --> 00:00:27,940
+عندكم معرفة بالبرمجة بغض النظر عن اللغة بالإضافة
+
+6
+00:00:27,940 --> 00:00:30,700
+لإنه معرفة في ال data structure أكيد ان انتوا
+
+7
+00:00:30,700 --> 00:00:37,450
+أخدتوها سابقاطبعا بشكل عام ال course هذا بي .. بي
+
+8
+00:00:37,450 --> 00:00:40,610
+.. بيركز على المفاهيم الأساسية في الذكاء الاصطناعي
+
+9
+00:00:40,610 --> 00:00:45,710
+و هنفهم إيش معناه، إيش حالة الذكاء الاصطناعي
+
+10
+00:00:45,710 --> 00:00:48,970
+موجودة حاليا، بعدها هنتطرق في المواضيع العلمية
+
+11
+00:00:48,970 --> 00:00:53,270
+لغاية لما نصل لمواضيع متقدمة زي ال self-driving
+
+12
+00:00:53,270 --> 00:01:00,010
+car أو السيارات ذاتية القيادةبخصوص الكتاب المقرر
+
+13
+00:01:00,010 --> 00:01:03,570
+احنا فيه عندنا كتابين فيه عندنا هذا الكتاب
+
+14
+00:01:03,570 --> 00:01:06,850
+Artificial Intelligence Intelligent Systems
+
+15
+00:01:06,850 --> 00:01:12,070
+Approach طبعا الطابعة التالتة سنة 2011 والكتاب
+
+16
+00:01:12,070 --> 00:01:15,030
+التاني اللي هو Artificial Intelligence a Modern
+
+17
+00:01:15,030 --> 00:01:20,410
+Approach طبعا كذلك الطابعة التالتة نسخة 2017 طبعا
+
+18
+00:01:20,410 --> 00:01:22,990
+هدول التانين من أفضل الكتب في الذكاء الاصطناعي
+
+19
+00:01:22,990 --> 00:01:28,020
+وانا هاخد مواضيع من هدول الكتابينوهما الكتب الأوسع
+
+20
+00:01:28,020 --> 00:01:32,060
+انتشاراً طبعا هذا الكتاب اللي هو Artificial
+
+21
+00:01:32,060 --> 00:01:39,740
+Intelligence Modern Approach لـ Russell وحاليا
+
+22
+00:01:39,740 --> 00:01:45,000
+فيه يعني شغل على نسخة 2020 فماعرفش إذا طلعت يعني
+
+23
+00:01:45,000 --> 00:01:48,300
+في نهاية ال course وإحنا ممكن إنه برضه كذلك إنه
+
+24
+00:01:49,480 --> 00:01:54,600
+نعتمدها في .. في هذا ال course بدل هذه النسخة طبعا
+
+25
+00:01:54,600 --> 00:01:58,020
+المواضيع اللي احنا هنغطيها هنمشي عليها طبعا
+
+26
+00:01:58,020 --> 00:02:02,880
+بالتدرج أول حاجة هنبدأ في مقدمةعن الذكاء
+
+27
+00:02:02,880 --> 00:02:05,720
+الاصطناعي، إيش هو الذكاء الاصطناعي؟ بعدها هنشوف شو
+
+28
+00:02:05,720 --> 00:02:08,440
+حالة الـ state of the art المقصود في ال state of
+
+29
+00:02:08,440 --> 00:02:12,340
+the art هو اللي هو أحدث ما توصل إليه العلم في
+
+30
+00:02:12,340 --> 00:02:15,840
+الذكاء الاصطناعي، فهنشوف فعليًا شو حالة الذكاء
+
+31
+00:02:15,840 --> 00:02:18,680
+الاصطناعي الآن، هل هو فعلا متقدم، بيحل مشاكل
+
+32
+00:02:18,680 --> 00:02:24,300
+معقدة، لسه أحنا قدامنا كتير عشان أننا نتطور، هنشوف
+
+33
+00:02:24,300 --> 00:02:30,970
+إيش الوضع، بعد هيك هننتقل لالـ intelligent agents
+
+34
+00:02:30,970 --> 00:02:35,670
+مفهوم الـ agent في حد ذاته agent يعني وكيل الوكيل
+
+35
+00:02:35,670 --> 00:02:40,350
+هو عبارة عن شخص أو يعني شيء بتوكله أنه يقوم بمهام
+
+36
+00:02:40,350 --> 00:02:45,310
+محددة طبعا ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+37
+00:02:45,310 --> 00:02:45,430
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+38
+00:02:45,430 --> 00:02:45,450
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+39
+00:02:45,450 --> 00:02:45,670
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+40
+00:02:45,670 --> 00:02:46,950
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+41
+00:02:46,950 --> 00:02:48,930
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+42
+00:02:48,930 --> 00:02:48,990
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+43
+00:02:48,990 --> 00:02:49,510
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+44
+00:02:49,510 --> 00:02:49,590
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+45
+00:02:49,590 --> 00:02:53,050
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+46
+00:03:00,510 --> 00:03:04,910
+game playing هناخد ال rule based expert system إلى
+
+47
+00:03:04,910 --> 00:03:08,710
+آخرى من الموضوع خلّينا أنه احنا نفصل شوية أنه احنا
+
+48
+00:03:08,710 --> 00:03:12,390
+فعليا نعرف إيش هو الذكاء فعليا الذكاء يعني بشكل
+
+49
+00:03:12,390 --> 00:03:17,350
+مختصر لو قلنا حكينا إنه الذكاء لو طلبنا انه نشوف
+
+50
+00:03:17,350 --> 00:03:21,370
+إيش هو تعريفه أنه في عندي AI Artificial
+
+51
+00:03:21,370 --> 00:03:26,690
+Intelligence فلو أحنا أخدنا الكلمة هذه إنه أنه
+
+52
+00:03:26,690 --> 00:03:27,470
+عندي الذكاء
+
+53
+00:03:30,410 --> 00:03:38,890
+تمام؟ هذه الذكاء و الاصطناعي تمام؟
+
+54
+00:03:38,890 --> 00:03:43,750
+شو تعريف الذكاء؟ بغض النظر إنه اصطناعي أو مش
+
+55
+00:03:43,750 --> 00:03:48,810
+اصطناعي بشكل عام يعني يعني إنه يكون في عندنا
+
+56
+00:03:48,810 --> 00:03:54,930
+القدرة على التعلم عدة كلمات مفتاحية تمام؟ التفكير
+
+57
+00:03:58,970 --> 00:04:03,690
+كذلك إنه يكون في عنده ذاكرة بده يستخدم هذه الأشياء
+
+58
+00:04:03,690 --> 00:04:08,990
+كلها لحل مشاكل problem
+
+59
+00:04:08,990 --> 00:04:13,910
+solving حل مشاكل يبقى هنا learning thinking فينا
+
+60
+00:04:13,910 --> 00:04:16,830
+عنده هنا memory بالإضافة ل problem solving
+
+61
+00:04:16,830 --> 00:04:20,930
+فبالتالي إنه فعليا إنه احنا بنتعلم من البيئة اللي
+
+62
+00:04:20,930 --> 00:04:24,650
+موجودة يعني موجودة حاليا عندنا بحيث إنه احنا نحسن
+
+63
+00:04:24,650 --> 00:04:30,120
+أدائنا وإنهأكيد بيلزمني ذاكرة و بفكر عشان أنه أنا
+
+64
+00:04:30,120 --> 00:04:33,360
+أحل المشاكل طبعا إصطناعي Artificial بمعنى ذلك أنه
+
+65
+00:04:33,360 --> 00:04:36,120
+أحنا بنحاول أن هذه الأشياء اللي موجودة عند الإنسان
+
+66
+00:04:36,120 --> 00:04:38,940
+أن أحنا ننقلها ل ال machines الألات
+
+67
+00:04:44,720 --> 00:04:49,120
+تمام؟ فمعنى ذلك أنه بدنا نخلي القدرة عند الآلات
+
+68
+00:04:49,120 --> 00:04:53,560
+أنهي تفكر عشان أنهي تحل مشاكل بالظبط أنه يكون في
+
+69
+00:04:53,560 --> 00:04:59,580
+عندها يعني ذكاء مثل الإنسان بالظبططيب، هذا تعريف
+
+70
+00:04:59,580 --> 00:05:02,960
+الذكاء بشكل عام هاجات احنا هنتشوف يعني ندخل في
+
+71
+00:05:02,960 --> 00:05:06,060
+تفاصيل فيه أكتر في الذكاء يعني في المحاضرة حاليًا،
+
+72
+00:05:06,060 --> 00:05:08,900
+تمام؟ بس أنا حابب أمشي على ال outline هيك بشكل
+
+73
+00:05:08,900 --> 00:05:12,560
+سريع عشان انه يعني هو مرتبط بهذه الأشياء يعني،
+
+74
+00:05:12,560 --> 00:05:16,220
+فيعني على سبيل المثال أن الموضوع التاني اللي احنا
+
+75
+00:05:16,220 --> 00:05:19,120
+أو الموضوع التالت اللي هو الـ Intelligent Agents
+
+76
+00:05:19,120 --> 00:05:23,020
+أنه فعليًا أنه أنا بديكون في عندي agent، ال agent
+
+77
+00:05:23,020 --> 00:05:26,490
+هذا بديكون يا إما hardwareفبالتالي هيكون عبارة عن
+
+78
+00:05:26,490 --> 00:05:32,470
+robot فبالتالي هنا ممكن أحكي أن ال agent إما
+
+79
+00:05:32,470 --> 00:05:37,550
+hardware فبالتالي هيكون عبارة عن robot أو software
+
+80
+00:05:37,550 --> 00:05:42,470
+فبالتالي هيكون عبارة عن يعني شغل برمجية يعني مثل
+
+81
+00:05:42,470 --> 00:05:46,510
+يعني حسب نوع التطبيق يعني مثلا زي ال chat bot
+
+82
+00:05:46,510 --> 00:05:49,830
+تمام؟
+
+83
+00:05:49,830 --> 00:05:52,330
+أو يعني ال help desk
+
+84
+00:05:55,150 --> 00:06:00,710
+ممكن أننا نستخدمه في ال support أو أي software ذكي
+
+85
+00:06:00,710 --> 00:06:03,730
+أو زي مثلا انه زي ال face app أكيد
+
+86
+00:06:06,830 --> 00:06:10,030
+أكيد سمعتوا على هذا التطبيق طبعا بيستخدم وراء
+
+87
+00:06:10,030 --> 00:06:14,410
+الذكاء الاصطناعي بحيث أنه يعمل إعادة تكوين للوجوه
+
+88
+00:06:14,410 --> 00:06:18,550
+بعد فترة زمانية معينة فبالتالي أنه يعني ال agent
+
+89
+00:06:18,550 --> 00:06:21,490
+أي مفهوم ال agent لما أحكي إن أنا agent طبعا ال
+
+90
+00:06:21,490 --> 00:06:26,370
+agent هذا هيحكي أو هيشتغل في بيئة معينة فحنشوف كيف
+
+91
+00:06:26,370 --> 00:06:29,290
+بدنا نعمل design لهذا ال agent فبالتالي هنا
+
+92
+00:06:29,290 --> 00:06:32,150
+الموضوع هذا اللي إحنا هنحكي فيه ال intelligent
+
+93
+00:06:32,150 --> 00:06:36,150
+agent إننا نشوف كيف نعمل designللـ agent هذا
+
+94
+00:06:36,150 --> 00:06:40,670
+فبالتالي انتم مهمتكم ان انتوا كيف تاخدوا الأساسيات
+
+95
+00:06:40,670 --> 00:06:43,930
+أو المفاهيم الأساسية عشان نعمل تصميم لهذه ال
+
+96
+00:06:43,930 --> 00:06:47,070
+agents بحيث ان هو يحل مشاكل معينة طبعا ال agent
+
+97
+00:06:47,070 --> 00:06:51,170
+بشكل أساسي لو كان بيشتغل في بيئة محددة بيكون أدائه
+
+98
+00:06:51,170 --> 00:06:53,390
+ممتاز حتى ممكن ان هو يتفوق على البشر
+
+99
+00:06:57,440 --> 00:07:04,460
+ولكن لو كان بيقدّي مهام متعددة فبيصير أنه في مشكلة
+
+100
+00:07:04,460 --> 00:07:07,900
+في أدائه فبالتالي أنه يعني بيكون أدائه سيئ أسوأ
+
+101
+00:07:07,900 --> 00:07:10,960
+بكتير من البشر هذا الكلام هنشوفه في ال state of
+
+102
+00:07:10,960 --> 00:07:15,460
+the art يعني بطبيعة الحالة الآن بعد هيك هننتقل
+
+103
+00:07:15,460 --> 00:07:18,760
+لموضوع ال problem solvingأنا معنى أنه أنا أربطلكم
+
+104
+00:07:18,760 --> 00:07:21,420
+المواضيع مع بعض بحيث أنه احنا أنتوا تفهموا أنه
+
+105
+00:07:21,420 --> 00:07:25,200
+احنا ليش بناخد هذا ال .. يعني ترتيب المواضيع بهذا
+
+106
+00:07:25,200 --> 00:07:29,180
+الشكل طبعا ال problem solving يعني شغل أساسية أنه
+
+107
+00:07:29,180 --> 00:07:32,540
+هنا أحل مشاكل من الذكاء لأن ال agents هذه أنا
+
+108
+00:07:32,540 --> 00:07:35,240
+بديها أن ال robot هذا يحللي مشاكل معينة أو ال
+
+109
+00:07:35,240 --> 00:07:38,740
+chatbot أو ال software هذا بديها يحللي مشاكل معينة
+
+110
+00:07:38,740 --> 00:07:43,080
+فبناخد إيش هي طرق حل المشاكلطبعا من احد طرق حل
+
+111
+00:07:43,080 --> 00:07:47,380
+المشاكل اللي هي انه ممكن انه نعمل انه solve ال
+
+112
+00:07:47,380 --> 00:07:52,600
+problem by search algorithm فبالتالي احنا هنستخدم
+
+113
+00:07:52,600 --> 00:07:55,540
+ال search algorithm عشان نعمل solve لل problems
+
+114
+00:07:55,540 --> 00:08:00,820
+فعشان هيك هذا الكلام ممكن انه احنا
+
+115
+00:08:11,580 --> 00:08:18,180
+solve problem by search ماعرفاش خليني أعمل أحمر
+
+116
+00:08:18,180 --> 00:08:28,020
+لإنه أفضل في
+
+117
+00:08:28,020 --> 00:08:32,380
+هذا الموضوع احنا هنركز انه نعمل formulation
+
+118
+00:08:32,380 --> 00:08:37,920
+formulate problems
+
+119
+00:08:41,280 --> 00:08:46,220
+as a search problem
+
+120
+00:08:46,220 --> 00:08:50,060
+يعني
+
+121
+00:08:50,060 --> 00:08:53,600
+إنصيغ المشاكل اللي إحنا بدنا نحلها as a search
+
+122
+00:08:53,600 --> 00:08:56,740
+problem إذا أنا رجحت في هذه الصياغة معناه ذلك إن
+
+123
+00:08:56,740 --> 00:09:02,100
+أنا بستطيع أنه أستخدم
+
+124
+00:09:02,100 --> 00:09:03,800
+ال search algorithms
+
+125
+00:09:13,300 --> 00:09:16,420
+فهذه هي الفكرة في الموضوع طبعا إيش أنا فيه عندى في
+
+126
+00:09:16,420 --> 00:09:19,520
+ال search algorithms أنا عندى هي listed هنا أنا
+
+127
+00:09:19,520 --> 00:09:21,980
+عندى ال breeders first search ال uniform search ال
+
+128
+00:09:21,980 --> 00:09:27,920
+depth first search إلى آخرى لغاية لما نصل لل a
+
+129
+00:09:27,920 --> 00:09:32,080
+stars ال a stars search و ال heuristics فبالتالي
+
+130
+00:09:32,080 --> 00:09:36,480
+إنه هذه هي الفكرة من هذا الموضوع فيفترض إنه بعض ال
+
+131
+00:09:36,480 --> 00:09:39,460
+search algorithms هذه مرت عليكم طبعا هنشرحها
+
+132
+00:09:39,460 --> 00:09:44,060
+بالتفصيلهنشوف كيف إحنا ممكن نستخدمها إنه نطبقها
+
+133
+00:09:44,060 --> 00:09:50,140
+على .. نستخدمها في حال المشاكل بعد هيك بدنا نتطرق
+
+134
+00:09:50,140 --> 00:09:53,340
+لموضوع ال game playing طبعا ال game playing إنه
+
+135
+00:09:53,340 --> 00:09:56,570
+أنا يعني بطبيعة الحال بدي ألعب ضد ال computerلما
+
+136
+00:09:56,570 --> 00:09:59,810
+أنا ألعب ضد الكمبيوتر بيتطلب إنه يكون في عنده ذكاء
+
+137
+00:09:59,810 --> 00:10:04,410
+فإيش ال algorithms المناسبة بحيث إنه أقدر إنه أنا
+
+138
+00:10:04,410 --> 00:10:07,390
+أتنافس أو ألعب ضد الكمبيوتر؟ طبعا الفكرة الأساسية
+
+139
+00:10:07,390 --> 00:10:11,390
+في هذه ال algorithms إنه ال algorithms هذه تبعت
+
+140
+00:10:11,390 --> 00:10:15,550
+الكمبيوتر اللي بتلعب ضدي إنه هي برضه بتستخدم
+
+141
+00:10:15,550 --> 00:10:20,650
+search وعلشان بتعمل search على شغل تانيإنه اتزود
+
+142
+00:10:20,650 --> 00:10:24,890
+فرص الفوز تبعتها و اتقلل فرص الفوز تبعتي فبالتالي
+
+143
+00:10:24,890 --> 00:10:27,810
+صارت سيرش problem فبالتالي ممكن أن أنا أستخدمها في
+
+144
+00:10:27,810 --> 00:10:31,410
+ال game أي game ان انتوا لعبتوا فيها بينطبق عليها
+
+145
+00:10:31,410 --> 00:10:35,970
+هذا الكلام غالبا انه انا ممكن يعني اطبق عليها ال
+
+146
+00:10:35,970 --> 00:10:38,510
+algorithms الخاصة بال game playing و انه تسير
+
+147
+00:10:41,440 --> 00:10:45,280
+إنه أنا يعني إنه تصير ذكية وإنه ممكن إن هي تلعب ضد
+
+148
+00:10:45,280 --> 00:10:48,920
+الإنسان بعد هيك بدنا ننتقل ل ال expert systems
+
+149
+00:10:48,920 --> 00:10:53,020
+وتحديدا بدنا نحكي على ال rule based expert systems
+
+150
+00:10:53,020 --> 00:10:58,620
+إن أنا عندي هنا موضوع ال rule based expert systems
+
+151
+00:10:58,620 --> 00:11:02,340
+طبعا مفهوم ال expert systems إنه
+
+152
+00:11:10,590 --> 00:11:16,610
+Expert system معناها إنه نظام خبير بيحكي
+
+153
+00:11:16,610 --> 00:11:19,770
+خبرة الإنسان طبعا الإنسان في عنده خبرة بعد ما
+
+154
+00:11:19,770 --> 00:11:22,430
+يتقدم في مرحلة معينة من العمر بيصير في عنده خبرة
+
+155
+00:11:22,430 --> 00:11:27,710
+في مواضيع محددة متخصصة يعني إزاي بيكون إنه خبير في
+
+156
+00:11:27,710 --> 00:11:31,510
+الطب طبيب أو خبير في القانون محامي فبالتالي إنه هي
+
+157
+00:11:31,510 --> 00:11:36,970
+المقصود بالخبرة في هذا الباب بنشوف إيش هي الآليات
+
+158
+00:11:37,440 --> 00:11:40,620
+اللي احنا ممكن نبني فيها نظام خبير software يعني
+
+159
+00:11:40,620 --> 00:11:44,700
+بيحكي خبرة الإنسان في مجال معين يعني بمعنى آخر انه
+
+160
+00:11:44,700 --> 00:11:49,020
+انا ممكن ابني software انه يحل محال الطبيب طبعا
+
+161
+00:11:49,020 --> 00:11:51,620
+هذا النظام انه rule based معناه ذلك انه rule based
+
+162
+00:11:51,620 --> 00:11:56,220
+انه بيشتغل من نظام if then
+
+163
+00:11:58,280 --> 00:12:00,460
+إنه أنا فيه عندى هنا condition إذا اتحقق ال
+
+164
+00:12:00,460 --> 00:12:03,940
+condition بده يطبق شغل معينة يعني على سبيل المثال،
+
+165
+00:12:03,940 --> 00:12:08,320
+مثال ببسط جدا إنه الطبيب شو بيسوي في التشخيص بيبدأ
+
+166
+00:12:08,320 --> 00:12:11,740
+يسألني مجموعة من الأسئلة إنه إذا كان في عنده حرارة
+
+167
+00:12:11,740 --> 00:12:14,540
+وكان في عنده كحة فبالتالي بيكون التشخيص كذا
+
+168
+00:12:14,540 --> 00:12:18,290
+فبالتالي هي عبارة عن rulesوكذلك في القانون برضه
+
+169
+00:12:18,290 --> 00:12:21,250
+نفس الفكرة فبالتالي بيشوف إيش هي الحالات أو ال
+
+170
+00:12:21,250 --> 00:12:26,310
+cases اللي بينطبق على ال .. ال .. ال .. الحالة
+
+171
+00:12:26,310 --> 00:12:29,650
+اللي موجودة عنده و فبالتالي إنه بيطلع توصية في
+
+172
+00:12:29,650 --> 00:12:34,950
+القانون بطريقة معينة بعد هيك بنتقل لموضوع الـ
+
+173
+00:12:34,950 --> 00:12:39,950
+fuzzy expert systems تمام؟
+
+174
+00:12:39,950 --> 00:12:42,610
+ال fuzzy .. مفهوم ال fuzzy systems
+
+175
+00:12:48,980 --> 00:12:51,620
+إنه أنا بدي أشتغل مع الأنظمة الضبابية
+
+176
+00:13:02,000 --> 00:13:05,540
+طبعاً مفهوم الأنظمة الضبابية أنه يعني في بعض
+
+177
+00:13:05,540 --> 00:13:07,760
+الأحيان أو في أغلب الأحيان بتكون أنا عندي
+
+178
+00:13:07,760 --> 00:13:11,320
+المعلومات ضبابية مش واضحة زي إيش يعني ضبابية يعني
+
+179
+00:13:11,320 --> 00:13:15,800
+على سبيل المثال أنه .. أنه أنا في عندي حرارة بس مش
+
+180
+00:13:15,800 --> 00:13:20,460
+كتير أو في عندي كحة بس السعلة هادة مش قويةأو سعلة
+
+181
+00:13:20,460 --> 00:13:23,640
+خفيفة فبالتالي إن أنا بتتعامل مع المعلومات هذه
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+182
+00:13:23,640 --> 00:13:29,080
+الضبابية فبنشوف إيش هي ال theory أو النظريات
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+183
+00:13:29,080 --> 00:13:33,380
+الموجودة في ال fuzzy logic أو المنطق الضبابي هو
+
+184
+00:13:33,380 --> 00:13:41,420
+فعليا إنه يعني هذا إنه fuzzy logic المنطق
+
+185
+00:13:41,420 --> 00:13:41,960
+الضبابي
+
+186
+00:13:47,410 --> 00:13:50,450
+بحيث إنه نخلّي الـ systems عندها القدرة إن هي
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+187
+00:13:50,450 --> 00:13:53,950
+تتعامل مع المعلومات الضبابية أو المعلومات الناقصة
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+188
+00:13:53,950 --> 00:13:59,490
+فبالتالي بنحسن أدائها في ذل هذه المعلومات بعد هيك
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+189
+00:13:59,490 --> 00:14:04,690
+هننتقل لموضوع كتير مهم جدا جدا وهو الـ Artificial
+
+190
+00:14:04,690 --> 00:14:12,910
+Neural Networks طبعا شو علاقتها بالذكاء الاصطناعي؟
+
+191
+00:14:12,910 --> 00:14:15,390
+طبعا الـ Neural Networks معناها الشبكات العصبية
+
+192
+00:14:15,390 --> 00:14:16,070
+الاصطناعية
+
+193
+00:14:27,900 --> 00:14:32,560
+تمام الشبكات الاصطناعية ال .. يعني .. يعني هو ..
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+194
+00:14:32,560 --> 00:14:36,460
+هو فعليا يعني لما يصير في عندي تفكير لطريقة ..
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+195
+00:14:36,460 --> 00:14:39,460
+يعني احنا كيف ممكن انه احنا نخلي الآلات ذكية
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+196
+00:14:39,460 --> 00:14:43,660
+الذكية وين موجودة انا عندي؟ في عقل الإنسان وعقل
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+197
+00:14:43,660 --> 00:14:46,560
+الإنسان منيش مكون؟ من ملايين الخلايا العصبية
+
+198
+00:14:46,560 --> 00:14:50,080
+والخلايا العصبية انت بتعرفوا ان انا في .. فيها
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+199
+00:14:50,080 --> 00:14:56,460
+مستقبلاتتمام؟ إنه هذه إنه فيها مستقبلات تمام؟
+
+200
+00:14:56,460 --> 00:15:00,920
+وفيها ناقل بينقل الإشارة بينقلها لخلايا عصبية أخرى
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+201
+00:15:00,920 --> 00:15:07,300
+فبالتالي صار في عندنا استيحاء من طريقة تركيب دماغ
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+202
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+الإنسان إنه مجوّن من خلايا عصبية إنه إحنا بنعمل
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+203
+00:15:11,700 --> 00:15:15,900
+خلايا عصبية إصطناعية Artificial فبالتالي بدنا نعمل
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+204
+00:15:15,900 --> 00:15:19,720
+شبكة عصبية إصطناعية إنه هي عبارة عن مجموعة من الـ
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+205
+00:15:19,720 --> 00:15:25,000
+neurons هذه بنسميها neuronتمام نيرون يعني خلية
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+206
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+عصبية تمام و هذه الخلايا العصبية بدنا نشبكها مع
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+207
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+بعض بهذا الشكل طبعا
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+208
+00:15:39,680 --> 00:15:43,420
+كلها مشاربكة مع بعض فبالتالي بتاخد المفتقبلات و
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+209
+00:15:43,420 --> 00:15:50,330
+بتعمل عمليات حسابية معينةطبعا الخلايا العصبية ال
+
+210
+00:15:50,330 --> 00:15:54,910
+.. ال .. ال biologية كيف بتشتغل؟ إنه هي بتشتغل إنه
+
+211
+00:15:54,910 --> 00:15:57,830
+بتنقل إشارات كهرو كيميائية إنه بيصير في أنا عندي
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+212
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+تفاعلات كيميائية و بناء عليها بتنقل الإشارة
+
+213
+00:16:01,350 --> 00:16:04,750
+فبالتالي بدنا نعمل محاكاة لهذه الشغلة إنه أنا بدي
+
+214
+00:16:04,750 --> 00:16:08,250
+يكون في عندي عملية رياضية أو حسابية هنا معينة طبعا
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+215
+00:16:08,250 --> 00:16:12,450
+في عمليات حسابية مختلفة هنشوف إيش هيوبالتالي
+
+216
+00:16:12,450 --> 00:16:15,290
+الناتج تبعها بتروح بتنقلها للـ neurons التانية
+
+217
+00:16:15,290 --> 00:16:19,870
+اللي وراها وهكذا لغاية لما تطلع ليه يعني الناتج
+
+218
+00:16:19,870 --> 00:16:23,110
+النهائي أو المخرج النهائي طبعا شو الهدف من هذه
+
+219
+00:16:23,110 --> 00:16:26,670
+الشغلاء أنه نفس الاشي أنه هي تحللي مشاكل أنه هي
+
+220
+00:16:26,670 --> 00:16:31,190
+تعرف أنه هي تصنف مثلا لوحدها لأنه أنا عندي القدرة
+
+221
+00:16:31,190 --> 00:16:34,220
+على التصنيف أنه أنا ممكن أجيأطلّع على ال objects
+
+222
+00:16:34,220 --> 00:16:38,700
+الموجودة عندي أنا أعرف أن هذا كرسي، هذا طاولة، هذا
+
+223
+00:16:38,700 --> 00:16:45,340
+حقيبة و هكذا فبالتالي أنه الوظائف تبعتها هي حل
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+224
+00:16:45,340 --> 00:16:52,220
+المشاكل بالإضافة لأنها تتعرف على ألمات معينة وتحكي
+
+225
+00:16:52,220 --> 00:16:53,640
+ذكاء الإنسان
+
+226
+00:16:56,270 --> 00:17:03,450
+بعد هيك هننتقل لخوارزميات الجينية الموضوع اللي بعد
+
+227
+00:17:03,450 --> 00:17:08,490
+هذا هننتقل لخوارزميات الجينية genetic algorithms
+
+228
+00:17:31,310 --> 00:17:34,370
+طبعا الفكرة الأساسية تبعتها برضه مستوحاة من الـ
+
+229
+00:17:34,370 --> 00:17:38,130
+Biology من الأحياء، من علم الأحياء إنه كيف بيصير
+
+230
+00:17:38,130 --> 00:17:42,250
+فيه تطور للجينات
+
+231
+00:17:42,920 --> 00:17:47,580
+جيل بعد جيل بيصير بالظبط أنه بيصير في نوعين دي
+
+232
+00:17:47,580 --> 00:17:53,360
+تواعي يعني أنه وراثة من من من سلالة لسلالة أخرى
+
+233
+00:17:53,360 --> 00:17:57,040
+بحيث أنه السلالة الجديدة تكون أدائها أفضل من
+
+234
+00:17:57,040 --> 00:18:01,200
+السلالة اللي قبلها أنها تتكيف أكتر مع البيئة اللي
+
+235
+00:18:01,200 --> 00:18:05,180
+موجودة فيها طبعا شو الهدف منها نفس الفكرة أنه
+
+236
+00:18:05,180 --> 00:18:06,240
+problem solving
+
+237
+00:18:11,810 --> 00:18:14,870
+فبالتالي هي فعليا إن إحنا ممكن نستخدمها في حل
+
+238
+00:18:14,870 --> 00:18:18,490
+مشاكل معينة، هنشوف إيش الخطوة طبعة الخوارزمية،
+
+239
+00:18:18,490 --> 00:18:25,070
+هتبقى نطبق عليها أمثلة، آخر إشي هنحكي عن موضوع أو
+
+240
+00:18:25,070 --> 00:18:28,210
+يعني الإشي المقبل الأخير، هنحكي عن الـHybrid
+
+241
+00:18:28,210 --> 00:18:30,550
+Intelligent Systems أو الـHybrid Systems
+
+242
+00:18:43,200 --> 00:18:51,660
+الأنظمة الهجينة هجينة
+
+243
+00:18:51,660 --> 00:18:57,630
+بمعنى اخر ان انا بدي اخد اكتر منشغلة من الشغلات
+
+244
+00:18:57,630 --> 00:18:59,890
+اللي احنا أخدناها اللي بدنا ناخدها يعني أو
+
+245
+00:18:59,890 --> 00:19:03,330
+الذكرناها سابقا و ندمجها مع بعض بحيث أنه يكون في
+
+246
+00:19:03,330 --> 00:19:07,190
+عندي شغلة هجينة بهدف أنه أنا بدي أخد قوة مثلا على
+
+247
+00:19:07,190 --> 00:19:10,410
+سبيل المثال بدي أدمج بين الـ neural networks و ال
+
+248
+00:19:10,410 --> 00:19:14,570
+genetic algorithms أخد قوة هاي و قوة هاي بحيث أنه
+
+249
+00:19:14,570 --> 00:19:18,730
+يطلع systems أدائه أفضل أدائه أحسن أحسن الأداء
+
+250
+00:19:19,990 --> 00:19:23,230
+تمام؟ بعد هيك أخر موضوع ممكن أنه احنا ناخد بعض
+
+251
+00:19:23,230 --> 00:19:27,550
+التطبيقات في ال natural language processing أنه
+
+252
+00:19:27,550 --> 00:19:32,070
+نشوف كيف ممكن يعني إيش هي ال tasks اللي مستخدمة في
+
+253
+00:19:32,070 --> 00:19:34,610
+ال natural language processing وإنه كيف ممكن نطبق
+
+254
+00:19:34,610 --> 00:19:38,330
+الذكاء الاصطناعي فيها يعني إنه بشكل عام يعني إنه
+
+255
+00:19:38,330 --> 00:19:40,110
+في ال NLP
+
+256
+00:19:43,860 --> 00:19:49,340
+توزيع العلامات، حنا يعني امتحان نصفي تلاتين،
+
+257
+00:19:49,340 --> 00:19:55,720
+امتحان نهائي خمسين، هيكون عشرين علامة عندي على ال
+
+258
+00:19:55,720 --> 00:20:00,150
+activities و ال assignments طبعا بطبيعة الحاللأ
+
+259
+00:20:00,150 --> 00:20:06,210
+مافيش lab بس في .. يعني صحيح بالظبط يعني المواضيع
+
+260
+00:20:06,210 --> 00:20:09,930
+هذه اللي ذكرتها كلها سابقا سواء .. سواء يعني هيكون
+
+261
+00:20:09,930 --> 00:20:12,330
+في عندنا tool هيعطيكم tool ان انتوا تشتغلوا عليها
+
+262
+00:20:12,330 --> 00:20:15,190
+و ال tool هذه هيكون في عليها assignment الهدف من
+
+263
+00:20:15,190 --> 00:20:17,690
+ال tool هذه ان انتوا تستوعبوا المفاهيم النظرية
+
+264
+00:20:18,220 --> 00:20:22,180
+تمام؟ واتطبقوا هذا الاشي بشكل فعلا يعني فعلا برسخ
+
+265
+00:20:22,180 --> 00:20:26,320
+المفاهيم النظرية اللي احنا شرحناها يعني هناخد tool
+
+266
+00:20:26,320 --> 00:20:28,780
+في ال .. في ال genetic algorithm هناخد tool في
+
+267
+00:20:28,780 --> 00:20:31,720
+الشبكات العصبية في ال neural networks tool في ال
+
+268
+00:20:31,720 --> 00:20:39,660
+expert systems وأنه تعملوا عليها assignments تمام؟
+
+269
+00:20:39,660 --> 00:20:45,580
+هدف بشكل عام أنه يعني ال course بشكل أساسي أنه
+
+270
+00:20:45,580 --> 00:20:46,140
+المواضيع
+
+271
+00:20:59,540 --> 00:21:02,340
+ممكن اعطيكم نماذج سابقة من امتحانات
+
+272
+00:21:05,690 --> 00:21:09,650
+طيب نبدأ في الموضوع الأول اللي هو الذكاء الاصطناعي
+
+273
+00:21:09,650 --> 00:21:13,450
+طبعا احنا عرفنا يعني هنا حكينا يعني سابقا على
+
+274
+00:21:13,450 --> 00:21:17,630
+اللوح حكينا انه الذكاء يعني تفكير قدر على التعلم
+
+275
+00:21:17,630 --> 00:21:21,830
+حل المشاكل بدنا نشوف هذا الكلام بالتفصيل طبعا
+
+276
+00:21:21,830 --> 00:21:24,730
+بطبيعة الحال انه هذه المواضيع كلها موجودة على
+
+277
+00:21:24,730 --> 00:21:27,390
+المدونة أنا عندي على ال .. زي ما انتوا شايفين هنا
+
+278
+00:21:27,390 --> 00:21:30,250
+فبالتالي انه ممكن تاخدوا مصادر طبيعة ال course
+
+279
+00:21:30,250 --> 00:21:38,750
+كلهاو ال slides و .. و الروابط هذه كلها من هذا ال
+
+280
+00:21:38,750 --> 00:21:45,130
+site تمام ففعليا احنا في ال topics هنا في هذه ال
+
+281
+00:21:45,130 --> 00:21:50,270
+.. ال .. بدنا نبدأ فعليا أنه نبدأ في المحاضرات
+
+282
+00:21:50,270 --> 00:21:53,810
+فبالتالي هناخد أول شغلة introduction أنه إيش هو
+
+283
+00:21:53,810 --> 00:21:58,890
+الذكاء الصناعي نحكي عليه بشكل علمي أكتر فهنا
+
+284
+00:22:01,400 --> 00:22:06,480
+إيش هو الذكاء الاصطناعي؟ فعليا الذكاء الاصطناعي
+
+285
+00:22:06,480 --> 00:22:12,340
+مافيش تعريف formal أنه يعني أنا بدي أرجع أكتب هذه
+
+286
+00:22:12,340 --> 00:22:17,420
+النقاط هنا يعني الذكاء لأنه الذكاء نفسه في حداته
+
+287
+00:22:17,420 --> 00:22:25,660
+في اختلاف يعني طربيا في اختلاف في تعريف الذكاء في
+
+288
+00:22:25,660 --> 00:22:30,430
+حداتهتمام؟ فبالتالي احنا بدنا نركز على ال keywords
+
+289
+00:22:30,430 --> 00:22:36,710
+محددة انه ال AI الذكاء
+
+290
+00:22:36,710 --> 00:22:41,530
+تعلم
+
+291
+00:22:41,530 --> 00:22:45,390
+تفكير
+
+292
+00:22:45,390 --> 00:22:49,170
+الاستذكار
+
+293
+00:22:51,230 --> 00:22:54,150
+ذاكرة أن يكون في عندى القدرة أنه أسترجع معلومات
+
+294
+00:22:54,150 --> 00:22:58,630
+سابقة يعني أن أنا عندى بالإضافة لحل المشاكل هذا
+
+295
+00:22:58,630 --> 00:23:05,410
+الكلام كله بدي أستخدمه عشان أحل المشاكل طيب
+
+296
+00:23:05,410 --> 00:23:10,290
+عيش الموضوع المواضيع ليه؟مرتبطة في الذكاء
+
+297
+00:23:10,290 --> 00:23:14,970
+الاصطناعي يعني على سبيل المثال أنا عندي في في هذه
+
+298
+00:23:14,970 --> 00:23:18,730
+الرسمة بتوضح أن الذكاء الاصطناعي إيش المواضيع
+
+299
+00:23:18,730 --> 00:23:21,450
+المرتبطة فيه يعني على سبيل المثال الـ neural
+
+300
+00:23:21,450 --> 00:23:25,590
+networks أحنا حكيناها شرحنا عنها شو هي المفهوم
+
+301
+00:23:25,590 --> 00:23:28,820
+تبعها في عندي مفهوم ال machine learningإيش هو
+
+302
+00:23:28,820 --> 00:23:31,760
+المفهوم Machine Learning؟ هنشوفه تحت الآن بس بشكل
+
+303
+00:23:31,760 --> 00:23:35,960
+مبسط هو إنه عبارة عن مجموعة من الخوارزميات اللي
+
+304
+00:23:35,960 --> 00:23:39,700
+بتمكن ال machines إنه هي تتعلم من البيانات، إنه
+
+305
+00:23:39,700 --> 00:23:45,540
+أنا بدأت أتعلم يعني task محددة، إنه هي أتصنف أشياء
+
+306
+00:23:45,540 --> 00:23:48,960
+معينة، طبعا بدي يكون في أنا عندي بيانات سابقة
+
+307
+00:23:48,960 --> 00:23:53,800
+تتعلم منها، فبالتالي إنه بيصير في عندها القدر على
+
+308
+00:23:53,800 --> 00:23:57,890
+التصنيف، طبعا ال natural language processingاللي
+
+309
+00:23:57,890 --> 00:24:00,630
+هي المعالجة الطبيعية للغة البشر فبالتالي أنا بيصير
+
+310
+00:24:00,630 --> 00:24:02,910
+في عندي القدرة إن أنا أحكي مع الكمبيوتر وإن هو
+
+311
+00:24:02,910 --> 00:24:07,910
+يفهمني إن أنا أسأله سؤال ويعطيني جواب طبعا ال deep
+
+312
+00:24:07,910 --> 00:24:14,240
+learning هو أسلوب جديد من ال machine learningإنه
+
+313
+00:24:14,240 --> 00:24:20,860
+فعليا إنه بيستخدم يعني .. يعني .. يعني ال machine
+
+314
+00:24:20,860 --> 00:24:23,580
+learning في واحدة من الطرق إن هي فعليا تستخدم
+
+315
+00:24:23,580 --> 00:24:28,660
+الشبكات العصبية، تمام؟ ففعليا ال deep learning إن
+
+316
+00:24:28,660 --> 00:24:33,560
+هي بتستخدم شبكة يعني شبكة عصبية أعمق، يعني هذا
+
+317
+00:24:33,560 --> 00:24:36,160
+بشكل مبسط، هنشوف إيش الفرق بينه وبين ال machine
+
+318
+00:24:36,160 --> 00:24:40,100
+learning الآن، تمام؟ و ال machine learning إنه
+
+319
+00:24:40,100 --> 00:24:44,800
+إحنا ممكن نقسمه supervisedunsupervised
+
+320
+00:24:44,800 --> 00:24:50,100
+reinforcement semi-supervised بشكل أساسي إيش هي
+
+321
+00:24:50,100 --> 00:24:55,020
+هذه الأشياء supervised إنه فعليا إنه أنا بشرف عليه
+
+322
+00:24:55,020 --> 00:25:00,400
+في عملية التعليم unsupervised بيتعلم لوحده طبعا
+
+323
+00:25:00,400 --> 00:25:03,760
+هذا بشكل مبسط هذا الكلام لسه هنشوفه بالتفصيل تحت
+
+324
+00:25:04,740 --> 00:25:08,760
+طبعا reinforcement learning هو اسمه التعليم
+
+325
+00:25:08,760 --> 00:25:11,660
+بالإجبار فهذه المصطلحات أنتم ممكن تسجلوها عندكم
+
+326
+00:25:11,660 --> 00:25:14,480
+أنه supervised learning أنه التعليم بإشراف
+
+327
+00:25:14,480 --> 00:25:20,120
+unsupervised أنه بيتعلم لوحده طبعا بدون إشراف
+
+328
+00:25:20,120 --> 00:25:24,860
+reinforcement learning أنه بيتعلم بالإجبار بمعنى
+
+329
+00:25:24,860 --> 00:25:28,660
+ذلك أنه أنا بتركه في بيئة معينة البيئة هذه لحاله
+
+330
+00:25:28,660 --> 00:25:32,180
+هو بتعلم منها فبالتالي إذا عمل شغل كويسة بعطيله
+
+331
+00:25:32,180 --> 00:25:40,160
+جائزةreward وإذا عمل شغلة سيئة فبعمله عقاب
+
+332
+00:25:40,160 --> 00:25:43,700
+فبالتالي بيكون في عندي punishment هنا يعني زي
+
+333
+00:25:43,700 --> 00:25:49,580
+مفهوم الثواب و العقاب فبالتالي أنه ال agent هذا
+
+334
+00:25:49,580 --> 00:25:54,380
+بيكون في هذه البيئة و بتعلم أنه بجرب و بتعلم لوحده
+
+335
+00:25:54,380 --> 00:25:58,140
+أن هذه الأشياء انه بتحسن أدائي و هذه الأشياء لأ
+
+336
+00:25:58,140 --> 00:26:03,180
+بتنقص من ال score تبعي فبالتالي أنه بتجربهاطبعاً
+
+337
+00:26:03,180 --> 00:26:07,000
+هنا semi-supervised أنه فعلياً أنه بدمج مين هدول
+
+338
+00:26:07,000 --> 00:26:10,740
+التنتينلأنه أنا مثلا بتكون في عندي في حالة معينة
+
+339
+00:26:10,740 --> 00:26:13,300
+أنه بيكون مافيش يعندي بيانات كتيرة مثلا أنه ممكن
+
+340
+00:26:13,300 --> 00:26:17,480
+يبدأ supervised تمام و بعدها أنه ممكن أنه يعتمد
+
+341
+00:26:17,480 --> 00:26:22,800
+على حاله في التعلم البقية أو أنه تصير بشكل متكرر
+
+342
+00:26:22,800 --> 00:26:26,100
+يستخدم
+
+343
+00:26:26,100 --> 00:26:29,080
+البيانات القليلة هادة و يزود فيها لوحده فبالتالي
+
+344
+00:26:29,080 --> 00:26:32,640
+أنه فعليا هو بدمج بين الشغلتين بين ال supervised و
+
+345
+00:26:32,640 --> 00:26:33,360
+ال unsupervised
+
+346
+00:26:37,960 --> 00:26:42,200
+تمام؟ ضايل في عندنا موضوع معين موضوع واحد فقط هنا
+
+347
+00:26:42,200 --> 00:26:45,980
+اللي هو ال computer vision هو فعليا موضوع مهم ال
+
+348
+00:26:45,980 --> 00:26:48,580
+computer vision اللي هو نظام الرؤية باستخدام
+
+349
+00:26:48,580 --> 00:26:53,220
+الحاسوب برضه هنشوفه تحت slide هنشوف شو مفهوم ال
+
+350
+00:26:53,220 --> 00:26:55,920
+computer vision ال computer vision بشكل مبسط أنه
+
+351
+00:26:55,920 --> 00:27:00,500
+بدي أمكن ال computer أنه يصير في عنده إدراك بصري
+
+352
+00:27:03,270 --> 00:27:06,450
+بمعنى آخر أنه تخيلوا أنه أنا في عندي روبوت
+
+353
+00:27:06,450 --> 00:27:09,830
+والروبوت هذا بيكون في عنده نظام رؤية لما يكون ماشي
+
+354
+00:27:09,830 --> 00:27:13,550
+الروبوت هذا وكان في object قدامه بيعمله blocking
+
+355
+00:27:13,550 --> 00:27:20,450
+بيحجب يعني أو بيعيق الحركة عنده فبالتالي أن هو
+
+356
+00:27:20,450 --> 00:27:24,590
+بياخد قرار أنه بده يميل شمال عشان أنه يجنب فلازم
+
+357
+00:27:24,590 --> 00:27:28,570
+يكون في عنده نظام رؤية عشان أن هو يقدر أنه يتفاعل
+
+358
+00:27:28,570 --> 00:27:31,830
+مع البيئة الموجودة حواليه تمام؟
+
+359
+00:27:41,430 --> 00:27:48,990
+طيب هجيت عشان مافيش تعريف formal لل AI في عندي
+
+360
+00:27:48,990 --> 00:27:53,630
+حاجة اسمها اختبار Turing او Turing Test اختبار
+
+361
+00:27:53,630 --> 00:27:54,410
+Turing
+
+362
+00:28:12,120 --> 00:28:15,780
+إيش الفكرة تبعة الاختبار هذا؟ ليش احنا يعني تم إنه
+
+363
+00:28:15,780 --> 00:28:20,060
+تعريف الـ AI إنه باستخدام اختبار وماكانش فيه تعريف
+
+364
+00:28:20,060 --> 00:28:23,400
+إنه formal يعني احنا طبيعة التعريفات إنه الذكاء
+
+365
+00:28:23,400 --> 00:28:26,460
+الاصطناعي هو عبارة عن كذا كذا كذا كذا هذا بيحتمل
+
+366
+00:28:26,460 --> 00:28:29,640
+عدة معاني وفي اختلاف على صيغة التعريف فبالتالي
+
+367
+00:28:29,640 --> 00:28:33,780
+عشان نخرج من هذا المقزق فممكن نقلجأ لهذا الاختبار
+
+368
+00:28:33,780 --> 00:28:40,050
+طبعا «تيورينج» هو عالم رياضيات بريطانييعني أه صار
+
+369
+00:28:40,050 --> 00:28:43,770
+فترة الحرب العالمية التانية وكان يعني بيشتغل كتير
+
+370
+00:28:43,770 --> 00:28:47,970
+في التشفير و هو من أواقل الناس اللي اشتغلت في
+
+371
+00:28:47,970 --> 00:28:50,170
+الموضوع هذا هو وضعت ال «Turing Test» ال «Turing
+
+372
+00:28:50,170 --> 00:28:55,450
+Test» المفهوم تبعه أنه عشان نخرج من مأذق أنه احنا
+
+373
+00:28:55,450 --> 00:28:59,250
+بنا نعرف التعريف ال «AI» تعريف formal فايش ما بنا
+
+374
+00:28:59,250 --> 00:29:02,090
+نسوي، بدنا نعمل اختبار معين، الاختبار هذا فعلا
+
+375
+00:29:02,090 --> 00:29:04,930
+بيقدر نقول أن هذه ال machine intelligent أو لا،
+
+376
+00:29:04,930 --> 00:29:10,390
+فبالتالي أنا في عندي هناA و B و C A عبارة عن
+
+377
+00:29:10,390 --> 00:29:16,290
+evaluator تمام؟ و B هو عبارة عن human و C هو عبارة
+
+378
+00:29:16,290 --> 00:29:22,230
+عن computer تمام؟ إيش ال scenario؟ ال scenario هي
+
+379
+00:29:22,230 --> 00:29:26,130
+مكتوب عندكم هنا عشان هيك مهم جدا إن أنتوا ترجعوا
+
+380
+00:29:26,130 --> 00:29:32,150
+للمدونة هذه مدون فيها كل المعلومات كيف؟
+
+381
+00:29:32,150 --> 00:29:33,210
+ال link هي ال link
+
+382
+00:29:45,780 --> 00:29:55,700
+mksaad.wordpress.com تمام؟
+
+383
+00:29:55,700 --> 00:30:04,600
+إيش السيناريو؟ السيناريو إن ال evaluator بده
+
+384
+00:30:04,600 --> 00:30:09,740
+يختبرطبعا هو يعني بحكي مع ال human و ال computer
+
+385
+00:30:09,740 --> 00:30:14,740
+من خلال terminal إيش مفهوم ال terminal؟ شاشة و
+
+386
+00:30:14,740 --> 00:30:17,700
+keyboard، هاي مفهوم ال terminal، واحدة طرفية إنه
+
+387
+00:30:17,700 --> 00:30:21,500
+شاشة و keyboard، معناه ذلك إن هو فعليا بيشوفوش،
+
+388
+00:30:21,500 --> 00:30:25,120
+فبدوا يحكي مع ال human و بدوا يحكي مع ال computer
+
+389
+00:30:26,820 --> 00:30:32,760
+تمام؟ وإذا فعليا إنه ماقدرش يفرق بين الكمبيوتر و
+
+390
+00:30:32,760 --> 00:30:36,000
+ال human ساعتها بنقدر نقول إنه ال machine high أو
+
+391
+00:30:36,000 --> 00:30:39,700
+الكمبيوتر هذا intelligent عنده ذكاءطبعاً في
+
+392
+00:30:39,700 --> 00:30:42,740
+سيناريوها التانية هذا السيناريو الأبسط الأساسي
+
+393
+00:30:42,740 --> 00:30:45,600
+اللي بيختبر إنه هذه ال machine إنه intelligent ولا
+
+394
+00:30:45,600 --> 00:30:48,520
+لأ إنه أنا بدي أحكي مع ال machine إذا ال machine
+
+395
+00:30:48,520 --> 00:30:51,760
+هادي أنا فكرتها إنه هي عبارة عن إنسان معناه ذلك
+
+396
+00:30:51,760 --> 00:30:55,000
+إنه هي عندها ذكاء وهذا الكلام أنه أنت يعني بتلمسه
+
+397
+00:30:55,000 --> 00:30:57,060
+أن بعض الشركات في عندها في ال support في عندها
+
+398
+00:30:57,060 --> 00:31:01,740
+chat وال chat هذا بيكون أنه AI basedفبالتالي أنا
+
+399
+00:31:01,740 --> 00:31:04,660
+بحكي إنه لو سمحت أنا بدي أحجز تذكرة قطار، كذا،
+
+400
+00:31:04,660 --> 00:31:07,820
+كذا، كذا، بحكيله من وين طالع، على وين ده تروح،
+
+401
+00:31:07,820 --> 00:31:10,080
+الساعة كذا، الساعة كذا، وبيتعامل معايا وبيعملي ال
+
+402
+00:31:10,080 --> 00:31:15,580
+order كله بالكامل، فإذا شعرت إنه هو مش machine،
+
+403
+00:31:15,580 --> 00:31:18,710
+معناه ذلك إنه ال machine هادي intelligentوأنا
+
+404
+00:31:18,710 --> 00:31:22,670
+بالمناسبة ممكن أسأله معلومات أو شغلات مش متعلقة
+
+405
+00:31:22,670 --> 00:31:24,850
+بال task اللي هو بيقوم فيها اللي هي حجز تذكرة
+
+406
+00:31:24,850 --> 00:31:27,750
+القطار أن أنا ممكن أحكيله كيف يعني التقس اليوم
+
+407
+00:31:27,750 --> 00:31:31,470
+جميل صح والمكان اللي أنا هروح فيه انه برد مثلا أو
+
+408
+00:31:31,470 --> 00:31:33,730
+أنه التقس اللي في المكان اللي أنا بدي أروح فيه
+
+409
+00:31:33,730 --> 00:31:37,250
+جميل فبالتالي أنه بيعملي engagement و بتفاعل معايا
+
+410
+00:31:37,250 --> 00:31:45,220
+في في في هذا الإطار يعني طبعا في سيناريو تانيال
+
+411
+00:31:45,220 --> 00:31:56,120
+scenario هذا انه
+
+412
+00:31:56,120 --> 00:32:01,140
+انا في عندى هنا evaluator تمام؟
+
+413
+00:32:01,140 --> 00:32:06,320
+وال evaluator هذا بده
+
+414
+00:32:06,320 --> 00:32:09,700
+ال computer هذا يقنع ال evaluator ان هو عبارة عن
+
+415
+00:32:09,700 --> 00:32:17,260
+manطبعا أن هو عبارة عن يعني أنه يعني human و ال
+
+416
+00:32:17,260 --> 00:32:21,700
+human هذا أن هو فعليا عبارة عن man بس بده يقنع ال
+
+417
+00:32:21,700 --> 00:32:23,340
+evaluator أن هو عبارة عن woman
+
+418
+00:32:26,190 --> 00:32:29,690
+لحظوا كمان مرة بحكي انه احنا بنتعامل مع واحدة
+
+419
+00:32:29,690 --> 00:32:33,710
+طرفية زي كأنه انا بحكي مع واحد على التليفون بحكي
+
+420
+00:32:33,710 --> 00:32:35,950
+مع واحد على التليفون تخيلوا انا لو بدي اتصل على
+
+421
+00:32:35,950 --> 00:32:40,130
+واحد و بدي اهمه ان انا واحدة ست جديش انا ممكن انجح
+
+422
+00:32:40,130 --> 00:32:46,660
+في هذه العملية دقيقة، دقيقتين، مش هطول كتيرلأن هذه
+
+423
+00:32:46,660 --> 00:32:48,960
+الشيءة بتتطلب intelligence إن أنا بدي أغير في نبرة
+
+424
+00:32:48,960 --> 00:32:52,220
+صوتي، بدي أغير في طريقة حكي، تمام؟ بهذا الشكل،
+
+425
+00:32:52,220 --> 00:32:57,360
+فبالتالي إن ال test هذا بدي يكون جداش إن هو ناجح
+
+426
+00:32:57,360 --> 00:33:01,840
+بالسيناريو التاني هذا، إنه بنعتبر إن هذه ال
+
+427
+00:33:01,840 --> 00:33:07,320
+computer إنه intelligent إنه إذا تجاوز الاختبار
+
+428
+00:33:11,440 --> 00:33:16,880
+طيب خلّينا احنا نتوقف هنا عند الـ Turing Test
+
+429
+00:33:16,880 --> 00:33:20,200
+وبدنا نكمل في تعريف الـ AI بدنا نشوف أنواع الـ AI
+
+430
+00:33:20,200 --> 00:33:24,040
+و ال timeline تبعته و نكمل في باقية المواضيع لكن
+
+431
+00:33:24,040 --> 00:33:27,620
+اجمالا احنا يعني عرفنا شو هو مفهوم الذكاء
+
+432
+00:33:27,620 --> 00:33:31,190
+الاصطناعيتمام؟ بشكل أساسي وشوفنا إيش هي المواضيع
+
+433
+00:33:31,190 --> 00:33:34,070
+الأساسية اللي إحنا بدنا ناخدها في هذا ال course
+
+434
+00:33:34,070 --> 00:33:38,690
+تمام؟ وشوفنا بعض العنوان الرئيسية اللي إحنا بدنا
+
+435
+00:33:38,690 --> 00:33:45,890
+نشرحها بالتفصيل فيما بعد لاحقا فإذا
+
+436
+00:33:45,890 --> 00:33:48,210
+أي حد عنده سؤال أو استفسار
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e85bacf0d135fa8506b1b3e4c8104012f787cf0
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.json
@@ -0,0 +1 @@
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0.9207356770833334}], "temperature": 1.0}, {"id": 84, "seek": 202821, "start": 2008.83, "end": 2028.21, "text": "تمام؟ بشكل أساسي وشوفنا إيش هي المواضيع الأساسية اللي إحنا بدنا ناخدها في هذا ال course تمام؟ وشوفنا بعض العنوان الرئيسية اللي إحنا بدنا نشرحها بالتفصيل فيما بعد لاحقا فإذا أي حد عنده سؤال أو استفسار", "tokens": [39237, 10943, 22807, 4724, 8592, 28820, 5551, 3794, 32277, 1829, 4032, 8592, 38688, 8315, 11933, 1829, 8592, 39896, 9673, 2407, 46958, 40228, 16247, 3794, 32277, 10632, 13672, 1829, 11933, 5016, 8315, 47525, 8315, 8717, 47283, 3215, 11296, 8978, 23758, 2423, 1164, 46811, 10943, 22807, 4032, 8592, 38688, 8315, 45030, 11242, 18863, 1863, 2407, 7649, 34892, 19986, 1829, 3794, 10632, 13672, 1829, 11933, 5016, 8315, 47525, 8315, 8717, 46309, 5016, 11296, 20666, 2655, 5172, 9381, 26895, 8978, 15042, 39182, 20193, 5016, 4587, 995, 6156, 28814, 15730, 36632, 11331, 3215, 43242, 3224, 8608, 33604, 6027, 34051, 44713, 36178, 9640], "avg_logprob": -0.08242984724288084, "compression_ratio": 1.849740932642487, "no_speech_prob": 3.159046173095703e-06, "words": [{"start": 2008.83, "end": 2009.33, "word": "تمام؟", "probability": 0.7335611979166666}, {"start": 2009.33, "end": 2009.61, "word": " بشكل", "probability": 0.9783528645833334}, {"start": 2009.61, "end": 2010.03, "word": " أساسي", "probability": 0.9803466796875}, {"start": 2010.03, "end": 2010.35, "word": " وشوفنا", "probability": 0.9156494140625}, {"start": 2010.35, "end": 2010.53, "word": " إيش", "probability": 0.9034830729166666}, {"start": 2010.53, "end": 2010.65, "word": " هي", "probability": 0.8857421875}, {"start": 2010.65, "end": 2011.19, "word": " المواضيع", "probability": 0.9715576171875}, {"start": 2011.19, "end": 2011.79, "word": " الأساسية", "probability": 0.98095703125}, {"start": 2011.79, "end": 2011.93, "word": " اللي", "probability": 0.9423828125}, {"start": 2011.93, "end": 2012.11, "word": " إحنا", "probability": 0.807861328125}, {"start": 2012.11, "end": 2012.49, "word": " بدنا", "probability": 0.953369140625}, {"start": 2012.49, "end": 2013.15, "word": " ناخدها", "probability": 0.9951171875}, {"start": 2013.15, "end": 2013.35, "word": " في", "probability": 0.98388671875}, {"start": 2013.35, "end": 2013.61, "word": " هذا", "probability": 0.9501953125}, {"start": 2013.61, "end": 2013.75, "word": " ال", "probability": 0.93359375}, {"start": 2013.75, "end": 2014.07, "word": " course", "probability": 0.927734375}, {"start": 2014.07, "end": 2015.17, "word": " تمام؟", "probability": 0.9254557291666666}, {"start": 2015.17, "end": 2015.69, "word": " وشوفنا", "probability": 0.982666015625}, {"start": 2015.69, "end": 2015.97, "word": " بعض", "probability": 0.99169921875}, {"start": 2015.97, "end": 2016.43, "word": " العنوان", "probability": 0.7850341796875}, {"start": 2016.43, "end": 2017.05, "word": " الرئيسية", "probability": 0.97998046875}, {"start": 2017.05, "end": 2017.33, "word": " اللي", "probability": 0.989013671875}, {"start": 2017.33, "end": 2017.71, "word": " إحنا", "probability": 0.9563802083333334}, {"start": 2017.71, "end": 2018.69, "word": " بدنا", "probability": 0.978759765625}, {"start": 2018.69, "end": 2019.37, "word": " نشرحها", "probability": 0.996337890625}, {"start": 2019.37, "end": 2020.11, "word": " بالتفصيل", "probability": 0.94609375}, {"start": 2020.11, "end": 2020.57, "word": " فيما", "probability": 0.947265625}, {"start": 2020.57, "end": 2020.85, "word": " بعد", "probability": 0.9716796875}, {"start": 2020.85, "end": 2021.45, "word": " لاحقا", "probability": 0.8504638671875}, {"start": 2021.45, "end": 2025.89, "word": " فإذا", "probability": 0.9383138020833334}, {"start": 2025.89, "end": 2026.49, "word": " أي", "probability": 0.77734375}, {"start": 2026.49, "end": 2026.73, "word": " حد", "probability": 0.827880859375}, {"start": 2026.73, "end": 2027.07, "word": " عنده", "probability": 0.964599609375}, {"start": 2027.07, "end": 2027.43, "word": " سؤال", "probability": 0.9967447916666666}, {"start": 2027.43, "end": 2027.59, "word": " أو", "probability": 0.9482421875}, {"start": 2027.59, "end": 2028.21, "word": " استفسار", "probability": 0.8603515625}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2028.9131875, "duration_after_vad": 1832.668749999995}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..281c35f1fded1540ef4f961861dd13cf2fad309f
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/GEw4GRVd4bI_raw.srt
@@ -0,0 +1,1744 @@
+1
+00:00:05,420 --> 00:00:09,480
+طيب بسم الله الرحمن الرحيم برحم فيكم في course
+
+2
+00:00:09,480 --> 00:00:18,000
+ذكاء الاصطناعي CSCI 4304 طبعا أنا اسمي معتاز خالد
+
+3
+00:00:18,000 --> 00:00:22,500
+ساعد هكون معاكم في هذا ال course طبعا المتطلبات
+
+4
+00:00:22,500 --> 00:00:24,860
+الأساسية عشان تاخدوا هذا ال course لازم يكون في
+
+5
+00:00:24,860 --> 00:00:27,940
+عندكم معرفة بالبرمجة بغض النظر عن اللغة بالإضافة
+
+6
+00:00:27,940 --> 00:00:30,700
+لإنه معرفة في ال data structure أكيد ان انتوا
+
+7
+00:00:30,700 --> 00:00:37,450
+أخدتوها سابقاطبعا بشكل عام ال course هذا بي .. بي
+
+8
+00:00:37,450 --> 00:00:40,610
+.. بيركز على المفاهيم الأساسية في الذكاء الاصطناعي
+
+9
+00:00:40,610 --> 00:00:45,710
+و هنفهم إيش معناه، إيش حالة الذكاء الاصطناعي
+
+10
+00:00:45,710 --> 00:00:48,970
+موجودة حاليا، بعدها هنتطرق في المواضيع العلمية
+
+11
+00:00:48,970 --> 00:00:53,270
+لغاية لما نصل لمواضيع متقدمة زي ال self-driving
+
+12
+00:00:53,270 --> 00:01:00,010
+car أو السيارات ذاتية القيادةبخصوص الكتاب المقرر
+
+13
+00:01:00,010 --> 00:01:03,570
+احنا فيه عندنا كتابين فيه عندنا هذا الكتاب
+
+14
+00:01:03,570 --> 00:01:06,850
+Artificial Intelligence Intelligent Systems
+
+15
+00:01:06,850 --> 00:01:12,070
+Approach طبعا الطابعة التالتة سنة 2011 والكتاب
+
+16
+00:01:12,070 --> 00:01:15,030
+التاني اللي هو Artificial Intelligence a Modern
+
+17
+00:01:15,030 --> 00:01:20,410
+Approach طبعا كذلك الطابعة التالتة نسخة 2017 طبعا
+
+18
+00:01:20,410 --> 00:01:22,990
+هدول التانين من أفضل الكتب في الذكاء الاصطناعي
+
+19
+00:01:22,990 --> 00:01:28,020
+وانا هاخد مواضيع من هدول الكتابينوهما الكتب الأوسع
+
+20
+00:01:28,020 --> 00:01:32,060
+انتشاراً طبعا هذا الكتاب اللي هو Artificial
+
+21
+00:01:32,060 --> 00:01:39,740
+Intelligence Modern Approach لـ Russell وحاليا
+
+22
+00:01:39,740 --> 00:01:45,000
+فيه يعني شغل على نسخة 2020 فماعرفش إذا طلعت يعني
+
+23
+00:01:45,000 --> 00:01:48,300
+في نهاية ال course وإحنا ممكن إنه برضه كذلك إنه
+
+24
+00:01:49,480 --> 00:01:54,600
+نعتمدها في .. في هذا ال course بدل هذه النسخة طبعا
+
+25
+00:01:54,600 --> 00:01:58,020
+المواضيع اللي احنا هنغطيها هنمشي عليها طبعا
+
+26
+00:01:58,020 --> 00:02:02,880
+بالتدرج أول حاجة هنبدأ في مقدمةعن الذكاء
+
+27
+00:02:02,880 --> 00:02:05,720
+الاصطناعي، إيش هو الذكاء الاصطناعي؟ بعدها هنشوف شو
+
+28
+00:02:05,720 --> 00:02:08,440
+حالة الـ state of the art المقصود في ال state of
+
+29
+00:02:08,440 --> 00:02:12,340
+the art هو اللي هو أحدث ما توصل إليه العلم في
+
+30
+00:02:12,340 --> 00:02:15,840
+الذكاء الاصطناعي، فهنشوف فعليًا شو حالة الذكاء
+
+31
+00:02:15,840 --> 00:02:18,680
+الاصطناعي الآن، هل هو فعلا متقدم، بيحل مشاكل
+
+32
+00:02:18,680 --> 00:02:24,300
+معقدة، لسه أحنا قدامنا كتير عشان أننا نتطور، هنشوف
+
+33
+00:02:24,300 --> 00:02:30,970
+إيش الوضع، بعد هيك هننتقل لالـ intelligent agents
+
+34
+00:02:30,970 --> 00:02:35,670
+مفهوم الـ agent في حد ذاته agent يعني وكيل الوكيل
+
+35
+00:02:35,670 --> 00:02:40,350
+هو عبارة عن شخص أو يعني شيء بتوكله أنه يقوم بمهام
+
+36
+00:02:40,350 --> 00:02:45,310
+محددة طبعا ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+37
+00:02:45,310 --> 00:02:45,430
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+38
+00:02:45,430 --> 00:02:45,450
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+39
+00:02:45,450 --> 00:02:45,670
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+40
+00:02:45,670 --> 00:02:46,950
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+41
+00:02:46,950 --> 00:02:48,930
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+42
+00:02:48,930 --> 00:02:48,990
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+43
+00:02:48,990 --> 00:02:49,510
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال ..
+
+44
+00:02:49,510 --> 00:02:49,590
+ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+45
+00:02:49,590 --> 00:02:53,050
+.. ال .. ال .. ال .. ال .. ال .. ال .. ال
+
+46
+00:03:00,510 --> 00:03:04,910
+game playing هناخد ال rule based expert system إلى
+
+47
+00:03:04,910 --> 00:03:08,710
+آخرى من الموضوع خلّينا أنه احنا نفصل شوية أنه احنا
+
+48
+00:03:08,710 --> 00:03:12,390
+فعليا نعرف إيش هو الذكاء فعليا الذكاء يعني بشكل
+
+49
+00:03:12,390 --> 00:03:17,350
+مختصر لو قلنا حكينا إنه الذكاء لو طلبنا انه نشوف
+
+50
+00:03:17,350 --> 00:03:21,370
+إيش هو تعريفه أنه في عندي AI Artificial
+
+51
+00:03:21,370 --> 00:03:26,690
+Intelligence فلو أحنا أخدنا الكلمة هذه إنه أنه
+
+52
+00:03:26,690 --> 00:03:27,470
+عندي الذكاء
+
+53
+00:03:30,410 --> 00:03:38,890
+تمام؟ هذه الذكاء و الاصطناعي تمام؟
+
+54
+00:03:38,890 --> 00:03:43,750
+شو تعريف الذكاء؟ بغض النظر إنه اصطناعي أو مش
+
+55
+00:03:43,750 --> 00:03:48,810
+اصطناعي بشكل عام يعني يعني إنه يكون في عندنا
+
+56
+00:03:48,810 --> 00:03:54,930
+القدرة على التعلم عدة كلمات مفتاحية تمام؟ التفكير
+
+57
+00:03:58,970 --> 00:04:03,690
+كذلك إنه يكون في عنده ذاكرة بده يستخدم هذه الأشياء
+
+58
+00:04:03,690 --> 00:04:08,990
+كلها لحل مشاكل problem
+
+59
+00:04:08,990 --> 00:04:13,910
+solving حل مشاكل يبقى هنا learning thinking فينا
+
+60
+00:04:13,910 --> 00:04:16,830
+عنده هنا memory بالإضافة ل problem solving
+
+61
+00:04:16,830 --> 00:04:20,930
+فبالتالي إنه فعليا إنه احنا بنتعلم من البيئة اللي
+
+62
+00:04:20,930 --> 00:04:24,650
+موجودة يعني موجودة حاليا عندنا بحيث إنه احنا نحسن
+
+63
+00:04:24,650 --> 00:04:30,120
+أدائنا وإنهأكيد بيلزمني ذاكرة و بفكر عشان أنه أنا
+
+64
+00:04:30,120 --> 00:04:33,360
+أحل المشاكل طبعا إصطناعي Artificial بمعنى ذلك أنه
+
+65
+00:04:33,360 --> 00:04:36,120
+أحنا بنحاول أن هذه الأشياء اللي موجودة عند الإنسان
+
+66
+00:04:36,120 --> 00:04:38,940
+أن أحنا ننقلها ل ال machines الألات
+
+67
+00:04:44,720 --> 00:04:49,120
+تمام؟ فمعنى ذلك أنه بدنا نخلي القدرة عند الآلات
+
+68
+00:04:49,120 --> 00:04:53,560
+أنهي تفكر عشان أنهي تحل مشاكل بالظبط أنه يكون في
+
+69
+00:04:53,560 --> 00:04:59,580
+عندها يعني ذكاء مثل الإنسان بالظبططيب، هذا تعريف
+
+70
+00:04:59,580 --> 00:05:02,960
+الذكاء بشكل عام هاجات احنا هنتشوف يعني ندخل في
+
+71
+00:05:02,960 --> 00:05:06,060
+تفاصيل فيه أكتر في الذكاء يعني في المحاضرة حاليًا،
+
+72
+00:05:06,060 --> 00:05:08,900
+تمام؟ بس أنا حابب أمشي على ال outline هيك بشكل
+
+73
+00:05:08,900 --> 00:05:12,560
+سريع عشان انه يعني هو مرتبط بهذه الأشياء يعني،
+
+74
+00:05:12,560 --> 00:05:16,220
+فيعني على سبيل المثال أن الموضوع التاني اللي احنا
+
+75
+00:05:16,220 --> 00:05:19,120
+أو الموضوع التالت اللي هو الـ Intelligent Agents
+
+76
+00:05:19,120 --> 00:05:23,020
+أنه فعليًا أنه أنا بديكون في عندي agent، ال agent
+
+77
+00:05:23,020 --> 00:05:26,490
+هذا بديكون يا إما hardwareفبالتالي هيكون عبارة عن
+
+78
+00:05:26,490 --> 00:05:32,470
+robot فبالتالي هنا ممكن أحكي أن ال agent إما
+
+79
+00:05:32,470 --> 00:05:37,550
+hardware فبالتالي هيكون عبارة عن robot أو software
+
+80
+00:05:37,550 --> 00:05:42,470
+فبالتالي هيكون عبارة عن يعني شغل برمجية يعني مثل
+
+81
+00:05:42,470 --> 00:05:46,510
+يعني حسب نوع التطبيق يعني مثلا زي ال chat bot
+
+82
+00:05:46,510 --> 00:05:49,830
+تمام؟
+
+83
+00:05:49,830 --> 00:05:52,330
+أو يعني ال help desk
+
+84
+00:05:55,150 --> 00:06:00,710
+ممكن أننا نستخدمه في ال support أو أي software ذكي
+
+85
+00:06:00,710 --> 00:06:03,730
+أو زي مثلا انه زي ال face app أكيد
+
+86
+00:06:06,830 --> 00:06:10,030
+أكيد سمعتوا على هذا التطبيق طبعا بيستخدم وراء
+
+87
+00:06:10,030 --> 00:06:14,410
+الذكاء الاصطناعي بحيث أنه يعمل إعادة تكوين للوجوه
+
+88
+00:06:14,410 --> 00:06:18,550
+بعد فترة زمانية معينة فبالتالي أنه يعني ال agent
+
+89
+00:06:18,550 --> 00:06:21,490
+أي مفهوم ال agent لما أحكي إن أنا agent طبعا ال
+
+90
+00:06:21,490 --> 00:06:26,370
+agent هذا هيحكي أو هيشتغل في بيئة معينة فحنشوف كيف
+
+91
+00:06:26,370 --> 00:06:29,290
+بدنا نعمل design لهذا ال agent فبالتالي هنا
+
+92
+00:06:29,290 --> 00:06:32,150
+الموضوع هذا اللي إحنا هنحكي فيه ال intelligent
+
+93
+00:06:32,150 --> 00:06:36,150
+agent إننا نشوف كيف نعمل designللـ agent هذا
+
+94
+00:06:36,150 --> 00:06:40,670
+فبالتالي انتم مهمتكم ان انتوا كيف تاخدوا الأساسيات
+
+95
+00:06:40,670 --> 00:06:43,930
+أو المفاهيم الأساسية عشان نعمل تصميم لهذه ال
+
+96
+00:06:43,930 --> 00:06:47,070
+agents بحيث ان هو يحل مشاكل معينة طبعا ال agent
+
+97
+00:06:47,070 --> 00:06:51,170
+بشكل أساسي لو كان بيشتغل في بيئة محددة بيكون أدائه
+
+98
+00:06:51,170 --> 00:06:53,390
+ممتاز حتى ممكن ان هو يتفوق على البشر
+
+99
+00:06:57,440 --> 00:07:04,460
+ولكن لو كان بيقدّي مهام متعددة فبيصير أنه في مشكلة
+
+100
+00:07:04,460 --> 00:07:07,900
+في أدائه فبالتالي أنه يعني بيكون أدائه سيئ أسوأ
+
+101
+00:07:07,900 --> 00:07:10,960
+بكتير من البشر هذا الكلام هنشوفه في ال state of
+
+102
+00:07:10,960 --> 00:07:15,460
+the art يعني بطبيعة الحالة الآن بعد هيك هننتقل
+
+103
+00:07:15,460 --> 00:07:18,760
+لموضوع ال problem solvingأنا معنى أنه أنا أربطلكم
+
+104
+00:07:18,760 --> 00:07:21,420
+المواضيع مع بعض بحيث أنه احنا أنتوا تفهموا أنه
+
+105
+00:07:21,420 --> 00:07:25,200
+احنا ليش بناخد هذا ال .. يعني ترتيب المواضيع بهذا
+
+106
+00:07:25,200 --> 00:07:29,180
+الشكل طبعا ال problem solving يعني شغل أساسية أنه
+
+107
+00:07:29,180 --> 00:07:32,540
+هنا أحل مشاكل من الذكاء لأن ال agents هذه أنا
+
+108
+00:07:32,540 --> 00:07:35,240
+بديها أن ال robot هذا يحللي مشاكل معينة أو ال
+
+109
+00:07:35,240 --> 00:07:38,740
+chatbot أو ال software هذا بديها يحللي مشاكل معينة
+
+110
+00:07:38,740 --> 00:07:43,080
+فبناخد إيش هي طرق حل المشاكلطبعا من احد طرق حل
+
+111
+00:07:43,080 --> 00:07:47,380
+المشاكل اللي هي انه ممكن انه نعمل انه solve ال
+
+112
+00:07:47,380 --> 00:07:52,600
+problem by search algorithm فبالتالي احنا هنستخدم
+
+113
+00:07:52,600 --> 00:07:55,540
+ال search algorithm عشان نعمل solve لل problems
+
+114
+00:07:55,540 --> 00:08:00,820
+فعشان هيك هذا الكلام ممكن انه احنا
+
+115
+00:08:11,580 --> 00:08:18,180
+solve problem by search ماعرفاش خليني أعمل أحمر
+
+116
+00:08:18,180 --> 00:08:28,020
+لإنه أفضل في
+
+117
+00:08:28,020 --> 00:08:32,380
+هذا الموضوع احنا هنركز انه نعمل formulation
+
+118
+00:08:32,380 --> 00:08:37,920
+formulate problems
+
+119
+00:08:41,280 --> 00:08:46,220
+as a search problem
+
+120
+00:08:46,220 --> 00:08:50,060
+يعني
+
+121
+00:08:50,060 --> 00:08:53,600
+إنصيغ المشاكل اللي إحنا بدنا نحلها as a search
+
+122
+00:08:53,600 --> 00:08:56,740
+problem إذا أنا رجحت في هذه الصياغة معناه ذلك إن
+
+123
+00:08:56,740 --> 00:09:02,100
+أنا بستطيع أنه أستخدم
+
+124
+00:09:02,100 --> 00:09:03,800
+ال search algorithms
+
+125
+00:09:13,300 --> 00:09:16,420
+فهذه هي الفكرة في الموضوع طبعا إيش أنا فيه عندى في
+
+126
+00:09:16,420 --> 00:09:19,520
+ال search algorithms أنا عندى هي listed هنا أنا
+
+127
+00:09:19,520 --> 00:09:21,980
+عندى ال breeders first search ال uniform search ال
+
+128
+00:09:21,980 --> 00:09:27,920
+depth first search إلى آخرى لغاية لما نصل لل a
+
+129
+00:09:27,920 --> 00:09:32,080
+stars ال a stars search و ال heuristics فبالتالي
+
+130
+00:09:32,080 --> 00:09:36,480
+إنه هذه هي الفكرة من هذا الموضوع فيفترض إنه بعض ال
+
+131
+00:09:36,480 --> 00:09:39,460
+search algorithms هذه مرت عليكم طبعا هنشرحها
+
+132
+00:09:39,460 --> 00:09:44,060
+بالتفصيلهنشوف كيف إحنا ممكن نستخدمها إنه نطبقها
+
+133
+00:09:44,060 --> 00:09:50,140
+على .. نستخدمها في حال المشاكل بعد هيك بدنا نتطرق
+
+134
+00:09:50,140 --> 00:09:53,340
+لموضوع ال game playing طبعا ال game playing إنه
+
+135
+00:09:53,340 --> 00:09:56,570
+أنا يعني بطبيعة الحال بدي ألعب ضد ال computerلما
+
+136
+00:09:56,570 --> 00:09:59,810
+أنا ألعب ضد الكمبيوتر بيتطلب إنه يكون في عنده ذكاء
+
+137
+00:09:59,810 --> 00:10:04,410
+فإيش ال algorithms المناسبة بحيث إنه أقدر إنه أنا
+
+138
+00:10:04,410 --> 00:10:07,390
+أتنافس أو ألعب ضد الكمبيوتر؟ طبعا الفكرة الأساسية
+
+139
+00:10:07,390 --> 00:10:11,390
+في هذه ال algorithms إنه ال algorithms هذه تبعت
+
+140
+00:10:11,390 --> 00:10:15,550
+الكمبيوتر اللي بتلعب ضدي إنه هي برضه بتستخدم
+
+141
+00:10:15,550 --> 00:10:20,650
+search وعلشان بتعمل search على شغل تانيإنه اتزود
+
+142
+00:10:20,650 --> 00:10:24,890
+فرص الفوز تبعتها و اتقلل فرص الفوز تبعتي فبالتالي
+
+143
+00:10:24,890 --> 00:10:27,810
+صارت سيرش problem فبالتالي ممكن أن أنا أستخدمها في
+
+144
+00:10:27,810 --> 00:10:31,410
+ال game أي game ان انتوا لعبتوا فيها بينطبق عليها
+
+145
+00:10:31,410 --> 00:10:35,970
+هذا الكلام غالبا انه انا ممكن يعني اطبق عليها ال
+
+146
+00:10:35,970 --> 00:10:38,510
+algorithms الخاصة بال game playing و انه تسير
+
+147
+00:10:41,440 --> 00:10:45,280
+إنه أنا يعني إنه تصير ذكية وإنه ممكن إن هي تلعب ضد
+
+148
+00:10:45,280 --> 00:10:48,920
+الإنسان بعد هيك بدنا ننتقل ل ال expert systems
+
+149
+00:10:48,920 --> 00:10:53,020
+وتحديدا بدنا نحكي على ال rule based expert systems
+
+150
+00:10:53,020 --> 00:10:58,620
+إن أنا عندي هنا موضوع ال rule based expert systems
+
+151
+00:10:58,620 --> 00:11:02,340
+طبعا مفهوم ال expert systems إنه
+
+152
+00:11:10,590 --> 00:11:16,610
+Expert system معناها إنه نظام خبير بيحكي
+
+153
+00:11:16,610 --> 00:11:19,770
+خبرة الإنسان طبعا الإنسان في عنده خبرة بعد ما
+
+154
+00:11:19,770 --> 00:11:22,430
+يتقدم في مرحلة معينة من العمر بيصير في عنده خبرة
+
+155
+00:11:22,430 --> 00:11:27,710
+في مواضيع محددة متخصصة يعني إزاي بيكون إنه خبير في
+
+156
+00:11:27,710 --> 00:11:31,510
+الطب طبيب أو خبير في القانون محامي فبالتالي إنه هي
+
+157
+00:11:31,510 --> 00:11:36,970
+المقصود بالخبرة في هذا الباب بنشوف إيش هي الآليات
+
+158
+00:11:37,440 --> 00:11:40,620
+اللي احنا ممكن نبني فيها نظام خبير software يعني
+
+159
+00:11:40,620 --> 00:11:44,700
+بيحكي خبرة الإنسان في مجال معين يعني بمعنى آخر انه
+
+160
+00:11:44,700 --> 00:11:49,020
+انا ممكن ابني software انه يحل محال الطبيب طبعا
+
+161
+00:11:49,020 --> 00:11:51,620
+هذا النظام انه rule based معناه ذلك انه rule based
+
+162
+00:11:51,620 --> 00:11:56,220
+انه بيشتغل من نظام if then
+
+163
+00:11:58,280 --> 00:12:00,460
+إنه أنا فيه عندى هنا condition إذا اتحقق ال
+
+164
+00:12:00,460 --> 00:12:03,940
+condition بده يطبق شغل معينة يعني على سبيل المثال،
+
+165
+00:12:03,940 --> 00:12:08,320
+مثال ببسط جدا إنه الطبيب شو بيسوي في التشخيص بيبدأ
+
+166
+00:12:08,320 --> 00:12:11,740
+يسألني مجموعة من الأسئلة إنه إذا كان في عنده حرارة
+
+167
+00:12:11,740 --> 00:12:14,540
+وكان في عنده كحة فبالتالي بيكون التشخيص كذا
+
+168
+00:12:14,540 --> 00:12:18,290
+فبالتالي هي عبارة عن rulesوكذلك في القانون برضه
+
+169
+00:12:18,290 --> 00:12:21,250
+نفس الفكرة فبالتالي بيشوف إيش هي الحالات أو ال
+
+170
+00:12:21,250 --> 00:12:26,310
+cases اللي بينطبق على ال .. ال .. ال .. الحالة
+
+171
+00:12:26,310 --> 00:12:29,650
+اللي موجودة عنده و فبالتالي إنه بيطلع توصية في
+
+172
+00:12:29,650 --> 00:12:34,950
+القانون بطريقة معينة بعد هيك بنتقل لموضوع الـ
+
+173
+00:12:34,950 --> 00:12:39,950
+fuzzy expert systems تمام؟
+
+174
+00:12:39,950 --> 00:12:42,610
+ال fuzzy .. مفهوم ال fuzzy systems
+
+175
+00:12:48,980 --> 00:12:51,620
+إنه أنا بدي أشتغل مع الأنظمة الضبابية
+
+176
+00:13:02,000 --> 00:13:05,540
+طبعاً مفهوم الأنظمة الضبابية أنه يعني في بعض
+
+177
+00:13:05,540 --> 00:13:07,760
+الأحيان أو في أغلب الأحيان بتكون أنا عندي
+
+178
+00:13:07,760 --> 00:13:11,320
+المعلومات ضبابية مش واضحة زي إيش يعني ضبابية يعني
+
+179
+00:13:11,320 --> 00:13:15,800
+على سبيل المثال أنه .. أنه أنا في عندي حرارة بس مش
+
+180
+00:13:15,800 --> 00:13:20,460
+كتير أو في عندي كحة بس السعلة هادة مش قويةأو سعلة
+
+181
+00:13:20,460 --> 00:13:23,640
+خفيفة فبالتالي إن أنا بتتعامل مع المعلومات هذه
+
+182
+00:13:23,640 --> 00:13:29,080
+الضبابية فبنشوف إيش هي ال theory أو النظريات
+
+183
+00:13:29,080 --> 00:13:33,380
+الموجودة في ال fuzzy logic أو المنطق الضبابي هو
+
+184
+00:13:33,380 --> 00:13:41,420
+فعليا إنه يعني هذا إنه fuzzy logic المنطق
+
+185
+00:13:41,420 --> 00:13:41,960
+الضبابي
+
+186
+00:13:47,410 --> 00:13:50,450
+بحيث إنه نخلّي الـ systems عندها القدرة إن هي
+
+187
+00:13:50,450 --> 00:13:53,950
+تتعامل مع المعلومات الضبابية أو المعلومات الناقصة
+
+188
+00:13:53,950 --> 00:13:59,490
+فبالتالي بنحسن أدائها في ذل هذه المعلومات بعد هيك
+
+189
+00:13:59,490 --> 00:14:04,690
+هننتقل لموضوع كتير مهم جدا جدا وهو الـ Artificial
+
+190
+00:14:04,690 --> 00:14:12,910
+Neural Networks طبعا شو علاقتها بالذكاء الاصطناعي؟
+
+191
+00:14:12,910 --> 00:14:15,390
+طبعا الـ Neural Networks معناها الشبكات العصبية
+
+192
+00:14:15,390 --> 00:14:16,070
+الاصطناعية
+
+193
+00:14:27,900 --> 00:14:32,560
+تمام الشبكات الاصطناعية ال .. يعني .. يعني هو ..
+
+194
+00:14:32,560 --> 00:14:36,460
+هو فعليا يعني لما يصير في عندي تفكير لطريقة ..
+
+195
+00:14:36,460 --> 00:14:39,460
+يعني احنا كيف ممكن انه احنا نخلي الآلات ذكية
+
+196
+00:14:39,460 --> 00:14:43,660
+الذكية وين موجودة انا عندي؟ في عقل الإنسان وعقل
+
+197
+00:14:43,660 --> 00:14:46,560
+الإنسان منيش مكون؟ من ملايين الخلايا العصبية
+
+198
+00:14:46,560 --> 00:14:50,080
+والخلايا العصبية انت بتعرفوا ان انا في .. فيها
+
+199
+00:14:50,080 --> 00:14:56,460
+مستقبلاتتمام؟ إنه هذه إنه فيها مستقبلات تمام؟
+
+200
+00:14:56,460 --> 00:15:00,920
+وفيها ناقل بينقل الإشارة بينقلها لخلايا عصبية أخرى
+
+201
+00:15:00,920 --> 00:15:07,300
+فبالتالي صار في عندنا استيحاء من طريقة تركيب دماغ
+
+202
+00:15:07,300 --> 00:15:11,700
+الإنسان إنه مجوّن من خلايا عصبية إنه إحنا بنعمل
+
+203
+00:15:11,700 --> 00:15:15,900
+خلايا عصبية إصطناعية Artificial فبالتالي بدنا نعمل
+
+204
+00:15:15,900 --> 00:15:19,720
+شبكة عصبية إصطناعية إنه هي عبارة عن مجموعة من الـ
+
+205
+00:15:19,720 --> 00:15:25,000
+neurons هذه بنسميها neuronتمام نيرون يعني خلية
+
+206
+00:15:25,000 --> 00:15:31,840
+عصبية تمام و هذه الخلايا العصبية بدنا نشبكها مع
+
+207
+00:15:31,840 --> 00:15:39,680
+بعض بهذا الشكل طبعا
+
+208
+00:15:39,680 --> 00:15:43,420
+كلها مشاربكة مع بعض فبالتالي بتاخد المفتقبلات و
+
+209
+00:15:43,420 --> 00:15:50,330
+بتعمل عمليات حسابية معينةطبعا الخلايا العصبية ال
+
+210
+00:15:50,330 --> 00:15:54,910
+.. ال .. ال biologية كيف بتشتغل؟ إنه هي بتشتغل إنه
+
+211
+00:15:54,910 --> 00:15:57,830
+بتنقل إشارات كهرو كيميائية إنه بيصير في أنا عندي
+
+212
+00:15:57,830 --> 00:16:01,350
+تفاعلات كيميائية و بناء عليها بتنقل الإشارة
+
+213
+00:16:01,350 --> 00:16:04,750
+فبالتالي بدنا نعمل محاكاة لهذه الشغلة إنه أنا بدي
+
+214
+00:16:04,750 --> 00:16:08,250
+يكون في عندي عملية رياضية أو حسابية هنا معينة طبعا
+
+215
+00:16:08,250 --> 00:16:12,450
+في عمليات حسابية مختلفة هنشوف إيش هيوبالتالي
+
+216
+00:16:12,450 --> 00:16:15,290
+الناتج تبعها بتروح بتنقلها للـ neurons التانية
+
+217
+00:16:15,290 --> 00:16:19,870
+اللي وراها وهكذا لغاية لما تطلع ليه يعني الناتج
+
+218
+00:16:19,870 --> 00:16:23,110
+النهائي أو المخرج النهائي طبعا شو الهدف من هذه
+
+219
+00:16:23,110 --> 00:16:26,670
+الشغلاء أنه نفس الاشي أنه هي تحللي مشاكل أنه هي
+
+220
+00:16:26,670 --> 00:16:31,190
+تعرف أنه هي تصنف مثلا لوحدها لأنه أنا عندي القدرة
+
+221
+00:16:31,190 --> 00:16:34,220
+على التصنيف أنه أنا ممكن أجيأطلّع على ال objects
+
+222
+00:16:34,220 --> 00:16:38,700
+الموجودة عندي أنا أعرف أن هذا كرسي، هذا طاولة، هذا
+
+223
+00:16:38,700 --> 00:16:45,340
+حقيبة و هكذا فبالتالي أنه الوظائف تبعتها هي حل
+
+224
+00:16:45,340 --> 00:16:52,220
+المشاكل بالإضافة لأنها تتعرف على ألمات معينة وتحكي
+
+225
+00:16:52,220 --> 00:16:53,640
+ذكاء الإنسان
+
+226
+00:16:56,270 --> 00:17:03,450
+بعد هيك هننتقل لخوارزميات الجينية الموضوع اللي بعد
+
+227
+00:17:03,450 --> 00:17:08,490
+هذا هننتقل لخوارزميات الجينية genetic algorithms
+
+228
+00:17:31,310 --> 00:17:34,370
+طبعا الفكرة الأساسية تبعتها برضه مستوحاة من الـ
+
+229
+00:17:34,370 --> 00:17:38,130
+Biology من الأحياء، من علم الأحياء إنه كيف بيصير
+
+230
+00:17:38,130 --> 00:17:42,250
+فيه تطور للجينات
+
+231
+00:17:42,920 --> 00:17:47,580
+جيل بعد جيل بيصير بالظبط أنه بيصير في نوعين دي
+
+232
+00:17:47,580 --> 00:17:53,360
+تواعي يعني أنه وراثة من من من سلالة لسلالة أخرى
+
+233
+00:17:53,360 --> 00:17:57,040
+بحيث أنه السلالة الجديدة تكون أدائها أفضل من
+
+234
+00:17:57,040 --> 00:18:01,200
+السلالة اللي قبلها أنها تتكيف أكتر مع البيئة اللي
+
+235
+00:18:01,200 --> 00:18:05,180
+موجودة فيها طبعا شو الهدف منها نفس الفكرة أنه
+
+236
+00:18:05,180 --> 00:18:06,240
+problem solving
+
+237
+00:18:11,810 --> 00:18:14,870
+فبالتالي هي فعليا إن إحنا ممكن نستخدمها في حل
+
+238
+00:18:14,870 --> 00:18:18,490
+مشاكل معينة، هنشوف إيش الخطوة طبعة الخوارزمية،
+
+239
+00:18:18,490 --> 00:18:25,070
+هتبقى نطبق عليها أمثلة، آخر إشي هنحكي عن موضوع أو
+
+240
+00:18:25,070 --> 00:18:28,210
+يعني الإشي المقبل الأخير، هنحكي عن الـHybrid
+
+241
+00:18:28,210 --> 00:18:30,550
+Intelligent Systems أو الـHybrid Systems
+
+242
+00:18:43,200 --> 00:18:51,660
+الأنظمة الهجينة هجينة
+
+243
+00:18:51,660 --> 00:18:57,630
+بمعنى اخر ان انا بدي اخد اكتر منشغلة من الشغلات
+
+244
+00:18:57,630 --> 00:18:59,890
+اللي احنا أخدناها اللي بدنا ناخدها يعني أو
+
+245
+00:18:59,890 --> 00:19:03,330
+الذكرناها سابقا و ندمجها مع بعض بحيث أنه يكون في
+
+246
+00:19:03,330 --> 00:19:07,190
+عندي شغلة هجينة بهدف أنه أنا بدي أخد قوة مثلا على
+
+247
+00:19:07,190 --> 00:19:10,410
+سبيل المثال بدي أدمج بين الـ neural networks و ال
+
+248
+00:19:10,410 --> 00:19:14,570
+genetic algorithms أخد قوة هاي و قوة هاي بحيث أنه
+
+249
+00:19:14,570 --> 00:19:18,730
+يطلع systems أدائه أفضل أدائه أحسن أحسن الأداء
+
+250
+00:19:19,990 --> 00:19:23,230
+تمام؟ بعد هيك أخر موضوع ممكن أنه احنا ناخد بعض
+
+251
+00:19:23,230 --> 00:19:27,550
+التطبيقات في ال natural language processing أنه
+
+252
+00:19:27,550 --> 00:19:32,070
+نشوف كيف ممكن يعني إيش هي ال tasks اللي مستخدمة في
+
+253
+00:19:32,070 --> 00:19:34,610
+ال natural language processing وإنه كيف ممكن نطبق
+
+254
+00:19:34,610 --> 00:19:38,330
+الذكاء الاصطناعي فيها يعني إنه بشكل عام يعني إنه
+
+255
+00:19:38,330 --> 00:19:40,110
+في ال NLP
+
+256
+00:19:43,860 --> 00:19:49,340
+توزيع العلامات، حنا يعني امتحان نصفي تلاتين،
+
+257
+00:19:49,340 --> 00:19:55,720
+امتحان نهائي خمسين، هيكون عشرين علامة عندي على ال
+
+258
+00:19:55,720 --> 00:20:00,150
+activities و ال assignments طبعا بطبيعة الحاللأ
+
+259
+00:20:00,150 --> 00:20:06,210
+مافيش lab بس في .. يعني صحيح بالظبط يعني المواضيع
+
+260
+00:20:06,210 --> 00:20:09,930
+هذه اللي ذكرتها كلها سابقا سواء .. سواء يعني هيكون
+
+261
+00:20:09,930 --> 00:20:12,330
+في عندنا tool هيعطيكم tool ان انتوا تشتغلوا عليها
+
+262
+00:20:12,330 --> 00:20:15,190
+و ال tool هذه هيكون في عليها assignment الهدف من
+
+263
+00:20:15,190 --> 00:20:17,690
+ال tool هذه ان انتوا تستوعبوا المفاهيم النظرية
+
+264
+00:20:18,220 --> 00:20:22,180
+تمام؟ واتطبقوا هذا الاشي بشكل فعلا يعني فعلا برسخ
+
+265
+00:20:22,180 --> 00:20:26,320
+المفاهيم النظرية اللي احنا شرحناها يعني هناخد tool
+
+266
+00:20:26,320 --> 00:20:28,780
+في ال .. في ال genetic algorithm هناخد tool في
+
+267
+00:20:28,780 --> 00:20:31,720
+الشبكات العصبية في ال neural networks tool في ال
+
+268
+00:20:31,720 --> 00:20:39,660
+expert systems وأنه تعملوا عليها assignments تمام؟
+
+269
+00:20:39,660 --> 00:20:45,580
+هدف بشكل عام أنه يعني ال course بشكل أساسي أنه
+
+270
+00:20:45,580 --> 00:20:46,140
+المواضيع
+
+271
+00:20:59,540 --> 00:21:02,340
+ممكن اعطيكم نماذج سابقة من امتحانات
+
+272
+00:21:05,690 --> 00:21:09,650
+طيب نبدأ في الموضوع الأول اللي هو الذكاء الاصطناعي
+
+273
+00:21:09,650 --> 00:21:13,450
+طبعا احنا عرفنا يعني هنا حكينا يعني سابقا على
+
+274
+00:21:13,450 --> 00:21:17,630
+اللوح حكينا انه الذكاء يعني تفكير قدر على التعلم
+
+275
+00:21:17,630 --> 00:21:21,830
+حل المشاكل بدنا نشوف هذا الكلام بالتفصيل طبعا
+
+276
+00:21:21,830 --> 00:21:24,730
+بطبيعة الحال انه هذه المواضيع كلها موجودة على
+
+277
+00:21:24,730 --> 00:21:27,390
+المدونة أنا عندي على ال .. زي ما انتوا شايفين هنا
+
+278
+00:21:27,390 --> 00:21:30,250
+فبالتالي انه ممكن تاخدوا مصادر طبيعة ال course
+
+279
+00:21:30,250 --> 00:21:38,750
+كلهاو ال slides و .. و الروابط هذه كلها من هذا ال
+
+280
+00:21:38,750 --> 00:21:45,130
+site تمام ففعليا احنا في ال topics هنا في هذه ال
+
+281
+00:21:45,130 --> 00:21:50,270
+.. ال .. بدنا نبدأ فعليا أنه نبدأ في المحاضرات
+
+282
+00:21:50,270 --> 00:21:53,810
+فبالتالي هناخد أول شغلة introduction أنه إيش هو
+
+283
+00:21:53,810 --> 00:21:58,890
+الذكاء الصناعي نحكي عليه بشكل علمي أكتر فهنا
+
+284
+00:22:01,400 --> 00:22:06,480
+إيش هو الذكاء الاصطناعي؟ فعليا الذكاء الاصطناعي
+
+285
+00:22:06,480 --> 00:22:12,340
+مافيش تعريف formal أنه يعني أنا بدي أرجع أكتب هذه
+
+286
+00:22:12,340 --> 00:22:17,420
+النقاط هنا يعني الذكاء لأنه الذكاء نفسه في حداته
+
+287
+00:22:17,420 --> 00:22:25,660
+في اختلاف يعني طربيا في اختلاف في تعريف الذكاء في
+
+288
+00:22:25,660 --> 00:22:30,430
+حداتهتمام؟ فبالتالي احنا بدنا نركز على ال keywords
+
+289
+00:22:30,430 --> 00:22:36,710
+محددة انه ال AI الذكاء
+
+290
+00:22:36,710 --> 00:22:41,530
+تعلم
+
+291
+00:22:41,530 --> 00:22:45,390
+تفكير
+
+292
+00:22:45,390 --> 00:22:49,170
+الاستذكار
+
+293
+00:22:51,230 --> 00:22:54,150
+ذاكرة أن يكون في عندى القدرة أنه أسترجع معلومات
+
+294
+00:22:54,150 --> 00:22:58,630
+سابقة يعني أن أنا عندى بالإضافة لحل المشاكل هذا
+
+295
+00:22:58,630 --> 00:23:05,410
+الكلام كله بدي أستخدمه عشان أحل المشاكل طيب
+
+296
+00:23:05,410 --> 00:23:10,290
+عيش الموضوع المواضيع ليه؟مرتبطة في الذكاء
+
+297
+00:23:10,290 --> 00:23:14,970
+الاصطناعي يعني على سبيل المثال أنا عندي في في هذه
+
+298
+00:23:14,970 --> 00:23:18,730
+الرسمة بتوضح أن الذكاء الاصطناعي إيش المواضيع
+
+299
+00:23:18,730 --> 00:23:21,450
+المرتبطة فيه يعني على سبيل المثال الـ neural
+
+300
+00:23:21,450 --> 00:23:25,590
+networks أحنا حكيناها شرحنا عنها شو هي المفهوم
+
+301
+00:23:25,590 --> 00:23:28,820
+تبعها في عندي مفهوم ال machine learningإيش هو
+
+302
+00:23:28,820 --> 00:23:31,760
+المفهوم Machine Learning؟ هنشوفه تحت الآن بس بشكل
+
+303
+00:23:31,760 --> 00:23:35,960
+مبسط هو إنه عبارة عن مجموعة من الخوارزميات اللي
+
+304
+00:23:35,960 --> 00:23:39,700
+بتمكن ال machines إنه هي تتعلم من البيانات، إنه
+
+305
+00:23:39,700 --> 00:23:45,540
+أنا بدأت أتعلم يعني task محددة، إنه هي أتصنف أشياء
+
+306
+00:23:45,540 --> 00:23:48,960
+معينة، طبعا بدي يكون في أنا عندي بيانات سابقة
+
+307
+00:23:48,960 --> 00:23:53,800
+تتعلم منها، فبالتالي إنه بيصير في عندها القدر على
+
+308
+00:23:53,800 --> 00:23:57,890
+التصنيف، طبعا ال natural language processingاللي
+
+309
+00:23:57,890 --> 00:24:00,630
+هي المعالجة الطبيعية للغة البشر فبالتالي أنا بيصير
+
+310
+00:24:00,630 --> 00:24:02,910
+في عندي القدرة إن أنا أحكي مع الكمبيوتر وإن هو
+
+311
+00:24:02,910 --> 00:24:07,910
+يفهمني إن أنا أسأله سؤال ويعطيني جواب طبعا ال deep
+
+312
+00:24:07,910 --> 00:24:14,240
+learning هو أسلوب جديد من ال machine learningإنه
+
+313
+00:24:14,240 --> 00:24:20,860
+فعليا إنه بيستخدم يعني .. يعني .. يعني ال machine
+
+314
+00:24:20,860 --> 00:24:23,580
+learning في واحدة من الطرق إن هي فعليا تستخدم
+
+315
+00:24:23,580 --> 00:24:28,660
+الشبكات العصبية، تمام؟ ففعليا ال deep learning إن
+
+316
+00:24:28,660 --> 00:24:33,560
+هي بتستخدم شبكة يعني شبكة عصبية أعمق، يعني هذا
+
+317
+00:24:33,560 --> 00:24:36,160
+بشكل مبسط، هنشوف إيش الفرق بينه وبين ال machine
+
+318
+00:24:36,160 --> 00:24:40,100
+learning الآن، تمام؟ و ال machine learning إنه
+
+319
+00:24:40,100 --> 00:24:44,800
+إحنا ممكن نقسمه supervisedunsupervised
+
+320
+00:24:44,800 --> 00:24:50,100
+reinforcement semi-supervised بشكل أساسي إيش هي
+
+321
+00:24:50,100 --> 00:24:55,020
+هذه الأشياء supervised إنه فعليا إنه أنا بشرف عليه
+
+322
+00:24:55,020 --> 00:25:00,400
+في عملية التعليم unsupervised بيتعلم لوحده طبعا
+
+323
+00:25:00,400 --> 00:25:03,760
+هذا بشكل مبسط هذا الكلام لسه هنشوفه بالتفصيل تحت
+
+324
+00:25:04,740 --> 00:25:08,760
+طبعا reinforcement learning هو اسمه التعليم
+
+325
+00:25:08,760 --> 00:25:11,660
+بالإجبار فهذه المصطلحات أنتم ممكن تسجلوها عندكم
+
+326
+00:25:11,660 --> 00:25:14,480
+أنه supervised learning أنه التعليم بإشراف
+
+327
+00:25:14,480 --> 00:25:20,120
+unsupervised أنه بيتعلم لوحده طبعا بدون إشراف
+
+328
+00:25:20,120 --> 00:25:24,860
+reinforcement learning أنه بيتعلم بالإجبار بمعنى
+
+329
+00:25:24,860 --> 00:25:28,660
+ذلك أنه أنا بتركه في بيئة معينة البيئة هذه لحاله
+
+330
+00:25:28,660 --> 00:25:32,180
+هو بتعلم منها فبالتالي إذا عمل شغل كويسة بعطيله
+
+331
+00:25:32,180 --> 00:25:40,160
+جائزةreward وإذا عمل شغلة سيئة فبعمله عقاب
+
+332
+00:25:40,160 --> 00:25:43,700
+فبالتالي بيكون في عندي punishment هنا يعني زي
+
+333
+00:25:43,700 --> 00:25:49,580
+مفهوم الثواب و العقاب فبالتالي أنه ال agent هذا
+
+334
+00:25:49,580 --> 00:25:54,380
+بيكون في هذه البيئة و بتعلم أنه بجرب و بتعلم لوحده
+
+335
+00:25:54,380 --> 00:25:58,140
+أن هذه الأشياء انه بتحسن أدائي و هذه الأشياء لأ
+
+336
+00:25:58,140 --> 00:26:03,180
+بتنقص من ال score تبعي فبالتالي أنه بتجربهاطبعاً
+
+337
+00:26:03,180 --> 00:26:07,000
+هنا semi-supervised أنه فعلياً أنه بدمج مين هدول
+
+338
+00:26:07,000 --> 00:26:10,740
+التنتينلأنه أنا مثلا بتكون في عندي في حالة معينة
+
+339
+00:26:10,740 --> 00:26:13,300
+أنه بيكون مافيش يعندي بيانات كتيرة مثلا أنه ممكن
+
+340
+00:26:13,300 --> 00:26:17,480
+يبدأ supervised تمام و بعدها أنه ممكن أنه يعتمد
+
+341
+00:26:17,480 --> 00:26:22,800
+على حاله في التعلم البقية أو أنه تصير بشكل متكرر
+
+342
+00:26:22,800 --> 00:26:26,100
+يستخدم
+
+343
+00:26:26,100 --> 00:26:29,080
+البيانات القليلة هادة و يزود فيها لوحده فبالتالي
+
+344
+00:26:29,080 --> 00:26:32,640
+أنه فعليا هو بدمج بين الشغلتين بين ال supervised و
+
+345
+00:26:32,640 --> 00:26:33,360
+ال unsupervised
+
+346
+00:26:37,960 --> 00:26:42,200
+تمام؟ ضايل في عندنا موضوع معين موضوع واحد فقط هنا
+
+347
+00:26:42,200 --> 00:26:45,980
+اللي هو ال computer vision هو فعليا موضوع مهم ال
+
+348
+00:26:45,980 --> 00:26:48,580
+computer vision اللي هو نظام الرؤية باستخدام
+
+349
+00:26:48,580 --> 00:26:53,220
+الحاسوب برضه هنشوفه تحت slide هنشوف شو مفهوم ال
+
+350
+00:26:53,220 --> 00:26:55,920
+computer vision ال computer vision بشكل مبسط أنه
+
+351
+00:26:55,920 --> 00:27:00,500
+بدي أمكن ال computer أنه يصير في عنده إدراك بصري
+
+352
+00:27:03,270 --> 00:27:06,450
+بمعنى آخر أنه تخيلوا أنه أنا في عندي روبوت
+
+353
+00:27:06,450 --> 00:27:09,830
+والروبوت هذا بيكون في عنده نظام رؤية لما يكون ماشي
+
+354
+00:27:09,830 --> 00:27:13,550
+الروبوت هذا وكان في object قدامه بيعمله blocking
+
+355
+00:27:13,550 --> 00:27:20,450
+بيحجب يعني أو بيعيق الحركة عنده فبالتالي أن هو
+
+356
+00:27:20,450 --> 00:27:24,590
+بياخد قرار أنه بده يميل شمال عشان أنه يجنب فلازم
+
+357
+00:27:24,590 --> 00:27:28,570
+يكون في عنده نظام رؤية عشان أن هو يقدر أنه يتفاعل
+
+358
+00:27:28,570 --> 00:27:31,830
+مع البيئة الموجودة حواليه تمام؟
+
+359
+00:27:41,430 --> 00:27:48,990
+طيب هجيت عشان مافيش تعريف formal لل AI في عندي
+
+360
+00:27:48,990 --> 00:27:53,630
+حاجة اسمها اختبار Turing او Turing Test اختبار
+
+361
+00:27:53,630 --> 00:27:54,410
+Turing
+
+362
+00:28:12,120 --> 00:28:15,780
+إيش الفكرة تبعة الاختبار هذا؟ ليش احنا يعني تم إنه
+
+363
+00:28:15,780 --> 00:28:20,060
+تعريف الـ AI إنه باستخدام اختبار وماكانش فيه تعريف
+
+364
+00:28:20,060 --> 00:28:23,400
+إنه formal يعني احنا طبيعة التعريفات إنه الذكاء
+
+365
+00:28:23,400 --> 00:28:26,460
+الاصطناعي هو عبارة عن كذا كذا كذا كذا هذا بيحتمل
+
+366
+00:28:26,460 --> 00:28:29,640
+عدة معاني وفي اختلاف على صيغة التعريف فبالتالي
+
+367
+00:28:29,640 --> 00:28:33,780
+عشان نخرج من هذا المقزق فممكن نقلجأ لهذا الاختبار
+
+368
+00:28:33,780 --> 00:28:40,050
+طبعا «تيورينج» هو عالم رياضيات بريطانييعني أه صار
+
+369
+00:28:40,050 --> 00:28:43,770
+فترة الحرب العالمية التانية وكان يعني بيشتغل كتير
+
+370
+00:28:43,770 --> 00:28:47,970
+في التشفير و هو من أواقل الناس اللي اشتغلت في
+
+371
+00:28:47,970 --> 00:28:50,170
+الموضوع هذا هو وضعت ال «Turing Test» ال «Turing
+
+372
+00:28:50,170 --> 00:28:55,450
+Test» المفهوم تبعه أنه عشان نخرج من مأذق أنه احنا
+
+373
+00:28:55,450 --> 00:28:59,250
+بنا نعرف التعريف ال «AI» تعريف formal فايش ما بنا
+
+374
+00:28:59,250 --> 00:29:02,090
+نسوي، بدنا نعمل اختبار معين، الاختبار هذا فعلا
+
+375
+00:29:02,090 --> 00:29:04,930
+بيقدر نقول أن هذه ال machine intelligent أو لا،
+
+376
+00:29:04,930 --> 00:29:10,390
+فبالتالي أنا في عندي هناA و B و C A عبارة عن
+
+377
+00:29:10,390 --> 00:29:16,290
+evaluator تمام؟ و B هو عبارة عن human و C هو عبارة
+
+378
+00:29:16,290 --> 00:29:22,230
+عن computer تمام؟ إيش ال scenario؟ ال scenario هي
+
+379
+00:29:22,230 --> 00:29:26,130
+مكتوب عندكم هنا عشان هيك مهم جدا إن أنتوا ترجعوا
+
+380
+00:29:26,130 --> 00:29:32,150
+للمدونة هذه مدون فيها كل المعلومات كيف؟
+
+381
+00:29:32,150 --> 00:29:33,210
+ال link هي ال link
+
+382
+00:29:45,780 --> 00:29:55,700
+mksaad.wordpress.com تمام؟
+
+383
+00:29:55,700 --> 00:30:04,600
+إيش السيناريو؟ السيناريو إن ال evaluator بده
+
+384
+00:30:04,600 --> 00:30:09,740
+يختبرطبعا هو يعني بحكي مع ال human و ال computer
+
+385
+00:30:09,740 --> 00:30:14,740
+من خلال terminal إيش مفهوم ال terminal؟ شاشة و
+
+386
+00:30:14,740 --> 00:30:17,700
+keyboard، هاي مفهوم ال terminal، واحدة طرفية إنه
+
+387
+00:30:17,700 --> 00:30:21,500
+شاشة و keyboard، معناه ذلك إن هو فعليا بيشوفوش،
+
+388
+00:30:21,500 --> 00:30:25,120
+فبدوا يحكي مع ال human و بدوا يحكي مع ال computer
+
+389
+00:30:26,820 --> 00:30:32,760
+تمام؟ وإذا فعليا إنه ماقدرش يفرق بين الكمبيوتر و
+
+390
+00:30:32,760 --> 00:30:36,000
+ال human ساعتها بنقدر نقول إنه ال machine high أو
+
+391
+00:30:36,000 --> 00:30:39,700
+الكمبيوتر هذا intelligent عنده ذكاءطبعاً في
+
+392
+00:30:39,700 --> 00:30:42,740
+سيناريوها التانية هذا السيناريو الأبسط الأساسي
+
+393
+00:30:42,740 --> 00:30:45,600
+اللي بيختبر إنه هذه ال machine إنه intelligent ولا
+
+394
+00:30:45,600 --> 00:30:48,520
+لأ إنه أنا بدي أحكي مع ال machine إذا ال machine
+
+395
+00:30:48,520 --> 00:30:51,760
+هادي أنا فكرتها إنه هي عبارة عن إنسان معناه ذلك
+
+396
+00:30:51,760 --> 00:30:55,000
+إنه هي عندها ذكاء وهذا الكلام أنه أنت يعني بتلمسه
+
+397
+00:30:55,000 --> 00:30:57,060
+أن بعض الشركات في عندها في ال support في عندها
+
+398
+00:30:57,060 --> 00:31:01,740
+chat وال chat هذا بيكون أنه AI basedفبالتالي أنا
+
+399
+00:31:01,740 --> 00:31:04,660
+بحكي إنه لو سمحت أنا بدي أحجز تذكرة قطار، كذا،
+
+400
+00:31:04,660 --> 00:31:07,820
+كذا، كذا، بحكيله من وين طالع، على وين ده تروح،
+
+401
+00:31:07,820 --> 00:31:10,080
+الساعة كذا، الساعة كذا، وبيتعامل معايا وبيعملي ال
+
+402
+00:31:10,080 --> 00:31:15,580
+order كله بالكامل، فإذا شعرت إنه هو مش machine،
+
+403
+00:31:15,580 --> 00:31:18,710
+معناه ذلك إنه ال machine هادي intelligentوأنا
+
+404
+00:31:18,710 --> 00:31:22,670
+بالمناسبة ممكن أسأله معلومات أو شغلات مش متعلقة
+
+405
+00:31:22,670 --> 00:31:24,850
+بال task اللي هو بيقوم فيها اللي هي حجز تذكرة
+
+406
+00:31:24,850 --> 00:31:27,750
+القطار أن أنا ممكن أحكيله كيف يعني التقس اليوم
+
+407
+00:31:27,750 --> 00:31:31,470
+جميل صح والمكان اللي أنا هروح فيه انه برد مثلا أو
+
+408
+00:31:31,470 --> 00:31:33,730
+أنه التقس اللي في المكان اللي أنا بدي أروح فيه
+
+409
+00:31:33,730 --> 00:31:37,250
+جميل فبالتالي أنه بيعملي engagement و بتفاعل معايا
+
+410
+00:31:37,250 --> 00:31:45,220
+في في في هذا الإطار يعني طبعا في سيناريو تانيال
+
+411
+00:31:45,220 --> 00:31:56,120
+scenario هذا انه
+
+412
+00:31:56,120 --> 00:32:01,140
+انا في عندى هنا evaluator تمام؟
+
+413
+00:32:01,140 --> 00:32:06,320
+وال evaluator هذا بده
+
+414
+00:32:06,320 --> 00:32:09,700
+ال computer هذا يقنع ال evaluator ان هو عبارة عن
+
+415
+00:32:09,700 --> 00:32:17,260
+manطبعا أن هو عبارة عن يعني أنه يعني human و ال
+
+416
+00:32:17,260 --> 00:32:21,700
+human هذا أن هو فعليا عبارة عن man بس بده يقنع ال
+
+417
+00:32:21,700 --> 00:32:23,340
+evaluator أن هو عبارة عن woman
+
+418
+00:32:26,190 --> 00:32:29,690
+لحظوا كمان مرة بحكي انه احنا بنتعامل مع واحدة
+
+419
+00:32:29,690 --> 00:32:33,710
+طرفية زي كأنه انا بحكي مع واحد على التليفون بحكي
+
+420
+00:32:33,710 --> 00:32:35,950
+مع واحد على التليفون تخيلوا انا لو بدي اتصل على
+
+421
+00:32:35,950 --> 00:32:40,130
+واحد و بدي اهمه ان انا واحدة ست جديش انا ممكن انجح
+
+422
+00:32:40,130 --> 00:32:46,660
+في هذه العملية دقيقة، دقيقتين، مش هطول كتيرلأن هذه
+
+423
+00:32:46,660 --> 00:32:48,960
+الشيءة بتتطلب intelligence إن أنا بدي أغير في نبرة
+
+424
+00:32:48,960 --> 00:32:52,220
+صوتي، بدي أغير في طريقة حكي، تمام؟ بهذا الشكل،
+
+425
+00:32:52,220 --> 00:32:57,360
+فبالتالي إن ال test هذا بدي يكون جداش إن هو ناجح
+
+426
+00:32:57,360 --> 00:33:01,840
+بالسيناريو التاني هذا، إنه بنعتبر إن هذه ال
+
+427
+00:33:01,840 --> 00:33:07,320
+computer إنه intelligent إنه إذا تجاوز الاختبار
+
+428
+00:33:11,440 --> 00:33:16,880
+طيب خلّينا احنا نتوقف هنا عند الـ Turing Test
+
+429
+00:33:16,880 --> 00:33:20,200
+وبدنا نكمل في تعريف الـ AI بدنا نشوف أنواع الـ AI
+
+430
+00:33:20,200 --> 00:33:24,040
+و ال timeline تبعته و نكمل في باقية المواضيع لكن
+
+431
+00:33:24,040 --> 00:33:27,620
+اجمالا احنا يعني عرفنا شو هو مفهوم الذكاء
+
+432
+00:33:27,620 --> 00:33:31,190
+الاصطناعيتمام؟ بشكل أساسي وشوفنا إيش هي المواضيع
+
+433
+00:33:31,190 --> 00:33:34,070
+الأساسية اللي إحنا بدنا ناخدها في هذا ال course
+
+434
+00:33:34,070 --> 00:33:38,690
+تمام؟ وشوفنا بعض العنوان الرئيسية اللي إحنا بدنا
+
+435
+00:33:38,690 --> 00:33:45,890
+نشرحها بالتفصيل فيما بعد لاحقا فإذا
+
+436
+00:33:45,890 --> 00:33:48,210
+أي حد عنده سؤال أو استفسار
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro.srt
new file mode 100644
index 0000000000000000000000000000000000000000..1a6c65cf192f0bfa4639f41775b44caa53740a66
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro.srt
@@ -0,0 +1,1401 @@
+1
+00:00:04,890 --> 00:00:07,730
+صباح الخير يا بنات، احنا توقفنا في المحاضرة الماضية
+
+2
+00:00:07,730 --> 00:00:13,550
+عند ما شفنا الـ min-max algorithm و أنّه بشكل سريع
+
+3
+00:00:13,550 --> 00:00:19,370
+أنّ الـ min-max هو عبارة عن search algorithm
+
+4
+00:00:19,370 --> 00:00:23,090
+بنستخدمه في الـ adversarial search أو بمعنى آخر أنّه
+
+5
+00:00:23,090 --> 00:00:26,790
+بنستخدمه في الـ game playing، و الفكرة زي ما ذكرنا
+
+6
+00:00:26,790 --> 00:00:31,830
+أنّه بده يكون في عندي لاعبين، واحد max و واحد min يعني
+
+7
+00:00:31,830 --> 00:00:36,340
+بيبدّلوا الأدوار، و بدي أنا أنقل بين الأدوار هذه زي
+
+8
+00:00:36,340 --> 00:00:42,260
+هيك، و بدي أنّه أبني الشجرة تمام، و أنّه كل دور بدي
+
+9
+00:00:42,260 --> 00:00:45,140
+يكون أنّه هذا بدي يكون الـ max، أنّه بي... يعني بيتم
+
+10
+00:00:45,140 --> 00:00:48,920
+تمثيل هذا مثلث فوق، و هذه الـ min بتكون مثلث تحت
+
+11
+00:00:48,920 --> 00:00:53,280
+طبعًا هنا أنا، هذه الـ terminal، احنا اتفقنا، فهذه الـ
+
+12
+00:00:53,280 --> 00:00:58,180
+slide اللي فيها الـ terminology، أنّه طبعًا هذا الكلام
+
+13
+00:00:58,180 --> 00:00:59,180
+على الـ tic-tac-toe
+
+14
+00:01:03,270 --> 00:01:06,670
+تمام؟ فحكينا إنّ الـ initial state بتكون عبارة عن
+
+15
+00:01:06,670 --> 00:01:10,290
+board فاضية، تمام؟ الـ successor function بتجيب لي كلّ
+
+16
+00:01:10,290 --> 00:01:15,350
+الحركات، و الـ state تبع الـ board الممكنة في الـ tic
+
+17
+00:01:15,350 --> 00:01:21,370
+-tac-toe، عندي تسع حركات ممكنة، تمام؟ تسع تفريعات، و
+
+18
+00:01:21,370 --> 00:01:25,930
+...و أنا عندي آخر مستوى بيكون هو عبارة عن الـ
+
+19
+00:01:25,930 --> 00:01:30,290
+terminal states، تمام؟ و في الـ terminal state بدي
+
+20
+00:01:30,290 --> 00:01:33,190
+يكون فيها عندي الـ utility، و اتفقنا أنّه احنا
+
+21
+00:01:33,190 --> 00:01:36,930
+أنّ الـ utility في آخر مستوى بدنا نطلع فيها فوق
+
+22
+00:01:36,930 --> 00:01:45,050
+لغاية ما نصل للـ root عشان نشوف كيف شكل الـ... الـ
+
+23
+00:01:45,050 --> 00:01:52,550
+tree، تمام؟ فيعني هذه شجرة على مستويين زي ما شفنا
+
+24
+00:01:52,550 --> 00:01:57,620
+أنها d max، و هي d min، و هي terminal، تمام؟ طبعًا هذه
+
+25
+00:01:57,620 --> 00:02:01,080
+الأرقام، احنا شفنا الـ utility هنا، أنّه هنا minus
+
+26
+00:02:01,080 --> 00:02:06,100
+واحد، zero، واحد، أنا حابب أنوّه هنا أنّه احنا في عندنا
+
+27
+00:02:06,100 --> 00:02:08,520
+حاجة اسمها الـ utility function أو الـ evaluation
+
+28
+00:02:08,520 --> 00:02:11,600
+function، أنّه هذه الأرقام من وين تيجي؟ طبعًا احنا
+
+29
+00:02:11,600 --> 00:02:15,200
+الأرقام هذه فرضناها، فرض هنا بحيث أنّه احنا نشوف كيف
+
+30
+00:02:15,200 --> 00:02:18,120
+نطبّق الـ algorithm تبع الـ min max، لكن في slide
+
+31
+00:02:18,120 --> 00:02:21,780
+لاحقًا إن شاء الله، في محاضرة اليوم هنشوف كيف أنّه
+
+32
+00:02:21,780 --> 00:02:25,290
+هاي الـ utility function كيف أنا ممكن أُصمّمها؟ طبعًا
+
+33
+00:02:25,290 --> 00:02:28,570
+طبيعة الحال أنّه أنا، مدام في المستوى هذا بدي أخد
+
+34
+00:02:28,570 --> 00:02:32,430
+الـ min، فبالتالي بدي أخد أقل رقم من هدول ثلاثة، ولا
+
+35
+00:02:32,430 --> 00:02:37,150
+خمسة، ولا عشرة، فبدي يكون ثلاثة، و هنا بدي يكون اثنين
+
+36
+00:02:37,150 --> 00:02:41,230
+المستوى الأعلى، بدي أخد ثلاثة ولا اثنين؟ فبدي أخد
+
+37
+00:02:41,230 --> 00:02:46,510
+أعلى رقم، هيكون ثلاثة، بهذه الشكل، طبعًا
+
+38
+00:02:48,550 --> 00:02:54,150
+و هذه على أربعة مستويات، شفنا كيف أنّه ممكن أنّه يتمّ
+
+39
+00:02:54,150 --> 00:02:58,390
+تطبيق هذا الموضوع بهذا الشكل، و توقفنا عند الخصائص
+
+40
+00:02:58,390 --> 00:03:01,550
+تبع الـ min-max، حكينا أنّه، أنّه هذا كـ algorithm
+
+41
+00:03:01,550 --> 00:03:05,850
+complete، yes، طبعًا بطبيعة الحال أنّه إذا كانت الـ
+
+42
+00:03:05,850 --> 00:03:10,510
+game finite، الـ algorithm بطبيعة الحال optimal، و
+
+43
+00:03:10,510 --> 00:03:17,950
+الـ space complexity P مرفوعة للقوة M، و الـ time
+
+44
+00:03:17,950 --> 00:03:26,200
+complexity B مرفوعة للقوة M، و شفنا أنّه هذا الـ space كبير ضخم طبعًا
+
+45
+00:03:26,200 --> 00:03:32,200
+في الـ tic-tac-toe الموضوع بسيط، ولكن في games ثانية
+
+46
+00:03:32,200 --> 00:03:35,600
+زي الـ chess، يعني على سبيل المثال أنّه عندي عدد الـ
+
+47
+00:03:35,600 --> 00:03:39,640
+branches تقريبًا 35، يعني عندي الـ initial board زي
+
+48
+00:03:39,640 --> 00:03:42,760
+ما هي مرتبة، إنّ الصف الثاني بيكون فيه الجنود، الصف
+
+49
+00:03:42,760 --> 00:03:46,620
+الأول بيكون الحجار تبعي، أو القطع تبعي تبع الـ
+
+50
+00:03:46,620 --> 00:03:52,360
+chess، أنّه مرتبة بطريقة معينة، في عندي خمسة و ثلاثين
+
+51
+00:03:52,360 --> 00:03:58,460
+طريقة مختلفة أنّه ألعب فيها، أول لعبة، أنّه أنا يعني
+
+52
+00:03:58,460 --> 00:04:01,860
+...أنّه أنا أحرك الـ... الـ... الجندي خطوة، أو أحركه
+
+53
+00:04:01,860 --> 00:04:08,170
+خطوتين، تمام؟ أو أحرك الـ... الـ... الـ... الحصان أنا
+
+54
+00:04:08,170 --> 00:04:11,310
+عندي، و هكذا، فبالتالي في عندي خمسة و ثلاثين خطوة
+
+55
+00:04:11,310 --> 00:04:14,990
+طبعًا الـ chess إنّ العمق تبعه، إنّه عدد الـ turns
+
+56
+00:04:14,990 --> 00:04:19,690
+تقريبًا مئة، ممكن تكون أقل، ممكن تكون أكثر، طبعًا حسب
+
+57
+00:04:19,690 --> 00:04:25,110
+الـ game تبعي، تمام؟ فبالتالي هنا كـ time أنّه بتاخد
+
+58
+00:04:25,110 --> 00:04:29,670
+وقت كبير في الـ min max، يعني أنّه P مرفوعة للقوة D، و
+
+59
+00:04:29,670 --> 00:04:36,150
+أنّه الـ space صحيح هو أنّه يعني... أنّه نوعًا ما... أنّه
+
+60
+00:04:36,150 --> 00:04:38,790
+يعني... هنا المشكلة أنّه في الـ power بطلع أنا عندي
+
+61
+00:04:38,790 --> 00:04:41,790
+رقم كبير، و هنا حاصل الضرب بطلع أنا عندي رقم أقل
+
+62
+00:04:41,790 --> 00:04:45,110
+ولكن لسة ضخم، كبير، عشان هيك الـ smiley هنا
+
+63
+00:04:45,110 --> 00:04:50,700
+موضوعة، أنّه أصغر يعني، تمام؟ و سألنا سؤال، أنّه هل
+
+64
+00:04:50,700 --> 00:04:54,060
+فعلاً احنا محتاجين أنّه نطلع على كل path موجود أنا
+
+65
+00:04:54,060 --> 00:04:58,420
+عندي؟ فبالتالي بدي ألجأ لأنّ أعمل pruning في الـ
+
+66
+00:04:58,420 --> 00:05:02,220
+tree، أنّه أقلم الشجرة، أنّه هذا الفرع ما فيش داعي أنّه
+
+67
+00:05:02,220 --> 00:05:02,940
+أنا أطلع عليه
+
+68
+00:05:06,570 --> 00:05:11,050
+تمام؟ فبالتالي الـ pruning المفهوم تبعه أنّه remove
+
+69
+00:05:11,050 --> 00:05:15,970
+branches that don't influence the final decision
+
+70
+00:05:15,970 --> 00:05:19,930
+طبعًا ما بنشيلهاش هيك عبثًا، طبعًا بنشيلها بحيث أنّه...
+
+71
+00:05:19,930 --> 00:05:24,050
+أنّه أنا عارف أنّه هي ما بتأثّر على النتيجة النهائية
+
+72
+00:05:24,050 --> 00:05:25,110
+تمام؟
+
+73
+00:05:28,100 --> 00:05:30,880
+طبعًا هنا بس تعريف الـ pruning، أنّه formulation
+
+74
+00:05:30,880 --> 00:05:36,480
+للكلام السابق اللي أنا حكيته، طيب، أنواع الـ pruning
+
+75
+00:05:36,480 --> 00:05:40,620
+في عندنا منه نوعين، احنا هنركّز على موضوع الـ alpha
+
+76
+00:05:40,620 --> 00:05:44,880
+beta pruning، ايش مفهوم الـ alpha beta pruning؟ بدلًا
+
+77
+00:05:44,880 --> 00:05:47,600
+من alpha و beta، في أنا عندي two parameters، الـ
+
+78
+00:05:47,600 --> 00:05:54,480
+alpha و الـ beta، تمام؟ ف... هيكون
+
+79
+00:05:54,480 --> 00:05:57,400
+في عندي two parameters، بدي أطلع عليهم و أستخدمهم
+
+80
+00:05:57,400 --> 00:06:05,320
+في الـ pruning، تمام؟
+
+81
+00:06:05,320 --> 00:06:12,780
+طيب... نجي نطلع على الفكرة هاي، أنّه على سبيل المثال
+
+82
+00:06:12,780 --> 00:06:19,900
+أنا في عندي شجرة، three من ثلاثة تفريعات، ثلاثة، خمسة
+
+83
+00:06:19,900 --> 00:06:25,820
+عشرة، تمام؟ و أنا عندي هاي الـ terminal، أنّه من الفرع
+
+84
+00:06:25,820 --> 00:06:29,480
+الثاني، أنّه زي هيك، اثنين، و هذا بدي أشوف أنّه الـ
+
+85
+00:06:29,480 --> 00:06:32,640
+pruning، لو عملت pruning لهذه الأجزاء، أنّه هل هي
+
+86
+00:06:32,640 --> 00:06:36,780
+هتأثّر فعلاً ولا مش هتأثّر؟ تمام؟ و هنا اثنين، و سبعة، و
+
+87
+00:06:36,780 --> 00:06:41,060
+ثلاثة، to get الـ min max decision، هيكون عبارة عن max
+
+88
+00:06:41,060 --> 00:06:46,500
+مدام أنا عندي هنا max، تمام؟ و هنا من ثلاثة أرقام، و
+
+89
+00:06:46,500 --> 00:06:52,740
+هنا من برضه ثلاثة أرقام، و هنا من ثلاثة أرقام، هي هي
+
+90
+00:06:52,740 --> 00:06:56,700
+الـ term الأول من ثلاثة أرقام، و هنا ثلاثة أرقام، و هنا
+
+91
+00:06:56,700 --> 00:07:03,270
+ثلاثة أرقام، بهذا الشكل، اجيت الفرع الأول هذا على
+
+92
+00:07:03,270 --> 00:07:08,350
+اليسار، أنا عندي min، ثلاثة، خمسة، عشرة، تمام؟ و النتيجة
+
+93
+00:07:08,350 --> 00:07:16,970
+تبعته قديش؟ ثلاثة، صح؟ الـ min، ثلاثة، خمسة، عشرة،
+
+94
+00:07:16,970 --> 00:07:22,950
+النتيجة تبعته ثلاثة، تمام؟ طيب، هجيت... هدول أنا
+
+95
+00:07:22,950 --> 00:07:26,110
+بدي أعتبرهم unknown، فبالتالي أنا بدي أعتبر أنّه
+
+96
+00:07:26,110 --> 00:07:28,170
+أنا عندي... هاي terminal، خليني أمسح
+
+97
+00:07:35,170 --> 00:07:39,810
+هذه بدي أعتبرها a، وهذه بدي أعتبرها b، مش في هنا
+
+98
+00:07:39,810 --> 00:07:45,150
+عندي two nodes، فبالتالي هنا بدي يكون من اثنين، a و b
+
+99
+00:07:45,150 --> 00:07:51,790
+تمام؟ و الـ term الثالث من اثنين، سبعة، ثلاثة، هاي
+
+100
+00:07:51,790 --> 00:07:58,130
+اثنين، سبعة، ثلاثة، حاجات الـ term الأول، حكينا أنّه
+
+101
+00:07:58,130 --> 00:08:02,960
+نتيجته ثلاثة، الـ term الثاني، مدام مطلوب من الـ
+
+102
+00:08:02,960 --> 00:08:06,900
+minimum، اثنين ولا a ولا b؟ مدام أنا مش عارف الـ a
+
+103
+00:08:06,900 --> 00:08:11,880
+والاثنين، مش عارف الـ a و الـ b، فبالتالي بدي أعتبر
+
+104
+00:08:11,880 --> 00:08:16,600
+النتيجة c، الـ c ممكن تكون اثنين أو تكون الـ a أو الـ
+
+105
+00:08:16,600 --> 00:08:24,120
+b، ما بعرفش، فبالتالي هي الـ c، تمام؟ و الـ term الثالث
+
+106
+00:08:24,120 --> 00:08:28,880
+قديش نتيجته؟ اثنين، طيب
+
+107
+00:08:31,730 --> 00:08:37,030
+هجيت أنا، بدي أجي و أطلع على الـ max هنا، الـ max
+
+108
+00:08:37,030 --> 00:08:46,550
+ثلاثة ولا c ولا اثنين؟
+
+109
+00:08:46,550 --> 00:08:55,970
+طيب، خلينا نفكّر هنا شوية، مدام أنا قلت أنّه بدي الـ
+
+110
+00:08:55,970 --> 00:09:01,990
+minimum بين الاثنين و الـ A و الـ B، قديش النتيجة يفترض
+
+111
+00:09:01,990 --> 00:09:09,130
+تكون كـ range؟ اثنين؟ يا اثنين يا أقل، بالضبط،
+
+112
+00:09:09,130 --> 00:09:15,110
+تمام؟ فبالتالي هذه بدي أعتبرها أنّ الـ c أقل من أو
+
+113
+00:09:15,110 --> 00:09:21,730
+تساوي الاثنين، صح؟ فبالتالي باستخدام هذه القيمة أو
+
+114
+00:09:21,730 --> 00:09:26,290
+هذا الـ range للـ c، أنا عندي ثلاثة أو قيمة أقل من أو
+
+115
+00:09:26,290 --> 00:09:29,550
+تساوي الاثنين، أو الاثنين، يبقى باريحية بختار
+
+116
+00:09:29,550 --> 00:09:34,630
+الثلاثة، صح؟ شفت هنا كيف أنّه أنا ممكن هذا أعمله
+
+117
+00:09:34,630 --> 00:09:39,090
+pruning، أنّه ما بأثّر على الـ decision، واضحة الفكرة؟
+
+118
+00:09:43,360 --> 00:09:48,560
+طبعًا؟ يبقى هذا الكلام هو يعني أنّه... يعني الـ... يعني
+
+119
+00:09:48,560 --> 00:09:50,940
+الكلام في هذا الـ slide هو الـ... نفس اللي حكيته
+
+120
+00:09:50,940 --> 00:09:54,940
+فبالتالي أنّ الـ min a... اثنين، a، b، أكيد بطبيعة
+
+121
+00:09:54,940 --> 00:09:58,240
+الحال هيكون قيمة أقل من أو تساوي الاثنين، فبالتالي
+
+122
+00:09:58,240 --> 00:10:01,840
+الـ c أقل من أو تساوي الاثنين، فبالتالي الـ max، ثلاثة،
+
+123
+00:10:01,840 --> 00:10:06,120
+c، اثنين، هيكون بطبيعة الحال ثلاثة، ممكن أختارها
+
+124
+00:10:06,120 --> 00:10:07,840
+باريحية طبعًا؟
+
+125
+00:10:12,630 --> 00:10:17,250
+طيب، خلينا نعرف تعريفات، ايش أنا عندي الـ alpha، وايش
+
+126
+00:10:17,250 --> 00:10:21,690
+أنا عندي الـ beta، الـ alpha هي عبارة عن الـ best
+
+127
+00:10:21,690 --> 00:10:27,410
+choice so far للـ max player، أفضل خيار للـ max
+
+128
+00:10:27,410 --> 00:10:30,970
+player لغاية الآن، فبالتالي بدي أحط في ذهني أنّه الـ
+
+129
+00:10:30,970 --> 00:10:37,370
+alpha للـ max، تمام؟ واِيش المطلوب أنّه احنا بدنا
+
+130
+00:10:37,370 --> 00:10:43,680
+تكون قيمتها أعلى ما يمكن؟ أمّا الـ beta هي الـ
+
+131
+00:10:43,680 --> 00:10:49,420
+best choice للـ min، تمام؟ و بدنا ياها أنّه تكون أقل ما
+
+132
+00:10:49,420 --> 00:10:53,000
+يمكن، فبالتالي أنّه خلاص بدي أربط بذهني أنّه alpha
+
+133
+00:10:53,000 --> 00:11:00,360
+max، beta min، تمام؟ في كل node بدي أتبع قيمة
+
+134
+00:11:00,360 --> 00:11:05,800
+الـ alpha و الـ beta، تمام؟ و الـ alpha ممكن يصير لها
+
+135
+00:11:05,800 --> 00:11:12,660
+update فقط عند الـ max turn، في دور الـ max، و الـ beta
+
+136
+00:11:12,660 --> 00:11:18,680
+متى بيصير لها update؟ في الـ min turn، تمام؟ كمان مرة
+
+137
+00:11:18,680 --> 00:11:21,760
+في كل نقطة باجي، بتطلع على قيمة الـ alpha و الـ beta
+
+138
+00:11:21,760 --> 00:11:26,520
+قيمة الـ alpha و الـ beta، متى بيصير لهم update؟ الـ
+
+139
+00:11:26,520 --> 00:11:29,820
+alpha بيصير لها في دور الـ max، و الـ beta في دور الـ
+
+140
+00:11:29,820 --> 00:11:31,260
+min، تمام؟
+
+141
+00:11:33,170 --> 00:11:39,470
+طيب، حاجات، نيجي للـ algorithm steps، أول خطوة، رقم
+
+142
+00:11:39,470 --> 00:11:44,050
+واحد، بدي أعمل initialize للـ alpha بـ minus infinity
+
+143
+00:11:44,050 --> 00:11:52,950
+و الـ beta بـ infinity، شو السبب؟ نرجّح هنا، شو حكينا أنّه
+
+144
+00:11:52,950 --> 00:11:58,090
+we want to get the highest possible value here
+
+145
+00:11:58,090 --> 00:12:02,750
+لايش؟ للـ alpha، بدي أعلى قيمة، فبالتالي ايش بدي
+
+146
+00:12:02,750 --> 00:12:06,430
+أفترضها؟ أنّه هي أقل قيمة ممكنة، ايش أقل قيمة ممكنة؟
+
+147
+00:12:06,430 --> 00:12:11,610
+minus infinity، تمام؟ و الـ beta نفس الشيء، مدام أنا
+
+148
+00:12:11,610 --> 00:12:14,430
+بدي إياها أقل قيمة ممكنة، فبالتالي الـ initial value
+
+149
+00:12:14,430 --> 00:12:20,070
+بروحي بختارها أعلى ما يمكن، infinity، تمام؟ و هيصير لها
+
+150
+00:12:20,070 --> 00:12:20,990
+update باستمرار
+
+151
+00:12:23,970 --> 00:12:28,150
+تمام؟ بمعنى آخر أنّه أنا بدي أعتبر هدول هم الـ worst
+
+152
+00:12:28,150 --> 00:12:32,190
+possible cases، أسوأ حالة ممكن تكون للـ alpha، minus
+
+153
+00:12:32,190 --> 00:12:36,150
+infinity، و أسوأ حالة للـ beta، infinity، عكس ما هو
+
+154
+00:12:36,150 --> 00:12:43,610
+المطلوب، تمام؟ و هنا بدي أحط شرط للـ prune لـ node
+
+155
+00:12:43,610 --> 00:12:46,410
+معينة، أنّه أعمل pruning لـ node معينة، ايش هو هذا
+
+156
+00:12:46,410 --> 00:12:50,370
+الشرط؟ أنّه الـ alpha تكون أكبر من أو تساوي الـ beta
+
+157
+00:12:51,080 --> 00:12:53,980
+كل node بدي أجي و أطلع، صارت الـ alpha أكبر من أو
+
+158
+00:12:53,980 --> 00:13:02,620
+تساوي الـ beta، بجس كانت غير هيك، أقل، بخلي الـ branch
+
+159
+00:13:02,620 --> 00:13:09,530
+هذا كله، تمام؟ نيجي نشوف، نطبّق على المثال هذا، هنا عندي
+
+160
+00:13:09,530 --> 00:13:13,530
+هنا هي شجرة، ثلاثة، خمسة، عشرة، اثنين، ثمانية، تسعة، عشر،
+
+161
+00:13:13,530 --> 00:13:21,290
+اثنين، سبعة، ثلاثة، طيب، ببدأ أنّه بحط الـ assign للـ
+
+162
+00:13:21,290 --> 00:13:24,870
+initial values للـ alpha و الـ beta في الـ root node
+
+163
+00:13:24,870 --> 00:13:27,550
+ايش معنى هذا الكلام؟ معنى هذا الكلام أنّه أنا
+
+164
+00:13:27,550 --> 00:13:32,490
+باجي بقول أنّه الـ alpha بتساوي هنا minus infinity، و الـ
+
+165
+00:13:32,490 --> 00:13:37,330
+beta بتساوي infinity، مش هذه الـ initial اللي اتفقنا
+
+166
+00:13:37,330 --> 00:13:43,990
+عليها، تمام؟ هذا الكلام وين؟ عند الـ root، تمام؟
+
+167
+00:13:43,990 --> 00:13:52,170
+فبالتالي الشرط، هل الـ minus infinity أكبر من أو
+
+168
+00:13:52,170 --> 
+
+223
+00:18:43,200 --> 00:18:47,040
+max عشان أ get the value اللي هنا، احنا بدنا.. هذا
+
+224
+00:18:47,040 --> 00:18:51,000
+.. هذا كلام من max لوحده، من max algorithm pure من
+
+225
+00:18:51,000 --> 00:18:56,040
+max لكن احنا ايش بدنا من max with alpha beta
+
+226
+00:18:56,040 --> 00:19:00,380
+pruning؟ احنا بنشرح في جزئية أن احنا كيف نطبق ال
+
+227
+00:19:00,380 --> 00:19:06,920
+alpha beta pruning. طيب
+
+228
+00:19:06,920 --> 00:19:11,860
+لأ
+
+229
+00:19:13,940 --> 00:19:17,920
+لأ، ال alpha و ال beta هدول عبارة عن parameters، ال
+
+230
+00:19:17,920 --> 00:19:23,640
+alpha مش.. مش.. مش.. مش قيمة ال node اللي هنا، مش
+
+231
+00:19:23,640 --> 00:19:26,760
+قيمة ال node اللي هنا، ال alpha و ال beta هي
+
+232
+00:19:26,760 --> 00:19:31,740
+parameters، أنا بحطهم، تمام؟ بعملهم update في دور كل
+
+233
+00:19:31,740 --> 00:19:35,400
+واحد منهم، وبستخدمهم عشان أقرر أعمل pruning ولا لأ.
+
+234
+00:19:35,400 --> 00:19:40,560
+لكن القيمة اللي هنا، أنه هنا أنا عندي، جدعش القيمة
+
+235
+00:19:41,300 --> 00:19:46,420
+تمام؟ هي هنا عندي، بطلع تلاتة، وهنا بطلع اتنين، و
+
+236
+00:19:46,420 --> 00:19:52,600
+هنا بطلع تلاتة، تمام؟ فأنا باخد الاتنين، هذا الكلام
+
+237
+00:19:52,600 --> 00:19:57,020
+يعني مفروغ منه، بس أنا الاشي اللي بدور عليه، بدور أن هذا ال
+
+238
+00:19:57,020 --> 00:20:03,250
+branch أستثنيه ولا لأ؟ ليش؟ الهدف طبعاً يبني أصغر
+
+239
+00:20:03,250 --> 00:20:06,750
+الشجرة، ليش؟ لأن في بعض ال board games أن الشجرة
+
+240
+00:20:06,750 --> 00:20:10,790
+بتكون كتير كبيرة، كتير ضخمة، والهدف أن احنا نعمل
+
+241
+00:20:10,790 --> 00:20:15,470
+pruning لهذه الشجرة، تمام؟ في.. في بعض الأفرع
+
+242
+00:20:15,470 --> 00:20:21,250
+التانية، ممكن هذا ال branch كله أستثنيه، ما فيش داعي
+
+243
+00:20:21,250 --> 00:20:24,090
+أن أنا أطلع عليه، ايش معناه؟ ما فيش داعي أن أنا أطلع
+
+244
+00:20:24,090 --> 00:20:28,870
+عليه، بيأثرش على القيمة النهائية اللي موجودة هنا.
+
+245
+00:20:28,870 --> 00:20:32,930
+يعني على سبيل المثال، تلاتة واتنين وتلاتة، هنجد لو
+
+246
+00:20:32,930 --> 00:20:37,970
+عملنا discard لهذا ال branch، ال min بين التلاتة، عفواً
+
+247
+00:20:37,970 --> 00:20:44,330
+ال max بين التلاتة والاتنين، كده؟ تلاتة، فبالتالي
+
+248
+00:20:44,330 --> 00:20:49,110
+هذا ال branch أثر؟ لأ طبعاً، أنا كيف وصلت لهذا
+
+249
+00:20:49,110 --> 00:20:51,960
+القرار؟ من خلال ال alpha و ال beta parameters، فال
+
+250
+00:20:51,960 --> 00:20:57,760
+alpha و ال beta مش قيمة ال node بعينها، ولكن هي
+
+251
+00:20:57,760 --> 00:21:00,740
+عبارة عن parameters عشان أنه آخذ قرار، أعمل prune
+
+252
+00:21:00,740 --> 00:21:04,100
+ولا لأ، تمام؟
+
+253
+00:21:04,100 --> 00:21:07,600
+okay
+
+254
+00:21:07,600 --> 00:21:10,680
+فبالتالي
+
+255
+00:21:10,680 --> 00:21:14,320
+هنا ال alpha تلاتة، و ال beta infinity في ال root.
+
+256
+00:21:14,320 --> 00:21:20,430
+فبالتالي ما بنعمل prune، بطبق هذا الكلام على ال
+
+257
+00:21:20,430 --> 00:21:27,630
+center node، ال center node وينها؟ هادي ال left
+
+258
+00:21:27,630 --> 00:21:31,650
+node، تمام؟ بروح بطبق هذا الكلام على ال left.. على
+
+259
+00:21:31,650 --> 00:21:36,010
+ال center node، عفواً، تمام؟
+
+260
+00:21:36,010 --> 00:21:44,150
+بروح بقارن أنه 2 و infinity، نفس المبدأ، مش احنا هنا
+
+261
+00:21:44,150 --> 00:21:52,330
+أول node على الشمال تلاتة و infinity، تمام؟ عندي هنا
+
+262
+00:21:52,330 --> 00:21:56,330
+ال node على ال.. ال center، أنه هادي اتنين و
+
+263
+00:21:56,330 --> 00:22:00,590
+infinity، كده، بطلع ال min؟ اتنين، بعديها هنا اتنين
+
+264
+00:22:00,590 --> 00:22:05,610
+و تمانية؟ اتنين، اتنين و تسعة عشر؟ اتنين، تمام؟
+
+265
+00:22:05,610 --> 00:22:12,810
+فبالتالي قيمة ال beta كده هتصير؟ اتنين، و ال
+
+266
+00:22:12,810 --> 00:22:20,260
+alpha؟ تلاتة، من هون اجت التلاتة؟ من فوق، تمام؟ لحظة
+
+267
+00:22:20,260 --> 00:22:24,500
+أن أنا كل node أنا بعملها، بروح بنزل قيمة ال alpha
+
+268
+00:22:24,500 --> 00:22:27,980
+و ال beta، وقيمة ال alpha و ال beta صار لها update.
+
+269
+00:22:27,980 --> 00:22:32,720
+هنا أن ال alpha تلاتة، و ال beta infinity، نزلناها
+
+270
+00:22:32,720 --> 00:22:37,360
+على ال node.. على ال node هذه، تمام؟
+
+271
+00:22:37,360 --> 00:22:42,920
+أن هذه تلاتة، تمام؟ وهنا، فوجدنا لما نزلناها على ال
+
+272
+00:22:42,920 --> 00:22:47,040
+central node، تمام؟ وعندي هنا تلات قيم
+
+273
+00:22:50,280 --> 00:22:58,560
+اتنين، تمانية، جدعش؟ عشرة، سبعة، تسعة عشر، تمام؟ هنجد هنا
+
+274
+00:22:58,560 --> 00:23:03,920
+لما نزلت أن ال alpha تساوي التلاتة، و ال beta
+
+275
+00:23:03,920 --> 00:23:13,760
+بتساوي ال infinity، فهنا من اتنين و infinity، جدعش
+
+276
+00:23:13,760 --> 00:23:17,920
+بطلع الناتج اتنين، اتنين و تمانية، اتنين، اتنين و
+
+277
+00:23:17,920 --> 00:23:22,200
+تسعة عشر، اتنين، تمام؟ فبالتالي بعمل update لل beta.
+
+278
+00:23:22,200 --> 00:23:29,380
+جدعش صارت؟ اتنين، بالظبط بهذا الشكل، تمام؟ فبالتالي
+
+279
+00:23:29,380 --> 00:23:34,960
+ال alpha تلاتة، وال beta اتنين، هاعمل prune؟
+
+280
+00:23:34,960 --> 00:23:42,620
+ولا لأ؟ ايش الشرط؟ ال alpha تكون أكبر من أو تساوي
+
+281
+00:23:42,620 --> 00:23:47,020
+ال beta، متحقق ولا لأ؟ هل التلاتة أكبر من أو تساوي
+
+282
+00:23:47,020 --> 00:23:57,470
+الاتنين؟ نعم،  prune، لأن هو فريق هذا، هل
+
+283
+00:23:57,470 --> 00:24:02,390
+اتحقق عند الشارع؟ نعم، و أخذنا بس اتنين، مش
+
+284
+00:24:02,390 --> 00:24:08,710
+كلهم؟ وين الاتنين؟ يعني تمانية وستة عشر، تمانية و
+
+285
+00:24:08,710 --> 00:24:12,950
+تسعة عشر؟ أيوه، هدول.. ايه، جدعش، أن هذه.. هذه بس، أنه
+
+286
+00:24:12,950 --> 00:24:15,510
+أنا استخدمتها أول مرة.. أول واحدة في المقارنة، و
+
+287
+00:24:15,510 --> 00:24:21,690
+بعدها، أنه يعني.. أنه هدول ما لهمش تأثير، معناته
+
+288
+00:24:21,690 --> 00:24:26,270
+الكلام، الاتنين؟
+
+289
+00:24:26,270 --> 00:24:29,770
+اه، الاتنين، بتضل، أنه أنا عملت لها visit، أول واحدة.
+
+290
+00:24:29,770 --> 00:24:34,310
+يعني، أنه زي هيك، فبالتالي، أنه يعني.. لأنه اه، لازم
+
+291
+00:24:34,310 --> 00:24:39,020
+تطلع زي هيك، اتنين، لأن ال node التالتة هنا كانت
+
+292
+00:24:39,020 --> 00:24:43,540
+تلاتة، صح؟ فبالتالي بدي أختار ال max، تلاتة، اتنين،
+
+293
+00:24:43,540 --> 00:24:52,620
+تلاتة، تلاتة، تمام؟ هذه لازم تظل، فبالتالي بروح من
+
+294
+00:24:52,620 --> 00:24:55,960
+terminal node واحدة، بروح باخد القيمة لل node اللي
+
+295
+00:24:55,960 --> 00:25:01,160
+فوق، والباقي بعمله discard، تخيل هنا أنه كان في
+
+296
+00:25:01,160 --> 00:25:06,210
+عندي أكتر من خمسة terminals، نفس المبدأ، هدول الخمسة
+
+297
+00:25:06,210 --> 00:25:11,810
+بعملهم discard، تمام؟
+
+298
+00:25:11,810 --> 00:25:18,170
+تمام؟ يبقى هنا بعمل prune لل second و ال third child
+
+299
+00:25:18,170 --> 00:25:27,210
+node، because alpha now greater than beta، تمام؟
+
+300
+00:25:27,210 --> 00:25:35,020
+ال alpha في ال root بتضلها تلاتة، تمام؟ ليش؟ لأنه it
+
+301
+00:25:35,020 --> 00:25:39,160
+is greater than two، و بروح بحمل القيمة هذه لل
+
+302
+00:25:39,160 --> 00:25:49,500
+rightmost child node، تمام؟ يبقى هنا مدام أنه ال
+
+303
+00:25:49,500 --> 00:25:55,460
+alpha أكبر من أو تساوي ال beta، ال beta، ال alpha
+
+304
+00:25:55,460 --> 00:25:59,720
+بتضلها نفس القيمة، تلاتة، تمام؟ ليش؟ لأنه أكبر من أو
+
+305
+00:25:59,720 --> 00:26:03,990
+تساوي اتنين، ما بعملش update، و بروح بحمل هذه القيمة
+
+306
+00:26:03,990 --> 00:26:09,250
+لوين؟ لل rightmost child node اللي هي هنا في الرسمة.
+
+307
+00:26:09,250 --> 00:26:13,410
+هذا الكلام، يبقى هنا بروح باخد alpha بتساوي، بنزل
+
+308
+00:26:13,410 --> 00:26:21,630
+قيمة ال alpha، جدعش؟ تلاتة، و beta بتساوي 2، و بطبق
+
+309
+00:26:21,630 --> 00:26:30,660
+هذا الكلام، تمام؟ بروح بقيس جدعش أنا عندي، خليني أرجع
+
+310
+00:26:30,660 --> 00:26:38,100
+على الرسمة هنا، هنا.
+
+311
+00:26:38,100 --> 00:26:43,940
+حكينا أن ال alpha بتساوي كده؟ تلاتة، و ال beta
+
+312
+00:26:43,940 --> 00:26:46,260
+بتساوي اتنين.
+
+313
+00:27:02,560 --> 00:27:09,340
+تمام؟ هنا من infinity و 2، بتساوي 2، بروح بعمل
+
+314
+00:27:09,340 --> 00:27:16,480
+update ل beta، 2، و alpha بتضلها 3، تمام؟
+
+315
+00:27:19,940 --> 00:27:23,380
+بعدها بعمل prune لل second و ال third node، لإنه
+
+316
+00:27:23,380 --> 00:27:29,200
+alpha برضه greater than 3، تمام؟ فبالتالي هنا تلاتة،
+
+317
+00:27:29,200 --> 00:27:32,700
+اتنين، اتنين، على ال left و ال center و ال right
+
+318
+00:27:32,700 --> 00:27:38,340
+node، تمام؟ بروح بحسب ال max بينهم، فبالتالي بحصل
+
+319
+00:27:38,340 --> 00:27:39,540
+على تلاتة.
+
+320
+00:27:42,890 --> 00:27:48,310
+فهنا أنا عملت فعلياً أو عملياً discard ل 4 nodes، ايش
+
+321
+00:27:48,310 --> 00:27:59,870
+هما؟ هاي، وهاي، وهاي، وهاي، تمام؟
+
+322
+00:27:59,870 --> 00:28:03,970
+بدون
+
+323
+00:28:03,970 --> 00:28:08,030
+ما أثر على ال max decision، وهو نفس الشيء، طبعاً هذا
+
+324
+00:28:08,030 --> 00:28:11,730
+ال pseudocode طبعاً هنا زي ما أنتو شايفين، هنا ال
+
+325
+00:28:11,730 --> 00:28:16,390
+algorithm steps، أنا عندي هاي واحد، هاي اتنين، تلاتة،
+
+326
+00:28:16,390 --> 00:28:23,330
+أربعة، خمسة، ستة، سبعة، تمانية، طبعاً هذا مطبق على
+
+327
+00:28:23,330 --> 00:28:28,310
+example، هذا algorithm ك pseudocode، تمام؟ أن أنا عندي
+
+328
+00:28:28,310 --> 00:28:32,910
+هنا alpha beta decision، بياخد ال state طبعاً، وهنا
+
+329
+00:28:32,910 --> 00:28:36,810
+أن ال max value، نفس هديك، بس ايش بياخد بالإضافة لل
+
+330
+00:28:36,810 --> 00:28:40,930
+state، ال alpha و ال beta طبعاً، وهنا ال test، terminal،
+
+331
+00:28:40,930 --> 00:28:44,830
+لنفس الشروط، وهنا بجيب أنه لكل successor بروح بطبق
+
+332
+00:28:44,830 --> 00:28:49,430
+ال min value، لل alpha و ال beta، هنا أنا بفحص أنه
+
+333
+00:28:49,430 --> 00:28:52,890
+إذا ال value أكبر من beta، برجع ال V، وهنا العكس،
+
+334
+00:28:52,890 --> 00:28:57,800
+أن ال min value، برضه نفس الفكرة، alpha و beta، تمام؟
+
+335
+00:28:57,800 --> 00:29:02,160
+وهي ال same as، بس هنا ال alpha و ال beta reversed.
+
+336
+00:29:02,160 --> 00:29:05,740
+زي ما احنا شفنا، وطبقناها، أنه أنا بعكس ال alpha و
+
+337
+00:29:05,740 --> 00:29:13,260
+ال beta كقيم، يعني، تمام؟
+
+338
+00:29:13,460 --> 00:29:17,440
+طبعاً هذا الكلام، أنه infinity و minus infinity برضه
+
+339
+00:29:17,440 --> 00:29:20,960
+يعني للتوضيح أكثر، ك demonstration على ال slide.
+
+340
+00:29:20,960 --> 00:29:24,980
+فبالتالي أنا عندي هنا minus infinity و infinity.
+
+341
+00:29:24,980 --> 00:29:29,820
+نزلت القيمة هنا minus infinity و infinity زي هيك.
+
+342
+00:29:29,820 --> 00:29:36,920
+تمام؟ فالفكرة طبقناها، أن التلاتة، تمام؟ فبالتالي ال
+
+343
+00:29:36,920 --> 00:29:40,470
+beta.. مدام ال min، بعمل update لل beta، تلاتة، طبعاً
+
+344
+00:29:40,470 --> 00:29:44,890
+فبالتالي، وكأنه بقول أن ال node هاي حتكون أقل من
+
+345
+00:29:44,890 --> 00:29:48,450
+أو تساوي تلاتة، بدون أن أنا أطلع على الباقي، هدول زي
+
+346
+00:29:48,450 --> 00:29:54,550
+ما احنا عملنا ال.. ال اتنين و ال a و ال b بهذا
+
+347
+00:29:54,550 --> 00:29:58,930
+الشكل، فحكيت أنه قيمة، أن الناتج c، و ال c هذا عبارة
+
+348
+00:29:58,930 --> 00:30:02,190
+عن أقل أو تساوي الاتنين، وهنا نفس المبدأ طبعاً.
+
+349
+00:30:02,190 --> 00:30:05,750
+فبالتالي، لما بدي آجي على ال max هنا، لما باجي بطلع
+
+350
+00:30:05,750 --> 00:30:11,000
+فوق، بقول أنه مدام أنه أنا حأختار بين قيمة أقل من أو
+
+351
+00:30:11,000 --> 00:30:15,500
+تساوي التلاتة، وقيمة هنا، وقيمة هنا، بدون ما يطلع
+
+352
+00:30:15,500 --> 00:30:18,420
+على هدول، ممكن أعملهم overlook، وآجي أعمل
+
+353
+00:30:18,420 --> 00:30:22,380
+conclusion، أنه والله قيمة ال max حتكون حاجة أكبر
+
+354
+00:30:22,380 --> 00:30:26,700
+من أو تساوي التلاتة، ليش؟ لأنه ايش الاحتمال؟
+
+355
+00:30:26,700 --> 00:30:31,420
+الاحتمال يا اما أنه يكون أن ال nodes اللي هنا فعلاً
+
+356
+00:30:31,420 --> 00:30:35,180
+أصغر من 3، فبالتالي أنه اه، أكبر، يعني حيكون أن قيمة
+
+357
+00:30:35,180 --> 00:30:38,900
+ال node هنا تساوي 3، أو حيكون قيم أكبر من 3.
+
+358
+00:30:38,900 --> 00:30:43,180
+فبالتالي هذا ال condition still true، ضايل أنه true.
+
+359
+00:30:43,180 --> 00:30:49,520
+واضح كيف الفكرة في الموضوع هنا، ال 12 أنه أقل من 3.
+
+360
+00:30:49,520 --> 00:30:55,950
+تمام؟ وهذا ال condition still valid، تمام؟ وهنا
+
+361
+00:30:55,950 --> 00:31:00,690
+تمانية، برضه هنا، خلاص ثبتت أنه هي تلاتة، وهنا بصل ل
+
+362
+00:31:00,690 --> 00:31:05,070
+conclusion أنه هي أكبر من أو تساوي تلاتة، هنا نفس
+
+363
+00:31:05,070 --> 00:31:11,810
+الشيء، أنه أنا إجيت أنه minus infinity، وأنه بقول
+
+364
+00:31:11,810 --> 00:31:14,790
+أنه بعمل update لل beta، ال beta، أنه حتكون أقل من
+
+365
+00:31:14,790 --> 00:31:18,390
+أو تساوي الاتنين، تمام؟ فبالتالي أنه هدول بعملهم
+
+366
+00:31:18,390 --> 00:31:25,090
+discard بهذا الشكل، و هادي نفس الفكرة، أنه 14 بعمل
+
+367
+00:31:25,090 --> 00:31:30,250
+discard ل.. لأ، هنا على فكرة القيمة مختلفة، على ما
+
+368
+00:31:30,250 --> 00:31:37,510
+أعتقد، تمام؟ صح؟ فبالتالي أنه هنا عمل update ل ال
+
+369
+00:31:37,510 --> 00:31:44,170
+beta مرتين، أنه أول مرة هيها 5، كانت أول مرة 14.
+
+370
+00:31:44,170 --> 00:31:47,790
+فبالتالي لغيناها، فبالتالي هنا أقل من أو تساوي 5.
+
+371
+00:31:47,790 --> 00:31:51,730
+فبالتالي minus infinity و 5، وكمان مرة، إيجادنا node
+
+372
+00:31:51,730 --> 00:31:55,990
+تانية أقل، فبالتالي هنا أقل من أو تساوي ل 2.
+
+373
+00:31:55,990 --> 00:32:01,970
+فبالتالي هنا 2، و ال max بين 3 و 2 و 2، بطلع أنا
+
+374
+00:32:01,970 --> 00:32:03,730
+عندي 3، بهذا الشكل.
+
+375
+00:32:07,280 --> 00:32:16,600
+طبعاً هنا هذه عبارة عن ال three مستويات، فممكن
+
+376
+00:32:16,600 --> 00:32:19,440
+تتمرنوا عليها في ال.. في البيت، أن هاي أنا عندي ال
+
+377
+00:32:19,440 --> 00:32:22,360
+terminal node، وتحسبوها، وتحسبوا قيمة ال alpha و
+
+378
+00:32:22,360 --> 00:32:26,630
+ال beta، وتحددوا ال.. ال.. ال.. ال branch اللي
+
+379
+00:32:26,630 --> 00:32:33,210
+حتعملوله pruning، طيب،  to get بهذا الخصوص.. يعني
+
+380
+00:32:33,210 --> 00:32:39,090
+بهذا ال.. ال.. الإطار، ممكن أنا ايش أعطيكم، أنه
+
+381
+00:32:39,090 --> 00:32:46,090
+تتطلعوا هنا على ال site، في عندكم link هنا.
+
+382
+00:32:58,420 --> 00:33:01,080
+هذه توزيعة ال topics، هي مرتبة، واحنا فعلاً ماشيين
+
+383
+00:33:01,080 --> 00:33:05,600
+عليها، احنا واصلين هنا game playing، اللي هي ال
+
+384
+00:33:05,600 --> 00:33:09,480
+minmax، هي رابط ال slides، وفي عندي article هنا اسمه
+
+385
+00:33:09,480 --> 00:33:12,980
+minmax algorithm، في هذا ال article بتلاقوا في
+
+386
+00:33:12,980 --> 00:33:19,240
+عندكم هنا GitHub ل.. ل tool، ممكن أنه تساعدكم أن
+
+387
+00:33:19,240 --> 00:33:23,720
+أنتوا تحلوا مسائل، طبعاً في ال tool، طبعاً هذا ال link
+
+388
+00:33:23,720 --> 00:33:28,520
+broken، فهذا ال link أنا أعمله host في مكان ثاني.
+
+389
+00:33:28,520 --> 00:33:33,720
+فبالتالي، يعني بالمناسبة، هذا يعني هذا عبارة عن node
+
+390
+00:33:33,720 --> 00:33:38,440
+.js، يعني أنتو لو عندكم معرفة بال node، ممكن أنه
+
+391
+00:33:38,440 --> 00:33:43,940
+تنزله عندكم locally، وبيشتغل معاكم، فهنا ايش بتسوي؟
+
+392
+00:33:43,940 --> 0
+
+445
+00:37:45,860 --> 00:37:49,640
+فبالتالي بديها أهمية.  حاجات الأهمية هذه يعني
+
+446
+00:37:49,640 --> 00:37:52,980
+subjective أن أنا اللي بضبطها، فبالتالي أن هذه الـ
+
+447
+00:37:52,980 --> 00:37:56,260
+evaluation function ممكن تختلف من game لـ game لنفس
+
+448
+00:37:56,260 --> 00:37:59,280
+الـ game. الـ evaluation function مادام أن أحد بيصممها
+
+449
+00:37:59,280 --> 00:38:03,160
+ممكن أن هي تختلف. هذه الفكرة في الموضوع هنا بيظل
+
+450
+00:38:03,160 --> 00:38:06,480
+أنّه برضه كذلك أن نركز عليها، أن أنا كيف أفكر أن
+
+451
+00:38:06,480 --> 00:38:09,460
+أنا أحط evaluation function لـ game معينة، وركزوا
+
+452
+00:38:09,460 --> 00:38:12,760
+عليها لأنها هي محل أسئلة، أن لو عرفت الـ rule تبع الـ
+
+453
+00:38:12,760 --> 00:38:16,660
+game ممكن أقرر أن اه والله ممكن أحسب وضعية الـ
+
+454
+00:38:16,660 --> 00:38:20,160
+board، أن أحصل على الطرف هذا أو الطرف هذا من خلال دالة
+
+455
+00:38:20,160 --> 00:38:25,900
+معينة، تمام؟ واضح؟ إذا بظل في عينكم أي أسئلة ب...
+
+456
+00:38:25,900 --> 00:38:28,040
+بخصوص الـ evaluation function ممكن تسألوا،  المخاطر
+
+457
+00:38:28,040 --> 00:38:28,780
+اللي جاي إن شاء الله
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..ecfbb776776aeab3be960edc2580d64d21ccccef
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_postprocess.srt
@@ -0,0 +1,1828 @@
+1
+00:00:04,890 --> 00:00:07,730
+صباح الخير يا بنات احنا اتوقفنا المحاضرة الماضية
+
+2
+00:00:07,730 --> 00:00:13,550
+عند انه شوفنا ال min-max algorithm وانه بشكل سريع
+
+3
+00:00:13,550 --> 00:00:19,370
+انه ال min-max انه هو عبارة عن search algorithm
+
+4
+00:00:19,370 --> 00:00:23,090
+بستخدمه في ال adversarial search او بمعنى اخر انه
+
+5
+00:00:23,090 --> 00:00:26,790
+بستخدمه في ال game playing و الفكرة زي ما ذكرنا
+
+6
+00:00:26,790 --> 00:00:31,830
+انه بده يكون في عندى لعبين واحد منه واحد max يعني
+
+7
+00:00:31,830 --> 00:00:36,340
+بتبدلوا الأدوارو بدي انا اتنقل بين الأدوار هذه زي
+
+8
+00:00:36,340 --> 00:00:42,260
+هيك و بدي انه ابني الشجرة تمام و انه كل دور بدي
+
+9
+00:00:42,260 --> 00:00:45,140
+يكون انه هذا بدي يكون ال max انه بت .. يعني بيتم
+
+10
+00:00:45,140 --> 00:00:48,920
+تمثيل هذا مثلث فوق و هذه ال men بتكون متلت تحت
+
+11
+00:00:48,920 --> 00:00:53,280
+طبعا هنا انا هذه ال terminal احنا اتفقنا فهذه ال
+
+12
+00:00:53,280 --> 00:00:58,180
+slide اللي فيها ال terminology انه طبعا هذا الكلام
+
+13
+00:00:58,180 --> 00:00:59,180
+على ال tic-tac-toe
+
+14
+00:01:03,270 --> 00:01:06,670
+تمام؟ فحكينا إن ال initial state بتكون عبارة عن
+
+15
+00:01:06,670 --> 00:01:10,290
+board فاضية تمام؟ ال successor function بتجيبلي كل
+
+16
+00:01:10,290 --> 00:01:15,350
+الحركات و ال state تبع ال board الممكنة في ال tic
+
+17
+00:01:15,350 --> 00:01:21,370
+-tac-toe عندي تسع حلقات ممكنة تمام؟ تسع تفريعات و
+
+18
+00:01:21,370 --> 00:01:25,930
+.. و أنا عندي أخر مستوى بيكون هو عبارة عن ال
+
+19
+00:01:25,930 --> 00:01:30,290
+terminal states تمام؟ و في ال terminal stateبدي
+
+20
+00:01:30,290 --> 00:01:33,190
+يكون فيها عندي ال utility تمام و اتفقنا انه احنا
+
+21
+00:01:33,190 --> 00:01:36,930
+ان ال utility في اخر مستوى بدنا نطلع فيها فوق
+
+22
+00:01:36,930 --> 00:01:45,050
+لغاية لما نصل لل road عشان نشوف كيف شكل ال .. ال
+
+23
+00:01:45,050 --> 00:01:52,550
+tree تمام فيعني هذه شجرة على مستويين زي ما شوفنا
+
+24
+00:01:52,550 --> 00:01:57,620
+انها d max و هي d min و هي terminal تمامطبعا هذه
+
+25
+00:01:57,620 --> 00:02:01,080
+الأرقام احنا شوفنا ال utility هنا انه هنا minus
+
+26
+00:02:01,080 --> 00:02:06,100
+واحد zero واحد انا حابب انوه هنا انه احنا في عندنا
+
+27
+00:02:06,100 --> 00:02:08,520
+حاجة اسمها ال utility function او ال evaluation
+
+28
+00:02:08,520 --> 00:02:11,600
+function انه هذه الأرقام من وين تيجي طبعا احنا
+
+29
+00:02:11,600 --> 00:02:15,200
+الأرقام هذه فرضينها فرض هنا بحيث ان احنا نشوف كيف
+
+30
+00:02:15,200 --> 00:02:18,120
+نطبق ال algorithm تبع ال min max لكن في slide
+
+31
+00:02:18,120 --> 00:02:21,780
+لاحقا ان شاء الله في محاضرة اليوم هنشوف كيف انه
+
+32
+00:02:21,780 --> 00:02:25,290
+هاي ال utility function كيف انا ممكن اصممهاطبعا
+
+33
+00:02:25,290 --> 00:02:28,570
+طبيعة الحال أنه أنا مدام في المستوى هذا بدي أخد
+
+34
+00:02:28,570 --> 00:02:32,430
+المن فبالتالي بدي أخد أقل رقم من هدول تلاتة ولا
+
+35
+00:02:32,430 --> 00:02:37,150
+خمسة ولا عشرة فبدي يكون تلاتة و هنا بدي يكون اتنين
+
+36
+00:02:37,150 --> 00:02:41,230
+المستوى الأعلى بدي أخد تلاتة ولا اتنين فبدي أخد
+
+37
+00:02:41,230 --> 00:02:46,510
+أعلى رقم هيكون تلاتة بإيه هذا الشكل طبعا
+
+38
+00:02:48,550 --> 00:02:54,150
+وها دي على أربع مستويات شوفنا كيف أنه ممكن أنه يتم
+
+39
+00:02:54,150 --> 00:02:58,390
+تطبيق هذا الموضوع بهذا الشكل واتوقفنا عند الخصائص
+
+40
+00:02:58,390 --> 00:03:01,550
+تبع ال min-max حكينا أنه أنه هذا ك algorithm
+
+41
+00:03:01,550 --> 00:03:05,850
+complete yes طبعا بطبيعة الحال أنه إذا كانت ال
+
+42
+00:03:05,850 --> 00:03:10,510
+letter E finite ال algorithm بطبيعة الحال optimalو
+
+43
+00:03:10,510 --> 00:03:17,950
+ال space complexity P مرفوعة القوة M و ال space
+
+44
+00:03:17,950 --> 00:03:26,200
+complexityBM وشوفنا انه هذا ال space كتير ضخم طبعا
+
+45
+00:03:26,200 --> 00:03:32,200
+في ال tic-tac-toe الموضوع بسيط ولكن في games تانية
+
+46
+00:03:32,200 --> 00:03:35,600
+زي ال chess يعني على سبيل المثال انه عندي عدد ال
+
+47
+00:03:35,600 --> 00:03:39,640
+branches تقريبا 35 يعني عندي ال initial board زي
+
+48
+00:03:39,640 --> 00:03:42,760
+ما هي مرتبة ان الصف التاني بيكون في الجنود الصف
+
+49
+00:03:42,760 --> 00:03:46,620
+الأول بيكون الحجار تبعتي او القطع تبعتي تبع ال
+
+50
+00:03:46,620 --> 00:03:52,360
+chess انه مرتبة بطريقة معينةفي عندي خمسة و تلاتين
+
+51
+00:03:52,360 --> 00:03:58,460
+طريقة مختلفة أنه ألعب فيها، أول لعبة، انه انا يعني
+
+52
+00:03:58,460 --> 00:04:01,860
+.. انه انا أحرك ال .. ال .. ال جوندي خطوة أو أحركه
+
+53
+00:04:01,860 --> 00:04:08,170
+خطوطينتمام او احرك ال .. ال .. ال .. الحصان انا
+
+54
+00:04:08,170 --> 00:04:11,310
+عندي و هكذا فبالتالي في عندي خمسة و تلاتين خطوة
+
+55
+00:04:11,310 --> 00:04:14,990
+طبعا ال chess ان العمق تبحق انه عدد ال turns
+
+56
+00:04:14,990 --> 00:04:19,690
+تقريبا مية ممكن تكون اقل ممكن تكون اكتر طبعا حسب
+
+57
+00:04:19,690 --> 00:04:25,110
+ال game تبعتي تمام فبالتالي هنا ك time انه بتاخد
+
+58
+00:04:25,110 --> 00:04:29,670
+وقت كبير في ال min max يعني انه P مرفوع للقوة D و
+
+59
+00:04:29,670 --> 00:04:36,150
+انه ال spaceصحيح هو انه يعني .. انه نوعا ما .. انه
+
+60
+00:04:36,150 --> 00:04:38,790
+يعني .. هنا المشكلة انه في ال power بطلع انا عندى
+
+61
+00:04:38,790 --> 00:04:41,790
+رقم كبير و هنا حاصل الضرب بطلع انا عندى رقم اقل
+
+62
+00:04:41,790 --> 00:04:45,110
+ولكن لسه ضايل انه كبير عشان هيك ال smiley هنا
+
+63
+00:04:45,110 --> 00:04:50,700
+محتوطة انه اصغر يعنى، تمام؟و سألنا سؤال انه هل
+
+64
+00:04:50,700 --> 00:04:54,060
+فعلا احنا محتاجين انه نطلع على كل path موجود انا
+
+65
+00:04:54,060 --> 00:04:58,420
+عندى فبالتالي بدي ألجأ لأنه اعمل pruning في ال
+
+66
+00:04:58,420 --> 00:05:02,220
+tree انه اقلم الشجرة انه هذا الفرع مافيش داعي انه
+
+67
+00:05:02,220 --> 00:05:02,940
+انا أطلع عليه
+
+68
+00:05:06,570 --> 00:05:11,050
+تمام؟ فبالتالي ال proning المفهوم تبعه انه remove
+
+69
+00:05:11,050 --> 00:05:15,970
+branches that don't influence the final decision
+
+70
+00:05:15,970 --> 00:05:19,930
+طبعا مابشيلهاش هيك عبثا طبعا بشيلها بحيث انه ..
+
+71
+00:05:19,930 --> 00:05:24,050
+انه انا عارف ان هي مابتأثرش على النتيجة النهائية
+
+72
+00:05:24,050 --> 00:05:25,110
+تمام؟
+
+73
+00:05:28,100 --> 00:05:30,880
+طبعا هانا بس تعريف ال proning أنه formulation
+
+74
+00:05:30,880 --> 00:05:36,480
+للكلام السابق اللي أنا حكيته طيب حاجات ال proning
+
+75
+00:05:36,480 --> 00:05:40,620
+في عندنا منه نوعين احنا هنركز على موضوع ال alpha
+
+76
+00:05:40,620 --> 00:05:44,880
+beta proning ايش مفهوم ال alpha beta proning بدلا
+
+77
+00:05:44,880 --> 00:05:47,600
+من alpha و beta في أنا عندي two parameters ال
+
+78
+00:05:47,600 --> 00:05:54,480
+alpha و ال betaتمام؟ ف .. هيكون
+
+79
+00:05:54,480 --> 00:05:57,400
+في عندي two parameters بدي أطلع عليهم و أستخدمهم
+
+80
+00:05:57,400 --> 00:06:05,320
+في ال proning تمام؟
+
+81
+00:06:05,320 --> 00:06:12,780
+طيب .. نجي نطلع على الفكرة هاي أنه على سبيل المثال
+
+82
+00:06:12,780 --> 00:06:19,900
+أنا في عندي شجرةthree من تلت تفريعات تلاتة خمسة
+
+83
+00:06:19,900 --> 00:06:25,820
+عشرة تمام؟ و أنا عندي هاي ال terminal أنه من الفرع
+
+84
+00:06:25,820 --> 00:06:29,480
+التاني أنه زي هيك اتنين و هذا بدي أشوف أنه ال
+
+85
+00:06:29,480 --> 00:06:32,640
+proning لو عملت proning لهذه الأجزاء أنه هل هي
+
+86
+00:06:32,640 --> 00:06:36,780
+هتأثر فعلا ولا مش هتأثر تمام؟ و هنا اتنين و سبعة و
+
+87
+00:06:36,780 --> 00:06:41,060
+تلاتةه get ال min max decision هيكون عبارة عن max
+
+88
+00:06:41,060 --> 00:06:46,500
+مدام أنا عندي هنا max تمام و هنا من لتلت أرقام و
+
+89
+00:06:46,500 --> 00:06:52,740
+هنا من برضه لتلت أرقام و هنا من لتلت أرقام هي هي
+
+90
+00:06:52,740 --> 00:06:56,700
+ال term الأول من تلت أرقام و هنا تلت أرقام و هنا
+
+91
+00:06:56,700 --> 00:07:03,270
+تلت أرقام بهذا الشكلهجيت الفرع الأول هذا على
+
+92
+00:07:03,270 --> 00:07:08,350
+اليسار أنا عندي men تلاتة خمسة عشرة تمام؟ والنتيجة
+
+93
+00:07:08,350 --> 00:07:16,970
+تبعته جداش؟ تلاتة، صح؟ ال men تلاتة خمسة عشرة،
+
+94
+00:07:16,970 --> 00:07:22,950
+النتيجة تبعته تلاتة، تمام؟ طيب، هجيت .. هدول أنا
+
+95
+00:07:22,950 --> 00:07:26,110
+بدي أفترض أنهم unknown فبالتالي أنا بدي أفترض أنه
+
+96
+00:07:26,110 --> 00:07:28,170
+أنا عندي .. هاي ترمينال خليني أمسح
+
+97
+00:07:35,170 --> 00:07:39,810
+هذه بدي اعتبرها a وهذه بدي اعتبرها b مش في هنا
+
+98
+00:07:39,810 --> 00:07:45,150
+عندي two node فبالتالي هنا بدي يكون من اتنين a و b
+
+99
+00:07:45,150 --> 00:07:51,790
+تمام؟ و ال term التالت من اتنين سبعة تلاتة هايه
+
+100
+00:07:51,790 --> 00:07:58,130
+اتنين سبعة تلاتة حاجات ال term الأول حكينا انه
+
+101
+00:07:58,130 --> 00:08:02,960
+نتيجة طبعته تلاتةالterm التاني مدام مطلوب من ال
+
+102
+00:08:02,960 --> 00:08:06,900
+minimum اتنين ولا a ولا b مدام انا مش عارف ال a
+
+103
+00:08:06,900 --> 00:08:11,880
+الاتنين مش عارف ال a و ال b فبالتالي بدي اعتبر
+
+104
+00:08:11,880 --> 00:08:16,600
+النتيجة c ال c ممكن تكون اتنين او تكون ال a او ال
+
+105
+00:08:16,600 --> 00:08:24,120
+b ماعرفش فبالتالي هيه ال c تمام؟ و ال term التالد
+
+106
+00:08:24,120 --> 00:08:28,880
+كدهش نتيجته؟ اتنين طيب
+
+107
+00:08:31,730 --> 00:08:37,030
+هجيت أنا بدي أجي و أطلع على ال max هنا ال max
+
+108
+00:08:37,030 --> 00:08:46,550
+تلاتة ولا C ولا اتنين؟
+
+109
+00:08:46,550 --> 00:08:55,970
+طيب خلينا نفكر هنا شوية مدام أنا قلت أنه بدي ال
+
+110
+00:08:55,970 --> 00:09:01,990
+minimum بين الاتنين و ال A و ال Bقدش النتيجة يفترض
+
+111
+00:09:01,990 --> 00:09:09,130
+تكون ك range؟ اتنين؟ يا اتنين يا اقل، بالظبط،
+
+112
+00:09:09,130 --> 00:09:15,110
+تمام؟ فبالتالي هذه بدي اعتبرها ان ال C اقل من او
+
+113
+00:09:15,110 --> 00:09:21,730
+تساوي الاتنين، صح؟ فبالتالي باستخدام هذه القيمة او
+
+114
+00:09:21,730 --> 00:09:26,290
+هذا ال range لل C انا عندي تلاتة او قيمة اقل من او
+
+115
+00:09:26,290 --> 00:09:29,550
+تساوي الاتنين او الاتنين، يبقى باريحية بختار
+
+116
+00:09:29,550 --> 00:09:34,630
+التلاتةصح؟ شفته هنا كيف انه انا ممكن هذا اعمله
+
+117
+00:09:34,630 --> 00:09:39,090
+pruning انه مابأثرش على ال decision واضحة الفكرة؟
+
+118
+00:09:43,360 --> 00:09:48,560
+طبعا؟ يبجى هذا الكلام هو يعني انه يعني ال .. يعني
+
+119
+00:09:48,560 --> 00:09:50,940
+الكلام في هذا ال slide هو ال .. نفس اللي حكيته
+
+120
+00:09:50,940 --> 00:09:54,940
+فبالتالي ان ال min a .. اتنين a b أكيد بطبيعة
+
+121
+00:09:54,940 --> 00:09:58,240
+الحال هيكون قيمة أقل من أو تساوي الأتنين فبالتالي
+
+122
+00:09:58,240 --> 00:10:01,840
+ال c أقل من أو تساوي الأتنين فبالتالي ال max تلاتة
+
+123
+00:10:01,840 --> 00:10:06,120
+c تنين هيكون بطبيعة الحال تلاتة ممكن أختارها
+
+124
+00:10:06,120 --> 00:10:07,840
+بأريحية طبعا؟
+
+125
+00:10:12,630 --> 00:10:17,250
+طيب خدنا نعرف تعريفات إيش أنا عندي ال alpha وإيش
+
+126
+00:10:17,250 --> 00:10:21,690
+أنا عندي ال beta ال alpha هي عبارة عن ال best
+
+127
+00:10:21,690 --> 00:10:27,410
+choice so far ل ال max player أفضل خيار ل ال max
+
+128
+00:10:27,410 --> 00:10:30,970
+player لغاية الآن فبالتالي بدي أحط في ذهني أنه ال
+
+129
+00:10:30,970 --> 00:10:37,370
+alpha ل ال max تمام؟ وإيش المطلوب أنه إحنا بدنا
+
+130
+00:10:37,370 --> 00:10:43,680
+تكون القيمة تبعتها أعلى ما يمكن؟أما ال beta هي ال
+
+131
+00:10:43,680 --> 00:10:49,420
+best choice للمن تمام و بدنا ياها أنه تكون أقل ما
+
+132
+00:10:49,420 --> 00:10:53,000
+يمكن فبالتالي أنه خلاص بدي أربط بذهني أنه alpha
+
+133
+00:10:53,000 --> 00:11:00,360
+max beta min تمام؟ حاجات في كل node بدي أتبع قيمة
+
+134
+00:11:00,360 --> 00:11:05,800
+ال alpha و ال betaتمام؟ و ال alpha ممكن يصيرلها
+
+135
+00:11:05,800 --> 00:11:12,660
+update فقط عند ال max turn في دور ال max و ال beta
+
+136
+00:11:12,660 --> 00:11:18,680
+متى بيصيرلها update في ال min turn تمام؟ كمان مرة
+
+137
+00:11:18,680 --> 00:11:21,760
+في كل نقطة باجي بتطلع على قيمة ال alpha و ال beta
+
+138
+00:11:21,760 --> 00:11:26,520
+قيمة ال alpha و ال beta متى بيصيرلهم update؟ ال
+
+139
+00:11:26,520 --> 00:11:29,820
+alpha بيصيرلها في دور ال max و ال beta في دور ال
+
+140
+00:11:29,820 --> 00:11:31,260
+min تمام؟
+
+141
+00:11:33,170 --> 00:11:39,470
+طيب حاجات نيجي لل algorithm steps أول خطوة رقم
+
+142
+00:11:39,470 --> 00:11:44,050
+واحد بدي اعمل initialize لل alpha ب minus infinity
+
+143
+00:11:44,050 --> 00:11:52,950
+و ال beta infinity شو السبب؟ نرجح هنا شو حكينا انه
+
+144
+00:11:52,950 --> 00:11:58,090
+we want to get the highest possible value here
+
+145
+00:11:58,090 --> 00:12:02,750
+لإيش؟ لل alphaبدي اعلى قيمة فبالتالي ايش بدي
+
+146
+00:12:02,750 --> 00:12:06,430
+افترضها ان هي اقل قيمة ممكنة ايش اقل قيمة ممكنة
+
+147
+00:12:06,430 --> 00:12:11,610
+minus infinity تمام و ال beta نفس الشيء مدام انا
+
+148
+00:12:11,610 --> 00:12:14,430
+بديها اقل قيمة ممكنة فبالتالي ال initial value
+
+149
+00:12:14,430 --> 00:12:20,070
+بروح بختارها اعلى ما يمكن infinity تمام و هيصيرلها
+
+150
+00:12:20,070 --> 00:12:20,990
+update باستمرار
+
+151
+00:12:23,970 --> 00:12:28,150
+تمام؟ بمعنى آخر أنه أنا بدي أعتبر هدول هم ال worst
+
+152
+00:12:28,150 --> 00:12:32,190
+possible cases أسوأ حالة ممكن تكون لل alpha minus
+
+153
+00:12:32,190 --> 00:12:36,150
+infinity و أسوأ حالة لل beta infinity عكس ما هو
+
+154
+00:12:36,150 --> 00:12:43,610
+المطلوب تمام؟ و هنا بدي أحط شرط لل prune ل node
+
+155
+00:12:43,610 --> 00:12:46,410
+معينة أنه أعمل pruning ل node معينة إيش هو هذا
+
+156
+00:12:46,410 --> 00:12:50,370
+الشرط؟ أنه ال alpha تكون أكبر من أو تساوي ال beta
+
+157
+00:12:51,080 --> 00:12:53,980
+كل note بدي أجي و أطلع صارت ال alpha أكبر من أ
+
+158
+00:12:53,980 --> 00:13:02,620
+تساوي ال beta بجس كانت غير هيك أقل بخلي ال branch
+
+159
+00:13:02,620 --> 00:13:09,530
+هذا كله تمام نيجي نشوف نطبع على المثال هذاهنا عندي
+
+160
+00:13:09,530 --> 00:13:13,530
+هنا هي شجرة تلاتة خمسة عشرة اتنين تمانية تسعتاش
+
+161
+00:13:13,530 --> 00:13:21,290
+اتنين سبعة تلاتة طيب ببدأ انه بحط ال assign لل
+
+162
+00:13:21,290 --> 00:13:24,870
+initial values لل alpha و ال beta في ال root node
+
+163
+00:13:24,870 --> 00:13:27,550
+ايش معناه هذا الكلام؟ معناه هذا الكلام انه انا
+
+164
+00:13:27,550 --> 00:13:32,490
+باجي بقول ان ال alpha بتساوي هنا minus infinityوال
+
+165
+00:13:32,490 --> 00:13:37,330
+beta بتساوي infinity مش هذه ال initial اللي اتفقنا
+
+166
+00:13:37,330 --> 00:13:43,990
+عليها تمام هذا الكلام وين عند ال root تمام
+
+167
+00:13:43,990 --> 00:13:52,170
+فبالتالي الشرط هل ال minus infinity أكبر من أو
+
+168
+00:13:52,170 --> 00:13:58,390
+تساوي ال infinity مش هو هذا الشرط طبق ال value هاي
+
+169
+00:13:58,390 --> 00:14:04,510
+minus infinityأكبر من أو تساوي infinity هذا كلام
+
+170
+00:14:04,510 --> 00:14:08,730
+إيش؟ false بعمل
+
+171
+00:14:08,730 --> 00:14:12,850
+prone يعني؟ لأ بتطلع على كل branches تبعتي اللي هو
+
+172
+00:14:12,850 --> 00:14:16,550
+هذا و هذا و هذا زي هيك تمام؟
+
+173
+00:14:18,290 --> 00:14:22,090
+بعدها بروح بنقل ال values تبع ال alpha و ال beta
+
+174
+00:14:22,090 --> 00:14:28,730
+لل child node على ال left ببدأ من جهة اليسار تمام؟
+
+175
+00:14:28,730 --> 00:14:32,870
+معناه هذا الكلام انه هنا عندي ال alpha minus
+
+176
+00:14:32,870 --> 00:14:37,750
+infinity تمام؟ و ال beta infinity بروح بنزل هنا
+
+177
+00:14:37,750 --> 00:14:43,550
+على الشمال ال alpha و ال beta هيهم نفس القيمة كيف؟
+
+178
+00:14:47,840 --> 00:14:52,180
+متى بيصير update لما بيجي انا عندي هنا في .. عندي
+
+179
+00:14:52,180 --> 00:14:55,980
+في ال terminal لما بدي أجي أطبق يا men يا max إذا
+
+180
+00:14:55,980 --> 00:14:58,820
+كان أنا عندي أكتر من مستوى برضه بدي أنزل زي هيك
+
+181
+00:14:58,820 --> 00:15:02,240
+لإنه ما طمش تطبيق لا men ولا max مش احنا حاكينا
+
+182
+00:15:02,240 --> 00:15:04,460
+إنه أنا بحسب ال terminal تحت وبعدين بطلع أطلع
+
+183
+00:15:04,460 --> 00:15:10,020
+تمام؟ وصلت لل terminal هنا ال terminal مدام أنا
+
+184
+00:15:10,020 --> 00:15:15,480
+عندي men يبقى بقارن أول نقطة أنا عندي على اليسار
+
+185
+00:15:15,480 --> 00:15:21,310
+تلاتةبدي اعمل من بين التلاتة و الاش ليش infinity
+
+186
+00:15:21,310 --> 00:15:28,870
+ال beta ليش beta لأنه من تمام فبالتالي تلاتة ولا
+
+187
+00:15:28,870 --> 00:15:34,170
+infinity مين اقل تلاتة التلاتة هذه باخدها و بروح
+
+188
+00:15:34,170 --> 00:15:38,990
+بطبقها وين مع ال node اللي بعديها تمام يبقى اول
+
+189
+00:15:38,990 --> 00:15:45,490
+node بقارنها مع ال beta تاني node تلاتة ولا خمسة
+
+190
+00:15:45,490 --> 00:15:53,320
+تلاتةتمام؟ و بعدها باخد هنا من تلاتة ولا عشرة؟
+
+191
+00:15:53,320 --> 00:15:59,300
+تلاتة ساعتها بروح بعمل update لل beta صارت تلاتة
+
+192
+00:15:59,300 --> 00:16:04,620
+وال alpha minus infinity تمام؟ هذا الكلام بروح
+
+193
+00:16:04,620 --> 00:16:10,440
+بعمله update للمستوى الأعلى تمام؟ بس بالعكس يعني
+
+194
+00:16:10,440 --> 00:16:16,180
+وجه هنا صار عندي دور ال من معناه ذلك بعمل update
+
+195
+00:16:16,180 --> 00:16:20,530
+لل betaبروح بعمل update للمستوى الأعلى ساعتها
+
+196
+00:16:20,530 --> 00:16:24,030
+بتصير ال alpha تلاتة و ال beta infinity فبالتالي
+
+197
+00:16:24,030 --> 00:16:30,410
+ال update هذا التلاتة لوين بده يروح لل alpha واضح؟
+
+198
+00:16:30,410 --> 00:16:38,230
+واضح؟ تمام هنا ال utility value لل terminal هذا
+
+199
+00:16:38,230 --> 00:16:43,410
+الكلام حكيناه هنعمل update لل alpha و ال betaتمام؟
+
+200
+00:16:43,410 --> 00:16:46,770
+و هنا نفس الفكرة انه انا بروح بطبق انه احنا نعمل
+
+201
+00:16:46,770 --> 00:16:51,330
+ال prone ولا لأ طبعا هنا الشرط ايش هو الشرط انه ال
+
+202
+00:16:51,330 --> 00:17:00,450
+alpha minus infinity و infinity و هنا .. انه
+
+203
+00:17:00,450 --> 00:17:03,730
+هنا صار في update لل alpha و ال beta ايش هو الشرط
+
+204
+00:17:03,730 --> 00:17:12,050
+انه ال alphaيكون أكبر من أو تساوي ال beta هنا نطبق
+
+205
+00:17:12,050 --> 00:17:17,950
+هذا الكلام هل ال minus infinity أكبر من أو تساوي
+
+206
+00:17:17,950 --> 00:17:23,710
+تلاتة؟ هل ال minus infinity أكبر من أو تساوي
+
+207
+00:17:23,710 --> 00:17:27,990
+تلاتة؟ false فبالتالي بعملش broom تمام؟ هذا الكلام
+
+208
+00:17:27,990 --> 00:17:33,030
+بدي أفكر فيه في كل node بطبق الشرط يبقى هذه عشان
+
+209
+00:17:33,030 --> 00:17:36,930
+نقر ان اعملها broom ولا لابروح بطبق الشرط هذا
+
+210
+00:17:36,930 --> 00:17:40,750
+دايما اللي هو alpha تكون أكبر من أو تساوي ال beta
+
+211
+00:17:40,750 --> 00:17:43,630
+تمام؟
+
+212
+00:17:47,980 --> 00:17:51,080
+فبالتالي هنا we don't prune because the condition
+
+213
+00:17:51,080 --> 00:17:56,260
+remains the same تمام؟ و هذا الكلام بروح بطبقه
+
+214
+00:17:56,260 --> 00:17:58,560
+يعني هذا الكلام بطبقه على ال second node و ال
+
+215
+00:17:58,560 --> 00:18:02,940
+third node تمام؟ و هنا بروح بعمل set لل alpha
+
+216
+00:18:02,940 --> 00:18:11,140
+تلاتة في ال root node زي ما شوفنا تمام؟
+
+217
+00:18:11,140 --> 00:18:14,640
+ايش هو جمال المقارنة مع جمال ال .. هل يبقى simple
+
+218
+00:18:14,640 --> 00:18:19,500
+أو تمام؟هو هيك ال algorithm بيشتغل انه في كل node
+
+219
+00:18:19,500 --> 00:18:31,320
+احنا
+
+220
+00:18:31,320 --> 00:18:34,980
+يعني احنا تطبيق ال min و ال max هذا احنا يعني
+
+221
+00:18:34,980 --> 00:18:38,360
+متفقين عليه لسه انا بدي اشوف هنا ال node هذه اللي
+
+222
+00:18:38,360 --> 00:18:43,200
+هنا تمام و ال node هذه اللي هنا تمام و اخد منه ال
+
+223
+00:18:43,200 --> 00:18:47,040
+max عشان ا get ال value اللي هنااحنا بدنا .. هذا
+
+224
+00:18:47,040 --> 00:18:51,000
+.. هذا كلام من max لوحده من max algorithm pure من
+
+225
+00:18:51,000 --> 00:18:56,040
+max لكن احنا ايش بدنا من max with alpha beta
+
+226
+00:18:56,040 --> 00:19:00,380
+pruning احنا بنشرح في جزئية ان احنا كيف نطبق ال
+
+227
+00:19:00,380 --> 00:19:06,920
+alpha beta pruning طيب
+
+228
+00:19:06,920 --> 00:19:11,860
+لأ
+
+229
+00:19:13,940 --> 00:19:17,920
+لأ ال alpha و ال beta هدول عبارة عن parameters ال
+
+230
+00:19:17,920 --> 00:19:23,640
+alpha مش .. مش .. مش .. مش قيمة النود اللي هنا مش
+
+231
+00:19:23,640 --> 00:19:26,760
+قيمة النود اللي هنا ال alpha و ال beta هي
+
+232
+00:19:26,760 --> 00:19:31,740
+parameter انا بحطهم تمام بعملهم update في دور كل
+
+233
+00:19:31,740 --> 00:19:35,400
+واحد منهم و بستخدمهم عشان اقرر اعمل pruning ولا لأ
+
+234
+00:19:35,400 --> 00:19:40,560
+لكن القيمة اللي هنا انه هنا انا عندي جداش القيمة
+
+235
+00:19:41,300 --> 00:19:46,420
+تمام؟ هي هنا عندي بطلع تلاتة و هنا بطلع اتنين و
+
+236
+00:19:46,420 --> 00:19:52,600
+هنا بطلع تلاتة، تمام؟ فحاخد الاتنين، هذا الكلام
+
+237
+00:19:52,600 --> 00:19:57,020
+يعني مفروغ منه، بس انا الاشي بدور، بدور ان هذا ال
+
+238
+00:19:57,020 --> 00:20:03,250
+branchاستثني ولا لأ؟ ليش؟ الهدف طبعا يبني أصغر
+
+239
+00:20:03,250 --> 00:20:06,750
+الشجرة ليش؟ لأن في بعض ال board games أن الشجرة
+
+240
+00:20:06,750 --> 00:20:10,790
+بتكون كتير كبيرة كتير ضخمة و الهدف أن أحنا نعمل
+
+241
+00:20:10,790 --> 00:20:15,470
+pruning لهذه الشجرة تمام؟ في .. في بعض الأفرع
+
+242
+00:20:15,470 --> 00:20:21,250
+التانية ممكن هذا ال branch كله أستثني مافيش داعي
+
+243
+00:20:21,250 --> 00:20:24,090
+أن أنا أطلع عليهإيش معناه؟ مافيش داعي إن أنا أطلع
+
+244
+00:20:24,090 --> 00:20:28,870
+عليه بيأثرش على قيمة نهائية هذه اللي موجودة هنا
+
+245
+00:20:28,870 --> 00:20:32,930
+يعني على سبيل المثال تلاتة و اتنين و تلاتة هجت لو
+
+246
+00:20:32,930 --> 00:20:37,970
+عمل discard لهذا ال branch ال min بين التلاتة عفوا
+
+247
+00:20:37,970 --> 00:20:44,330
+ال max بين التلاتة والاتنين كده؟ تلاتة فبالتالي
+
+248
+00:20:44,330 --> 00:20:49,110
+هذا ال branch أثر؟ لأ طبعا أنا كيف وصلت لهذا
+
+249
+00:20:49,110 --> 00:20:51,960
+القرار؟ من خلال ال alpha و ال beta parameterفال
+
+250
+00:20:51,960 --> 00:20:57,760
+alpha و ال beta مش قيمة ال node بعينها ولكن هي
+
+251
+00:20:57,760 --> 00:21:00,740
+عبارة عن parameters عشان انه اخد قرار اعمل prune
+
+252
+00:21:00,740 --> 00:21:04,100
+ولا لا تمام؟
+
+253
+00:21:04,100 --> 00:21:07,600
+okay
+
+254
+00:21:07,600 --> 00:21:10,680
+فبالتالي
+
+255
+00:21:10,680 --> 00:21:14,320
+هنا ال alpha تلاتة و ال beta infinity في ال root
+
+256
+00:21:14,320 --> 00:21:20,430
+فبالتالي ما بنعمل pruneبطبق هذا الكلام على ال
+
+257
+00:21:20,430 --> 00:21:27,630
+center node ال center node وينها؟ ها دي ال left
+
+258
+00:21:27,630 --> 00:21:31,650
+node تمام؟ بروح بطبق هذا الكلام على ال left .. على
+
+259
+00:21:31,650 --> 00:21:36,010
+ال center node عفوا تمام؟
+
+260
+00:21:36,010 --> 00:21:44,150
+بروح بقارن انه 2 و infinity نفس المبدأ مش احنا هنا
+
+261
+00:21:44,150 --> 00:21:52,330
+اول node على الشمال تلاتة و infinityتمام؟ عندي هنا
+
+262
+00:21:52,330 --> 00:21:56,330
+النادل على ال .. ال center انه هادي اتنين و
+
+263
+00:21:56,330 --> 00:22:00,590
+infinity كدهش بطلع ال min؟ اتنين، بعديها هنا اتنين
+
+264
+00:22:00,590 --> 00:22:05,610
+و تمانية؟ اتنين، اتنين و تسعتاش؟ اتنين، تمام؟
+
+265
+00:22:05,610 --> 00:22:12,810
+فبالتالي قيمة ال beta كدهش هتصير؟ اتنين، و ال
+
+266
+00:22:12,810 --> 00:22:20,260
+alpha؟ تلاتة، من هون اجت تلاتة؟ من فوق، تمام؟لحظة
+
+267
+00:22:20,260 --> 00:22:24,500
+انه انا كل node انا بعملها بروح بنزل قيمة ال alpha
+
+268
+00:22:24,500 --> 00:22:27,980
+و ال beta و قيمة ال alpha و ال beta صارلها update
+
+269
+00:22:27,980 --> 00:22:32,720
+هنا انه ال alpha تلاتة و ال beta infinity نزلناها
+
+270
+00:22:32,720 --> 00:22:37,360
+على ال node .. على ال node هذه تمام
+
+271
+00:22:37,360 --> 00:22:42,920
+انه هذه تلاتة تمام و هنا فهجيت لما نزلها على ال
+
+272
+00:22:42,920 --> 00:22:47,040
+central node تمام و عندي هنا تلات قيم
+
+273
+00:22:50,280 --> 00:22:58,560
+تنين تمانية جديش عشرة سبعة تسعة عشرة تمام هجيت هنا
+
+274
+00:22:58,560 --> 00:23:03,920
+لما نزلت ان ال alpha تساوي التلاتة و ال beta
+
+275
+00:23:03,920 --> 00:23:13,760
+بتساوي ال infinity فهنا من اتنين و infinity جديش
+
+276
+00:23:13,760 --> 00:23:17,920
+بطلع الناتج اتنين اتنين و تمانية اتنين اتنين و
+
+277
+00:23:17,920 --> 00:23:22,200
+تسعة عشرة اتنينتمام؟ فبالتالي بعمل update لل beta
+
+278
+00:23:22,200 --> 00:23:29,380
+جديش صارت؟ اتنين بالظبط بهذا الشكل تمام؟ فبالتالي
+
+279
+00:23:29,380 --> 00:23:34,960
+ال alpha تلاتة وال beta اتنين هاجات بعمل prone؟
+
+280
+00:23:34,960 --> 00:23:42,620
+ولا لأ؟ ايش الشرط؟ ال alpha تكون أكبر من أو تساوي
+
+281
+00:23:42,620 --> 00:23:47,020
+ال beta متحقق ولا لأ؟ هل التلاتة أكبر من أو تساوي
+
+282
+00:23:47,020 --> 00:23:57,470
+الأتنين؟prune لأن هو فريق هذا هل
+
+283
+00:23:57,470 --> 00:24:02,390
+اتحقق عند الشارع؟ نعم و اشمال خدت بس تنتين مش
+
+284
+00:24:02,390 --> 00:24:08,710
+كلهم؟ وين التنتين؟ يعني تمانية و ستة عشرتمانية و
+
+285
+00:24:08,710 --> 00:24:12,950
+تسعتاش؟ ايوه هدول .. ايه جذك انه هذه .. هذه بس انه
+
+286
+00:24:12,950 --> 00:24:15,510
+انا استخدمتها اول مرة .. اول واحدة في المقارنة و
+
+287
+00:24:15,510 --> 00:24:21,690
+بعدها انه يعني .. انه هدول مالهمش تأثير معناته
+
+288
+00:24:21,690 --> 00:24:26,270
+الكلام الاتنين؟
+
+289
+00:24:26,270 --> 00:24:29,770
+اه الاتنين بتضل انه انا عملتلها visit اول واحدة
+
+290
+00:24:29,770 --> 00:24:34,310
+يعني انه زي هيك فبالتالي انه يعني .. لأنه اه لازم
+
+291
+00:24:34,310 --> 00:24:39,020
+تطلع زي هيك اتنينلأن ال node التالتة هنا كانت
+
+292
+00:24:39,020 --> 00:24:43,540
+تلاتة صح فبالتالي بدي أختار ال max تلاتة اتنين
+
+293
+00:24:43,540 --> 00:24:52,620
+تلاتة تلاتة تمام؟ هذه لازم تظل فبالتالي بروح من
+
+294
+00:24:52,620 --> 00:24:55,960
+terminal node واحدة بروح باخد القيمة لل node اللي
+
+295
+00:24:55,960 --> 00:25:01,160
+فوق والبقية بعمله discard تخيلي هنا أنه كان في
+
+296
+00:25:01,160 --> 00:25:06,210
+عندي أكتر خمسة terminalsنفس المبدأ هدول الخمسة
+
+297
+00:25:06,210 --> 00:25:11,810
+بعملهم discard تمام؟
+
+298
+00:25:11,810 --> 00:25:18,170
+تمام؟ يبقى هنا بعمل prune لل second والthird child
+
+299
+00:25:18,170 --> 00:25:27,210
+node because alpha now greater than beta تمام؟
+
+300
+00:25:27,210 --> 00:25:35,020
+ال alpha في ال root بتضلها تلاتةتمام؟ ليش؟ لأنه it
+
+301
+00:25:35,020 --> 00:25:39,160
+is greater than two و بروح بحمل القيمة هذه لل
+
+302
+00:25:39,160 --> 00:25:49,500
+rightmost child node تمام؟ يبقى هنا مدام أنه ال
+
+303
+00:25:49,500 --> 00:25:55,460
+alpha أكبر من أو تساوي ال beta ال beta ال alpha
+
+304
+00:25:55,460 --> 00:25:59,720
+بتضلها نفس القيمة تلاتة تمام؟ ليش؟ لأنه أكبر من أو
+
+305
+00:25:59,720 --> 00:26:03,990
+تساوي اتنين ماعملش updateو بروح بحمل هذه القيمة
+
+306
+00:26:03,990 --> 00:26:09,250
+لوين لل rightmost child node اللي هي هنا في الرسمة
+
+307
+00:26:09,250 --> 00:26:13,410
+هذا الكلام يبقى هنا بروح باخد alpha بتساوي بنزل
+
+308
+00:26:13,410 --> 00:26:21,630
+قيمة ال alpha جديش تلاتة و beta بتساوي 2 و بطبق
+
+309
+00:26:21,630 --> 00:26:30,660
+هذا الكلام تمام بروح بقيس جديش انا عندىخليني أرجع
+
+310
+00:26:30,660 --> 00:26:38,100
+على الرسمة هنا هنا
+
+311
+00:26:38,100 --> 00:26:43,940
+حكينا أن ال alpha بتساوي كده؟ تلاتة و ال beta
+
+312
+00:26:43,940 --> 00:26:46,260
+بتساوي نين
+
+313
+00:27:02,560 --> 00:27:09,340
+تمام؟ هنا من infinity و 2 بتساوي 2 بروح بعمل
+
+314
+00:27:09,340 --> 00:27:16,480
+update ل beta 2 و alpha بتضلها 3 تمام؟
+
+315
+00:27:19,940 --> 00:27:23,380
+بعدها بعمل prune لل second و ال third node لإنه
+
+316
+00:27:23,380 --> 00:27:29,200
+alpha برضه greater than 3 تمام فبالتالي هنا تلاتة
+
+317
+00:27:29,200 --> 00:27:32,700
+اتنين اتنين على ال left و ال center و ال right
+
+318
+00:27:32,700 --> 00:27:38,340
+node تمام بروح بحسب ال banks بيناهم فبالتالي بحصل
+
+319
+00:27:38,340 --> 00:27:39,540
+على تلاتة
+
+320
+00:27:42,890 --> 00:27:48,310
+فهنا انا عملت فعليا او عمليا discard ل 4 nodes ايش
+
+321
+00:27:48,310 --> 00:27:59,870
+هما؟ هاي و هاي و هاي و هاي تمام؟
+
+322
+00:27:59,870 --> 00:28:03,970
+بدون
+
+323
+00:28:03,970 --> 00:28:08,030
+ما اثر على ال max decision وهو نفس الشيءطبعا هذا
+
+324
+00:28:08,030 --> 00:28:11,730
+ال pseudocode طبعا هنا زي ما انتوا شايفين هنا ال
+
+325
+00:28:11,730 --> 00:28:16,390
+algorithm steps انا عندي هاي واحد هاي اتنين تلاتة
+
+326
+00:28:16,390 --> 00:28:23,330
+اربع خمسة ستة سبعة تمانية طبعا هذا مطبق على
+
+327
+00:28:23,330 --> 00:28:28,310
+example هذا algorithm كpseudocode تمام ان انا عندي
+
+328
+00:28:28,310 --> 00:28:32,910
+هنا alpha beta decision بياخد ال stateطبعا و هنا
+
+329
+00:28:32,910 --> 00:28:36,810
+انه ال max value نفس هداك بس ايش بياخد بالاضافة لل
+
+330
+00:28:36,810 --> 00:28:40,930
+state ال alpha و ال beta طبعا و هنا ال test ترمينا
+
+331
+00:28:40,930 --> 00:28:44,830
+لنفس الشارط و هنا بجيب انه لكل successor بروح بطبق
+
+332
+00:28:44,830 --> 00:28:49,430
+ال min value لل alpha و ال beta هنا انا بفحص انه
+
+333
+00:28:49,430 --> 00:28:52,890
+اذا ال value اكبر من beta برجع ال V و هنا العكس
+
+334
+00:28:52,890 --> 00:28:57,800
+انه ال min value برضه نفس الفكرة alpha و betaتمام؟
+
+335
+00:28:57,800 --> 00:29:02,160
+و هي ال same as بس هنا ال alpha و ال beta reversed
+
+336
+00:29:02,160 --> 00:29:05,740
+زي ما احنا شفنا و طبقناها انه انا بعكس ال alpha و
+
+337
+00:29:05,740 --> 00:29:13,260
+ال beta كقيم يعني تمام؟
+
+338
+00:29:13,460 --> 00:29:17,440
+طبعا هذا الكلام انه infinity و minus infinity برضه
+
+339
+00:29:17,440 --> 00:29:20,960
+يعني للتوضيح اكتر ك demonstration على ال slide
+
+340
+00:29:20,960 --> 00:29:24,980
+فبالتالي انا عندي هنا minus infinity و infinity
+
+341
+00:29:24,980 --> 00:29:29,820
+نزلت القيمة هنا minus infinity و infinity زي هيك
+
+342
+00:29:29,820 --> 00:29:36,920
+تمام فالفكرة طبعتها انه التلاتة تمام فبالتالي ال
+
+343
+00:29:36,920 --> 00:29:40,470
+beta .. مدام ال min بعمل update لل beta تلاتةطبعا
+
+344
+00:29:40,470 --> 00:29:44,890
+فبالتالي و كأنه بقول ان ال node high هتكون اقل من
+
+345
+00:29:44,890 --> 00:29:48,450
+أو تساوي تلاتة بدون ان انا اطلع على الباقي هدول زي
+
+346
+00:29:48,450 --> 00:29:54,550
+ما احنا عملنا ال .. ال اتنين و ال a و ال b بهذا
+
+347
+00:29:54,550 --> 00:29:58,930
+الشكل فحكيت انه قيمة ان الناتج c و ال c هذا عبارة
+
+348
+00:29:58,930 --> 00:30:02,190
+عن اقل او تساوي الاتنين و هنا نفس المبدأ طبعا
+
+349
+00:30:02,190 --> 00:30:05,750
+فبالتالي لما بدي اجي على ال max هنا لما باجي بطلع
+
+350
+00:30:05,750 --> 00:30:11,000
+فوقبقول انه مدام انه انا هختار بين قيمة اقل من أو
+
+351
+00:30:11,000 --> 00:30:15,500
+تساوي التلاتة و قيمة هنا و قيمة هنا بدون ما يطلع
+
+352
+00:30:15,500 --> 00:30:18,420
+على هدول ممكن اعملهم overlook و اجي اعمل
+
+353
+00:30:18,420 --> 00:30:22,380
+conclusion انه والله قيمة ال max هتكون حاجة اكبر
+
+354
+00:30:22,380 --> 00:30:26,700
+من أو تساوي التلاتة ليش؟ لأنه ايش الاحتمال؟
+
+355
+00:30:26,700 --> 00:30:31,420
+الاحتمال يا اما انه يكون ان ال nodes اللي هنافعلا
+
+356
+00:30:31,420 --> 00:30:35,180
+أصغر من 3 فبالتالي انه اه اكبر يعني هيكون ان قيمة
+
+357
+00:30:35,180 --> 00:30:38,900
+ال node هنا تساوي 3 او هيكون قيم اكبر من 3
+
+358
+00:30:38,900 --> 00:30:43,180
+فبالتالي هذا ال condition still true ضايل انه true
+
+359
+00:30:43,180 --> 00:30:49,520
+واضح كيف الفكرة في الموضوع هنا ال 12 انه اقل من 3
+
+360
+00:30:49,520 --> 00:30:55,950
+تمام و هذا ال condition still validتمام؟ و هنا
+
+361
+00:30:55,950 --> 00:31:00,690
+تمانية برضه هنا خلاص ثبتت أنه هي تلاتة و هنا بصل ل
+
+362
+00:31:00,690 --> 00:31:05,070
+conclusion أنه هي أكبر من أو تساوي تلاتة هنا نفس
+
+363
+00:31:05,070 --> 00:31:11,810
+الشيء أنه أنا إجيت أنه minus infinity و أنه بقول
+
+364
+00:31:11,810 --> 00:31:14,790
+أنه بعمل update لل beta ال beta أنه هتكون أقل من
+
+365
+00:31:14,790 --> 00:31:18,390
+أو تساوي الإتنين تمام؟ فبالتالي أنه هدول بعملهم
+
+366
+00:31:18,390 --> 00:31:25,090
+discard بهذا الشكلوها دي نفس الفكرة انه 14 بعمل
+
+367
+00:31:25,090 --> 00:31:30,250
+discard ل .. لأ هنا على فكرة القيام مختلفة على ما
+
+368
+00:31:30,250 --> 00:31:37,510
+اعتقد تمام؟ صح؟ فبالتالي انه هنا عمل update ل ال
+
+369
+00:31:37,510 --> 00:31:44,170
+beta مرتين انه أول مرة هيها 5 كانت أول مرة 14
+
+370
+00:31:44,170 --> 00:31:47,790
+فبالتالي لغيناها فبالتالي هنا أقل من أو تساوي 5
+
+371
+00:31:47,790 --> 00:31:51,730
+فبالتالي minus infinity و5وكمان مرة إيجادنا نوت
+
+372
+00:31:51,730 --> 00:31:55,990
+تانية أقل فبالتالي هنا أقل من أو تساوي ل 2
+
+373
+00:31:55,990 --> 00:32:01,970
+فبالتالي هنا 2 و ال max بين 3 و 2 و 2 بطلع أنا
+
+374
+00:32:01,970 --> 00:32:03,730
+عندي 3 بهذا الشكل
+
+375
+00:32:07,280 --> 00:32:16,600
+طبعا هنا هذه عبارة عن ال three مستويان فممكن
+
+376
+00:32:16,600 --> 00:32:19,440
+تتمرنوا عليها في ال .. في البيت ان هاي انا عندي ال
+
+377
+00:32:19,440 --> 00:32:22,360
+terminal node و تحسبوها و تحسبوا قيمة ال alpha و
+
+378
+00:32:22,360 --> 00:32:26,630
+ال beta و اتحددواال .. ال .. ال .. ال branch اللي
+
+379
+00:32:26,630 --> 00:32:33,210
+هتعملوله pruning طيب ه get بهذا الخصوص .. يعني
+
+380
+00:32:33,210 --> 00:32:39,090
+بهذا ال .. ال .. الإطار ممكن أنا إيش أعطيكم إنه
+
+381
+00:32:39,090 --> 00:32:46,090
+تتطلعوا هنا على ال site في عندكم link هنا
+
+382
+00:32:58,420 --> 00:33:01,080
+هذه توزيعة ال topic هي مرتبة و احنا فعلا ماشيين
+
+383
+00:33:01,080 --> 00:33:05,600
+عليها احنا واصلين هنا game playing اللي هي ال
+
+384
+00:33:05,600 --> 00:33:09,480
+minmax هي رابط ال slide و في عندي article هنا اسمه
+
+385
+00:33:09,480 --> 00:33:12,980
+minmax algorithm في هذا ال article بتلاقوا في
+
+386
+00:33:12,980 --> 00:33:19,240
+عندكم هنا GitHub ل .. ل tool ممكن انه تساعدكم ان
+
+387
+00:33:19,240 --> 00:33:23,720
+انتوا تحلوا مسائل طبعا في ال tool طبعا هذا ال link
+
+388
+00:33:23,720 --> 00:33:28,520
+broken فهذا ال linkأنا أعمله host في مكان تاني
+
+389
+00:33:28,520 --> 00:33:33,720
+فبالتالي يعني بالمناسبة هذا يعني هذا عبارة عن node
+
+390
+00:33:33,720 --> 00:33:38,440
+.js يعني أنتوا لو عندكم معرفة بال node ممكن أنه
+
+391
+00:33:38,440 --> 00:33:43,940
+تنزله عندكم locally و بشتغل معاكم فهنا أيش بتسوي
+
+392
+00:33:43,940 --> 00:33:49,850
+بتحكم في ال depth بزودأو بنجس بالإضافة لل branch
+
+393
+00:33:49,850 --> 00:33:55,610
+factor تمام؟ و ممكن كل مرة انه regenerated tree
+
+394
+00:33:55,610 --> 00:34:00,930
+احط زي ما انتوا شايفين تحت هنا random variables ان
+
+395
+00:34:00,930 --> 00:34:04,750
+انا احط يعني انه كل مرة بختار random variables
+
+396
+00:34:04,750 --> 00:34:09,710
+تمام؟ طبعا هنا الشرط انه beta أقل من أو تساوي ال
+
+397
+00:34:09,710 --> 00:34:14,320
+alpha اللي هو نفس الشرط بس احنا معكوس يعنيbeta أقل
+
+398
+00:34:14,320 --> 00:34:17,460
+من أو تساوي ال alpha هي نفسها أن ال alpha أكبر من
+
+399
+00:34:17,460 --> 00:34:24,440
+أو تساوي ال beta فالآن ببدأ أنه أحل فبختار start
+
+400
+00:34:24,440 --> 00:34:28,920
+and animate فيه ممكن أنه أخلي أنه يمشي بشكل سريع
+
+401
+00:34:28,920 --> 00:34:33,650
+وممكن أنه الأحسن أنه أعمل run ل step stepفبالتالي
+
+402
+00:34:33,650 --> 00:34:37,130
+هاي ال beta ال alpha و ال beta infinity و minus ال
+
+403
+00:34:37,130 --> 00:34:40,270
+alpha minus infinity و ال beta infinity بنزلها زي
+
+404
+00:34:40,270 --> 00:34:44,150
+هيك هاي و شايف ال node هذي اللوان ليها ال edge هذي
+
+405
+00:34:44,150 --> 00:34:51,170
+تمام هيك 18 عمل update لل beta بعمل update لل beta
+
+406
+00:34:51,170 --> 00:34:56,370
+كمان مرة اتنين تمام بعدين هنا عكس ال update انا
+
+407
+00:34:56,370 --> 00:35:00,870
+عندى اتنينway infinity بروح بنزل هذا الكلام هنا
+
+408
+00:35:00,870 --> 00:35:04,770
+اتنين و infinity لل alpha و ال beta بطبق هذا
+
+409
+00:35:04,770 --> 00:35:08,610
+الكلام minus تلاتة عملت update لل beta minus تلاتة
+
+410
+00:35:08,610 --> 00:35:14,950
+لإنه دور ال min متلت لتحت تمام هنا خلاص مدام إنه
+
+411
+00:35:14,950 --> 00:35:18,270
+ال alpha أكبر من أو تساوي ال beta بعمل broom لهذه
+
+412
+00:35:18,270 --> 00:35:20,490
+النقطة مافيش داعي بعملها overlook مافيش داعي أن
+
+413
+00:35:20,490 --> 00:35:25,760
+أنا أطلع عليهافهذه كتير ممتازة انه ممكن ان انت اش
+
+414
+00:35:25,760 --> 00:35:30,240
+.. اش تسوي ان انت تروح تعملي generate ل ال tree و
+
+415
+00:35:30,240 --> 00:35:34,100
+تزودي على ال branch على سبيل المثال و تعملي
+
+416
+00:35:34,100 --> 00:35:38,660
+generate ل ال tree و تروحي بتحليها على ورقتتأكد من
+
+417
+00:35:38,660 --> 00:35:42,060
+الحال فهذه practice لأنه محل أسئلة انه انت يعني
+
+418
+00:35:42,060 --> 00:35:45,800
+بقيس مدى استيعاب ال algorithm هذا ان انتوا
+
+419
+00:35:45,800 --> 00:35:50,540
+مستوعبينه كويس ولا لأ تمام؟ بيضل في عندنا جزئية
+
+420
+00:35:50,540 --> 00:35:54,900
+بخصوص ال evaluation function هنشوفها على ال chess
+
+421
+00:35:54,900 --> 00:35:59,460
+خلينا نحكي عنها المحاضرة القادمة ان شاء الله بشكل
+
+422
+00:35:59,460 --> 00:36:03,280
+سريع و .. او ..
+
+423
+00:36:05,890 --> 00:36:08,910
+الفكرة في الموضوع هنا بخصوص ال evaluation function
+
+424
+00:36:08,910 --> 00:36:12,710
+ال
+
+425
+00:36:12,710 --> 00:36:16,090
+evaluation function هذه قيمة ال terminals اللي
+
+426
+00:36:16,090 --> 00:36:19,710
+احنا شوفناها هنا تحت هذه القيم من وين انا بجيبها؟
+
+427
+00:36:19,710 --> 00:36:21,630
+من utility function و ال utility function او ال
+
+428
+00:36:21,630 --> 00:36:25,770
+evaluation function مين بيضعها؟ انا على سبيل
+
+429
+00:36:25,770 --> 00:36:30,930
+المثال خلينا نشوفها في ال chess كيف ممكن اسويها؟ال
+
+430
+00:36:30,930 --> 00:36:33,710
+evaluation function هي عبارة عن linear weighted
+
+431
+00:36:33,710 --> 00:36:37,730
+sum لمجموعة من ال features، تمام؟ فبالتالي أنا
+
+432
+00:36:37,730 --> 00:36:43,730
+عندي W1, F1, W2, F2 و هكذا ف F1 ممكن على سبيل
+
+433
+00:36:43,730 --> 00:36:47,990
+المثال كيف ممكن أحدد أنه وضع ال chess board هاي
+
+434
+00:36:47,990 --> 00:36:54,580
+أفضل بالنسبة لإلي ولا أفضل بالنسبة لإلهفبالتالي ال
+
+435
+00:36:54,580 --> 00:36:58,580
+F واحد بروح بعرفها ان number of white queens minus
+
+436
+00:36:58,580 --> 00:37:09,220
+number of black queens تمام؟ وخليني هاي اوضحها ان
+
+437
+00:37:09,220 --> 00:37:11,920
+شو معناه ال weight حاجات ان مدام انا بحكي على
+
+438
+00:37:11,920 --> 00:37:17,060
+queens تمام؟ انه ممكن اعتبر ان هاي على سبيل المثال
+
+439
+00:37:17,060 --> 00:37:20,460
+تديها weight تمانية مثلا او تسعة زي ما هو حاطط هي
+
+440
+00:37:20,460 --> 00:37:28,050
+تسعةF2 ممكناش افكر فيها .. افكر فيها انه عدد ال
+
+441
+00:37:28,050 --> 00:37:33,030
+castles ال white castles عدد القلعة البيض ناقص عدد
+
+442
+00:37:33,030 --> 00:37:37,330
+القلعة السود فبالتالي بدي أديها أهمية مثلا أربعة
+
+443
+00:37:38,500 --> 00:37:42,340
+هنا في اتنين اف تلاتة ممكن اسيش اعد عدد الجنود
+
+444
+00:37:42,340 --> 00:37:45,860
+عنده وعدد عدد الجنود عندي minus عدد الجنود عنده
+
+445
+00:37:45,860 --> 00:37:49,640
+فبالتالي بديها اهمية حاجات الاهامية هذه يعني
+
+446
+00:37:49,640 --> 00:37:52,980
+subjective ان انا اللي بضاحها فبالتالي انه هذه ال
+
+447
+00:37:52,980 --> 00:37:56,260
+evaluation function ممكن تختلف من game ل game لنفس
+
+448
+00:37:56,260 --> 00:37:59,280
+ال game ال evaluation function مدام ان حد بيصممها
+
+449
+00:37:59,280 --> 00:38:03,160
+ممكن ان هي تختلف هذه الفكرة في الموضوعفهنا بيضل
+
+450
+00:38:03,160 --> 00:38:06,480
+انه برضه كذلك انه نركز عليها انه انا كيف افكر انه
+
+451
+00:38:06,480 --> 00:38:09,460
+انا احط evaluation function ل game معينة و تركزوا
+
+452
+00:38:09,460 --> 00:38:12,760
+عليها لأنه هي محل اسئلة انه لو عرفت ال rule تبع ال
+
+453
+00:38:12,760 --> 00:38:16,660
+game ممكن اقرر انه اه والله ممكن احسب وضعية ال
+
+454
+00:38:16,660 --> 00:38:20,160
+board انه احصل الطرف هدى او الطرف هدى من خلال دالة
+
+455
+00:38:20,160 --> 00:38:25,900
+معينة تمام؟ واضح؟ اذا بيضل في عينكم اي اسئلة ب ..
+
+456
+00:38:25,900 --> 00:38:28,040
+بخصوص ال evaluation function ممكن تسألواها المخاطر
+
+457
+00:38:28,040 --> 00:38:28,780
+اللي جاي ان شاء الله
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..849ad4f016c6c09850f6e730b3a308f9b4b9400c
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.json
@@ -0,0 +1 @@
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302.94, "text": "و سألنا سؤال انه هل فعلا احنا محتاجين انه نطلع على كل path موجود انا عندى فبالتالي بدي ألجأ لأنه اعمل pruning في ال tree انه اقلم الشجرة انه هذا الفرع مافيش داعي انه انا أطلع عليه", "tokens": [2407, 8608, 10721, 1211, 8315, 8608, 33604, 6027, 16472, 3224, 8032, 1211, 6156, 3615, 15040, 1975, 5016, 8315, 3714, 33753, 26108, 9957, 16472, 3224, 8717, 9566, 1211, 3615, 15844, 28242, 3100, 3714, 29245, 23328, 1975, 8315, 43242, 7578, 6156, 3555, 6027, 2655, 6027, 1829, 4724, 16254, 5551, 1211, 7435, 10721, 5296, 33456, 3224, 1975, 25957, 1211, 582, 37726, 8978, 2423, 4230, 16472, 3224, 1975, 4587, 19528, 25124, 7435, 25720, 16472, 3224, 23758, 27188, 2288, 3615, 19446, 41185, 8592, 11778, 45761, 1829, 16472, 3224, 1975, 8315, 5551, 9566, 1211, 3615, 47356], "avg_logprob": -0.16835508274508046, "compression_ratio": 1.6684782608695652, "no_speech_prob": 0.0, "words": [{"start": 289.12, "end": 289.34, "word": "و", "probability": 0.6923828125}, {"start": 289.34, "end": 289.64, 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"تمام؟ فبالتالي ال proning المفهوم تبعه انه remove branches that don't influence the final decision طبعا مابشيلهاش هيك عبثا طبعا بشيلها بحيث انه .. انه انا عارف ان هي مابتأثرش على النتيجة النهائية تمام؟", "tokens": [39237, 10943, 22807, 6156, 3555, 6027, 2655, 6027, 1829, 2423, 7569, 278, 9673, 5172, 3224, 20498, 6055, 3555, 3615, 3224, 16472, 3224, 4159, 14770, 300, 500, 380, 6503, 264, 2572, 3537, 23032, 3555, 3615, 995, 3714, 16758, 8592, 26895, 3224, 33599, 39896, 4117, 6225, 3555, 12984, 995, 23032, 3555, 3615, 995, 4724, 8592, 26895, 11296, 4724, 5016, 1829, 12984, 16472, 3224, 4386, 16472, 3224, 1975, 8315, 6225, 9640, 5172, 16472, 39896, 3714, 16758, 2655, 10721, 49115, 8592, 15844, 28239, 31371, 7435, 3660, 28239, 3224, 16373, 10632, 46811, 10943, 22807], "avg_logprob": -0.13637153026130464, "compression_ratio": 1.5369458128078817, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 306.57000000000005, "end": 307.53000000000003, "word": "تمام؟", "probability": 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"probability": 0.97021484375}, {"start": 345.3, "end": 345.5, "word": " beta", "probability": 0.8662109375}, {"start": 345.5, "end": 345.7, "word": " في", "probability": 0.66552734375}, {"start": 345.7, "end": 345.86, "word": " أنا", "probability": 0.349365234375}, {"start": 345.86, "end": 346.26, "word": " عندي", "probability": 0.7371826171875}, {"start": 346.26, "end": 346.54, "word": " two", "probability": 0.91943359375}, {"start": 346.54, "end": 347.14, "word": " parameters", "probability": 0.97509765625}, {"start": 347.14, "end": 347.6, "word": " ال", "probability": 0.91796875}, {"start": 347.6, "end": 347.94, "word": " alpha", "probability": 0.95361328125}, {"start": 347.94, "end": 348.56, "word": " و", "probability": 0.94189453125}, {"start": 348.56, "end": 348.66, "word": " ال", "probability": 0.9501953125}, {"start": 348.66, "end": 348.9, "word": " beta", "probability": 0.9619140625}], "temperature": 1.0}, {"id": 16, "seek": 37408, "start": 349.28, "end": 374.08, "text": "تمام؟ ف .. هيكون في عندي two parameters بدي أطلع عليهم و أستخدمهم في ال proning تمام؟ طيب .. نجي نطلع على الفكرة هاي أنه على سبيل المثال أنا في عندي شجرة", "tokens": [39237, 10943, 22807, 6156, 4386, 39896, 30544, 8978, 18871, 16254, 732, 9834, 4724, 16254, 5551, 9566, 1211, 3615, 25894, 16095, 4032, 5551, 14851, 9778, 40448, 16095, 8978, 2423, 7569, 278, 46811, 10943, 22807, 23032, 1829, 3555, 4386, 8717, 7435, 1829, 8717, 9566, 1211, 3615, 15844, 27188, 4117, 25720, 8032, 47302, 14739, 3224, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 41850, 8978, 18871, 16254, 13412, 7435, 25720], "avg_logprob": -0.1963619438569937, "compression_ratio": 1.5029940119760479, "no_speech_prob": 0.0, "words": [{"start": 349.28, "end": 350.44, "word": "تمام؟", "probability": 0.6429850260416666}, {"start": 350.44, "end": 350.64, "word": " ف", "probability": 0.62548828125}, {"start": 350.64, "end": 351.16, "word": " ..", "probability": 0.76708984375}, {"start": 351.16, "end": 354.48, "word": " هيكون", 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alpha", "probability": 0.763671875}, {"start": 960.2, "end": 960.64, "word": " minus", "probability": 0.95263671875}, {"start": 960.64, "end": 961.2, "word": " infinity", "probability": 0.90234375}, {"start": 961.2, "end": 963.56, "word": " تمام؟", "probability": 0.8782552083333334}, {"start": 963.56, "end": 963.82, "word": " هذا", "probability": 0.84521484375}, {"start": 963.82, "end": 964.24, "word": " الكلام", "probability": 0.9729817708333334}, {"start": 964.24, "end": 964.62, "word": " بروح", "probability": 0.9934895833333334}, {"start": 964.62, "end": 965.12, "word": " بعمله", "probability": 0.97216796875}, {"start": 965.12, "end": 965.56, "word": " update", "probability": 0.927734375}, {"start": 965.56, "end": 966.18, "word": " للمستوى", "probability": 0.95166015625}, {"start": 966.18, "end": 966.66, "word": " الأعلى", "probability": 0.8513997395833334}, {"start": 966.66, "end": 967.82, "word": " تمام؟", "probability": 0.9342447916666666}, {"start": 967.82, "end": 967.98, "word": " بس", "probability": 0.996826171875}, {"start": 967.98, "end": 969.36, "word": " بالعكس", "probability": 0.9945068359375}, {"start": 969.36, "end": 970.44, "word": " يعني", "probability": 0.912841796875}, {"start": 970.44, "end": 970.64, "word": " وجه", "probability": 0.520843505859375}, {"start": 970.64, "end": 970.94, "word": " هنا", "probability": 0.927734375}, {"start": 970.94, "end": 972.38, "word": " صار", "probability": 0.98486328125}, {"start": 972.38, "end": 972.8, "word": " عندي", "probability": 0.737548828125}, {"start": 972.8, "end": 973.12, "word": " دور", "probability": 0.9853515625}, {"start": 973.12, "end": 973.4, "word": " ال", "probability": 0.7783203125}, {"start": 973.4, "end": 973.76, "word": " من", "probability": 0.82568359375}, {"start": 973.76, "end": 975.28, "word": " معناه", "probability": 0.8605143229166666}, {"start": 975.28, "end": 975.5, "word": " ذلك", "probability": 0.84912109375}, {"start": 975.5, "end": 975.84, "word": " بعمل", "probability": 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الشرط انه ال alpha minus infinity و infinity و هنا .. انه هنا صار في update لل alpha و ال beta ايش هو الشرط انه ال alpha", "tokens": [39237, 10943, 22807, 4032, 34105, 8717, 36178, 27188, 4117, 25720, 16472, 3224, 1975, 8315, 4724, 32887, 5016, 4724, 9566, 3555, 4587, 16472, 3224, 1975, 5016, 8315, 8717, 25957, 1211, 2423, 25806, 49429, 5296, 10721, 23032, 3555, 3615, 995, 34105, 25124, 2288, 9566, 1975, 1829, 8592, 31439, 25124, 2288, 9566, 16472, 3224, 2423, 8961, 3175, 13202, 4032, 13202, 4032, 34105, 4386, 16472, 3224, 34105, 20328, 9640, 8978, 5623, 24976, 8961, 4032, 2423, 9861, 1975, 1829, 8592, 31439, 25124, 2288, 9566, 16472, 3224, 2423, 8961], "avg_logprob": -0.15039062624176344, "compression_ratio": 1.7814207650273224, "no_speech_prob": 3.2782554626464844e-06, "words": [{"start": 1002.7300000000001, "end": 1003.4100000000001, "word": "تمام؟", "probability": 0.8269856770833334}, {"start": 1003.4100000000001, "end": 1004.09, "word": " و", "probability": 0.6123046875}, 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{"start": 1007.13, "end": 1007.31, "word": " ولا", "probability": 0.83154296875}, {"start": 1007.31, "end": 1007.67, "word": " لأ", "probability": 0.93994140625}, {"start": 1007.67, "end": 1008.09, "word": " طبعا", "probability": 0.885009765625}, {"start": 1008.09, "end": 1008.25, "word": " هنا", "probability": 0.83203125}, {"start": 1008.25, "end": 1008.81, "word": " الشرط", "probability": 0.9173177083333334}, {"start": 1008.81, "end": 1009.33, "word": " ايش", "probability": 0.82080078125}, {"start": 1009.33, "end": 1009.47, "word": " هو", "probability": 0.986328125}, {"start": 1009.47, "end": 1010.31, "word": " الشرط", "probability": 0.9796549479166666}, {"start": 1010.31, "end": 1011.11, "word": " انه", "probability": 0.81396484375}, {"start": 1011.11, "end": 1011.33, "word": " ال", "probability": 0.9443359375}, {"start": 1011.33, "end": 1011.71, "word": " alpha", "probability": 0.82958984375}, {"start": 1011.71, "end": 1012.47, "word": " minus", "probability": 0.93212890625}, 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minus infinity أكبر من أو تساوي تلاتة؟ false فبالتالي بعملش broom تمام؟ هذا الكلام بدي أفكر فيه في كل node بطبق الشرط يبقى هذه عشان نقر ان اعملها broom ولا لا", "tokens": [1829, 30544, 5551, 4117, 26890, 9154, 34051, 6055, 3794, 995, 45865, 2423, 9861, 34105, 8717, 9566, 3555, 4587, 23758, 2423, 28820, 10943, 8032, 1211, 2423, 3175, 13202, 5551, 4117, 26890, 9154, 34051, 6055, 3794, 995, 45865, 6055, 1211, 9307, 3660, 22807, 8032, 1211, 2423, 3175, 13202, 5551, 4117, 26890, 9154, 34051, 6055, 3794, 995, 45865, 6055, 1211, 9307, 3660, 22807, 7908, 6156, 3555, 6027, 2655, 6027, 1829, 4724, 25957, 1211, 8592, 41544, 46811, 10943, 22807, 23758, 2423, 28820, 10943, 4724, 16254, 5551, 5172, 37983, 8978, 3224, 8978, 28242, 9984, 4724, 9566, 3555, 4587, 25124, 2288, 9566, 7251, 3555, 4587, 7578, 29538, 6225, 8592, 7649, 8717, 4587, 2288, 16472, 1975, 25957, 1211, 11296, 41544, 49429, 20193], "avg_logprob": -0.16904632914169082, "compression_ratio": 2.0144927536231885, "no_speech_prob": 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ال", "probability": 0.8583984375}, {"start": 1603.64, "end": 1603.94, "word": " beta", "probability": 0.93212890625}, {"start": 1603.94, "end": 1604.78, "word": " بتساوي", "probability": 0.974365234375}, {"start": 1604.78, "end": 1606.26, "word": " نين", "probability": 0.5198974609375}], "temperature": 1.0}, {"id": 64, "seek": 163648, "start": 1622.56, "end": 1636.48, "text": "تمام؟ هنا من infinity و 2 بتساوي 2 بروح بعمل update ل beta 2 و alpha بتضلها 3 تمام؟", "tokens": [39237, 10943, 22807, 34105, 9154, 13202, 4032, 568, 39894, 3794, 995, 45865, 568, 4724, 32887, 5016, 4724, 25957, 1211, 5623, 5296, 9861, 568, 4032, 8961, 39894, 11242, 1211, 11296, 805, 46811, 10943, 22807], "avg_logprob": -0.2049632423064288, "compression_ratio": 1.1308411214953271, "no_speech_prob": 8.940696716308594e-07, "words": [{"start": 1622.56, "end": 1623.44, "word": "تمام؟", "probability": 0.5377604166666666}, {"start": 1623.44, "end": 1623.88, "word": " هنا", "probability": 0.9375}, {"start": 1623.88, 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" بروح", "probability": 0.93505859375}, {"start": 1655.5, "end": 1655.84, "word": " بحسب", "probability": 0.9775390625}, {"start": 1655.84, "end": 1655.98, "word": " ال", "probability": 0.91552734375}, {"start": 1655.98, "end": 1656.28, "word": " banks", "probability": 0.92724609375}, {"start": 1656.28, "end": 1656.84, "word": " بيناهم", "probability": 0.6038411458333334}, {"start": 1656.84, "end": 1658.02, "word": " فبالتالي", "probability": 0.9910481770833334}, {"start": 1658.02, "end": 1658.34, "word": " بحصل", "probability": 0.9814453125}, {"start": 1658.34, "end": 1658.66, "word": " على", "probability": 0.923828125}, {"start": 1658.66, "end": 1659.54, "word": " تلاتة", "probability": 0.9364013671875}], "temperature": 1.0}, {"id": 66, "seek": 168669, "start": 1662.89, "end": 1686.69, "text": "فهنا انا عملت فعليا او عمليا discard ل 4 nodes ايش هما؟ هاي و هاي و هاي و هاي تمام؟ بدون ما اثر على ال max decision وهو نفس الشيء", "tokens": [5172, 3224, 8315, 1975, 8315, 6225, 42213, 2655, 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1687.43, "end": 1710.87, "text": "طبعا هذا ال pseudocode طبعا هنا زي ما انتوا شايفين هنا ال algorithm steps انا عندي هاي واحد هاي اتنين تلاتة اربع خمسة ستة سبعة تمانية طبعا هذا مطبق على example هذا algorithm كpseudocode تمام ان انا عندي هنا alpha beta decision بياخد ال state", "tokens": [9566, 3555, 3615, 995, 23758, 2423, 25505, 532, 905, 1429, 23032, 3555, 3615, 995, 34105, 30767, 1829, 19446, 16472, 2655, 14407, 13412, 995, 33911, 9957, 34105, 2423, 9284, 4439, 1975, 8315, 18871, 16254, 8032, 47302, 36764, 24401, 8032, 47302, 1975, 2655, 1863, 9957, 6055, 1211, 9307, 3660, 1975, 25513, 3615, 16490, 2304, 3794, 3660, 8608, 2655, 3660, 8608, 3555, 27884, 46811, 7649, 10632, 23032, 3555, 3615, 995, 23758, 3714, 9566, 3555, 4587, 15844, 1365, 23758, 9284, 9122, 17738, 532, 905, 1429, 46811, 10943, 16472, 1975, 8315, 18871, 16254, 34105, 8961, 9861, 3537, 4724, 1829, 47283, 3215, 2423, 1785], "avg_logprob": -0.1672979737773086, "compression_ratio": 1.7681159420289856, "no_speech_prob": 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same as بس هنا ال alpha و ال beta reversed زي ما احنا شفنا و طبقناها انه انا بعكس ال alpha و ال beta كقيم يعني تمام؟", "tokens": [39237, 10943, 22807, 4032, 39896, 2423, 912, 382, 4724, 3794, 34105, 2423, 8961, 4032, 2423, 9861, 30563, 30767, 1829, 19446, 1975, 5016, 8315, 13412, 5172, 8315, 4032, 23032, 3555, 4587, 8315, 11296, 16472, 3224, 1975, 8315, 45030, 4117, 3794, 2423, 8961, 4032, 2423, 9861, 9122, 4587, 32640, 37495, 22653, 46811, 10943, 22807], "avg_logprob": -0.17836084230890814, "compression_ratio": 1.5, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 1737.2, "end": 1737.8, "word": "تمام؟", "probability": 0.6742350260416666}, {"start": 1737.8, "end": 1737.98, "word": " و", "probability": 0.31640625}, {"start": 1737.98, "end": 1738.16, "word": " هي", "probability": 0.80126953125}, {"start": 1738.16, "end": 1738.34, "word": " ال", "probability": 0.68212890625}, {"start": 1738.34, "end": 1738.56, "word": " same", "probability": 0.72509765625}, {"start": 1738.56, 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13344, 2445, 5296, 1216, 20449, 9957, 3660, 4032, 6055, 31747, 11622, 14407, 25894, 11296, 5296, 33456, 3224, 39896, 3714, 5016, 1211, 24525, 19986, 37977, 16472, 3224, 45164, 6225, 28480, 2655, 2423, 4978, 6055, 3555, 3615, 2423, 1216, 3714, 43020, 1975, 4587, 2288, 2288, 16472, 3224, 1975, 3224, 16070, 43761, 3714, 43020, 1975, 5016, 35457, 4032, 11242, 3615, 10632, 2423, 3150, 16472, 3224, 1975, 5016, 36520, 41950, 28480, 8032, 3215, 7578, 1975, 2407, 41950, 28480, 8032, 3215, 7578, 9154, 16490, 1211, 6027, 11778, 6027, 3660, 20449, 9957, 3660, 46811, 10943, 22807, 4032, 46958, 5016, 22807, 1975, 15730, 4724, 1829, 11242, 1211, 8978, 6225, 9957, 24793, 1975, 1829, 24525, 19986, 37977, 4724, 4386, 4724, 9778, 9381, 2407, 9381, 2423, 13344, 2445, 3714, 43020, 6055, 3794, 10721, 1211, 14407, 11296, 9673, 9778, 41193, 2288, 13672, 1829, 10874, 47302, 16472, 13412, 16606, 21984], "avg_logprob": -0.14360955349180135, "compression_ratio": 2.0, "no_speech_prob": 0.0005025863647460938, "words": [{"start": 2282.14, "end": 2282.8, "word": "فهنا", "probability": 0.95263671875}, {"start": 2282.8, "end": 2283.16, "word": " بيضل", "probability": 0.8636474609375}, {"start": 2283.16, "end": 2283.5, "word": " انه", "probability": 0.7117919921875}, {"start": 2283.5, "end": 2283.82, "word": " برضه", "probability": 0.90576171875}, {"start": 2283.82, "end": 2284.22, "word": " كذلك", "probability": 0.9794921875}, {"start": 2284.22, "end": 2284.46, "word": " انه", "probability": 0.851806640625}, {"start": 2284.46, "end": 2284.8, "word": " نركز", "probability": 0.9694010416666666}, {"start": 2284.8, "end": 2285.12, "word": " عليها", "probability": 0.978759765625}, {"start": 2285.12, "end": 2285.36, "word": " انه", "probability": 0.5537109375}, {"start": 2285.36, "end": 2285.46, "word": " انا", "probability": 0.865478515625}, {"start": 2285.46, "end": 2285.76, "word": " كيف", "probability": 0.97998046875}, {"start": 2285.76, "end": 2286.22, "word": " افكر", "probability": 0.9381510416666666}, {"start": 2286.22, "end": 2286.48, "word": " انه", "probability": 0.8916015625}, {"start": 2286.48, "end": 2286.56, "word": " انا", "probability": 0.7822265625}, {"start": 2286.56, "end": 2286.82, "word": " احط", "probability": 0.8102213541666666}, {"start": 2286.82, "end": 2287.3, "word": " evaluation", "probability": 0.962890625}, {"start": 2287.3, "end": 2287.76, "word": " function", "probability": 0.9599609375}, {"start": 2287.76, "end": 2287.92, "word": " ل", "probability": 0.95654296875}, {"start": 2287.92, "end": 2288.08, "word": " game", "probability": 0.76904296875}, {"start": 2288.08, "end": 2288.64, "word": " معينة", "probability": 0.9591471354166666}, {"start": 2288.64, "end": 2289.12, "word": " و", "probability": 0.541015625}, {"start": 2289.12, "end": 2289.46, "word": " تركزوا", "probability": 0.92724609375}, {"start": 2289.46, "end": 2289.68, "word": " عليها", "probability": 0.9912109375}, {"start": 2289.68, "end": 2290.0, "word": " لأنه", 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0.984375}, {"start": 2293.38, "end": 2293.82, "word": " اقرر", "probability": 0.966796875}, {"start": 2293.82, "end": 2294.08, "word": " انه", "probability": 0.94580078125}, {"start": 2294.08, "end": 2294.3, "word": " اه", "probability": 0.891845703125}, {"start": 2294.3, "end": 2294.58, "word": " والله", "probability": 0.881103515625}, {"start": 2294.58, "end": 2294.96, "word": " ممكن", "probability": 0.989501953125}, {"start": 2294.96, "end": 2295.4, "word": " احسب", "probability": 0.9523111979166666}, {"start": 2295.4, "end": 2296.4, "word": " وضعية", "probability": 0.91455078125}, {"start": 2296.4, "end": 2296.66, "word": " ال", "probability": 0.98193359375}, {"start": 2296.66, "end": 2296.94, "word": " board", "probability": 0.95947265625}, {"start": 2296.94, "end": 2297.42, "word": " انه", "probability": 0.929931640625}, {"start": 2297.42, "end": 2297.82, "word": " احصل", "probability": 0.78857421875}, {"start": 2297.82, "end": 2298.14, "word": " الطرف", "probability": 0.948486328125}, {"start": 2298.14, "end": 2298.38, "word": " هدى", "probability": 0.6346028645833334}, {"start": 2298.38, "end": 2298.52, "word": " او", "probability": 0.896484375}, {"start": 2298.52, "end": 2298.76, "word": " الطرف", "probability": 0.927978515625}, {"start": 2298.76, "end": 2299.16, "word": " هدى", "probability": 0.9581705729166666}, {"start": 2299.16, "end": 2299.58, "word": " من", "probability": 0.99755859375}, {"start": 2299.58, "end": 2299.86, "word": " خلال", "probability": 0.9918619791666666}, {"start": 2299.86, "end": 2300.16, "word": " دالة", "probability": 0.9690755208333334}, {"start": 2300.16, "end": 2301.22, "word": " معينة", "probability": 0.99462890625}, {"start": 2301.22, "end": 2301.88, "word": " تمام؟", "probability": 0.7556966145833334}, {"start": 2301.88, "end": 2303.24, "word": " واضح؟", "probability": 0.95654296875}, {"start": 2303.24, "end": 2303.4, "word": " اذا", "probability": 0.872314453125}, {"start": 2303.4, "end": 2303.66, "word": " بيضل", "probability": 0.8856201171875}, {"start": 2303.66, "end": 2303.78, "word": " في", "probability": 0.9560546875}, {"start": 2303.78, "end": 2304.14, "word": " عينكم", "probability": 0.9269205729166666}, {"start": 2304.14, "end": 2304.36, "word": " اي", "probability": 0.91162109375}, {"start": 2304.36, "end": 2304.8, "word": " اسئلة", "probability": 0.94287109375}, {"start": 2304.8, "end": 2305.66, "word": " ب", "probability": 0.95263671875}, {"start": 2305.66, "end": 2305.9, "word": " ..", "probability": 0.487060546875}, {"start": 2305.9, "end": 2306.22, "word": " بخصوص", "probability": 0.96962890625}, {"start": 2306.22, "end": 2306.32, "word": " ال", "probability": 0.84619140625}, {"start": 2306.32, "end": 2306.68, "word": " evaluation", "probability": 0.98876953125}, {"start": 2306.68, "end": 2307.04, "word": " function", "probability": 0.974609375}, {"start": 2307.04, "end": 2307.26, "word": " ممكن", "probability": 0.9736328125}, {"start": 2307.26, "end": 2307.6, "word": " تسألواها", "probability": 0.8109537760416666}, {"start": 2307.6, "end": 2308.04, "word": " المخاطر", "probability": 0.74322509765625}, {"start": 2308.04, "end": 2308.14, "word": " اللي", "probability": 0.5660400390625}, {"start": 2308.14, "end": 2308.32, "word": " جاي", "probability": 0.852783203125}, {"start": 2308.32, "end": 2308.46, "word": " ان", "probability": 0.8583984375}, {"start": 2308.46, "end": 2308.62, "word": " شاء", "probability": 0.971435546875}, {"start": 2308.62, "end": 2308.78, "word": " الله", "probability": 0.95703125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2309.8746875, "duration_after_vad": 2178.768124999996}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..ecfbb776776aeab3be960edc2580d64d21ccccef
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/LtRsFVlQXro_raw.srt
@@ -0,0 +1,1828 @@
+1
+00:00:04,890 --> 00:00:07,730
+صباح الخير يا بنات احنا اتوقفنا المحاضرة الماضية
+
+2
+00:00:07,730 --> 00:00:13,550
+عند انه شوفنا ال min-max algorithm وانه بشكل سريع
+
+3
+00:00:13,550 --> 00:00:19,370
+انه ال min-max انه هو عبارة عن search algorithm
+
+4
+00:00:19,370 --> 00:00:23,090
+بستخدمه في ال adversarial search او بمعنى اخر انه
+
+5
+00:00:23,090 --> 00:00:26,790
+بستخدمه في ال game playing و الفكرة زي ما ذكرنا
+
+6
+00:00:26,790 --> 00:00:31,830
+انه بده يكون في عندى لعبين واحد منه واحد max يعني
+
+7
+00:00:31,830 --> 00:00:36,340
+بتبدلوا الأدوارو بدي انا اتنقل بين الأدوار هذه زي
+
+8
+00:00:36,340 --> 00:00:42,260
+هيك و بدي انه ابني الشجرة تمام و انه كل دور بدي
+
+9
+00:00:42,260 --> 00:00:45,140
+يكون انه هذا بدي يكون ال max انه بت .. يعني بيتم
+
+10
+00:00:45,140 --> 00:00:48,920
+تمثيل هذا مثلث فوق و هذه ال men بتكون متلت تحت
+
+11
+00:00:48,920 --> 00:00:53,280
+طبعا هنا انا هذه ال terminal احنا اتفقنا فهذه ال
+
+12
+00:00:53,280 --> 00:00:58,180
+slide اللي فيها ال terminology انه طبعا هذا الكلام
+
+13
+00:00:58,180 --> 00:00:59,180
+على ال tic-tac-toe
+
+14
+00:01:03,270 --> 00:01:06,670
+تمام؟ فحكينا إن ال initial state بتكون عبارة عن
+
+15
+00:01:06,670 --> 00:01:10,290
+board فاضية تمام؟ ال successor function بتجيبلي كل
+
+16
+00:01:10,290 --> 00:01:15,350
+الحركات و ال state تبع ال board الممكنة في ال tic
+
+17
+00:01:15,350 --> 00:01:21,370
+-tac-toe عندي تسع حلقات ممكنة تمام؟ تسع تفريعات و
+
+18
+00:01:21,370 --> 00:01:25,930
+.. و أنا عندي أخر مستوى بيكون هو عبارة عن ال
+
+19
+00:01:25,930 --> 00:01:30,290
+terminal states تمام؟ و في ال terminal stateبدي
+
+20
+00:01:30,290 --> 00:01:33,190
+يكون فيها عندي ال utility تمام و اتفقنا انه احنا
+
+21
+00:01:33,190 --> 00:01:36,930
+ان ال utility في اخر مستوى بدنا نطلع فيها فوق
+
+22
+00:01:36,930 --> 00:01:45,050
+لغاية لما نصل لل road عشان نشوف كيف شكل ال .. ال
+
+23
+00:01:45,050 --> 00:01:52,550
+tree تمام فيعني هذه شجرة على مستويين زي ما شوفنا
+
+24
+00:01:52,550 --> 00:01:57,620
+انها d max و هي d min و هي terminal تمامطبعا هذه
+
+25
+00:01:57,620 --> 00:02:01,080
+الأرقام احنا شوفنا ال utility هنا انه هنا minus
+
+26
+00:02:01,080 --> 00:02:06,100
+واحد zero واحد انا حابب انوه هنا انه احنا في عندنا
+
+27
+00:02:06,100 --> 00:02:08,520
+حاجة اسمها ال utility function او ال evaluation
+
+28
+00:02:08,520 --> 00:02:11,600
+function انه هذه الأرقام من وين تيجي طبعا احنا
+
+29
+00:02:11,600 --> 00:02:15,200
+الأرقام هذه فرضينها فرض هنا بحيث ان احنا نشوف كيف
+
+30
+00:02:15,200 --> 00:02:18,120
+نطبق ال algorithm تبع ال min max لكن في slide
+
+31
+00:02:18,120 --> 00:02:21,780
+لاحقا ان شاء الله في محاضرة اليوم هنشوف كيف انه
+
+32
+00:02:21,780 --> 00:02:25,290
+هاي ال utility function كيف انا ممكن اصممهاطبعا
+
+33
+00:02:25,290 --> 00:02:28,570
+طبيعة الحال أنه أنا مدام في المستوى هذا بدي أخد
+
+34
+00:02:28,570 --> 00:02:32,430
+المن فبالتالي بدي أخد أقل رقم من هدول تلاتة ولا
+
+35
+00:02:32,430 --> 00:02:37,150
+خمسة ولا عشرة فبدي يكون تلاتة و هنا بدي يكون اتنين
+
+36
+00:02:37,150 --> 00:02:41,230
+المستوى الأعلى بدي أخد تلاتة ولا اتنين فبدي أخد
+
+37
+00:02:41,230 --> 00:02:46,510
+أعلى رقم هيكون تلاتة بإيه هذا الشكل طبعا
+
+38
+00:02:48,550 --> 00:02:54,150
+وها دي على أربع مستويات شوفنا كيف أنه ممكن أنه يتم
+
+39
+00:02:54,150 --> 00:02:58,390
+تطبيق هذا الموضوع بهذا الشكل واتوقفنا عند الخصائص
+
+40
+00:02:58,390 --> 00:03:01,550
+تبع ال min-max حكينا أنه أنه هذا ك algorithm
+
+41
+00:03:01,550 --> 00:03:05,850
+complete yes طبعا بطبيعة الحال أنه إذا كانت ال
+
+42
+00:03:05,850 --> 00:03:10,510
+letter E finite ال algorithm بطبيعة الحال optimalو
+
+43
+00:03:10,510 --> 00:03:17,950
+ال space complexity P مرفوعة القوة M و ال space
+
+44
+00:03:17,950 --> 00:03:26,200
+complexityBM وشوفنا انه هذا ال space كتير ضخم طبعا
+
+45
+00:03:26,200 --> 00:03:32,200
+في ال tic-tac-toe الموضوع بسيط ولكن في games تانية
+
+46
+00:03:32,200 --> 00:03:35,600
+زي ال chess يعني على سبيل المثال انه عندي عدد ال
+
+47
+00:03:35,600 --> 00:03:39,640
+branches تقريبا 35 يعني عندي ال initial board زي
+
+48
+00:03:39,640 --> 00:03:42,760
+ما هي مرتبة ان الصف التاني بيكون في الجنود الصف
+
+49
+00:03:42,760 --> 00:03:46,620
+الأول بيكون الحجار تبعتي او القطع تبعتي تبع ال
+
+50
+00:03:46,620 --> 00:03:52,360
+chess انه مرتبة بطريقة معينةفي عندي خمسة و تلاتين
+
+51
+00:03:52,360 --> 00:03:58,460
+طريقة مختلفة أنه ألعب فيها، أول لعبة، انه انا يعني
+
+52
+00:03:58,460 --> 00:04:01,860
+.. انه انا أحرك ال .. ال .. ال جوندي خطوة أو أحركه
+
+53
+00:04:01,860 --> 00:04:08,170
+خطوطينتمام او احرك ال .. ال .. ال .. الحصان انا
+
+54
+00:04:08,170 --> 00:04:11,310
+عندي و هكذا فبالتالي في عندي خمسة و تلاتين خطوة
+
+55
+00:04:11,310 --> 00:04:14,990
+طبعا ال chess ان العمق تبحق انه عدد ال turns
+
+56
+00:04:14,990 --> 00:04:19,690
+تقريبا مية ممكن تكون اقل ممكن تكون اكتر طبعا حسب
+
+57
+00:04:19,690 --> 00:04:25,110
+ال game تبعتي تمام فبالتالي هنا ك time انه بتاخد
+
+58
+00:04:25,110 --> 00:04:29,670
+وقت كبير في ال min max يعني انه P مرفوع للقوة D و
+
+59
+00:04:29,670 --> 00:04:36,150
+انه ال spaceصحيح هو انه يعني .. انه نوعا ما .. انه
+
+60
+00:04:36,150 --> 00:04:38,790
+يعني .. هنا المشكلة انه في ال power بطلع انا عندى
+
+61
+00:04:38,790 --> 00:04:41,790
+رقم كبير و هنا حاصل الضرب بطلع انا عندى رقم اقل
+
+62
+00:04:41,790 --> 00:04:45,110
+ولكن لسه ضايل انه كبير عشان هيك ال smiley هنا
+
+63
+00:04:45,110 --> 00:04:50,700
+محتوطة انه اصغر يعنى، تمام؟و سألنا سؤال انه هل
+
+64
+00:04:50,700 --> 00:04:54,060
+فعلا احنا محتاجين انه نطلع على كل path موجود انا
+
+65
+00:04:54,060 --> 00:04:58,420
+عندى فبالتالي بدي ألجأ لأنه اعمل pruning في ال
+
+66
+00:04:58,420 --> 00:05:02,220
+tree انه اقلم الشجرة انه هذا الفرع مافيش داعي انه
+
+67
+00:05:02,220 --> 00:05:02,940
+انا أطلع عليه
+
+68
+00:05:06,570 --> 00:05:11,050
+تمام؟ فبالتالي ال proning المفهوم تبعه انه remove
+
+69
+00:05:11,050 --> 00:05:15,970
+branches that don't influence the final decision
+
+70
+00:05:15,970 --> 00:05:19,930
+طبعا مابشيلهاش هيك عبثا طبعا بشيلها بحيث انه ..
+
+71
+00:05:19,930 --> 00:05:24,050
+انه انا عارف ان هي مابتأثرش على النتيجة النهائية
+
+72
+00:05:24,050 --> 00:05:25,110
+تمام؟
+
+73
+00:05:28,100 --> 00:05:30,880
+طبعا هانا بس تعريف ال proning أنه formulation
+
+74
+00:05:30,880 --> 00:05:36,480
+للكلام السابق اللي أنا حكيته طيب حاجات ال proning
+
+75
+00:05:36,480 --> 00:05:40,620
+في عندنا منه نوعين احنا هنركز على موضوع ال alpha
+
+76
+00:05:40,620 --> 00:05:44,880
+beta proning ايش مفهوم ال alpha beta proning بدلا
+
+77
+00:05:44,880 --> 00:05:47,600
+من alpha و beta في أنا عندي two parameters ال
+
+78
+00:05:47,600 --> 00:05:54,480
+alpha و ال betaتمام؟ ف .. هيكون
+
+79
+00:05:54,480 --> 00:05:57,400
+في عندي two parameters بدي أطلع عليهم و أستخدمهم
+
+80
+00:05:57,400 --> 00:06:05,320
+في ال proning تمام؟
+
+81
+00:06:05,320 --> 00:06:12,780
+طيب .. نجي نطلع على الفكرة هاي أنه على سبيل المثال
+
+82
+00:06:12,780 --> 00:06:19,900
+أنا في عندي شجرةthree من تلت تفريعات تلاتة خمسة
+
+83
+00:06:19,900 --> 00:06:25,820
+عشرة تمام؟ و أنا عندي هاي ال terminal أنه من الفرع
+
+84
+00:06:25,820 --> 00:06:29,480
+التاني أنه زي هيك اتنين و هذا بدي أشوف أنه ال
+
+85
+00:06:29,480 --> 00:06:32,640
+proning لو عملت proning لهذه الأجزاء أنه هل هي
+
+86
+00:06:32,640 --> 00:06:36,780
+هتأثر فعلا ولا مش هتأثر تمام؟ و هنا اتنين و سبعة و
+
+87
+00:06:36,780 --> 00:06:41,060
+تلاتةه get ال min max decision هيكون عبارة عن max
+
+88
+00:06:41,060 --> 00:06:46,500
+مدام أنا عندي هنا max تمام و هنا من لتلت أرقام و
+
+89
+00:06:46,500 --> 00:06:52,740
+هنا من برضه لتلت أرقام و هنا من لتلت أرقام هي هي
+
+90
+00:06:52,740 --> 00:06:56,700
+ال term الأول من تلت أرقام و هنا تلت أرقام و هنا
+
+91
+00:06:56,700 --> 00:07:03,270
+تلت أرقام بهذا الشكلهجيت الفرع الأول هذا على
+
+92
+00:07:03,270 --> 00:07:08,350
+اليسار أنا عندي men تلاتة خمسة عشرة تمام؟ والنتيجة
+
+93
+00:07:08,350 --> 00:07:16,970
+تبعته جداش؟ تلاتة، صح؟ ال men تلاتة خمسة عشرة،
+
+94
+00:07:16,970 --> 00:07:22,950
+النتيجة تبعته تلاتة، تمام؟ طيب، هجيت .. هدول أنا
+
+95
+00:07:22,950 --> 00:07:26,110
+بدي أفترض أنهم unknown فبالتالي أنا بدي أفترض أنه
+
+96
+00:07:26,110 --> 00:07:28,170
+أنا عندي .. هاي ترمينال خليني أمسح
+
+97
+00:07:35,170 --> 00:07:39,810
+هذه بدي اعتبرها a وهذه بدي اعتبرها b مش في هنا
+
+98
+00:07:39,810 --> 00:07:45,150
+عندي two node فبالتالي هنا بدي يكون من اتنين a و b
+
+99
+00:07:45,150 --> 00:07:51,790
+تمام؟ و ال term التالت من اتنين سبعة تلاتة هايه
+
+100
+00:07:51,790 --> 00:07:58,130
+اتنين سبعة تلاتة حاجات ال term الأول حكينا انه
+
+101
+00:07:58,130 --> 00:08:02,960
+نتيجة طبعته تلاتةالterm التاني مدام مطلوب من ال
+
+102
+00:08:02,960 --> 00:08:06,900
+minimum اتنين ولا a ولا b مدام انا مش عارف ال a
+
+103
+00:08:06,900 --> 00:08:11,880
+الاتنين مش عارف ال a و ال b فبالتالي بدي اعتبر
+
+104
+00:08:11,880 --> 00:08:16,600
+النتيجة c ال c ممكن تكون اتنين او تكون ال a او ال
+
+105
+00:08:16,600 --> 00:08:24,120
+b ماعرفش فبالتالي هيه ال c تمام؟ و ال term التالد
+
+106
+00:08:24,120 --> 00:08:28,880
+كدهش نتيجته؟ اتنين طيب
+
+107
+00:08:31,730 --> 00:08:37,030
+هجيت أنا بدي أجي و أطلع على ال max هنا ال max
+
+108
+00:08:37,030 --> 00:08:46,550
+تلاتة ولا C ولا اتنين؟
+
+109
+00:08:46,550 --> 00:08:55,970
+طيب خلينا نفكر هنا شوية مدام أنا قلت أنه بدي ال
+
+110
+00:08:55,970 --> 00:09:01,990
+minimum بين الاتنين و ال A و ال Bقدش النتيجة يفترض
+
+111
+00:09:01,990 --> 00:09:09,130
+تكون ك range؟ اتنين؟ يا اتنين يا اقل، بالظبط،
+
+112
+00:09:09,130 --> 00:09:15,110
+تمام؟ فبالتالي هذه بدي اعتبرها ان ال C اقل من او
+
+113
+00:09:15,110 --> 00:09:21,730
+تساوي الاتنين، صح؟ فبالتالي باستخدام هذه القيمة او
+
+114
+00:09:21,730 --> 00:09:26,290
+هذا ال range لل C انا عندي تلاتة او قيمة اقل من او
+
+115
+00:09:26,290 --> 00:09:29,550
+تساوي الاتنين او الاتنين، يبقى باريحية بختار
+
+116
+00:09:29,550 --> 00:09:34,630
+التلاتةصح؟ شفته هنا كيف انه انا ممكن هذا اعمله
+
+117
+00:09:34,630 --> 00:09:39,090
+pruning انه مابأثرش على ال decision واضحة الفكرة؟
+
+118
+00:09:43,360 --> 00:09:48,560
+طبعا؟ يبجى هذا الكلام هو يعني انه يعني ال .. يعني
+
+119
+00:09:48,560 --> 00:09:50,940
+الكلام في هذا ال slide هو ال .. نفس اللي حكيته
+
+120
+00:09:50,940 --> 00:09:54,940
+فبالتالي ان ال min a .. اتنين a b أكيد بطبيعة
+
+121
+00:09:54,940 --> 00:09:58,240
+الحال هيكون قيمة أقل من أو تساوي الأتنين فبالتالي
+
+122
+00:09:58,240 --> 00:10:01,840
+ال c أقل من أو تساوي الأتنين فبالتالي ال max تلاتة
+
+123
+00:10:01,840 --> 00:10:06,120
+c تنين هيكون بطبيعة الحال تلاتة ممكن أختارها
+
+124
+00:10:06,120 --> 00:10:07,840
+بأريحية طبعا؟
+
+125
+00:10:12,630 --> 00:10:17,250
+طيب خدنا نعرف تعريفات إيش أنا عندي ال alpha وإيش
+
+126
+00:10:17,250 --> 00:10:21,690
+أنا عندي ال beta ال alpha هي عبارة عن ال best
+
+127
+00:10:21,690 --> 00:10:27,410
+choice so far ل ال max player أفضل خيار ل ال max
+
+128
+00:10:27,410 --> 00:10:30,970
+player لغاية الآن فبالتالي بدي أحط في ذهني أنه ال
+
+129
+00:10:30,970 --> 00:10:37,370
+alpha ل ال max تمام؟ وإيش المطلوب أنه إحنا بدنا
+
+130
+00:10:37,370 --> 00:10:43,680
+تكون القيمة تبعتها أعلى ما يمكن؟أما ال beta هي ال
+
+131
+00:10:43,680 --> 00:10:49,420
+best choice للمن تمام و بدنا ياها أنه تكون أقل ما
+
+132
+00:10:49,420 --> 00:10:53,000
+يمكن فبالتالي أنه خلاص بدي أربط بذهني أنه alpha
+
+133
+00:10:53,000 --> 00:11:00,360
+max beta min تمام؟ حاجات في كل node بدي أتبع قيمة
+
+134
+00:11:00,360 --> 00:11:05,800
+ال alpha و ال betaتمام؟ و ال alpha ممكن يصيرلها
+
+135
+00:11:05,800 --> 00:11:12,660
+update فقط عند ال max turn في دور ال max و ال beta
+
+136
+00:11:12,660 --> 00:11:18,680
+متى بيصيرلها update في ال min turn تمام؟ كمان مرة
+
+137
+00:11:18,680 --> 00:11:21,760
+في كل نقطة باجي بتطلع على قيمة ال alpha و ال beta
+
+138
+00:11:21,760 --> 00:11:26,520
+قيمة ال alpha و ال beta متى بيصيرلهم update؟ ال
+
+139
+00:11:26,520 --> 00:11:29,820
+alpha بيصيرلها في دور ال max و ال beta في دور ال
+
+140
+00:11:29,820 --> 00:11:31,260
+min تمام؟
+
+141
+00:11:33,170 --> 00:11:39,470
+طيب حاجات نيجي لل algorithm steps أول خطوة رقم
+
+142
+00:11:39,470 --> 00:11:44,050
+واحد بدي اعمل initialize لل alpha ب minus infinity
+
+143
+00:11:44,050 --> 00:11:52,950
+و ال beta infinity شو السبب؟ نرجح هنا شو حكينا انه
+
+144
+00:11:52,950 --> 00:11:58,090
+we want to get the highest possible value here
+
+145
+00:11:58,090 --> 00:12:02,750
+لإيش؟ لل alphaبدي اعلى قيمة فبالتالي ايش بدي
+
+146
+00:12:02,750 --> 00:12:06,430
+افترضها ان هي اقل قيمة ممكنة ايش اقل قيمة ممكنة
+
+147
+00:12:06,430 --> 00:12:11,610
+minus infinity تمام و ال beta نفس الشيء مدام انا
+
+148
+00:12:11,610 --> 00:12:14,430
+بديها اقل قيمة ممكنة فبالتالي ال initial value
+
+149
+00:12:14,430 --> 00:12:20,070
+بروح بختارها اعلى ما يمكن infinity تمام و هيصيرلها
+
+150
+00:12:20,070 --> 00:12:20,990
+update باستمرار
+
+151
+00:12:23,970 --> 00:12:28,150
+تمام؟ بمعنى آخر أنه أنا بدي أعتبر هدول هم ال worst
+
+152
+00:12:28,150 --> 00:12:32,190
+possible cases أسوأ حالة ممكن تكون لل alpha minus
+
+153
+00:12:32,190 --> 00:12:36,150
+infinity و أسوأ حالة لل beta infinity عكس ما هو
+
+154
+00:12:36,150 --> 00:12:43,610
+المطلوب تمام؟ و هنا بدي أحط شرط لل prune ل node
+
+155
+00:12:43,610 --> 00:12:46,410
+معينة أنه أعمل pruning ل node معينة إيش هو هذا
+
+156
+00:12:46,410 --> 00:12:50,370
+الشرط؟ أنه ال alpha تكون أكبر من أو تساوي ال beta
+
+157
+00:12:51,080 --> 00:12:53,980
+كل note بدي أجي و أطلع صارت ال alpha أكبر من أ
+
+158
+00:12:53,980 --> 00:13:02,620
+تساوي ال beta بجس كانت غير هيك أقل بخلي ال branch
+
+159
+00:13:02,620 --> 00:13:09,530
+هذا كله تمام نيجي نشوف نطبع على المثال هذاهنا عندي
+
+160
+00:13:09,530 --> 00:13:13,530
+هنا هي شجرة تلاتة خمسة عشرة اتنين تمانية تسعتاش
+
+161
+00:13:13,530 --> 00:13:21,290
+اتنين سبعة تلاتة طيب ببدأ انه بحط ال assign لل
+
+162
+00:13:21,290 --> 00:13:24,870
+initial values لل alpha و ال beta في ال root node
+
+163
+00:13:24,870 --> 00:13:27,550
+ايش معناه هذا الكلام؟ معناه هذا الكلام انه انا
+
+164
+00:13:27,550 --> 00:13:32,490
+باجي بقول ان ال alpha بتساوي هنا minus infinityوال
+
+165
+00:13:32,490 --> 00:13:37,330
+beta بتساوي infinity مش هذه ال initial اللي اتفقنا
+
+166
+00:13:37,330 --> 00:13:43,990
+عليها تمام هذا الكلام وين عند ال root تمام
+
+167
+00:13:43,990 --> 00:13:52,170
+فبالتالي الشرط هل ال minus infinity أكبر من أو
+
+168
+00:13:52,170 --> 00:13:58,390
+تساوي ال infinity مش هو هذا الشرط طبق ال value هاي
+
+169
+00:13:58,390 --> 00:14:04,510
+minus infinityأكبر من أو تساوي infinity هذا كلام
+
+170
+00:14:04,510 --> 00:14:08,730
+إيش؟ false بعمل
+
+171
+00:14:08,730 --> 00:14:12,850
+prone يعني؟ لأ بتطلع على كل branches تبعتي اللي هو
+
+172
+00:14:12,850 --> 00:14:16,550
+هذا و هذا و هذا زي هيك تمام؟
+
+173
+00:14:18,290 --> 00:14:22,090
+بعدها بروح بنقل ال values تبع ال alpha و ال beta
+
+174
+00:14:22,090 --> 00:14:28,730
+لل child node على ال left ببدأ من جهة اليسار تمام؟
+
+175
+00:14:28,730 --> 00:14:32,870
+معناه هذا الكلام انه هنا عندي ال alpha minus
+
+176
+00:14:32,870 --> 00:14:37,750
+infinity تمام؟ و ال beta infinity بروح بنزل هنا
+
+177
+00:14:37,750 --> 00:14:43,550
+على الشمال ال alpha و ال beta هيهم نفس القيمة كيف؟
+
+178
+00:14:47,840 --> 00:14:52,180
+متى بيصير update لما بيجي انا عندي هنا في .. عندي
+
+179
+00:14:52,180 --> 00:14:55,980
+في ال terminal لما بدي أجي أطبق يا men يا max إذا
+
+180
+00:14:55,980 --> 00:14:58,820
+كان أنا عندي أكتر من مستوى برضه بدي أنزل زي هيك
+
+181
+00:14:58,820 --> 00:15:02,240
+لإنه ما طمش تطبيق لا men ولا max مش احنا حاكينا
+
+182
+00:15:02,240 --> 00:15:04,460
+إنه أنا بحسب ال terminal تحت وبعدين بطلع أطلع
+
+183
+00:15:04,460 --> 00:15:10,020
+تمام؟ وصلت لل terminal هنا ال terminal مدام أنا
+
+184
+00:15:10,020 --> 00:15:15,480
+عندي men يبقى بقارن أول نقطة أنا عندي على اليسار
+
+185
+00:15:15,480 --> 00:15:21,310
+تلاتةبدي اعمل من بين التلاتة و الاش ليش infinity
+
+186
+00:15:21,310 --> 00:15:28,870
+ال beta ليش beta لأنه من تمام فبالتالي تلاتة ولا
+
+187
+00:15:28,870 --> 00:15:34,170
+infinity مين اقل تلاتة التلاتة هذه باخدها و بروح
+
+188
+00:15:34,170 --> 00:15:38,990
+بطبقها وين مع ال node اللي بعديها تمام يبقى اول
+
+189
+00:15:38,990 --> 00:15:45,490
+node بقارنها مع ال beta تاني node تلاتة ولا خمسة
+
+190
+00:15:45,490 --> 00:15:53,320
+تلاتةتمام؟ و بعدها باخد هنا من تلاتة ولا عشرة؟
+
+191
+00:15:53,320 --> 00:15:59,300
+تلاتة ساعتها بروح بعمل update لل beta صارت تلاتة
+
+192
+00:15:59,300 --> 00:16:04,620
+وال alpha minus infinity تمام؟ هذا الكلام بروح
+
+193
+00:16:04,620 --> 00:16:10,440
+بعمله update للمستوى الأعلى تمام؟ بس بالعكس يعني
+
+194
+00:16:10,440 --> 00:16:16,180
+وجه هنا صار عندي دور ال من معناه ذلك بعمل update
+
+195
+00:16:16,180 --> 00:16:20,530
+لل betaبروح بعمل update للمستوى الأعلى ساعتها
+
+196
+00:16:20,530 --> 00:16:24,030
+بتصير ال alpha تلاتة و ال beta infinity فبالتالي
+
+197
+00:16:24,030 --> 00:16:30,410
+ال update هذا التلاتة لوين بده يروح لل alpha واضح؟
+
+198
+00:16:30,410 --> 00:16:38,230
+واضح؟ تمام هنا ال utility value لل terminal هذا
+
+199
+00:16:38,230 --> 00:16:43,410
+الكلام حكيناه هنعمل update لل alpha و ال betaتمام؟
+
+200
+00:16:43,410 --> 00:16:46,770
+و هنا نفس الفكرة انه انا بروح بطبق انه احنا نعمل
+
+201
+00:16:46,770 --> 00:16:51,330
+ال prone ولا لأ طبعا هنا الشرط ايش هو الشرط انه ال
+
+202
+00:16:51,330 --> 00:17:00,450
+alpha minus infinity و infinity و هنا .. انه
+
+203
+00:17:00,450 --> 00:17:03,730
+هنا صار في update لل alpha و ال beta ايش هو الشرط
+
+204
+00:17:03,730 --> 00:17:12,050
+انه ال alphaيكون أكبر من أو تساوي ال beta هنا نطبق
+
+205
+00:17:12,050 --> 00:17:17,950
+هذا الكلام هل ال minus infinity أكبر من أو تساوي
+
+206
+00:17:17,950 --> 00:17:23,710
+تلاتة؟ هل ال minus infinity أكبر من أو تساوي
+
+207
+00:17:23,710 --> 00:17:27,990
+تلاتة؟ false فبالتالي بعملش broom تمام؟ هذا الكلام
+
+208
+00:17:27,990 --> 00:17:33,030
+بدي أفكر فيه في كل node بطبق الشرط يبقى هذه عشان
+
+209
+00:17:33,030 --> 00:17:36,930
+نقر ان اعملها broom ولا لابروح بطبق الشرط هذا
+
+210
+00:17:36,930 --> 00:17:40,750
+دايما اللي هو alpha تكون أكبر من أو تساوي ال beta
+
+211
+00:17:40,750 --> 00:17:43,630
+تمام؟
+
+212
+00:17:47,980 --> 00:17:51,080
+فبالتالي هنا we don't prune because the condition
+
+213
+00:17:51,080 --> 00:17:56,260
+remains the same تمام؟ و هذا الكلام بروح بطبقه
+
+214
+00:17:56,260 --> 00:17:58,560
+يعني هذا الكلام بطبقه على ال second node و ال
+
+215
+00:17:58,560 --> 00:18:02,940
+third node تمام؟ و هنا بروح بعمل set لل alpha
+
+216
+00:18:02,940 --> 00:18:11,140
+تلاتة في ال root node زي ما شوفنا تمام؟
+
+217
+00:18:11,140 --> 00:18:14,640
+ايش هو جمال المقارنة مع جمال ال .. هل يبقى simple
+
+218
+00:18:14,640 --> 00:18:19,500
+أو تمام؟هو هيك ال algorithm بيشتغل انه في كل node
+
+219
+00:18:19,500 --> 00:18:31,320
+احنا
+
+220
+00:18:31,320 --> 00:18:34,980
+يعني احنا تطبيق ال min و ال max هذا احنا يعني
+
+221
+00:18:34,980 --> 00:18:38,360
+متفقين عليه لسه انا بدي اشوف هنا ال node هذه اللي
+
+222
+00:18:38,360 --> 00:18:43,200
+هنا تمام و ال node هذه اللي هنا تمام و اخد منه ال
+
+223
+00:18:43,200 --> 00:18:47,040
+max عشان ا get ال value اللي هنااحنا بدنا .. هذا
+
+224
+00:18:47,040 --> 00:18:51,000
+.. هذا كلام من max لوحده من max algorithm pure من
+
+225
+00:18:51,000 --> 00:18:56,040
+max لكن احنا ايش بدنا من max with alpha beta
+
+226
+00:18:56,040 --> 00:19:00,380
+pruning احنا بنشرح في جزئية ان احنا كيف نطبق ال
+
+227
+00:19:00,380 --> 00:19:06,920
+alpha beta pruning طيب
+
+228
+00:19:06,920 --> 00:19:11,860
+لأ
+
+229
+00:19:13,940 --> 00:19:17,920
+لأ ال alpha و ال beta هدول عبارة عن parameters ال
+
+230
+00:19:17,920 --> 00:19:23,640
+alpha مش .. مش .. مش .. مش قيمة النود اللي هنا مش
+
+231
+00:19:23,640 --> 00:19:26,760
+قيمة النود اللي هنا ال alpha و ال beta هي
+
+232
+00:19:26,760 --> 00:19:31,740
+parameter انا بحطهم تمام بعملهم update في دور كل
+
+233
+00:19:31,740 --> 00:19:35,400
+واحد منهم و بستخدمهم عشان اقرر اعمل pruning ولا لأ
+
+234
+00:19:35,400 --> 00:19:40,560
+لكن القيمة اللي هنا انه هنا انا عندي جداش القيمة
+
+235
+00:19:41,300 --> 00:19:46,420
+تمام؟ هي هنا عندي بطلع تلاتة و هنا بطلع اتنين و
+
+236
+00:19:46,420 --> 00:19:52,600
+هنا بطلع تلاتة، تمام؟ فحاخد الاتنين، هذا الكلام
+
+237
+00:19:52,600 --> 00:19:57,020
+يعني مفروغ منه، بس انا الاشي بدور، بدور ان هذا ال
+
+238
+00:19:57,020 --> 00:20:03,250
+branchاستثني ولا لأ؟ ليش؟ الهدف طبعا يبني أصغر
+
+239
+00:20:03,250 --> 00:20:06,750
+الشجرة ليش؟ لأن في بعض ال board games أن الشجرة
+
+240
+00:20:06,750 --> 00:20:10,790
+بتكون كتير كبيرة كتير ضخمة و الهدف أن أحنا نعمل
+
+241
+00:20:10,790 --> 00:20:15,470
+pruning لهذه الشجرة تمام؟ في .. في بعض الأفرع
+
+242
+00:20:15,470 --> 00:20:21,250
+التانية ممكن هذا ال branch كله أستثني مافيش داعي
+
+243
+00:20:21,250 --> 00:20:24,090
+أن أنا أطلع عليهإيش معناه؟ مافيش داعي إن أنا أطلع
+
+244
+00:20:24,090 --> 00:20:28,870
+عليه بيأثرش على قيمة نهائية هذه اللي موجودة هنا
+
+245
+00:20:28,870 --> 00:20:32,930
+يعني على سبيل المثال تلاتة و اتنين و تلاتة هجت لو
+
+246
+00:20:32,930 --> 00:20:37,970
+عمل discard لهذا ال branch ال min بين التلاتة عفوا
+
+247
+00:20:37,970 --> 00:20:44,330
+ال max بين التلاتة والاتنين كده؟ تلاتة فبالتالي
+
+248
+00:20:44,330 --> 00:20:49,110
+هذا ال branch أثر؟ لأ طبعا أنا كيف وصلت لهذا
+
+249
+00:20:49,110 --> 00:20:51,960
+القرار؟ من خلال ال alpha و ال beta parameterفال
+
+250
+00:20:51,960 --> 00:20:57,760
+alpha و ال beta مش قيمة ال node بعينها ولكن هي
+
+251
+00:20:57,760 --> 00:21:00,740
+عبارة عن parameters عشان انه اخد قرار اعمل prune
+
+252
+00:21:00,740 --> 00:21:04,100
+ولا لا تمام؟
+
+253
+00:21:04,100 --> 00:21:07,600
+okay
+
+254
+00:21:07,600 --> 00:21:10,680
+فبالتالي
+
+255
+00:21:10,680 --> 00:21:14,320
+هنا ال alpha تلاتة و ال beta infinity في ال root
+
+256
+00:21:14,320 --> 00:21:20,430
+فبالتالي ما بنعمل pruneبطبق هذا الكلام على ال
+
+257
+00:21:20,430 --> 00:21:27,630
+center node ال center node وينها؟ ها دي ال left
+
+258
+00:21:27,630 --> 00:21:31,650
+node تمام؟ بروح بطبق هذا الكلام على ال left .. على
+
+259
+00:21:31,650 --> 00:21:36,010
+ال center node عفوا تمام؟
+
+260
+00:21:36,010 --> 00:21:44,150
+بروح بقارن انه 2 و infinity نفس المبدأ مش احنا هنا
+
+261
+00:21:44,150 --> 00:21:52,330
+اول node على الشمال تلاتة و infinityتمام؟ عندي هنا
+
+262
+00:21:52,330 --> 00:21:56,330
+النادل على ال .. ال center انه هادي اتنين و
+
+263
+00:21:56,330 --> 00:22:00,590
+infinity كدهش بطلع ال min؟ اتنين، بعديها هنا اتنين
+
+264
+00:22:00,590 --> 00:22:05,610
+و تمانية؟ اتنين، اتنين و تسعتاش؟ اتنين، تمام؟
+
+265
+00:22:05,610 --> 00:22:12,810
+فبالتالي قيمة ال beta كدهش هتصير؟ اتنين، و ال
+
+266
+00:22:12,810 --> 00:22:20,260
+alpha؟ تلاتة، من هون اجت تلاتة؟ من فوق، تمام؟لحظة
+
+267
+00:22:20,260 --> 00:22:24,500
+انه انا كل node انا بعملها بروح بنزل قيمة ال alpha
+
+268
+00:22:24,500 --> 00:22:27,980
+و ال beta و قيمة ال alpha و ال beta صارلها update
+
+269
+00:22:27,980 --> 00:22:32,720
+هنا انه ال alpha تلاتة و ال beta infinity نزلناها
+
+270
+00:22:32,720 --> 00:22:37,360
+على ال node .. على ال node هذه تمام
+
+271
+00:22:37,360 --> 00:22:42,920
+انه هذه تلاتة تمام و هنا فهجيت لما نزلها على ال
+
+272
+00:22:42,920 --> 00:22:47,040
+central node تمام و عندي هنا تلات قيم
+
+273
+00:22:50,280 --> 00:22:58,560
+تنين تمانية جديش عشرة سبعة تسعة عشرة تمام هجيت هنا
+
+274
+00:22:58,560 --> 00:23:03,920
+لما نزلت ان ال alpha تساوي التلاتة و ال beta
+
+275
+00:23:03,920 --> 00:23:13,760
+بتساوي ال infinity فهنا من اتنين و infinity جديش
+
+276
+00:23:13,760 --> 00:23:17,920
+بطلع الناتج اتنين اتنين و تمانية اتنين اتنين و
+
+277
+00:23:17,920 --> 00:23:22,200
+تسعة عشرة اتنينتمام؟ فبالتالي بعمل update لل beta
+
+278
+00:23:22,200 --> 00:23:29,380
+جديش صارت؟ اتنين بالظبط بهذا الشكل تمام؟ فبالتالي
+
+279
+00:23:29,380 --> 00:23:34,960
+ال alpha تلاتة وال beta اتنين هاجات بعمل prone؟
+
+280
+00:23:34,960 --> 00:23:42,620
+ولا لأ؟ ايش الشرط؟ ال alpha تكون أكبر من أو تساوي
+
+281
+00:23:42,620 --> 00:23:47,020
+ال beta متحقق ولا لأ؟ هل التلاتة أكبر من أو تساوي
+
+282
+00:23:47,020 --> 00:23:57,470
+الأتنين؟prune لأن هو فريق هذا هل
+
+283
+00:23:57,470 --> 00:24:02,390
+اتحقق عند الشارع؟ نعم و اشمال خدت بس تنتين مش
+
+284
+00:24:02,390 --> 00:24:08,710
+كلهم؟ وين التنتين؟ يعني تمانية و ستة عشرتمانية و
+
+285
+00:24:08,710 --> 00:24:12,950
+تسعتاش؟ ايوه هدول .. ايه جذك انه هذه .. هذه بس انه
+
+286
+00:24:12,950 --> 00:24:15,510
+انا استخدمتها اول مرة .. اول واحدة في المقارنة و
+
+287
+00:24:15,510 --> 00:24:21,690
+بعدها انه يعني .. انه هدول مالهمش تأثير معناته
+
+288
+00:24:21,690 --> 00:24:26,270
+الكلام الاتنين؟
+
+289
+00:24:26,270 --> 00:24:29,770
+اه الاتنين بتضل انه انا عملتلها visit اول واحدة
+
+290
+00:24:29,770 --> 00:24:34,310
+يعني انه زي هيك فبالتالي انه يعني .. لأنه اه لازم
+
+291
+00:24:34,310 --> 00:24:39,020
+تطلع زي هيك اتنينلأن ال node التالتة هنا كانت
+
+292
+00:24:39,020 --> 00:24:43,540
+تلاتة صح فبالتالي بدي أختار ال max تلاتة اتنين
+
+293
+00:24:43,540 --> 00:24:52,620
+تلاتة تلاتة تمام؟ هذه لازم تظل فبالتالي بروح من
+
+294
+00:24:52,620 --> 00:24:55,960
+terminal node واحدة بروح باخد القيمة لل node اللي
+
+295
+00:24:55,960 --> 00:25:01,160
+فوق والبقية بعمله discard تخيلي هنا أنه كان في
+
+296
+00:25:01,160 --> 00:25:06,210
+عندي أكتر خمسة terminalsنفس المبدأ هدول الخمسة
+
+297
+00:25:06,210 --> 00:25:11,810
+بعملهم discard تمام؟
+
+298
+00:25:11,810 --> 00:25:18,170
+تمام؟ يبقى هنا بعمل prune لل second والthird child
+
+299
+00:25:18,170 --> 00:25:27,210
+node because alpha now greater than beta تمام؟
+
+300
+00:25:27,210 --> 00:25:35,020
+ال alpha في ال root بتضلها تلاتةتمام؟ ليش؟ لأنه it
+
+301
+00:25:35,020 --> 00:25:39,160
+is greater than two و بروح بحمل القيمة هذه لل
+
+302
+00:25:39,160 --> 00:25:49,500
+rightmost child node تمام؟ يبقى هنا مدام أنه ال
+
+303
+00:25:49,500 --> 00:25:55,460
+alpha أكبر من أو تساوي ال beta ال beta ال alpha
+
+304
+00:25:55,460 --> 00:25:59,720
+بتضلها نفس القيمة تلاتة تمام؟ ليش؟ لأنه أكبر من أو
+
+305
+00:25:59,720 --> 00:26:03,990
+تساوي اتنين ماعملش updateو بروح بحمل هذه القيمة
+
+306
+00:26:03,990 --> 00:26:09,250
+لوين لل rightmost child node اللي هي هنا في الرسمة
+
+307
+00:26:09,250 --> 00:26:13,410
+هذا الكلام يبقى هنا بروح باخد alpha بتساوي بنزل
+
+308
+00:26:13,410 --> 00:26:21,630
+قيمة ال alpha جديش تلاتة و beta بتساوي 2 و بطبق
+
+309
+00:26:21,630 --> 00:26:30,660
+هذا الكلام تمام بروح بقيس جديش انا عندىخليني أرجع
+
+310
+00:26:30,660 --> 00:26:38,100
+على الرسمة هنا هنا
+
+311
+00:26:38,100 --> 00:26:43,940
+حكينا أن ال alpha بتساوي كده؟ تلاتة و ال beta
+
+312
+00:26:43,940 --> 00:26:46,260
+بتساوي نين
+
+313
+00:27:02,560 --> 00:27:09,340
+تمام؟ هنا من infinity و 2 بتساوي 2 بروح بعمل
+
+314
+00:27:09,340 --> 00:27:16,480
+update ل beta 2 و alpha بتضلها 3 تمام؟
+
+315
+00:27:19,940 --> 00:27:23,380
+بعدها بعمل prune لل second و ال third node لإنه
+
+316
+00:27:23,380 --> 00:27:29,200
+alpha برضه greater than 3 تمام فبالتالي هنا تلاتة
+
+317
+00:27:29,200 --> 00:27:32,700
+اتنين اتنين على ال left و ال center و ال right
+
+318
+00:27:32,700 --> 00:27:38,340
+node تمام بروح بحسب ال banks بيناهم فبالتالي بحصل
+
+319
+00:27:38,340 --> 00:27:39,540
+على تلاتة
+
+320
+00:27:42,890 --> 00:27:48,310
+فهنا انا عملت فعليا او عمليا discard ل 4 nodes ايش
+
+321
+00:27:48,310 --> 00:27:59,870
+هما؟ هاي و هاي و هاي و هاي تمام؟
+
+322
+00:27:59,870 --> 00:28:03,970
+بدون
+
+323
+00:28:03,970 --> 00:28:08,030
+ما اثر على ال max decision وهو نفس الشيءطبعا هذا
+
+324
+00:28:08,030 --> 00:28:11,730
+ال pseudocode طبعا هنا زي ما انتوا شايفين هنا ال
+
+325
+00:28:11,730 --> 00:28:16,390
+algorithm steps انا عندي هاي واحد هاي اتنين تلاتة
+
+326
+00:28:16,390 --> 00:28:23,330
+اربع خمسة ستة سبعة تمانية طبعا هذا مطبق على
+
+327
+00:28:23,330 --> 00:28:28,310
+example هذا algorithm كpseudocode تمام ان انا عندي
+
+328
+00:28:28,310 --> 00:28:32,910
+هنا alpha beta decision بياخد ال stateطبعا و هنا
+
+329
+00:28:32,910 --> 00:28:36,810
+انه ال max value نفس هداك بس ايش بياخد بالاضافة لل
+
+330
+00:28:36,810 --> 00:28:40,930
+state ال alpha و ال beta طبعا و هنا ال test ترمينا
+
+331
+00:28:40,930 --> 00:28:44,830
+لنفس الشارط و هنا بجيب انه لكل successor بروح بطبق
+
+332
+00:28:44,830 --> 00:28:49,430
+ال min value لل alpha و ال beta هنا انا بفحص انه
+
+333
+00:28:49,430 --> 00:28:52,890
+اذا ال value اكبر من beta برجع ال V و هنا العكس
+
+334
+00:28:52,890 --> 00:28:57,800
+انه ال min value برضه نفس الفكرة alpha و betaتمام؟
+
+335
+00:28:57,800 --> 00:29:02,160
+و هي ال same as بس هنا ال alpha و ال beta reversed
+
+336
+00:29:02,160 --> 00:29:05,740
+زي ما احنا شفنا و طبقناها انه انا بعكس ال alpha و
+
+337
+00:29:05,740 --> 00:29:13,260
+ال beta كقيم يعني تمام؟
+
+338
+00:29:13,460 --> 00:29:17,440
+طبعا هذا الكلام انه infinity و minus infinity برضه
+
+339
+00:29:17,440 --> 00:29:20,960
+يعني للتوضيح اكتر ك demonstration على ال slide
+
+340
+00:29:20,960 --> 00:29:24,980
+فبالتالي انا عندي هنا minus infinity و infinity
+
+341
+00:29:24,980 --> 00:29:29,820
+نزلت القيمة هنا minus infinity و infinity زي هيك
+
+342
+00:29:29,820 --> 00:29:36,920
+تمام فالفكرة طبعتها انه التلاتة تمام فبالتالي ال
+
+343
+00:29:36,920 --> 00:29:40,470
+beta .. مدام ال min بعمل update لل beta تلاتةطبعا
+
+344
+00:29:40,470 --> 00:29:44,890
+فبالتالي و كأنه بقول ان ال node high هتكون اقل من
+
+345
+00:29:44,890 --> 00:29:48,450
+أو تساوي تلاتة بدون ان انا اطلع على الباقي هدول زي
+
+346
+00:29:48,450 --> 00:29:54,550
+ما احنا عملنا ال .. ال اتنين و ال a و ال b بهذا
+
+347
+00:29:54,550 --> 00:29:58,930
+الشكل فحكيت انه قيمة ان الناتج c و ال c هذا عبارة
+
+348
+00:29:58,930 --> 00:30:02,190
+عن اقل او تساوي الاتنين و هنا نفس المبدأ طبعا
+
+349
+00:30:02,190 --> 00:30:05,750
+فبالتالي لما بدي اجي على ال max هنا لما باجي بطلع
+
+350
+00:30:05,750 --> 00:30:11,000
+فوقبقول انه مدام انه انا هختار بين قيمة اقل من أو
+
+351
+00:30:11,000 --> 00:30:15,500
+تساوي التلاتة و قيمة هنا و قيمة هنا بدون ما يطلع
+
+352
+00:30:15,500 --> 00:30:18,420
+على هدول ممكن اعملهم overlook و اجي اعمل
+
+353
+00:30:18,420 --> 00:30:22,380
+conclusion انه والله قيمة ال max هتكون حاجة اكبر
+
+354
+00:30:22,380 --> 00:30:26,700
+من أو تساوي التلاتة ليش؟ لأنه ايش الاحتمال؟
+
+355
+00:30:26,700 --> 00:30:31,420
+الاحتمال يا اما انه يكون ان ال nodes اللي هنافعلا
+
+356
+00:30:31,420 --> 00:30:35,180
+أصغر من 3 فبالتالي انه اه اكبر يعني هيكون ان قيمة
+
+357
+00:30:35,180 --> 00:30:38,900
+ال node هنا تساوي 3 او هيكون قيم اكبر من 3
+
+358
+00:30:38,900 --> 00:30:43,180
+فبالتالي هذا ال condition still true ضايل انه true
+
+359
+00:30:43,180 --> 00:30:49,520
+واضح كيف الفكرة في الموضوع هنا ال 12 انه اقل من 3
+
+360
+00:30:49,520 --> 00:30:55,950
+تمام و هذا ال condition still validتمام؟ و هنا
+
+361
+00:30:55,950 --> 00:31:00,690
+تمانية برضه هنا خلاص ثبتت أنه هي تلاتة و هنا بصل ل
+
+362
+00:31:00,690 --> 00:31:05,070
+conclusion أنه هي أكبر من أو تساوي تلاتة هنا نفس
+
+363
+00:31:05,070 --> 00:31:11,810
+الشيء أنه أنا إجيت أنه minus infinity و أنه بقول
+
+364
+00:31:11,810 --> 00:31:14,790
+أنه بعمل update لل beta ال beta أنه هتكون أقل من
+
+365
+00:31:14,790 --> 00:31:18,390
+أو تساوي الإتنين تمام؟ فبالتالي أنه هدول بعملهم
+
+366
+00:31:18,390 --> 00:31:25,090
+discard بهذا الشكلوها دي نفس الفكرة انه 14 بعمل
+
+367
+00:31:25,090 --> 00:31:30,250
+discard ل .. لأ هنا على فكرة القيام مختلفة على ما
+
+368
+00:31:30,250 --> 00:31:37,510
+اعتقد تمام؟ صح؟ فبالتالي انه هنا عمل update ل ال
+
+369
+00:31:37,510 --> 00:31:44,170
+beta مرتين انه أول مرة هيها 5 كانت أول مرة 14
+
+370
+00:31:44,170 --> 00:31:47,790
+فبالتالي لغيناها فبالتالي هنا أقل من أو تساوي 5
+
+371
+00:31:47,790 --> 00:31:51,730
+فبالتالي minus infinity و5وكمان مرة إيجادنا نوت
+
+372
+00:31:51,730 --> 00:31:55,990
+تانية أقل فبالتالي هنا أقل من أو تساوي ل 2
+
+373
+00:31:55,990 --> 00:32:01,970
+فبالتالي هنا 2 و ال max بين 3 و 2 و 2 بطلع أنا
+
+374
+00:32:01,970 --> 00:32:03,730
+عندي 3 بهذا الشكل
+
+375
+00:32:07,280 --> 00:32:16,600
+طبعا هنا هذه عبارة عن ال three مستويان فممكن
+
+376
+00:32:16,600 --> 00:32:19,440
+تتمرنوا عليها في ال .. في البيت ان هاي انا عندي ال
+
+377
+00:32:19,440 --> 00:32:22,360
+terminal node و تحسبوها و تحسبوا قيمة ال alpha و
+
+378
+00:32:22,360 --> 00:32:26,630
+ال beta و اتحددواال .. ال .. ال .. ال branch اللي
+
+379
+00:32:26,630 --> 00:32:33,210
+هتعملوله pruning طيب ه get بهذا الخصوص .. يعني
+
+380
+00:32:33,210 --> 00:32:39,090
+بهذا ال .. ال .. الإطار ممكن أنا إيش أعطيكم إنه
+
+381
+00:32:39,090 --> 00:32:46,090
+تتطلعوا هنا على ال site في عندكم link هنا
+
+382
+00:32:58,420 --> 00:33:01,080
+هذه توزيعة ال topic هي مرتبة و احنا فعلا ماشيين
+
+383
+00:33:01,080 --> 00:33:05,600
+عليها احنا واصلين هنا game playing اللي هي ال
+
+384
+00:33:05,600 --> 00:33:09,480
+minmax هي رابط ال slide و في عندي article هنا اسمه
+
+385
+00:33:09,480 --> 00:33:12,980
+minmax algorithm في هذا ال article بتلاقوا في
+
+386
+00:33:12,980 --> 00:33:19,240
+عندكم هنا GitHub ل .. ل tool ممكن انه تساعدكم ان
+
+387
+00:33:19,240 --> 00:33:23,720
+انتوا تحلوا مسائل طبعا في ال tool طبعا هذا ال link
+
+388
+00:33:23,720 --> 00:33:28,520
+broken فهذا ال linkأنا أعمله host في مكان تاني
+
+389
+00:33:28,520 --> 00:33:33,720
+فبالتالي يعني بالمناسبة هذا يعني هذا عبارة عن node
+
+390
+00:33:33,720 --> 00:33:38,440
+.js يعني أنتوا لو عندكم معرفة بال node ممكن أنه
+
+391
+00:33:38,440 --> 00:33:43,940
+تنزله عندكم locally و بشتغل معاكم فهنا أيش بتسوي
+
+392
+00:33:43,940 --> 00:33:49,850
+بتحكم في ال depth بزودأو بنجس بالإضافة لل branch
+
+393
+00:33:49,850 --> 00:33:55,610
+factor تمام؟ و ممكن كل مرة انه regenerated tree
+
+394
+00:33:55,610 --> 00:34:00,930
+احط زي ما انتوا شايفين تحت هنا random variables ان
+
+395
+00:34:00,930 --> 00:34:04,750
+انا احط يعني انه كل مرة بختار random variables
+
+396
+00:34:04,750 --> 00:34:09,710
+تمام؟ طبعا هنا الشرط انه beta أقل من أو تساوي ال
+
+397
+00:34:09,710 --> 00:34:14,320
+alpha اللي هو نفس الشرط بس احنا معكوس يعنيbeta أقل
+
+398
+00:34:14,320 --> 00:34:17,460
+من أو تساوي ال alpha هي نفسها أن ال alpha أكبر من
+
+399
+00:34:17,460 --> 00:34:24,440
+أو تساوي ال beta فالآن ببدأ أنه أحل فبختار start
+
+400
+00:34:24,440 --> 00:34:28,920
+and animate فيه ممكن أنه أخلي أنه يمشي بشكل سريع
+
+401
+00:34:28,920 --> 00:34:33,650
+وممكن أنه الأحسن أنه أعمل run ل step stepفبالتالي
+
+402
+00:34:33,650 --> 00:34:37,130
+هاي ال beta ال alpha و ال beta infinity و minus ال
+
+403
+00:34:37,130 --> 00:34:40,270
+alpha minus infinity و ال beta infinity بنزلها زي
+
+404
+00:34:40,270 --> 00:34:44,150
+هيك هاي و شايف ال node هذي اللوان ليها ال edge هذي
+
+405
+00:34:44,150 --> 00:34:51,170
+تمام هيك 18 عمل update لل beta بعمل update لل beta
+
+406
+00:34:51,170 --> 00:34:56,370
+كمان مرة اتنين تمام بعدين هنا عكس ال update انا
+
+407
+00:34:56,370 --> 00:35:00,870
+عندى اتنينway infinity بروح بنزل هذا الكلام هنا
+
+408
+00:35:00,870 --> 00:35:04,770
+اتنين و infinity لل alpha و ال beta بطبق هذا
+
+409
+00:35:04,770 --> 00:35:08,610
+الكلام minus تلاتة عملت update لل beta minus تلاتة
+
+410
+00:35:08,610 --> 00:35:14,950
+لإنه دور ال min متلت لتحت تمام هنا خلاص مدام إنه
+
+411
+00:35:14,950 --> 00:35:18,270
+ال alpha أكبر من أو تساوي ال beta بعمل broom لهذه
+
+412
+00:35:18,270 --> 00:35:20,490
+النقطة مافيش داعي بعملها overlook مافيش داعي أن
+
+413
+00:35:20,490 --> 00:35:25,760
+أنا أطلع عليهافهذه كتير ممتازة انه ممكن ان انت اش
+
+414
+00:35:25,760 --> 00:35:30,240
+.. اش تسوي ان انت تروح تعملي generate ل ال tree و
+
+415
+00:35:30,240 --> 00:35:34,100
+تزودي على ال branch على سبيل المثال و تعملي
+
+416
+00:35:34,100 --> 00:35:38,660
+generate ل ال tree و تروحي بتحليها على ورقتتأكد من
+
+417
+00:35:38,660 --> 00:35:42,060
+الحال فهذه practice لأنه محل أسئلة انه انت يعني
+
+418
+00:35:42,060 --> 00:35:45,800
+بقيس مدى استيعاب ال algorithm هذا ان انتوا
+
+419
+00:35:45,800 --> 00:35:50,540
+مستوعبينه كويس ولا لأ تمام؟ بيضل في عندنا جزئية
+
+420
+00:35:50,540 --> 00:35:54,900
+بخصوص ال evaluation function هنشوفها على ال chess
+
+421
+00:35:54,900 --> 00:35:59,460
+خلينا نحكي عنها المحاضرة القادمة ان شاء الله بشكل
+
+422
+00:35:59,460 --> 00:36:03,280
+سريع و .. او ..
+
+423
+00:36:05,890 --> 00:36:08,910
+الفكرة في الموضوع هنا بخصوص ال evaluation function
+
+424
+00:36:08,910 --> 00:36:12,710
+ال
+
+425
+00:36:12,710 --> 00:36:16,090
+evaluation function هذه قيمة ال terminals اللي
+
+426
+00:36:16,090 --> 00:36:19,710
+احنا شوفناها هنا تحت هذه القيم من وين انا بجيبها؟
+
+427
+00:36:19,710 --> 00:36:21,630
+من utility function و ال utility function او ال
+
+428
+00:36:21,630 --> 00:36:25,770
+evaluation function مين بيضعها؟ انا على سبيل
+
+429
+00:36:25,770 --> 00:36:30,930
+المثال خلينا نشوفها في ال chess كيف ممكن اسويها؟ال
+
+430
+00:36:30,930 --> 00:36:33,710
+evaluation function هي عبارة عن linear weighted
+
+431
+00:36:33,710 --> 00:36:37,730
+sum لمجموعة من ال features، تمام؟ فبالتالي أنا
+
+432
+00:36:37,730 --> 00:36:43,730
+عندي W1, F1, W2, F2 و هكذا ف F1 ممكن على سبيل
+
+433
+00:36:43,730 --> 00:36:47,990
+المثال كيف ممكن أحدد أنه وضع ال chess board هاي
+
+434
+00:36:47,990 --> 00:36:54,580
+أفضل بالنسبة لإلي ولا أفضل بالنسبة لإلهفبالتالي ال
+
+435
+00:36:54,580 --> 00:36:58,580
+F واحد بروح بعرفها ان number of white queens minus
+
+436
+00:36:58,580 --> 00:37:09,220
+number of black queens تمام؟ وخليني هاي اوضحها ان
+
+437
+00:37:09,220 --> 00:37:11,920
+شو معناه ال weight حاجات ان مدام انا بحكي على
+
+438
+00:37:11,920 --> 00:37:17,060
+queens تمام؟ انه ممكن اعتبر ان هاي على سبيل المثال
+
+439
+00:37:17,060 --> 00:37:20,460
+تديها weight تمانية مثلا او تسعة زي ما هو حاطط هي
+
+440
+00:37:20,460 --> 00:37:28,050
+تسعةF2 ممكناش افكر فيها .. افكر فيها انه عدد ال
+
+441
+00:37:28,050 --> 00:37:33,030
+castles ال white castles عدد القلعة البيض ناقص عدد
+
+442
+00:37:33,030 --> 00:37:37,330
+القلعة السود فبالتالي بدي أديها أهمية مثلا أربعة
+
+443
+00:37:38,500 --> 00:37:42,340
+هنا في اتنين اف تلاتة ممكن اسيش اعد عدد الجنود
+
+444
+00:37:42,340 --> 00:37:45,860
+عنده وعدد عدد الجنود عندي minus عدد الجنود عنده
+
+445
+00:37:45,860 --> 00:37:49,640
+فبالتالي بديها اهمية حاجات الاهامية هذه يعني
+
+446
+00:37:49,640 --> 00:37:52,980
+subjective ان انا اللي بضاحها فبالتالي انه هذه ال
+
+447
+00:37:52,980 --> 00:37:56,260
+evaluation function ممكن تختلف من game ل game لنفس
+
+448
+00:37:56,260 --> 00:37:59,280
+ال game ال evaluation function مدام ان حد بيصممها
+
+449
+00:37:59,280 --> 00:38:03,160
+ممكن ان هي تختلف هذه الفكرة في الموضوعفهنا بيضل
+
+450
+00:38:03,160 --> 00:38:06,480
+انه برضه كذلك انه نركز عليها انه انا كيف افكر انه
+
+451
+00:38:06,480 --> 00:38:09,460
+انا احط evaluation function ل game معينة و تركزوا
+
+452
+00:38:09,460 --> 00:38:12,760
+عليها لأنه هي محل اسئلة انه لو عرفت ال rule تبع ال
+
+453
+00:38:12,760 --> 00:38:16,660
+game ممكن اقرر انه اه والله ممكن احسب وضعية ال
+
+454
+00:38:16,660 --> 00:38:20,160
+board انه احصل الطرف هدى او الطرف هدى من خلال دالة
+
+455
+00:38:20,160 --> 00:38:25,900
+معينة تمام؟ واضح؟ اذا بيضل في عينكم اي اسئلة ب ..
+
+456
+00:38:25,900 --> 00:38:28,040
+بخصوص ال evaluation function ممكن تسألواها المخاطر
+
+457
+00:38:28,040 --> 00:38:28,780
+اللي جاي ان شاء الله
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE.srt
new file mode 100644
index 0000000000000000000000000000000000000000..40624f0fb6f63650ecd530c5dcdf4464e3846519
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE.srt
@@ -0,0 +1,1867 @@
+
+1
+00:00:04,880 --> 00:00:08,040
+بسم الله الرحمن الرحيم يعطيكم العفو يا شباب إن شاء
+
+2
+00:00:08,040 --> 00:00:12,540
+الله اليوم هنبدأ المحاضرة الثانية في .. في موضوع
+
+3
+00:00:12,540 --> 00:00:16,420
+الـ rule-based expert systems طبعا المحاضرة الماضية
+
+4
+00:00:16,420 --> 00:00:20,840
+توقفنا عند موضوع الـ comparison بين الـ expert
+
+5
+00:00:20,840 --> 00:00:27,770
+system وبين الـ human expert وبين الـ conventional
+
+6
+00:00:27,770 --> 00:00:32,090
+programs. طبعا الـ human expert المقصود فيها أنه
+
+7
+00:00:32,090 --> 00:00:39,370
+الإنسان الخبير اللي بيحاكي خبرة في مجال معين زي
+
+8
+00:00:39,370 --> 00:00:42,670
+الطبيب أو المحامي. الـ expert system هو الـ software
+
+9
+00:00:42,670 --> 00:00:45,950
+زي ما ذكرنا المحاضرة الماضية، تمام؟ و الـ
+
+10
+00:00:45,950 --> 00:00:48,510
+conventional programs هي عبارة عن البرامج
+
+11
+00:00:48,510 --> 00:00:51,430
+التقليدية اللي أنا ممكن أبرمجها في لغات البرمجة
+
+12
+00:00:51,790 --> 00:00:57,130
+التقليدية زي الـ Java أو C++ أو أي لغة برمجة ثانية.
+
+13
+00:00:57,130 --> 00:01:03,710
+فشفنا المقارنة هذه بين عدة نواحي، بين عدة أنه ..
+
+14
+00:01:03,710 --> 00:01:08,490
+أنه كيف ب .. ب .. بيستخدم الـ knowledge. طبعا الـ
+
+15
+00:01:08,490 --> 00:01:11,570
+knowledge هنا عندنا في الـ human expert موجودة
+
+16
+00:01:11,570 --> 00:01:14,450
+عبارة عن مجموعة rule of thumbs. الـ rule of thumbs
+
+17
+00:01:14,450 --> 00:01:17,850
+يعني بنقدر نعتبرها أنها عبارة عن مجموعة من
+
+18
+00:01:17,850 --> 00:01:21,730
+البديهيات، تمام؟ عشان يحل مشكلة معينة في narrow
+
+19
+00:01:21,730 --> 00:01:25,090
+domain. أما في الـ expert system الـ knowledge بتكون
+
+20
+00:01:25,090 --> 00:01:30,610
+موضوعة وبيعمل process للـ knowledge اللي تم التعبير
+
+21
+00:01:30,610 --> 00:01:35,430
+عنها على شكل rules و facts وبيستخدم الـ symbolic
+
+22
+00:01:35,430 --> 00:01:40,650
+reasoning عشان يعمل solve للمشاكل في narrow domain.
+
+23
+00:01:41,650 --> 00:01:44,930
+أما الـ  conventional programs عادة أنها
+
+24
+00:01:44,930 --> 00:01:49,030
+بتعمل process لـ data مش knowledge، لا fact ولا
+
+25
+00:01:49,030 --> 00:01:52,770
+rules. وطبعا بطبيعة الحال معالجة البيانات هذه بتتم
+
+26
+00:01:52,770 --> 00:01:58,910
+من خلال خوارزميات، تمام؟ وعادة أنها بتحل مشاكل
+
+27
+00:01:58,910 --> 00:02:06,090
+عامة باستخدام general numeric problems. طبعا بتحل
+
+28
+00:02:06,090 --> 00:02:10,070
+مشاكل عامة، يعني بتعتمد على أرقام، يعني مسائل حسابية.
+
+29
+00:02:10,070 --> 00:02:14,100
+يعني طبعا النقطة الثانية اللي احنا يعني هي النقطة
+
+30
+00:02:14,100 --> 00:02:17,780
+الأولى، تمام. النقطة الثانية اللي احنا قارنّا فيها
+
+31
+00:02:17,780 --> 00:02:20,820
+اللي هو وين بتكون موجودة هنا الـ knowledge. طبعا في
+
+32
+00:02:20,820 --> 00:02:24,680
+الـ human experience بتكون موجودة في دماغ الإنسان.
+
+33
+00:02:24,680 --> 00:02:32,360
+أما هنا أنه وجودها، أنه يعني فيه عندي فصل واضح بين
+
+34
+00:02:32,360 --> 00:02:39,100
+الـ knowledge واللي بتتم عن الـ software اللي ..
+
+35
+00:02:39,100 --> 00:02:43,320
+اللي .. اللي بيعمل معالجة لهاي الـ knowledge. طبعا هنا
+
+36
+00:02:43,320 --> 00:02:46,900
+ما فيش أي فصل بين الـ knowledge والـ control
+
+37
+00:02:46,900 --> 00:02:49,800
+structure، لأنه هذه العمليات أو البيانات بتكون
+
+38
+00:02:49,800 --> 00:02:53,520
+موجودة في .. داخل الـ algorithm، فبالتالي صعب الفصل.
+
+39
+00:02:53,520 --> 00:02:56,800
+لكن هنا أنا في عندي فصل واضح لأن احنا اتفقنا أن
+
+40
+00:02:56,800 --> 00:03:00,860
+أنا عندي الـ components، أن أنا في عندي knowledge
+
+41
+00:03:00,860 --> 00:03:10,390
+base، تمام، وفي عندي الـ facts، تمام،
+
+42
+00:03:10,390 --> 00:03:12,590
+وفي عندي الـ inference engine، الـ component الثالث
+
+43
+00:03:12,590 --> 00:03:14,650
+اللي هو الـ inference engine، فبالتالي أنا في عندي
+
+44
+00:03:14,650 --> 00:03:19,590
+separation كامل بين هاي الـ components، تمام. طبعا الـ
+
+45
+00:03:19,590 --> 00:03:25,450
+facts اللي هي الـ database، هذه الـ database (DB)، وهذه
+
+46
+00:03:25,450 --> 00:03:27,690
+الـ KB اللي هو knowledge base، وهنا الـ inference
+
+47
+00:03:27,690 --> 00:03:28,170
+engine.
+
+48
+00:03:31,380 --> 00:03:35,040
+تمام؟ فالـ .. هاي knowledge base هي عبارة عن الـ if-then
+
+49
+00:03:35,040 --> 00:03:39,320
+rules، والـ database هي عبارة عن الـ facts أو
+
+50
+00:03:39,320 --> 00:03:42,300
+الحقائق اللي موجودة عندي، والـ inference engine هو
+
+51
+00:03:42,300 --> 00:03:48,100
+اللي بيعمل معالجة لهذه الأشياء، الـ facts والـ rules
+
+52
+00:03:48,100 --> 00:03:55,000
+زي ما هنشوف اليوم، تمام؟ أما النقطة الثالثة أنه
+
+53
+00:03:55,000 --> 00:04:02,120
+كيفية التعامل مع، أو يعني طريقة .. يعني قدرته على
+
+54
+00:04:02,120 --> 00:04:11,020
+أنه شرح طريقة أنه كيف بيعمل reasoning للموضوع أو
+
+55
+00:04:11,020 --> 00:04:16,840
+كيف بيستنبط الموضوع، وكيف أنه هو ممكن يعمل .. يعطي
+
+56
+00:04:16,840 --> 00:04:22,150
+details على الـ .. على .. على الـ .. على الحقيقة أو
+
+57
+00:04:22,150 --> 00:04:25,230
+الـ conclusion اللي هو توصّلها. طبعا هاي الإنسان في
+
+58
+00:04:25,230 --> 00:04:29,870
+عنده القدرة طبعا لعمل هاي الشغلة. طبعا الـ expert
+
+59
+00:04:29,870 --> 00:04:32,990
+system في عنده القدرة أنه هو كذلك يعمل هاي الشغلة
+
+60
+00:04:32,990 --> 00:04:37,330
+من خلال من خلال تتبع الـ facts والـ rules اللي
+
+61
+00:04:37,330 --> 00:04:40,990
+بيصير لها fire، أو بالأحرى الـ rules تحديدا اللي
+
+62
+00:04:40,990 --> 00:04:44,350
+بيصير لها fire. طبعا الـ fire معناها هنا أن الـ rule
+
+63
+00:04:44,350 --> 00:04:49,470
+دي بيصير لها execution، تنفيذ. فبالتالي بيقدر أنه يعمل
+
+64
+00:04:49,470 --> 00:04:53,790
+explain كيف اتوصل لـ conclusion معين، بالإضافة أنه
+
+65
+00:04:53,790 --> 00:04:58,430
+why، أنه يعمل explanation، أنه يحدد why، أنه هذه
+
+66
+00:04:58,430 --> 00:05:04,010
+البيانات أنه مطلوبة. يعني على سبيل المثال، أنه يعني
+
+67
+00:05:04,010 --> 00:05:08,810
+أنا طلبت معلومة معينة، يعني مثلا لو أنا كنت طبيب
+
+68
+00:05:08,810 --> 00:05:17,270
+وجيت سألته يعني كده شوف أو يعني أنه الكحة اللي
+
+69
+00:05:17,270 --> 00:05:21,190
+موجودة عندك هل هي جافة أو مش جافة؟ لو أنا سألته أنه
+
+70
+00:05:21,190 --> 00:05:23,650
+أنت ليش محتاج هذه المعلومة؟ بقدر أنه أنا أعمله
+
+71
+00:05:23,650 --> 00:05:28,240
+explanation، أنه على سبيل المثال، أنه هذه الكحة أو إذا
+
+72
+00:05:28,240 --> 00:05:33,620
+كانت الكحة جافة، فبالتالي بيكون أنه التشخيص كذا، وإذا
+
+73
+00:05:33,620 --> 00:05:39,880
+كانت الكحة مصاحبة، بيكون معاها بلغم، فبالتالي بيكون
+
+74
+00:05:39,880 --> 00:05:45,360
+التشخيص كذا. فهي فهي المقصود بـ why، أنه ليش أنا بقدر
+
+75
+00:05:45,360 --> 00:05:51,020
+أو ليش أنا يعني في عندي قدرة أنه يزوّدني أنه أنا
+
+76
+00:05:51,020 --> 00:05:55,340
+بتفسير ليش أنا سألت عن هذه المعلومة. طبعا في الـ
+
+77
+00:05:55,340 --> 00:05:59,160
+conventional programs ما فيش explanation لنتيجة
+
+78
+00:05:59,160 --> 00:06:04,540
+معينة، أو ليش بطلب input معين. طبعا هذه النقطة
+
+79
+00:06:04,540 --> 00:06:07,720
+الثالثة. النقطة الرابعة في الـ comparison اللي هو
+
+80
+00:06:07,720 --> 00:06:11,960
+موضوع الـ inexact reasoning، لما يكون في أنا عندي
+
+81
+00:06:11,960 --> 00:06:18,070
+المعلومات ناقصة أو uncertain، طبعا أو غامضة، fuzzy.
+
+82
+00:06:18,070 --> 00:06:22,910
+طبعا هذا الكلام كلها مرادفات ليعني إيه؟ يعني لشيء
+
+83
+00:06:22,910 --> 00:06:27,230
+واحد، أنه أنا لما يكون في عندي هنا معلومات ناقصة أو
+
+84
+00:06:27,230 --> 00:06:31,990
+غير متأكد منها، أو معلومات غامضة. طبعا الـ human
+
+85
+00:06:31,990 --> 00:06:35,550
+expert بيقدر أنه هو يتعامل مع هذه المعلومات، وبيقدر
+
+86
+00:06:35,550 --> 00:06:39,090
+أنه هو يستنتج. كذلك الـ expert system كـ software في
+
+87
+00:06:39,090 --> 00:06:43,020
+عنده القدرة في التعامل مع الشغلات هذه من خلال الـ
+
+88
+00:06:43,020 --> 00:06:46,860
+fuzzy logic اللي احنا هنشوفه إن شاء الله في باب
+
+89
+00:06:46,860 --> 00:06:51,080
+قادم. أما الـ conventional programs ما بيقدر يتعامل
+
+90
+00:06:51,080 --> 00:06:55,920
+إلا مع البيانات إذا كانت كاملة. طبعا إذا كانت
+
+91
+00:06:55,920 --> 00:06:59,760
+البيانات ناقصة ما بيقدر أنه هو يعالج البيانات. طبعا
+
+92
+00:06:59,760 --> 00:07:06,790
+النقطة الخامسة في في المقارنة، أنه طبعا الـ human
+
+93
+00:07:06,790 --> 00:07:12,350
+expert بطبيعة الحال، كل البشر بيعملوا أخطاء، تمام، و
+
+94
+00:07:12,350 --> 00:07:16,710
+خصوصا لما تكون المعلومات ناقصة أو غامضة، فبالتالي
+
+95
+00:07:16,710 --> 00:07:20,010
+مدام الـ human expert مسموح أنه يعمل أخطاء، فبالتالي
+
+96
+00:07:20,010 --> 00:07:26,290
+الـ expert system كذلك أنه ممكن أنه يعني
+
+97
+00:07:26,290 --> 00:07:30,530
+بيكون مسموح له أنه يعمل أخطاء في حال أنه كان
+
+98
+00:07:30,530 --> 00:07:35,120
+المعلومات ناقصة أو غامضة. طبعا بيضل زي ما حكينا أنه
+
+99
+00:07:35,120 --> 00:07:38,400
+جدًا هامش هذا الـ .. الـ .. الـ .. هامش الـ ..
+
+100
+00:07:38,400 --> 00:07:42,180
+الخطأ، لأنه هذا الكلام من domain لـ domain ثاني
+
+101
+00:07:42,180 --> 00:07:46,580
+بيختلف، تمام. فبالتالي بيعتمد على طبيعة الـ domain.
+
+102
+00:07:46,580 --> 00:07:50,560
+طبعا لما تكون المعلومات ناقصة ما بيعطيني أي
+
+103
+00:07:50,560 --> 00:07:58,260
+solution على الإطلاق هنا، تمام. طبعا هنا طبعا في تحسن
+
+104
+00:07:58,260 --> 00:08:03,400
+في عملية في جودة حل المشاكل في الـ human expert هذه.
+
+105
+00:08:03,400 --> 00:08:08,280
+النقطة السادسة، تمام. طبعا هذا الكلام بيتم على الوقت
+
+106
+00:08:08,280 --> 00:08:14,640
+بالخبرة أو التعلم المتراكم من يعني عبر عدة سنوات.
+
+107
+00:08:14,640 --> 00:08:23,340
+تمام. وهنا طريقة التحسين لجودة حل المشاكل بتكون
+
+108
+00:08:23,340 --> 00:08:28,030
+بإضافة قواعد جديدة. طبعا ما بيكون هذا شيء من نفسه
+
+109
+00:08:28,030 --> 00:08:31,430
+لأن الـ expert system ما عنده القدرة أنه هو يتعلم.
+
+110
+00:08:31,430 --> 00:08:38,030
+طبعا هنا ب .. ب .. بتتم تحسين الـ quality تبع الـ
+
+111
+00:08:38,030 --> 00:08:42,410
+problem solving من خلال تغيير الـ algorithm أو الـ
+
+112
+00:08:42,410 --> 00:08:45,790
+code نفسه، أنه ممكن أن احنا نحسنه، يعطينا نتائج أفضل
+
+113
+00:08:45,790 --> 00:08:48,510
+من خلال تحسين الـ algorithm. فبالتالي النقطة السادسة
+
+114
+00:08:49,450 --> 00:08:53,570
+بتتركّز في موضوع أن احنا كيف ممكن أن نحسّن من جودة
+
+115
+00:08:53,570 --> 00:09:00,450
+الحلول أو حل المشاكل اللي .. اللي .. اللي بعالجها
+
+116
+00:09:00,450 --> 00:09:07,430
+كل نظام. طبعا الـ human expert، طبعا هذا كلام في الـ
+
+117
+00:09:07,430 --> 00:09:11,430
+human expert، في الشغل هذه موجودة بتكون خلال عدة
+
+118
+00:09:11,430 --> 00:09:14,710
+سنوات، أنه بيصير فيه تحسن في حل المشاكل اللي
+
+119
+00:09:14,710 --> 00:09:19,150
+بيواجهها. طبعا في الـ expert system من خلال إضافة
+
+120
+00:09:19,150 --> 00:09:24,250
+قواعد جديدة، والـ conventional program من خلال
+
+121
+00:09:24,250 --> 00:09:28,070
+إعادة هيكلة أو تغيير الـ algorithm أو الـ code اللي
+
+122
+00:09:28,070 --> 00:09:33,710
+بيكتبه المبرمج، تمام. طيب الآن، نبدأ ننتقل لموضوع اليوم
+
+123
+00:09:34,580 --> 00:09:38,120
+اللي هو الـ forward chaining and backward chaining.
+
+124
+00:09:38,120 --> 00:09:43,880
+طبعا مفهوم الـ chaining هو تسلسل، يعني تسلسل عملية
+
+125
+00:09:43,880 --> 00:09:49,740
+الاستنتاج، كيف الاستنتاج أنه بتم. فبالتالي أنا في
+
+126
+00:09:49,740 --> 00:09:54,320
+عندي طريقتين، الـ forward، أنه يعني الطريقة أنه بتمشي
+
+127
+00:09:54,320 --> 00:09:59,700
+بشكل تسلسلي، بشكل تتابعي، والـ backward بتمشي بشكل
+
+128
+00:09:59,700 --> 00:10:05,990
+عكسي، تمام؟ فهذه الطريقتين هنشوف كيف بتتم التعامل
+
+129
+00:10:05,990 --> 00:10:09,210
+معاها، وهنشوف إيش الفرق بينهم. فبالتالي في الـ
+
+130
+00:10:09,210 --> 00:10:12,670
+rule-based expert system الـ domain knowledge زي ما
+
+131
+00:10:12,670 --> 00:10:15,650
+احنا اتعودنا أنه بيتم تمثيلها على شكل if-then
+
+132
+00:10:15,650 --> 00:10:19,030
+rules، أو بنسميها production rules، وحكينا ليش
+
+133
+00:10:19,030 --> 00:10:23,050
+بنسميها production rules، لأنها فعليًا بتنتج حقائق
+
+134
+00:10:23,050 --> 00:10:29,830
+جديدة. والبيانات بتتم التعبير عنها عبارة عن مجموعة من
+
+135
+00:10:29,830 --> 00:10:34,030
+الـ facts اللي بتعبّر عن الحالة الحالية، الـ current
+
+136
+00:10:34,030 --> 00:10:37,330
+situation. يعني على سبيل المثال، أن الجو ماطر الآن،
+
+137
+00:10:37,330 --> 00:10:46,150
+أو الجو يعني سرعة الرياح سرعة عالية، يعني بهذا
+
+138
+00:10:46,150 --> 00:10:52,690
+الشكل. عملية الاستنتاج، الـ inference، أو محرك
+
+139
+00:10:52,690 --> 00:10:57,570
+الاستنتاج، بروح بقارن كل rule مخزنة فيه، أنا عندي في
+
+140
+00:10:57,570 --> 00:11:01,370
+الـ knowledge base مع الـ facts اللي موجودة في الـ
+
+141
+00:11:01,370 --> 00:11:07,370
+database. إذا صار في مطابقة، match، تمام؟ يعني هاي ..
+
+142
+00:11:07,370 --> 00:11:11,550
+هاي .. هاي معنى كلام if the condition، إذا .. إذا الـ
+
+143
+00:11:11,550 --> 00:11:14,730
+if part، الـ condition اللي هو الـ if part اللي هو
+
+144
+00:11:14,730 --> 00:11:18,810
+عبارة عن condition، صار فيه match للـ facts، فبالتالي
+
+145
+00:11:18,810 --> 00:11:23,670
+بيصير للـ rule أنه fire، fire يعني صار أنه تنفيذ للـ
+
+146
+00:11:23,670 --> 00:11:26,690
+.. للـ rule هذه، صار execution، فبالتالي then part
+
+147
+00:11:26,690 --> 00:11:33,160
+اللي هو الـ action بتتم تنفيذه. يعني ملخص الكلام أنه
+
+148
+00:11:33,160 --> 00:11:38,040
+أنا عندي الـ rule-based expert system، أنا فيه عندي
+
+149
+00:11:38,040 --> 00:11:41,960
+knowledge base اللي هي الـ rules، وفيه عندي الـ facts،
+
+150
+00:11:41,960 --> 00:11:46,160
+والـ inference engine، شو بيسوي؟ أنه هو بيروح، بتطلّع على
+
+151
+00:11:46,160 --> 00:11:49,900
+الـ rule واحدة واحدة، وبروح بشوف الـ rule هاي كل
+
+152
+00:11:49,900 --> 00:11:53,420
+واحدة، الـ if condition فيها اللي بتحقق. طبعا هذا
+
+153
+00:11:53,420 --> 00:11:55,980
+الكلام، كيف بيعرف أنه اتحقق ولا لا، بروح بتطلّع على
+
+154
+00:11:55,980 --> 00:12:00,740
+الـ fact، إذا اتحقق هذا الـ condition، بروح بنفّذ هاي
+
+155
+00:12:00,740 --> 00:12:04,460
+الـ rule، وهكذا. طبعا هذه العملية بنسميها أنه بيصير
+
+156
+00:12:04,460 --> 00:12:10,360
+في عندي fire للـ rule، طبعا لأن الـ matching للـ if
+
+157
+00:12:10,360 --> 00:12:17,540
+part مع الـ facts، هذا بنسميه inference chain. إيش
+
+158
+00:12:17,540 --> 00:12:20,240
+معناته الـ inference chain؟ إيش معناته هذا الكلام؟ أن
+
+159
+00:12:20,240 --> 00:12:26,550
+هو في عندي rule رقم واحد تم تنفيذها، أدى لوجود
+
+160
+00:12:26,550 --> 00:12:32,330
+حقائق جديدة، الحقائق هذه أدّت لتنفيذ rule ثانية،
+
+161
+00:12:32,330 --> 00:12:37,270
+والـ rule الثانية أدّت لوجود حقائق ثالثة، تمام؟
+
+162
+00:12:37,270 --> 00:12:42,090
+حقائق جديدة، تنفيذها أدى لتنفيذ rule .. مجموعة rules
+
+163
+00:12:42,090 --> 00:12:48,290
+أخرى، وهكذا. هاي معنات سلسلة الاستنتاج، تمام؟ يعني
+
+164
+00:12:48,290 --> 00:12:54,390
+سلسلة الاستنتاج، بمعنى آخر، أن هنا في عندي مجموعة
+
+165
+00:12:54,390 --> 00:12:58,710
+من الحقائق بتتم تحقيقها، بيؤدي لوجود، عفوًا أن أنا
+
+166
+00:12:58,710 --> 00:13:04,210
+عندي مجموعة من القواعد، تحقيقها أدى لوجود حقائق
+
+167
+00:13:04,210 --> 00:13:09,610
+جديدة، الحقائق الجديدة أدّت لتشغيل قواعد جديدة، وهكذا.
+
+168
+00:13:09,610 --> 00:13:14,970
+هاي معنات السلسلة، هاي معنات الـ chain. طبعًا هذا
+
+169
+00:13:14,970 --> 00:13:17,630
+العملية بتستمر لغاية لما نصل احنا لـ conclusion
+
+170
+00:13:17,630 --> 00:13:18,770
+معينة.
+
+171
+00:13:21,170 --> 00:13:24,170
+يعني الـ inference cycle، هذه الرسمة بتوضح هذا
+
+172
+00:13:24,170 --> 00:13:28,990
+الكلام، بشكل اللي هو الـ match-fire procedure، أن أنا
+
+173
+00:13:28,990 --> 00:13:34,990
+عندي هذا الـ inference engine، تمام. الـ inference
+
+174
+00:13:34,990 --> 00:13:38,710
+engine، هذا الكلام أنه يعني هذا الـ block كله كامل،
+
+175
+00:13:38,710 -->
+
+223
+00:17:51,130 --> 00:17:54,850
+أول مرة، فبالتالي بدي أعيد ال cycle كمان مرة، أعمل
+
+224
+00:17:54,850 --> 00:17:59,430
+كمان لفة، أشوف بناء على الحقائق الجديدة اللي صارت
+
+225
+00:17:59,430 --> 00:18:02,170
+موجودة. هل في role بتشتغل ولا لا؟ أيش ال role هذه؟
+
+226
+00:18:02,170 --> 00:18:08,910
+بتقول إنه Y، إذا كانت Y موجودة و D موجودة، يعني بستنتج
+
+227
+00:18:08,910 --> 00:18:12,950
+Z. فبالتالي ال Y فعلا موجودة و D موجودة، فبالتالي
+
+228
+00:18:12,950 --> 00:18:17,590
+بستنتج Z. فبالتالي هاي rule واحد اشتغلت.
+
+229
+00:18:17,590 --> 00:18:20,410
+يبقى rule واحد في ال cycle الأولى ما اشتغلت، وال
+
+230
+00:18:20,410 --> 00:18:23,910
+cycle الثانية ما اشتغلت، تمام. لكن في ال cycle
+
+231
+00:18:23,910 --> 00:18:27,770
+الثالثة اتحققت شروطها. ليش؟ لأنه أنا في عندي
+
+232
+00:18:27,770 --> 00:18:31,470
+سلسلة من ال rules قبلها اشتغلت، وأدت إلى وجود
+
+233
+00:18:31,470 --> 00:18:32,850
+حقائق جديدة.
+
+234
+00:18:35,440 --> 00:18:41,200
+طيب هذا اسمه forward chaining. في ال forward
+
+235
+00:18:41,200 --> 00:18:44,260
+chaining، أن أنا بأعتمد على ال data، data driven
+
+236
+00:18:44,260 --> 00:18:48,480
+reasoning. معناه ذلك أن أنا بناء على البيانات
+
+237
+00:18:48,480 --> 00:18:53,540
+الموجودة عندي، بستنتج حقائق بهذا الشكل، طبعا على
+
+238
+00:18:53,540 --> 00:18:57,520
+شكل سلسلة. طيب
+
+239
+00:19:00,170 --> 00:19:05,250
+يبقى هذا الكلام، ال match fire cycle راح تضلها
+
+240
+00:19:05,250 --> 00:19:09,430
+شغالة. متى راح تتوقف؟ لما ما يكون في عندي أي rule راح
+
+241
+00:19:09,430 --> 00:19:14,410
+تشتغل. خلاص، ساعتها بتتوقف عملية الاستنتاج، إلا إذا
+
+242
+00:19:14,410 --> 00:19:19,050
+تم إضافة rule جديدة، أو  إلا إذا تم إضافة حقيقة
+
+243
+00:19:19,050 --> 00:19:22,930
+جديدة. خلينا نشوف هذا الكلام، هيوضح بالمثال.
+
+244
+00:19:22,930 --> 00:19:27,150
+هاي ال forward chaining. طيب في ال forward chaining،
+
+245
+00:19:27,150 --> 00:19:28,990
+إن أنا عندي initially، إنه ال database
+
+246
+00:19:32,630 --> 00:19:39,930
+في هنا عندي a, b, c, d, e فقط، تمام. وإيش هنا عندي ال
+
+247
+00:19:39,930 --> 00:19:48,990
+rules، اللي هي knowledge base، في عندي هي واحد، اثنين،
+
+248
+00:19:48,990 --> 00:19:56,270
+ثلاثة، أربعة، خمسة. خمس rules، تمام. الآن بدي أعمل
+
+249
+00:19:56,270 --> 00:20:01,150
+match و fire. بدي آجي أتطلع على الحقيقة الأولى. why
+
+250
+00:20:01,150 --> 00:20:05,050
+موجودة؟ لأ، مش موجودة. فبالتالي هاي ال rule مش راح
+
+251
+00:20:05,050 --> 00:20:11,970
+تشتغل، طبعا. طيب x موجودة؟ لأ، مش موجودة. طبعا أنا
+
+252
+00:20:11,970 --> 00:20:14,470
+ما كملتش هنا في ال rule الأولى، وال rule الثانية، لأن
+
+253
+00:20:14,470 --> 00:20:23,390
+أنا عندي هنا موجود and، طبعا. فبالتالي خلاص مافيش
+
+254
+00:20:23,390 --> 00:20:27,170
+داعي إن أنا أطلع على بقية الشروط. فبالتالي هاي مش
+
+255
+00:20:27,170 --> 00:20:32,140
+راح تشتغل. ال rule الثالثة: إذا كانت a موجودة، بتنتج
+
+256
+00:20:32,140 --> 00:20:37,440
+X. هيها، A موجودة، فبالتالي ال rule رقم ثلاثة اشتغلت،
+
+257
+00:20:37,440 --> 00:20:41,860
+وأدت إلى إضافة حقيقة جديدة، اللي هي ال X. طبعا بكمل.
+
+258
+00:20:41,860 --> 00:20:49,520
+C موجودة؟ هيها هنا. في الخطوة الثانية، خلي بالك أن أنا
+
+259
+00:20:49,520 --> 00:20:53,600
+لسه في ال cycle الأولى. لسه ال cycle، أن أنا لفيت
+
+260
+00:20:53,600 --> 00:20:56,740
+على كل ال rules مرة واحدة. هي معناته ده الكلام، عشان
+
+261
+00:20:56,740 --> 00:21:02,230
+هيك، إنه احنا اتطلعنا هنا على ال C، تمام؟ إنه هذه ال
+
+262
+00:21:02,230 --> 00:21:05,730
+rule رقم ثلاثة اشتغلت في البداية، تمام. بعد ما اشتغلت
+
+263
+00:21:05,730 --> 00:21:10,070
+هاي، بدي أطلع هنا: هل ال C موجودة؟ اه، موجودة.
+
+264
+00:21:10,070 --> 00:21:19,190
+فبالتالي بيؤدي لإضافة الـ L. تمام. الآن بدي أروح على ال
+
+265
+00:21:19,190 --> 00:21:22,930
+rule اللي بعدها. الـ C موجودة؟ اه، موجودة. طب M موجودة؟
+
+266
+00:21:22,930 --> 00:21:25,010
+لأ، مش موجودة. يبقى ال rule هذه مش راح تشتغل.
+
+267
+00:21:25,010 --> 00:21:31,600
+فبالتالي زي ما شفنا، إن ال rule الأولى والثانية، و
+
+268
+00:21:31,600 --> 00:21:37,400
+الخامسة مش راح تشتغل، طبعا. يبقى اللي راح تشتغل
+
+269
+00:21:37,400 --> 00:21:41,240
+معي في ال cycle الأولى، اللي هي ال rule رقم ثلاثة،
+
+270
+00:21:41,240 --> 00:21:46,100
+وال rule رقم أربعة. فهي خلصنا ال cycle الأولى، طبعا.
+
+271
+00:21:46,100 --> 00:21:49,000
+ال cycle الأولى، إن أنا لفيت عليهم كلهم زي هيك. بدي
+
+272
+00:21:49,000 --> 00:21:52,600
+أرجع أعيد الكرة في ال cycle الثانية. بدي أروح من أول
+
+273
+00:21:52,600 --> 00:21:59,100
+وجديد، أعمل match لل rules بهذا الشكل. طبعا أنا عندي
+
+274
+00:21:59,100 --> 00:22:05,760
+الحقائق اللي موجودة، صارت عندي هي A, B, C, D, E, L.
+
+275
+00:22:05,760 --> 00:22:15,660
+نيجي: هل ال Y موجودة؟ تمام. ال Y لأ، مش موجودة، يبقى
+
+276
+00:22:15,660 --> 00:22:24,740
+هي مش راح تشتغل. ال X موجودة؟ اه، موجودة. تمام. هي
+
+277
+00:22:24,740 --> 00:22:30,140
+موجودة من ال cycle اللي قبلها، وال B موجودة، وال E
+
+278
+00:22:30,140 --> 00:22:35,960
+موجودة. يبقى هذه ال rule هتشتغل، تمام، وهتنتج ال Y.
+
+279
+00:22:35,960 --> 00:22:39,400
+تمام.
+
+280
+00:22:39,400 --> 00:22:45,220
+بكمل. ال rule الثالثة: A موجودة، بتنتج X. طبعا، I
+
+281
+00:22:45,220 --> 00:22:51,180
+already اتنفذت في cycle سابقة. و C بتنتج L، اتنفذت
+
+282
+00:22:51,180 --> 00:22:57,230
+في cycle سابقة. الآن آجي أطلع على L و M. L موجودة، لكن
+
+283
+00:22:57,230 --> 00:23:00,090
+M مش موجودة. فبالتالي هاي ال rule مش راح تشتغل.
+
+284
+00:23:00,090 --> 00:23:05,150
+فبالتالي فعليا في ال cycle الثانية، بالإضافة للـ
+
+285
+00:23:05,150 --> 00:23:07,690
+rule الثالثة والرابعة من ال cycle الأولى اللي
+
+286
+00:23:07,690 --> 00:23:10,810
+اشتغلت، في ال cycle الثانية، ال rule الثانية اشتغلت
+
+287
+00:23:10,810 --> 00:23:16,690
+هنا، تمام؟ طيب هيك خلصنا ال cycle الثانية. بدنا نعيد
+
+288
+00:23:16,690 --> 00:23:22,030
+ال rules من أول وجديد. بأجي بتطلع: ال Y موجودة؟ اه،
+
+289
+00:23:22,030 --> 00:23:25,930
+موجودة، هيها، أضيفت من ال cycle اللي قبلها، وال D
+
+290
+00:23:25,930 --> 00:23:30,310
+موجودة؟ اه، موجودة. فبالتالي هذا بيؤدي لحقيقة جديدة،
+
+291
+00:23:30,310 --> 00:23:34,870
+اللي هي ال Z. ال Z بروح بضيفها هنا على ال database.
+
+292
+00:23:34,870 --> 00:23:44,070
+يبقى هي ال rule اشتغلت. ال rule هي X و B و E. هي X و
+
+293
+00:23:44,070 --> 00:23:49,180
+E و B موجودة، بتؤدي لل Y. طبعا هذه تم تنفيذها من ال
+
+294
+00:23:49,180 --> 00:23:52,580
+cycle اللي قبلها، وهذه تم تنفيذها من ال cycle اللي
+
+295
+00:23:52,580 --> 00:23:56,420
+قبلها، وهذه تم تنفيذها من ال cycle اللي قبلها. الآن
+
+296
+00:23:56,420 --> 00:24:00,580
+L و M، الـ M موجودة؟
+
+297
+00:24:00,580 --> 00:24:04,380
+M مش موجودة، فبالتالي هذه ال rule مش راح تشتغل.
+
+298
+00:24:04,380 --> 00:24:11,480
+الآن، هل في rule عندي بتصير لها matching،
+
+299
+00:24:11,480 --> 00:24:14,420
+بناء على هذا الكلام؟ خلاص، إنه أنا استنتجت. ال cycle
+
+300
+00:24:14,420 --> 00:24:19,420
+الأولى أدت لإنه، يعني في ال cycle الأولى، أن أنا
+
+301
+00:24:19,420 --> 00:24:24,580
+اشتغلت معها rule ثلاثة، ال rule الثالثة، وهنا ال rule
+
+302
+00:24:24,580 --> 00:24:28,820
+الرابعة. ال rule الثالثة وال rule الرابعة أدت لإنه الـ
+
+303
+00:24:28,820 --> 00:24:31,760
+rule اثنين تشتغل في ال cycle الثانية. ال rule اثنين،
+
+304
+00:24:31,760 --> 00:24:35,300
+لما اشتغلت، أدت لإنه ال rule واحد تشتغل في ال cycle
+
+305
+00:24:35,300 --> 00:24:42,050
+الثالثة، ومش راح يظل أي rule قابلة لل match بعد
+
+306
+00:24:42,050 --> 00:24:46,210
+هاي ال cycle. فبالتالي هنا ال inference بيتوقف،
+
+307
+00:24:46,210 --> 00:24:51,670
+عملية الاستنتاج بتتوقف بعد ثلاثة cycles، تمام؟ هذا
+
+308
+00:24:51,670 --> 00:24:58,810
+هو المقصود بال forward chaining، واضح؟ تمام؟ طيب
+
+309
+00:25:00,370 --> 00:25:04,210
+نشوف أيش الخصائص تبعته. فعليا الخصائص تبعته، لو
+
+310
+00:25:04,210 --> 00:25:07,590
+احنا طلعنا عليه، هو فعليا عبارة عن تكنيك أو أسلوب
+
+311
+00:25:07,590 --> 00:25:16,170
+لجمع المعلومات، تمام؟ وعملية الاستنتاج بتتم، يعني
+
+312
+00:25:16,170 --> 00:25:20,490
+أنه بشكل تسلسلي. وفي الآخر بجي بتطلع، أنه بدي استنتج
+
+313
+00:25:20,490 --> 00:25:24,330
+ما تم استنتاجه. بدي أنظر لها بهذه الكيفية. يبقى الـ
+
+314
+00:25:24,330 --> 00:25:27,890
+forward chaining هي عبارة عن عملية لجمع المعلومات
+
+315
+00:25:27,890 --> 00:25:33,690
+واستنتاج ما تم... ما... ما... ما... ما... ما سيتم
+
+316
+00:25:33,690 --> 00:25:37,670
+استنتاجه. يعني بغض النظر إيش هو، لأن الهدف هو عبارة
+
+317
+00:25:37,670 --> 00:25:45,730
+عن جمع لمعلومات، تمام؟ يعني بطبيعة الحال، أنه على أي
+
+318
+00:25:45,730 --> 00:25:50,520
+حال، أن ال forward chaining في rules كتيرة، راح يتم
+
+319
+00:25:50,520 --> 00:25:55,760
+تشغيلها، تمام، وملهاش علاقة بال goal تبعنا. أوضح لك
+
+320
+00:25:55,760 --> 00:25:58,560
+هذه النقطة. شو أنا بقصد؟ طبعا في ال forward
+
+321
+00:25:58,560 --> 00:26:01,420
+chaining، يعني على سبيل المثال، إذا كان أنا عندي
+
+322
+00:26:01,420 --> 00:26:05,960
+الهدف تبعي، إن أنا أقول إنه... إنه أنت في ال case
+
+323
+00:26:05,960 --> 00:26:10,020
+هذا، إنه أنت محق أو مش محق. لو أنا كنت محامي مثلا،
+
+324
+00:26:10,020 --> 00:26:15,920
+أو أنت يعني مذنب أو مش مذنب، أو أنت ارتكبت جريمة،
+
+325
+00:26:15,920 --> 00:26:19,260
+أو جريمة، أو... أو ما ارتكبت جريمة، أو إذا كنت أنا
+
+326
+00:26:19,260 --> 00:26:22,280
+طبيب، بدي آجي أقول إنه أنا عندي ال goal في النهاية،
+
+327
+00:26:22,280 --> 00:26:25,880
+أقول إنه أنت عندك تشخيص الفلاني positive ولا
+
+328
+00:26:25,880 --> 00:26:29,700
+negative، عندك هذا المرض، اللهم عافينا جميعا، أو
+
+329
+00:26:29,700 --> 00:26:34,180
+ما عندكش هذا المرض. كنت بقول إنه في ال... في الـ
+
+330
+00:26:34,180 --> 00:26:39,000
+forward chaining، إنه في rules كتيرة راح تشتغل، بدون
+
+331
+00:26:39,000 --> 00:26:41,700
+ما يكون فيها علاقة بال goal. يعني على سبيل المثال،
+
+332
+00:26:41,700 --> 00:26:45,280
+ال goal، إنه زي ما ذكرت، أن أنا يعني لو كنت أنا
+
+333
+00:26:45,280 --> 00:26:50,200
+محامي أو خبير في القانون، أنا بدي آجي أصل لحدث في
+
+334
+00:26:50,200 --> 00:26:54,180
+النهاية، أن أنت ارتكبت جريمة أو ما ارتكبتش جريمة، أو
+
+335
+00:26:54,180 --> 00:26:59,000
+أنت محق أو مخطئ مثلا في حالة معينة، أو إذا أنا كنت
+
+336
+00:26:59,000 --> 00:27:05,200
+طبيب، بدي أقول إنه أن أنت عندك تشخيص، هدف positive
+
+337
+00:27:05,200 --> 00:27:09,320
+ولا negative، اللهم عافنا جميعا، إنه إذا عندك المرض
+
+338
+00:27:09,320 --> 00:27:12,380
+هذا موجود أو مش موجود، اللهم عافنا جميعا. فبالتالي
+
+339
+00:27:12,380 --> 00:27:21,840
+في rules كتيرة بتشتغل، بدون ما يكون في... لها
+
+340
+00:27:21,840 --> 00:27:28,940
+علاقة ب... ب goal معين. فبالتالي، إذا ال goal اللي
+
+341
+00:27:28,940 --> 00:27:33,300
+احنا بدنا نستنتجه، لإنه موجود، هو عبارة عن fact معين،
+
+342
+00:27:33,300 --> 00:27:38,030
+فبالتالي الـ Forward Chaining ممكن ما يكونش مناسب
+
+343
+00:27:38,030 --> 00:27:43,830
+لهذا الأسلوب. بعبارة أخرى، إنه لو احنا التطبيق تبعنا
+
+344
+00:27:43,830 --> 00:27:48,370
+بركز على goal معين، ال forward chaining مش مناسب،
+
+345
+00:27:48,370 --> 00:27:53,630
+لكن إذا أنا كنت بركز على استنتاج أو جمع معلومات،
+
+346
+00:27:53,630 --> 00:27:57,410
+بيكون ال forward مناسب. طبعا هذا كلام محل أسئلة، أن
+
+347
+00:27:57,410 --> 00:28:00,690
+أنت تعرف متى مناسب أن أنت تستخدم ال forward
+
+348
+00:28:00,690 --> 00:28:04,610
+chaining، أو متى تستخدم ال backward chaining.
+
+349
+00:28:04,610 --> 00:28:07,590
+فبالتالي ال forward chaining مناسب لجمع المعلومات،
+
+350
+00:28:07,590 --> 00:28:12,870
+أما إذا أنت كنت بتركز على goal معين، ال forward
+
+351
+00:28:12,870 --> 00:28:17,910
+chaining مش مناسب لهذا التطبيق.
+
+352
+00:28:17,910 --> 00:28:21,970
+نيجي في المقابل لل backward chaining.
+
+353
+00:28:24,090 --> 00:28:27,770
+ال backward chaining بيشتغل goal driven. اتذكر إنه
+
+354
+00:28:27,770 --> 00:28:31,130
+ال... ال... ال forward chaining بيشتغل data driven،
+
+355
+00:28:31,130 --> 00:28:33,750
+بيركز على البيانات. أما هنا هذا بيركز على ال goal،
+
+356
+00:28:33,750 --> 00:28:37,730
+أنه الهدف تبعه إنه يثبت goal معين، أو يستنتج goal
+
+357
+00:28:37,730 --> 00:28:43,570
+معين، هل هو موجود ولا لا، تمام. فبالتالي هنا بده
+
+358
+00:28:43,570 --> 00:28:47,990
+يَفترض hypothesis... hypothesis معينة، وبده يثبت في
+
+359
+00:28:47,990 --> 00:28:52,290
+النهاية ال hypothesis هذه موجودة أو مش موجودة. بده
+
+360
+00:28:52,290 --> 00:28:56,550
+يحاول أن هو يعملها proof، إنه موجودة أو مش موجودة.
+
+361
+00:28:56,550 --> 00:29:03,770
+تمام. فبالتالي بروح بدور على ال rules ذات العلاقة
+
+362
+00:29:03,770 --> 00:29:09,290
+فقط. ما بيعمل execute لكل ال rules. فبدور فقط على الـ
+
+363
+00:29:09,290 --> 00:29:13,790
+rules ذات العلاقة، وهي اللي بروح بعملها fire، تمام.
+
+364
+00:29:17,340 --> 00:29:27,300
+طيب نشوف مثال بيوضح هاي الشغلة. نشوف الآن، هاي
+
+365
+00:29:27,300 --> 00:29:33,120
+مثال بيوضح ال backward chaining. طبعا هنا احنا
+
+366
+00:29:33,120 --> 00:29:36,820
+بنسميه path، بينما في ال forward chaining بنسميه
+
+367
+00:29:36,820 --> 00:29:45,180
+cycle. طبعا هنا الهدف تبعي، هاي ال goal، Z.
+
+368
+00:29:48,010 --> 00:29:51,330
+هي ال facts، ال initial facts اللي موجودة عندي: a, b, c,
+
+369
+00:29:51,330 --> 00:29:55,330
+d, e. باجي بدور على ال rules اللي لها علاقة بال goal
+
+370
+00:29:55,330 --> 00:30:00,710
+تبعي. إيش ال goal تبعي؟ Z. طبعا هاي لها علاقة، تمام،
+
+371
+00:30:00,710 --> 00:30:06,390
+بهذا الشكل. فبالتالي إنه بسير بتطلع، إنه هل هذه الـ
+
+372
+00:30:06,390 --> 00:30:12,630
+rule match؟ يعني هل ال Y موجودة، وال D موجودة؟ ال D
+
+373
+00:30:12,630 --> 00:30:15,790
+موجودة من ضمن ال facts، لكن ال Y مش موجودة، تمام.
+
+374
+00:30:15,790 --> 00:30:20,870
+فبالتالي، ال Y، عشان أنا أثبت ال Z، لازم أنا أوجد ال Y.
+
+375
+00:30:20,870 --> 00:30:24,050
+فبالتالي ال Y هنا بتصير عبارة عن sub goal، موجودة
+
+376
+00:30:24,050 --> 00:30:30,150
+عندي في ال path الثانية، تمام. فبالتالي هنا أنا بصير
+
+377
+00:30:30,150 --> 00:30:33,730
+بدور على ال Y هنا الأول. الهدف تبعي ال Z، هنا بدي
+
+378
+00:30:33,730 --> 00:30:38,850
+يصير... بدي أدور على ال Y عشان أنا أثبت ال Z، تمام.
+
+379
+00:30:38,850 --> 00:30:41,710
+فبصير بدور على ال Y اللي لها علاقة بال Z، هيها،
+
+380
+00:30:41,710 --> 00:30:46,800
+بلاقيها هي ال rule الثانية. طيب، بأجي بتطلع على الـ
+
+381
+00:30:46,800 --> 00:30:51,280
+facts تبعها: X مش موجودة، طبعا. ما بتطلعش على الباقي،
+
+382
+00:30:51,280 --> 00:30:55,420
+B و E. طبعا مادام X مش موجودة، على طول بتصير عبارة
+
+383
+00:30:55,420 --> 00:31:00,160
+عن sub goal. هي صارت sub goal، ال X. بروح بدور على الـ
+
+384
+00:31:00,160 --> 00:31:04,300
+rules اللي لها علاقة بال X ك conclusion، طبعا.
+
+385
+00:31:04,300 --> 00:31:07,260
+بطبيعة الحال، لاحظ إن أنا بركز هنا على الـ
+
+386
+00:31:07,260 --> 00:31:11,430
+conclusion، طبعا. يبقى هنا، إيش ال rules اللي لها
+
+387
+00:31:11,430 --> 00:31:14,210
+علاقة بال X؟ اللي هي ال rule رقم ثلاثة: إذا كانت A،
+
+388
+00:31:14,210 --> 00:31:18,790
+بستنتج X. آه، ال A موجودة، تمام؟ فبالتالي بروح بعمل
+
+389
+00:31:18,790 --> 00:31:24,030
+fire لهذه ال rule، تمام؟ فبالتالي هنا صار عندي
+
+390
+00:31:24,030 --> 00:31:31,070
+match و fire ل rule معين، مع
+
+445
+00:35:44,700 --> 00:35:48,480
+زي هيك بروح بتشغل الـ rule الأولى، الـ rule الثانية
+
+446
+00:35:48,480 --> 00:35:52,420
+برضه match عملت action عكسي، برضه بروح بشغلها طبعا
+
+447
+00:35:52,420 --> 00:35:59,940
+هذا أسلوب يعني أن أنا بشتغل بالنظام الـ top most في
+
+448
+00:35:59,940 --> 00:36:00,720
+عندي أسلوب
+
+449
+00:36:03,710 --> 00:36:06,970
+يعني .. يعني هنا خلّيني ألخص الطرق اللي ممكن
+
+450
+00:36:06,970 --> 00:36:09,490
+استخدامها في الـ conflict resolution، طبعا هذا الشيء
+
+451
+00:36:09,490 --> 00:36:13,150
+خاص اللي .. اللي أنا ذكرته هنا خاص في .. في الـ
+
+452
+00:36:13,150 --> 00:36:16,950
+forward chaining، إن هو بيستخدم نظام الـ top most
+
+453
+00:36:16,950 --> 00:36:20,210
+فبالتالي إنه بيروح بينفذ الـ rule الأولى فقط، الـ
+
+454
+00:36:20,210 --> 00:36:25,510
+rule الثانية بقى ما بينفذها، تمام؟ الآن نشوف طرق ممكن
+
+455
+00:36:25,510 --> 00:36:28,470
+تنفع لـ الـ forward chaining و الـ
+
+456
+00:36:28,470 --> 00:36:32,700
+backward chaining. أول طريقة إنه نظام الـ highest
+
+457
+00:36:32,700 --> 00:36:35,360
+priority، يعني أنا لكل rule بروح بعطي priority
+
+458
+00:36:35,360 --> 00:36:41,420
+معينة، أو salience. طبعا إذا كانت two rules بصيرلهم
+
+459
+00:36:41,420 --> 00:36:44,260
+match وفي نفس الوقت إن في بيناتهم تعارض، بروح
+
+460
+00:36:44,260 --> 00:36:50,510
+بنفذ الـ rule اللي لها أولوية أعلى. في عندي أسلوب
+
+461
+00:36:50,510 --> 00:36:54,150
+ثاني لحل النزاعات أو تعارضات بين الـ rules اللي هو
+
+462
+00:36:54,150 --> 00:36:58,350
+الـ most specific rule، بروح بشغل الـ most specific
+
+463
+00:36:58,350 --> 00:37:01,210
+rule. إيش معنى الـ most specific rule؟ بروح بطلع
+
+464
+00:37:01,210 --> 00:37:04,550
+إن مين الـ rule اللي فيها تفاصيل أكتر. إيش معنى
+
+465
+00:37:04,550 --> 00:37:07,950
+التفاصيل أكتر؟ معناه اللي فيها longest matching
+
+466
+00:37:07,950 --> 00:37:11,190
+strategy، معناه اللي فيها تفاصيل أكتر، أو conditions
+
+467
+00:37:11,190 --> 00:37:16,120
+أكتر هي اللي بيديها أولوية أعلى عن الـ rule الثانية.
+
+468
+00:37:16,120 --> 00:37:19,620
+فبروح بنفذ هذه الـ rule اللي فيها conditions أكتر،
+
+469
+00:37:19,620 --> 00:37:23,000
+فيها تفاصيل أكتر، وبيترك الـ rule الثانية لأنه more
+
+470
+00:37:23,000 --> 00:37:29,300
+precise. أكيد بطبيعة الحال، تمام؟ وفي عندي أسلوب
+
+471
+00:37:29,300 --> 00:37:34,980
+ثالث، إيش اسمه، إنه data most recently entered. طبعا
+
+472
+00:37:34,980 --> 00:37:40,220
+هذا بيعتمد إنه على البيانات اللي تم إضافتها في الـ
+
+473
+00:37:40,220 --> 00:37:44,180
+database حديثا. فبالتالي أنا عندي two rules، تمام؟
+
+474
+00:37:44,180 --> 00:37:47,680
+هدول
+
+475
+00:37:47,680 --> 00:37:51,980
+الـ rules يعني بيصير لهم matching، تمام؟ أي واحد
+
+476
+00:37:51,980 --> 00:37:56,340
+يعني أشغل فيهم، بروح بشغل الـ rules اللي البيانات
+
+477
+00:37:56,340 --> 00:37:59,940
+تبعتها تم إضافتها حديثا على الـ database، أو بمعنى
+
+478
+00:37:59,940 --> 00:38:03,890
+آخر الـ rule اللي تم إضافتها حديثا على الـ knowledge
+
+479
+00:38:03,890 --> 00:38:13,070
+base. طبعا طيب، بقينا نحكي على الـ meta knowledge، الـ
+
+480
+00:38:13,070 --> 00:38:16,870
+meta knowledge هي عبارة عن، باختصار شديد جدا جدا، هي
+
+481
+00:38:16,870 --> 00:38:20,750
+عبارة عن knowledge about knowledge، هي عبارة عن
+
+482
+00:38:20,750 --> 00:38:25,310
+معرفة عن المعرفة، أو معلومات عن المعلومات. فبالتالي
+
+483
+00:38:25,310 --> 00:38:28,790
+في الـ expert system، الـ expert system هي عبارة، الـ
+
+484
+00:38:28,790 --> 00:38:32,860
+rules هي عبارة عن knowledge. طبعا طيب، كيف بدي أني
+
+485
+00:38:32,860 --> 00:38:36,500
+أضيف معلومات على الـ rule هذه؟ زي مثلا، على سبيل
+
+486
+00:38:36,500 --> 00:38:40,420
+المثال، الأولوية أو الـ salience، أنه بروح بضيف في
+
+487
+00:38:40,420 --> 00:38:44,320
+شيء اسمه الـ meta rule. ليه؟ عبارة عن الـ meta
+
+488
+00:38:44,320 --> 00:38:48,120
+knowledge. فبالتالي في الـ meta rule بروح بحدد يعني
+
+489
+00:38:48,120 --> 00:38:51,600
+خصائص لهذه الـ rule، أو معلومات عن هذه الـ rule، زي الـ
+
+490
+00:38:51,600 --> 00:38:56,460
+salience و الـ priority، ومتى تمت إضافة هذه الـ rule،
+
+491
+00:38:56,460 --> 00:38:58,760
+إلى آخره من هذا الكلام، طبعا.
+
+492
+00:39:03,240 --> 00:39:08,100
+آخر نقطة في هذا الباب، بدنا نلخص الـ advantages تبع
+
+493
+00:39:08,100 --> 00:39:12,580
+الـ rule based expert system. طبعا الـ advantages في
+
+494
+00:39:12,580 --> 00:39:15,700
+advantages عديدة، فوائد الـ expert system، فوائد
+
+495
+00:39:15,700 --> 00:39:20,820
+عديدة. طبعا أول فائدة إنه natural knowledge
+
+496
+00:39:20,820 --> 00:39:26,300
+representation. زي ما أنتم شايفين إنه تم تمثيل الـ
+
+497
+00:39:26,300 --> 00:39:29,600
+knowledge بطريقة natural، بطريقة طبيعية، زي ما هي
+
+498
+00:39:29,600 --> 00:39:32,940
+موجودة، زي ما بتكون المعرفة موجودة عند الـ domain
+
+499
+00:39:32,940 --> 00:39:36,200
+expert. شيء بقول، it knows، إذا كان الشخص عنده أعراض
+
+500
+00:39:36,200 --> 00:39:39,780
+كذا كذا كذا، يبقى التشخيص تبعه كذا. فبالتالي هذه
+
+501
+00:39:39,780 --> 00:39:45,020
+الطريقة مقاربة، إلى حد كبير، للـ knowledge اللي
+
+502
+00:39:45,020 --> 00:39:49,420
+موجودة عند الإنسان. طبعا الـ .. الـ .. الميزة الثانية
+
+503
+00:39:49,420 --> 00:39:53,700
+اللي هي الـ uniform structure. إيش معنى الـ uniform
+
+504
+00:39:53,700 --> 00:39:56,660
+structure؟ إنه كل الـ knowledge هذا، بيكون بصيغة موحدة،
+
+505
+00:39:56,660 --> 00:40:02,520
+ليه؟ الـ if then structure. فبالتالي هذا بيسهل تطوير
+
+506
+00:40:02,520 --> 00:40:06,300
+الـ knowledge أنا عندي، أو تطوير الـ expert system
+
+507
+00:40:06,300 --> 00:40:09,200
+اللي معتمد على الـ rule based expert system بشكل
+
+508
+00:40:09,200 --> 00:40:14,210
+كبير. الخاصية الثالثة اللي هي عملية الفصل. هذا الكلام
+
+509
+00:40:14,210 --> 00:40:17,610
+ذكرناه كتير، يعني هذه أهم ميزة، عملية الفصل الـ
+
+510
+00:40:17,610 --> 00:40:20,230
+knowledge من الـ processing. فبالتالي أنا عندي الـ
+
+511
+00:40:20,230 --> 00:40:23,630
+inference engine عبارة عن component، و الـ knowledge
+
+512
+00:40:23,630 --> 00:40:27,010
+base و الـ database عبارة عن components ثانية
+
+513
+00:40:27,010 --> 00:40:30,930
+مختلفة. فالفصل هذا بيسهل عملية تطوير الـ expert
+
+514
+00:40:30,930 --> 00:40:36,150
+system بشكل كبير. طبعا الخاصية الرابعة اللي هو
+
+515
+00:40:36,150 --> 00:40:40,150
+القدرة على التعامل مع الـ incomplete information و
+
+516
+00:40:40,150 --> 00:40:44,090
+الـ uncertain knowledge. و زي ما هنشوف في الأبواب الجاية
+
+517
+00:40:44,090 --> 00:40:47,150
+لما إحنا ناخد الـ fuzzy expert system أو الـ fuzzy
+
+518
+00:40:47,150 --> 00:40:51,330
+systems، بيكون أنا عندي المعلومات غامضة، فبالتالي
+
+519
+00:40:51,330 --> 00:40:55,350
+ممكن أن هو يستخدم، في ظل وجود معلومات غامضة أو
+
+520
+00:40:55,350 --> 00:40:59,810
+معلومات ناقصة. هيك بنكون خلصنا الـ advantages، أربع
+
+521
+00:40:59,810 --> 00:41:02,870
+advantages. نيجي الآن لـ disadvantages.
+
+522
+00:41:05,800 --> 00:41:09,020
+Disadvantages لـ Rule Based Expert System. أول
+
+523
+00:41:09,020 --> 00:41:13,520
+disadvantage ممكن تكون إنه بعض الـ rules ممكن تكون
+
+524
+00:41:13,520 --> 00:41:18,320
+أو حتى العلاقات بين الـ rules ممكن تكون غامضة. صحيح
+
+525
+00:41:18,320 --> 00:41:23,100
+إن عندي rules كثيرة، تمام؟ ممكن إنه الـ rule high مع
+
+526
+00:41:23,100 --> 00:41:27,360
+الـ rule high، إيش العلاقة بيناتهم؟ ممكن تحتاج إلى وقت
+
+527
+00:41:27,360 --> 00:41:30,900
+طويل لتحليل العلاقة بيناتهم. فبالتالي بعض الـ rules،
+
+528
+00:41:30,900 --> 00:41:34,840
+العلاقة بيناتهم ممكن تكون مش واضحة. هذه واحدة من الـ
+
+529
+00:41:34,840 --> 00:41:41,280
+disadvantages، إنه معرفة يعني تأثير العلاقات الـ
+
+530
+00:41:41,280 --> 00:41:46,100
+rules مع بعض. الـ disadvantage الثاني اللي هو الـ
+
+531
+00:41:46,100 --> 00:41:50,500
+ineffective search strategy. طبعا عملية الـ match و
+
+532
+00:41:50,500 --> 00:41:54,360
+الـ execute، إنه أنا فعليا أنا بدور، بعمل match، بعمل
+
+533
+00:41:54,360 --> 00:41:57,600
+search على أي rule اللي بيصير لها match. فبالتالي
+
+534
+00:41:57,600 --> 00:42:01,040
+أنا في عندي استراتيجيات مختلفة في البحث، و الـ
+
+535
+00:42:01,040 --> 00:42:03,820
+search algorithm بحد ذاتها، فيه لها complexity، فيه
+
+536
+00:42:03,820 --> 00:42:10,500
+لها يعني big connotation. طبعا بطبيعة الحال، إذا كانت
+
+537
+00:42:10,500 --> 00:42:17,420
+أنا عندي production system فيه meet rules، ممكن هذا
+
+538
+00:42:17,420 --> 00:42:20,680
+ياخد وقت طويل جدا جدا في الـ execution، لأنه بياخد
+
+539
+00:42:20,680 --> 00:42:25,720
+أنا عندي الاستنتاج عدة cycles. فبالتالي إنه بياخد
+
+540
+00:42:25,720 --> 00:42:30,240
+وقت طويل جدا، وممكن يكون مش مناسب في الـ real-time
+
+541
+00:42:30,240 --> 00:42:32,910
+applications. إيش المقصود بالـ real-time
+
+542
+00:42:32,910 --> 00:42:35,850
+applications؟ الـ real-time applications اللي هي الـ
+
+543
+00:42:35,850 --> 00:42:38,890
+expert system اللي بتحتاج استجابة في الوقت
+
+544
+00:42:38,890 --> 00:42:41,790
+الحقيقي. في الـ real-time، يعني على سبيل المثال أنا
+
+545
+00:42:41,790 --> 00:42:45,130
+في عندي expert system بتحكم في إنه يفتح السد أو
+
+546
+00:42:45,130 --> 00:42:49,110
+يسكر السد في نهر معين. طبعا إذا كانت الاستجابة
+
+547
+00:42:49,110 --> 00:42:53,480
+بطيئة، لأنه مشغول في الاستنتاج، لأن الاستنتاج
+
+548
+00:42:53,480 --> 00:42:58,100
+يعني أن search strategy المستخدمة في الاستنتاج مش
+
+549
+00:42:58,100 --> 00:43:01,260
+فعالة، فبالتالي بياخد وقت طويل، فبالتالي ممكن يفيد
+
+550
+00:43:01,260 --> 00:43:04,980
+النهر وهو لسه ما أخدش قرار إنه يفتح السد أو يسكره
+
+551
+00:43:04,980 --> 00:43:12,560
+أو يفتحه بدرجة معينة، تمام؟ طبعا الـ disadvantage
+
+552
+00:43:12,560 --> 00:43:19,810
+الثالثة اللي هي عدم القدرة على التعلم. طبعا إحنا
+
+553
+00:43:19,810 --> 00:43:22,270
+حكينا سابقا، إنه إحنا ممكن نحسن أداء الـ expert
+
+554
+00:43:22,270 --> 00:43:25,850
+system بإنه إيش نسوي؟ إن إحنا نضيف rule جديدة، هو
+
+555
+00:43:25,850 --> 00:43:29,590
+فعليا في حد ذاته ما عنده القدرة إنه هو يضيف rule من
+
+556
+00:43:29,590 --> 00:43:34,150
+حاله. فبالتالي لازم الـ domain expert أو الـ
+
+557
+00:43:34,150 --> 00:43:36,890
+knowledge engineer هو يضيف له rule. فبالتالي هو
+
+558
+00:43:36,890 --> 00:43:40,870
+ذاتيا ما عنده القدرة إنه هو يتعلم لوحده. فهذه
+
+559
+00:43:40,870 --> 00:43:43,410
+disadvantage. بينما لو قارنا هذا الكلام بالـ human
+
+560
+00:43:43,410 --> 00:43:50,220
+expert، أكيد الـ human expert بيتعلم
+
+561
+00:43:50,220 --> 00:43:56,000
+من أخطائه، وفي بعض الأحيان ممكن يعمل break للـ
+
+562
+00:43:56,000 --> 00:44:00,160
+rules في .. في .. في .. في .. في وقت معين، لأنه
+
+563
+00:44:00,160 --> 00:44:03,360
+عنده خبرة، وعنده معرفة إنه اه، في هذه الحالة الـ
+
+564
+00:44:03,360 --> 00:44:08,940
+rules بتكون عديمة الفائدة. فبالتالي بيتبع heuristic
+
+565
+00:44:08,940 --> 00:44:15,120
+معين. هيك ممكن نكون خلصنا الباب المتعلق بالـ rule based
+
+566
+00:44:15,120 --> 00:44:19,400
+expert system. بضل إذا في عندكم أي استفسارات أو
+
+567
+00:44:19,400 --> 00:44:24,240
+نقاشات، إن شاء الله نقاشها على الـ model. ويعطيكم
+
+568
+00:44:24,240 --> 00:44:24,600
+العافية.
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f51a1ec5fb9ca3d5b212c8a054d3ab071ee5b1a9
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_postprocess.srt
@@ -0,0 +1,2272 @@
+1
+00:00:04,880 --> 00:00:08,040
+بسم الله الرحمن الرحيم يعطيكم العفو يا شباب ان شاء
+
+2
+00:00:08,040 --> 00:00:12,540
+الله اليوم هنبدأ المحاضرة التانية في .. في موضوع
+
+3
+00:00:12,540 --> 00:00:16,420
+ال rule based expert systems طبعا المحاضرة الماضية
+
+4
+00:00:16,420 --> 00:00:20,840
+توقفنا عند موضوع ال comparison بين ال expert
+
+5
+00:00:20,840 --> 00:00:27,770
+systemو بين ال human expert و بين ال conventional
+
+6
+00:00:27,770 --> 00:00:32,090
+programs طبعا ال human expert المقصود فيها انه
+
+7
+00:00:32,090 --> 00:00:39,370
+الانسان الخبير اللي بيحاكي خبرة في مجال معين زي
+
+8
+00:00:39,370 --> 00:00:42,670
+الطبيب او المحامي ال expert system هو ال software
+
+9
+00:00:42,670 --> 00:00:45,950
+زي ما ذكرنا المحاضرة الماضية تمام؟ و ال
+
+10
+00:00:45,950 --> 00:00:48,510
+conventional programs هي عبارة عن البرامج
+
+11
+00:00:48,510 --> 00:00:51,430
+التقليدية اللي انا ممكن ابرمجها في لغات البرمجة
+
+12
+00:00:51,790 --> 00:00:57,130
+التقليدية زي الـ Java أو C++ أو أي لغة برمجة تانية
+
+13
+00:00:57,130 --> 00:01:03,710
+فشوفنا المقارنة هذه بين عدة نواحي بين عدة انه ..
+
+14
+00:01:03,710 --> 00:01:08,490
+انه كيف ب .. ب .. بستخدم ال knowledge طبعا ال
+
+15
+00:01:08,490 --> 00:01:11,570
+knowledge هنا عندنا في ال human expert موجودة
+
+16
+00:01:11,570 --> 00:01:14,450
+عبارة عن مجموعة rule of thumbs ال rule of thumbs
+
+17
+00:01:14,450 --> 00:01:17,850
+يعني بنقدر نعتبرها ان هي عبارة عن مجموعة من
+
+18
+00:01:17,850 --> 00:01:21,730
+البديهياتتمام؟ عشان يحل مشكلة معينة في narrow
+
+19
+00:01:21,730 --> 00:01:25,090
+domain أما في ال expert system ال knowledge بتكون
+
+20
+00:01:25,090 --> 00:01:30,610
+موضوعة وبيعمل process لل knowledge اللي تم التعبير
+
+21
+00:01:30,610 --> 00:01:35,430
+عنها على شكل rules و facts وبيستخدم ال symbolic
+
+22
+00:01:35,430 --> 00:01:40,650
+reasoning عشان يعمل solve للمشاكل في narrow domain
+
+23
+00:01:41,650 --> 00:01:44,930
+أما ال .. ال conventional programs عادة ان هي
+
+24
+00:01:44,930 --> 00:01:49,030
+بتعمل process ل data مش knowledge لا fact ولا
+
+25
+00:01:49,030 --> 00:01:52,770
+rules و طبعا بطبيعة الحال معالجة البيانات هذه بتتم
+
+26
+00:01:52,770 --> 00:01:58,910
+من خلال خوارزميات تمام؟ و عادة ان هي بتحل مشاكل
+
+27
+00:01:58,910 --> 00:02:06,090
+عامة باستخدام general numeric problems طبعا بتحل
+
+28
+00:02:06,090 --> 00:02:10,070
+مشاكل عامة يعني بتعتمد على أرقام يعني مسائل حسابية
+
+29
+00:02:10,070 --> 00:02:14,100
+يعنيطبعا النقطة التانية اللي احنا يعني هي النقطة
+
+30
+00:02:14,100 --> 00:02:17,780
+الأولى تمام النقطة التانية اللي احنا قارننا فيها
+
+31
+00:02:17,780 --> 00:02:20,820
+اللي هو وين بتكون موجودة هنا ال knowledge طبعا في
+
+32
+00:02:20,820 --> 00:02:24,680
+ال human experience بتكون موجودة في دماغ الإنسان
+
+33
+00:02:24,680 --> 00:02:32,360
+أما هنا أنه وجودها أنه يعني فيه عندي فصل واضح بين
+
+34
+00:02:32,360 --> 00:02:39,100
+ال knowledgeو اللي بتتم عن ال software اللي ..
+
+35
+00:02:39,100 --> 00:02:43,320
+اللي .. اللي بيعمل معالجة لهاي knowledge طبعا هنا
+
+36
+00:02:43,320 --> 00:02:46,900
+مافيش اي فصل بين ال knowledge و ال control
+
+37
+00:02:46,900 --> 00:02:49,800
+structure لأنه هذه العمليات او البيانات بتكون
+
+38
+00:02:49,800 --> 00:02:53,520
+موجودة في .. داخل ال algorithm فبالتالي صعب الفصل
+
+39
+00:02:53,520 --> 00:02:56,800
+لكن هنا انا في عندي فصل واضح لأن احنا اتفقنا ان
+
+40
+00:02:56,800 --> 00:03:00,860
+انا عندي ال components ان انا في عندي knowledge
+
+41
+00:03:00,860 --> 00:03:10,390
+baseتمام و في عندي ال facts تمام
+
+42
+00:03:10,390 --> 00:03:12,590
+و في عندي ال inference engine ال component التالت
+
+43
+00:03:12,590 --> 00:03:14,650
+اللي هو ال inference engine فبالتالي أنا في عندي
+
+44
+00:03:14,650 --> 00:03:19,590
+separation كامل بين هاي ال components تمام طبعا ال
+
+45
+00:03:19,590 --> 00:03:25,450
+facts اللي هي ال database هذه ال database DB و هذه
+
+46
+00:03:25,450 --> 00:03:27,690
+ال KB اللي هو knowledge base و هنا ال inference
+
+47
+00:03:27,690 --> 00:03:28,170
+engine
+
+48
+00:03:31,380 --> 00:03:35,040
+تمام؟ فال .. هاي knowledge base هي عبارة عن ال F
+
+49
+00:03:35,040 --> 00:03:39,320
+then rules و ال database هي عبارة عن ال facts أو
+
+50
+00:03:39,320 --> 00:03:42,300
+الحقائق اللي موجودة عندى و ال inference engine هو
+
+51
+00:03:42,300 --> 00:03:48,100
+اللي بيعمل معالجة لهذه الأشياء ال facts و ال rules
+
+52
+00:03:48,100 --> 00:03:55,000
+زي ما هنشوف اليوم تمام؟ أما النقطة التالتة انه
+
+53
+00:03:55,000 --> 00:04:02,120
+كيفية التعامل معأو يعني طريقة .. يعني قدرته على
+
+54
+00:04:02,120 --> 00:04:11,020
+انه شرح طريقة انه كيف بيعمل reasoning للموضوع أو
+
+55
+00:04:11,020 --> 00:04:16,840
+كيف بستنبط الموضوع و كيف ان هو ممكن يعمل .. يعطي
+
+56
+00:04:16,840 --> 00:04:22,150
+details على ال .. على .. على ال ..على الحقيقة أو
+
+57
+00:04:22,150 --> 00:04:25,230
+ال conclusion اللي هو توصلها طبعا هاي الانسان في
+
+58
+00:04:25,230 --> 00:04:29,870
+عنده القدرة طبعا لعمل هاي الشغلة طبعا ال expert
+
+59
+00:04:29,870 --> 00:04:32,990
+system في عنده القدرة ان هو كذلك يعمل هاي الشغلة
+
+60
+00:04:32,990 --> 00:04:37,330
+من خلال من خلال تتبع ال facts و ال rules اللي
+
+61
+00:04:37,330 --> 00:04:40,990
+بيصيرلها fire او بالأحرى ال rules تحديدا اللي
+
+62
+00:04:40,990 --> 00:04:44,350
+بيصيرلها fire طبعا ال fire معناها هنا ان ال rule
+
+63
+00:04:44,350 --> 00:04:49,470
+دي بيصيرلها execution تنفيذفبالتالي بيقدر انه يعمل
+
+64
+00:04:49,470 --> 00:04:53,790
+explain كيف اتوصل ل conclusion معين بالاضافة انه
+
+65
+00:04:53,790 --> 00:04:58,430
+why انه يعمل explanation انه يحدد why انه هذه
+
+66
+00:04:58,430 --> 00:05:04,010
+البيانات انه مطلوبة يعني على سبيل المثال انه يعني
+
+67
+00:05:04,010 --> 00:05:08,810
+انا طلبت معلومة معينة يعني مثلا لو انا كنت طبيب
+
+68
+00:05:08,810 --> 00:05:17,270
+وجيت سألته يعني كدهشاو او يعني انه الكحة اللي
+
+69
+00:05:17,270 --> 00:05:21,190
+موجودة عندك هل هي جافة او مش جافة لو انا سألته انه
+
+70
+00:05:21,190 --> 00:05:23,650
+انت ليش محتاج هذه المعلومة بقدر انه انا اعمله
+
+71
+00:05:23,650 --> 00:05:28,240
+explanationإنه على سبيل مثال إنه هذه الكحة أو إذا
+
+72
+00:05:28,240 --> 00:05:33,620
+كانت الكحة جفا فبالتالي بيكون أنه التشخيص كذا وإذا
+
+73
+00:05:33,620 --> 00:05:39,880
+كانت الكحة مصاحبة بيكون معاها بلغا فبالتالي بيكون
+
+74
+00:05:39,880 --> 00:05:45,360
+التشخيص كذا فهي فهي المقصود ب why أنه ليش أنا بقدر
+
+75
+00:05:45,360 --> 00:05:51,020
+أو ليش أنا يعني في عندي قدرة أنه يزودني أنه أنا
+
+76
+00:05:51,020 --> 00:05:55,340
+بتفسير ليش أنا سألت عن هذه المعلومةطبعا في ال
+
+77
+00:05:55,340 --> 00:05:59,160
+conventional paragraphs مافيش explanation لنتيجة
+
+78
+00:05:59,160 --> 00:06:04,540
+معينة أو ليش بطلب input معين طبعا هذه النقطة
+
+79
+00:06:04,540 --> 00:06:07,720
+التالتة النقطة الرابعة في ال comparison اللي هو
+
+80
+00:06:07,720 --> 00:06:11,960
+موضوع ال inexact reasoning لما يكون في أنا عندي
+
+81
+00:06:11,960 --> 00:06:18,070
+المعلومات ناقصة أو uncertainطبعا او غامضة fuzzy
+
+82
+00:06:18,070 --> 00:06:22,910
+طبعا هذا الكلام كلها مرادفات ليعني ايه يعني لشيء
+
+83
+00:06:22,910 --> 00:06:27,230
+واحد انه انا لما يكون في عندي هنا معلومات ناقصة او
+
+84
+00:06:27,230 --> 00:06:31,990
+غير متأكد منها او معلومات غامضة طبعا ال human
+
+85
+00:06:31,990 --> 00:06:35,550
+expert بقدر ان هو يتعامل مع هذه المعلومات و بقدر
+
+86
+00:06:35,550 --> 00:06:39,090
+ان هو يستنتج كذلك ال expert system ك software في
+
+87
+00:06:39,090 --> 00:06:43,020
+عنده القدرةفي التعامل مع الشغلات هذه من خلال ال
+
+88
+00:06:43,020 --> 00:06:46,860
+fuzzy logic اللي احنا هنشوفه ان شاء الله في باب
+
+89
+00:06:46,860 --> 00:06:51,080
+قادم اما ال conventional programs ما بيقدر يتعامل
+
+90
+00:06:51,080 --> 00:06:55,920
+الا مع البيانات اذا كانت كاملة طبعا اذا كانت
+
+91
+00:06:55,920 --> 00:06:59,760
+البيانات ناقصة ما بيقدر ان هو يعالج البيانات طبعا
+
+92
+00:06:59,760 --> 00:07:06,790
+النقطة الخامسة في في المقارنةإنه طبعا ال human
+
+93
+00:07:06,790 --> 00:07:12,350
+expert بطبيعة الحال كل البشر بيعملوا أخطاء تمام و
+
+94
+00:07:12,350 --> 00:07:16,710
+خصوصا لما تكون المعلومات ناقصة أو غامضة فبالتالي
+
+95
+00:07:16,710 --> 00:07:20,010
+مدام ال human expert مسموح أنه يعمل أخطاء فبالتالي
+
+96
+00:07:20,010 --> 00:07:26,290
+الدماء ال expert system كذلك أنه ممكن أنه يعني
+
+97
+00:07:26,290 --> 00:07:30,530
+بيكون مسموحله أنه يعمل أخطاء في حال أنه كان
+
+98
+00:07:30,530 --> 00:07:35,120
+المعلومات ناقصة أو فظيطبعا بيضل زي ما حكينا انه
+
+99
+00:07:35,120 --> 00:07:38,400
+جداش هامش هذا الربع ال .. ال .. ال .. هامش ال ..
+
+100
+00:07:38,400 --> 00:07:42,180
+الخطأ لأنه هذا الكلام من domain ل domain تاني
+
+101
+00:07:42,180 --> 00:07:46,580
+بيختلف تمام فبالتالي بيعتمد على طبيعة ال domain
+
+102
+00:07:46,580 --> 00:07:50,560
+طبعا لما تكون المعلومات ناقصة ما بيعطيني أي
+
+103
+00:07:50,560 --> 00:07:58,260
+solution على الإطلاق هنا تمام طبعا هناطبعا في تحسن
+
+104
+00:07:58,260 --> 00:08:03,400
+في عملية في جودة حل المشاكل في ال human expert هذه
+
+105
+00:08:03,400 --> 00:08:08,280
+النقطة السادسة تمام طبعا هذا الكلام بيتم على الوقت
+
+106
+00:08:08,280 --> 00:08:14,640
+بالمعرفة أو التعلم المتراكم من يعني عبر عدة سنوات
+
+107
+00:08:14,640 --> 00:08:23,340
+تمام و هنا طريقة التحسين لجودة حل المشاكل بتكون
+
+108
+00:08:23,340 --> 00:08:28,030
+بإضافة قواعد جديدةطبعا ما بيكون هذا شيء من نفسه
+
+109
+00:08:28,030 --> 00:08:31,430
+لأن ال expert system ما عنده القدرة ان هو يتعلم
+
+110
+00:08:31,430 --> 00:08:38,030
+طبعا هنا ب .. ب .. بتم تحسين ال quality تبع ال
+
+111
+00:08:38,030 --> 00:08:42,410
+problem solving من خلال تغيير ال algorithm أو ال
+
+112
+00:08:42,410 --> 00:08:45,790
+code نفسه انه ممكن ان احنا نحسنه يعطينا نتائج افضل
+
+113
+00:08:45,790 --> 00:08:48,510
+من خلال تحسين ال algorithm فبالتالي النقطة السادسة
+
+114
+00:08:49,450 --> 00:08:53,570
+بتركز في موضوع ان احنا كيف ممكن انحسن من جودة
+
+115
+00:08:53,570 --> 00:09:00,450
+الحلول او حل المشاكل اللي .. اللي .. اللي بعالجها
+
+116
+00:09:00,450 --> 00:09:07,430
+كل نظام طبعا ال human expert طبعا هذا كلام في ال
+
+117
+00:09:07,430 --> 00:09:11,430
+human expert في الشغل هذه موجودة بتكون خلال عدة
+
+118
+00:09:11,430 --> 00:09:14,710
+سنوات انه بيصير فيه تحسن في حل المشاكل اللي
+
+119
+00:09:14,710 --> 00:09:19,150
+بواجههاطبعا في ال expert system من خلال إضافة
+
+120
+00:09:19,150 --> 00:09:24,250
+قواعد جديدة و ال conventional program من خلال
+
+121
+00:09:24,250 --> 00:09:28,070
+إعادة هيكلة أو تغيير ال algorithm أو ال code اللي
+
+122
+00:09:28,070 --> 00:09:33,710
+بكتبه المبرمج تمام طيب الأن بدأ ننتقل لموضوع اليوم
+
+123
+00:09:34,580 --> 00:09:38,120
+اللي هو ال forward chaining and backward chaining
+
+124
+00:09:38,120 --> 00:09:43,880
+طبعا المفهوم ال chaining هو تسلسل يعني تسلسل عملية
+
+125
+00:09:43,880 --> 00:09:49,740
+الاستنتاج كيف الاستنتاج انه بتم فبالتالي انا في
+
+126
+00:09:49,740 --> 00:09:54,320
+عندي طريقتين ال forward انه يعني الطريقة انه بتمشي
+
+127
+00:09:54,320 --> 00:09:59,700
+بشكل تسلسلي بشكل تتابعي و ال backward بتمشي بشكل
+
+128
+00:09:59,700 --> 00:10:05,990
+عكسيتمام؟ فهذه الطريقتين هنشوف كيف بتتم التعامل
+
+129
+00:10:05,990 --> 00:10:09,210
+معاها و هنشوف إيش الفرق بين أتها فبالتالي في ال
+
+130
+00:10:09,210 --> 00:10:12,670
+rule based expert system ال domain knowledge زي ما
+
+131
+00:10:12,670 --> 00:10:15,650
+احنا اتعودنا أنه بيتم تمثيلها على شكل if then
+
+132
+00:10:15,650 --> 00:10:19,030
+rules أو بنسميها production rules و حكينا ليش
+
+133
+00:10:19,030 --> 00:10:23,050
+بنسميها production rules لأن هي فعليا بتنتج حقائق
+
+134
+00:10:23,050 --> 00:10:29,830
+جديدةوالبيانات بتم التعبير عنها عبارة عن مجموعة من
+
+135
+00:10:29,830 --> 00:10:34,030
+ال facts اللي بتعبر عن الحالة الحالية ال current
+
+136
+00:10:34,030 --> 00:10:37,330
+situation يعني على سبيل المثال أن الجو ماطر الآن
+
+137
+00:10:37,330 --> 00:10:46,150
+أو الجو يعني سرعة الرياح سرعة عالية يعني بهذا
+
+138
+00:10:46,150 --> 00:10:52,690
+الشكل عملية الاستنتاج ال inferenceأو محرك
+
+139
+00:10:52,690 --> 00:10:57,570
+الاستنتاج بروح بقارن كل rule مخزنة فيه أنا عندي في
+
+140
+00:10:57,570 --> 00:11:01,370
+ال knowledge base مع ال facts اللي موجودة في ال
+
+141
+00:11:01,370 --> 00:11:07,370
+database إذا صار في مطابقة match تمام؟ يعني هاي ..
+
+142
+00:11:07,370 --> 00:11:11,550
+هاي .. هاي معنى كلام if the conditionإذا .. إذا ال
+
+143
+00:11:11,550 --> 00:11:14,730
+F part ال condition اللي هو ال F part اللي هو
+
+144
+00:11:14,730 --> 00:11:18,810
+عبارة عن condition صار فيه match لل facts فبالتالي
+
+145
+00:11:18,810 --> 00:11:23,670
+بيصير لل role انه fire fire يعني صار انه تنفيذ لل
+
+146
+00:11:23,670 --> 00:11:26,690
+.. لل role هذه صار execution فبالتالي then part
+
+147
+00:11:26,690 --> 00:11:33,160
+اللي هو ال action بتتم تنفيذهيعني ملخص الكلام انه
+
+148
+00:11:33,160 --> 00:11:38,040
+انا عندى ال rule based expert system انا فيه عندى
+
+149
+00:11:38,040 --> 00:11:41,960
+knowledge base اللى هى ال rules وفيه عندي ال facts
+
+150
+00:11:41,960 --> 00:11:46,160
+ال inference engine شو بيسوي ان هو بيروح بتطلع على
+
+151
+00:11:46,160 --> 00:11:49,900
+ال rule واحدة واحدة وبروح بشوف ال rule هاى كل
+
+152
+00:11:49,900 --> 00:11:53,420
+واحدة ال F condition فيها اللى بتحققطبعا هذا
+
+153
+00:11:53,420 --> 00:11:55,980
+الكلام كيف بيعرف انه اتحقق ولا لا بروح بتطلع على
+
+154
+00:11:55,980 --> 00:12:00,740
+ال fact اذا اتحقق هذا ال condition بروح بنفذ هاي
+
+155
+00:12:00,740 --> 00:12:04,460
+ال rule و هكذا طبعا هذه العملية بنسميها انه بيصير
+
+156
+00:12:04,460 --> 00:12:10,360
+فينا عندي fire لل rule طبعا لان ال matching لل if
+
+157
+00:12:10,360 --> 00:12:17,540
+part مع ال facts هذا بنسمي inference chain ايش
+
+158
+00:12:17,540 --> 00:12:20,240
+معناته ال inference chain ايش معناته هذا الكلام ان
+
+159
+00:12:20,240 --> 00:12:26,550
+هو في عندي rule رقم واحدتم تنفيذها قدت انه لوجود
+
+160
+00:12:26,550 --> 00:12:32,330
+حقائق جديدة الحقائق هذه قدت لها تنفيذ rule تانية
+
+161
+00:12:32,330 --> 00:12:37,270
+وال rule التانية انه قدت لها حقائق تالتةتمام؟
+
+162
+00:12:37,270 --> 00:12:42,090
+حقائق جديدة تنفيذها أدى لتنفيذ rule .. مجموعة rule
+
+163
+00:12:42,090 --> 00:12:48,290
+أخرى و هكذا، هاي معنات سلسلة الاستنتاج، تمام؟ يعني
+
+164
+00:12:48,290 --> 00:12:54,390
+سلسلة الاستنتاج بمعنى آخر، ان هنا في عندي مجموعة
+
+165
+00:12:54,390 --> 00:12:58,710
+من الحقائق بتم تحقيقها، بيأدى لوجودعفوا ان انا
+
+166
+00:12:58,710 --> 00:13:04,210
+عندي مجموعة من القواعد تحقيقها أدى لوجود حقاق
+
+167
+00:13:04,210 --> 00:13:09,610
+جديدة الحقاق الجديدة أدت لتشغيل قواعد جديدة و هكذا
+
+168
+00:13:09,610 --> 00:13:14,970
+هاي معنات السلسلة هاي معنات ال chain طبعا هذا
+
+169
+00:13:14,970 --> 00:13:17,630
+العملية بتستمر لغاية لما نصل احنا ل conclusion
+
+170
+00:13:17,630 --> 00:13:18,770
+معينة
+
+171
+00:13:21,170 --> 00:13:24,170
+يعني ال inference cycle هذه الرسمة بتوضح هذا
+
+172
+00:13:24,170 --> 00:13:28,990
+الكلام بشكل اللي هو ال matchfire procedure ان انا
+
+173
+00:13:28,990 --> 00:13:34,990
+عندي هذا ال inference engine تمام ال inference
+
+174
+00:13:34,990 --> 00:13:38,710
+engine هذا الكلام انه يعني هذا ال block كله كامل
+
+175
+00:13:38,710 --> 00:13:42,910
+هذا عبارة عن ال inference engine شو بيسوي فهو
+
+176
+00:13:42,910 --> 00:13:48,170
+فعليا بيعمل
+
+177
+00:13:48,170 --> 00:13:53,540
+match و firematch لاش انه بيجي بتطلع على هذه ال
+
+178
+00:13:53,540 --> 00:14:00,460
+rule ان if a is x تمام بروح بتطلع على ال fact هذه
+
+179
+00:14:00,460 --> 00:14:06,020
+هل هي موجودة في ال database؟ اه هي موجودة تمام
+
+180
+00:14:06,020 --> 00:14:12,000
+فإيش بروح بسوي؟ بروح بعمل fire لهذا ال rule طبعا
+
+181
+00:14:12,000 --> 00:14:15,780
+تنفيذ هذه ال rule اسم ايش بيستدعي إضافة fact جديدة
+
+182
+00:14:15,780 --> 00:14:20,920
+بي is y فبالتاليP is Y تم إضافتها لمجموعة ال facts
+
+183
+00:14:20,920 --> 00:14:25,880
+اللي موجودة عندى طبعا P is Y قد يكون إنه هي موجودة
+
+184
+00:14:25,880 --> 00:14:32,980
+في رول تانية وبيقدي لتنفيذها وبيقدي لإضافة حقاق
+
+185
+00:14:32,980 --> 00:14:36,260
+جديدة فهذه هي ال cycle لإن أنا عندي match و fire
+
+186
+00:14:36,260 --> 00:14:39,620
+match و fire بهذه الشكل عشان هيك احنا بنسميها
+
+187
+00:14:39,620 --> 00:14:46,010
+chainناخد مثال نشوف ايش معناه انه يكون الموضوع انا
+
+188
+00:14:46,010 --> 00:14:49,270
+عندي chain ان انا عندي مجموعة من ال rules تشغل ال
+
+189
+00:14:49,270 --> 00:14:53,250
+rule تانية طبعا ان انا عندي ال rule الأولى fy is
+
+190
+00:14:53,250 --> 00:15:00,010
+true and d is true then z is true ال rule رقم
+
+191
+00:15:00,010 --> 00:15:07,350
+اتنين fx is true and b is true and e is true y is
+
+192
+00:15:07,350 --> 00:15:11,390
+true وال rule التالتةزي ما انت شايف على الشاشة
+
+193
+00:15:11,390 --> 00:15:18,150
+أمامك انه a is true x is true طبعا في السلسلة
+
+194
+00:15:18,150 --> 00:15:22,770
+الأولى انه هاي بدي اعتبر انه هاي السلسلة الأولى
+
+195
+00:15:22,770 --> 00:15:30,750
+وهاي السلسلة التانية تمام وهاي السلسلة التالتة
+
+196
+00:15:30,750 --> 00:15:38,800
+بهذا الشكل تمام طيب الان نيجي لل role الأولىY طبعا
+
+197
+00:15:38,800 --> 00:15:46,340
+هاي cycle واحد C1 هل A موجودة؟ عفوا هل ال Y
+
+198
+00:15:46,340 --> 00:15:51,100
+موجودة؟ هل ال Y is true؟ لأ مش موجودة يبقى هاي ال
+
+199
+00:15:51,100 --> 00:15:56,760
+role مش راح تتنفس نيجي لل role التانية X موجودة؟
+
+200
+00:15:56,760 --> 00:16:00,520
+لأ مش موجودة B موجودة؟ لأ مش موجودة احنا لسه خلي
+
+201
+00:16:00,520 --> 00:16:06,100
+بالك في cycle واحدE موجودة؟ لأ مش موجودة Y موجودة؟
+
+202
+00:16:06,100 --> 00:16:09,560
+مش موجودة مش موجود ولا fact من هدول فبالتالي أصلا
+
+203
+00:16:09,560 --> 00:16:13,120
+من أول fact مدام هي موجودة and بينتهم يبقى هاي ال
+
+204
+00:16:13,120 --> 00:16:17,600
+rule مش راح تتنفذ تمام نيجي لل rule التالتة ال
+
+205
+00:16:17,600 --> 00:16:20,820
+rule التالتة بتقول إنه إذا كانت ال A موجودة يبقى
+
+206
+00:16:20,820 --> 00:16:29,820
+ال X is true فبالتالي إنه هاي قدت لووجود ال X هي
+
+207
+00:16:31,140 --> 00:16:37,100
+طبعا هذا الكلام هذه ال role اتشغلت ال chain معناته
+
+208
+00:16:37,100 --> 00:16:42,300
+ان انا بدي اعيد هذا الكلام من اول و جديد بهذا
+
+209
+00:16:42,300 --> 00:16:50,960
+الشكل بدي اجي اطلعتمام؟ انه .. هل .. يعني في .. في
+
+210
+00:16:50,960 --> 00:16:55,360
+مرحلة ما انه صارت انه في ال cycle التانية انه صار
+
+211
+00:16:55,360 --> 00:16:58,820
+.. انه صار في تغيير صارت B موجودة ال fact هذه و ال
+
+212
+00:16:58,820 --> 00:17:02,420
+E موجودة يعني على سبيل المثال انه في timeline معين
+
+213
+00:17:02,420 --> 00:17:07,640
+انه كان الجو غائم صار مشمس فبالتالي انه اتغيرت
+
+214
+00:17:07,640 --> 00:17:11,260
+الحقيقة صارت B صارت موجودة بهذا الشكل الان بنيجي و
+
+215
+00:17:11,260 --> 00:17:14,840
+بنطلع Y موجودة؟ لأ مش موجودة طبعا في ال cycle
+
+216
+00:17:14,840 --> 00:17:19,240
+التانيةتمام؟ في المرحلة التانية Y موجودة مش موجودة
+
+217
+00:17:19,240 --> 00:17:24,220
+يبقى هاي ال role كمان مرة مش راح تتنفذ نيجي الآن X
+
+218
+00:17:24,220 --> 00:17:31,420
+موجودة A موجودة هي B موجودة A هي موجودة E موجودة A
+
+219
+00:17:31,420 --> 00:17:38,610
+هي موجودة هذا أدى لوجود ال Y هناطبعا ال Y هنا بدنا
+
+220
+00:17:38,610 --> 00:17:42,570
+ندخل في مرحلة جديدة قد يكون انه في ال timeline
+
+221
+00:17:42,570 --> 00:17:47,410
+معين ظهرت ان عندي حقيقة تانية اللي هي ال D طبعا
+
+222
+00:17:47,410 --> 00:17:51,130
+فبالتالي انه انا هذه ال role already احنا نفذناها
+
+223
+00:17:51,130 --> 00:17:54,850
+اول مرة فبالتالي بدي اعيد ال cycle كمان مرة اعمل
+
+224
+00:17:54,850 --> 00:17:59,430
+كمان لفة اشوف بناء على الحقائق الجديدة اللي صارت
+
+225
+00:17:59,430 --> 00:18:02,170
+موجودة هل في role بتشتغل ولا لا ايش ال role هذه
+
+226
+00:18:02,170 --> 00:18:08,910
+بتقولإنه Y إذا كانت Y موجودة وD موجودة يعني بستنتج
+
+227
+00:18:08,910 --> 00:18:12,950
+Z فبالتالي ال Y فعلا موجودة وD موجودة فبالتالي
+
+228
+00:18:12,950 --> 00:18:17,590
+بستنتج Z فبالتالي هاي rule واحد اشتغل .. اشتغلت
+
+229
+00:18:17,590 --> 00:18:20,410
+يبقى rule واحد في ال cycle الأولى ما اشتغلت و ال
+
+230
+00:18:20,410 --> 00:18:23,910
+cycle التانية ما اشتغلت تمام لكن في ال cycle
+
+231
+00:18:23,910 --> 00:18:27,770
+التالتة اتحققت شروط طبعها ليش؟ لأنه انا في عندي
+
+232
+00:18:27,770 --> 00:18:31,470
+سلسلة من ال rules قبلها اشتغلت و أدت إلى وجود
+
+233
+00:18:31,470 --> 00:18:32,850
+حقائق جديدة
+
+234
+00:18:35,440 --> 00:18:41,200
+طيب هذا اسمه forward chaining في ال forward
+
+235
+00:18:41,200 --> 00:18:44,260
+chaining ان انا باعتمد على ال data data driven
+
+236
+00:18:44,260 --> 00:18:48,480
+reasoning معناه ذلك ان انا بناء على البيانات
+
+237
+00:18:48,480 --> 00:18:53,540
+الموجودة عندى بس تنتج حقائق بهذا الشكل طبعا على
+
+238
+00:18:53,540 --> 00:18:57,520
+شكل سلسلة طيب
+
+239
+00:19:00,170 --> 00:19:05,250
+يبقى هذا الكلام ال match fire cycle راح تضلها
+
+240
+00:19:05,250 --> 00:19:09,430
+شغالة متى راح تتوقف لما مايكن في عندي أي رول راح
+
+241
+00:19:09,430 --> 00:19:14,410
+تشتغل خلاص ساعتها بتتوقف عملية الاستنتاج إلا إذا
+
+242
+00:19:14,410 --> 00:19:19,050
+تم إضافة رول جديدة أو غفران إلا إذا تم إضافة حقيقة
+
+243
+00:19:19,050 --> 00:19:22,930
+جديدة جديدة خلينا نشوف هذا الكلام هيوضح بالمثال
+
+244
+00:19:22,930 --> 00:19:27,150
+هاي ال forward chaining طيب في ال forward chaining
+
+245
+00:19:27,150 --> 00:19:28,990
+إن أنا عندي initially إنه ال database
+
+246
+00:19:32,630 --> 00:19:39,930
+فى هنا عندى a,b,c,d,e فقط تمام و إيش هنا عندى ال
+
+247
+00:19:39,930 --> 00:19:48,990
+rules اللى هى knowledge base فى عندى هى واحد نين
+
+248
+00:19:48,990 --> 00:19:56,270
+تلاتة أربعة خمسة خمس rules تمام الآن بدي أعمل
+
+249
+00:19:56,270 --> 00:20:01,150
+match و fire بدي أجى أتطلى على الحقيقة الأولى why
+
+250
+00:20:01,150 --> 00:20:05,050
+موجودةلأ مش موجودة فبالتالي هاي ال role مش راح
+
+251
+00:20:05,050 --> 00:20:11,970
+تشتغل طبعا طيب x موجودة لأ مش موجودة طبعا أنا
+
+252
+00:20:11,970 --> 00:20:14,470
+ماكملتش هنا في ال role الأولى و ال role التانى لإن
+
+253
+00:20:14,470 --> 00:20:23,390
+أنا عندى هنا موجود and طبعا فبالتالي خلاص مافيش
+
+254
+00:20:23,390 --> 00:20:27,170
+داعي إن أنا أطلع على بقية الشروط فبالتالي هاي مش
+
+255
+00:20:27,170 --> 00:20:32,140
+راح تشتغل ال role التالتة إذا كانت a موجودةبس تنتج
+
+256
+00:20:32,140 --> 00:20:37,440
+X اي هيها A موجودة فبالتالي ال rule رقم 13 اشتغلت
+
+257
+00:20:37,440 --> 00:20:41,860
+و قد الى اضافة حقيقة جديدة اللي هي ال X طبعا بكمل
+
+258
+00:20:41,860 --> 00:20:49,520
+C موجودة هي هنا في الخطوة التانية خلي بالك ان انا
+
+259
+00:20:49,520 --> 00:20:53,600
+لسه في ال cycle الأولى لسه ال cycle ان انا لفيت
+
+260
+00:20:53,600 --> 00:20:56,740
+على كل ال rules مرة واحدة هي معناته ده الكلام عشان
+
+261
+00:20:56,740 --> 00:21:02,230
+هيك انه احنا اتطلعنا هنا على ال C تمام؟إنه هذه ال
+
+262
+00:21:02,230 --> 00:21:05,730
+role رقم 3 اشتغلت في البداية تمام بعد ما اشتغلت
+
+263
+00:21:05,730 --> 00:21:10,070
+هاي بدي أطلع هنا هل ال C موجودة؟ أه موجودة
+
+264
+00:21:10,070 --> 00:21:19,190
+فبالتالي بيأدي لإضافة ال تمام الآن بدي أروح على ال
+
+265
+00:21:19,190 --> 00:21:22,930
+role اللي بعدها ال موجودة؟ أه موجودة طب أم موجودة؟
+
+266
+00:21:22,930 --> 00:21:25,010
+لأ مش موجودة يبقى ال role هذه مش راح تشتغل
+
+267
+00:21:25,010 --> 00:21:31,600
+فبالتالي زي ما شوفنا إن ال role الأولىوالتانية و
+
+268
+00:21:31,600 --> 00:21:37,400
+الخامسة مش راح تشتغل طبعا يبقى اللي راح تشتغل
+
+269
+00:21:37,400 --> 00:21:41,240
+معايا في ال cycle الأولى اللي هي ال rule رقم تلاتة
+
+270
+00:21:41,240 --> 00:21:46,100
+و ال rule رقم أربعة فهي خلصنا ال cycle الأولى طبعا
+
+271
+00:21:46,100 --> 00:21:49,000
+ال cycle الأولى إن أنا لفيت عليهم كلهم زي هيك بدي
+
+272
+00:21:49,000 --> 00:21:52,600
+أرجع عيد الكرة في ال cycle التاني بدي أروح من أول
+
+273
+00:21:52,600 --> 00:21:59,100
+و جديد أعمل match لل rules بهذا الشكلطبعا انا عندي
+
+274
+00:21:59,100 --> 00:22:05,760
+الحقائق اللي موجودة صارت عندي هي ABCDEXOL
+
+275
+00:22:05,760 --> 00:22:15,660
+نيجي هل ال Y موجودة؟ تمام ال Y لأ مش موجودة يبقى
+
+276
+00:22:15,660 --> 00:22:24,740
+هي مش راح تشتغل ال X موجودة؟ اه موجودة تمام هي
+
+277
+00:22:24,740 --> 00:22:30,140
+موجودة من ال cycle اللي قبليهاو ال B موجودة و ال E
+
+278
+00:22:30,140 --> 00:22:35,960
+موجودة يبقى هذه ال rule هتشتغل تمام و هتنضف ال Y
+
+279
+00:22:35,960 --> 00:22:39,400
+تمام
+
+280
+00:22:39,400 --> 00:22:45,220
+بكمل ال rule التالتة A موجودة بيقدي ل X طبعا I
+
+281
+00:22:45,220 --> 00:22:51,180
+already اتنفذت في cycle سابقة و C بتقدي ل L اتنفذت
+
+282
+00:22:51,180 --> 00:22:57,230
+في cycle سابقة الان اجي اطلع على L و M L موجودةلكن
+
+283
+00:22:57,230 --> 00:23:00,090
+M مش موجودة فبالتالي هاي ال role مش راح تشتغل
+
+284
+00:23:00,090 --> 00:23:05,150
+فبالتالي فعليا في ال cycle التانية بالإضافة لل
+
+285
+00:23:05,150 --> 00:23:07,690
+role التالتة والرابعة من ال cycle الأولى اللي
+
+286
+00:23:07,690 --> 00:23:10,810
+اشتغلت في ال cycle التانية ال role التانية اشتغلت
+
+287
+00:23:10,810 --> 00:23:16,690
+هنا تمام؟ طيب هيك خلصنا ال cycle التانية بدنا نعيد
+
+288
+00:23:16,690 --> 00:23:22,030
+ال roles من أول و جديد باشي بتطلع ال Y موجودة اه
+
+289
+00:23:22,030 --> 00:23:25,930
+موجودة هيها اضافت من ال cycle اللي قبلهاو ال D
+
+290
+00:23:25,930 --> 00:23:30,310
+موجودة اه موجودة فبالتالي هذا بيقدي لحقيقة جديدة
+
+291
+00:23:30,310 --> 00:23:34,870
+اللي هي ال Z ال Z بروح بضيفها هنا على ال database
+
+292
+00:23:34,870 --> 00:23:44,070
+يبقى هي ال rule اشتغلت ال rule هي X و B و E هي X و
+
+293
+00:23:44,070 --> 00:23:49,180
+Eو P موجودة بتأدي لل Y طبعا هذه تم تنفيذها من ال
+
+294
+00:23:49,180 --> 00:23:52,580
+cycle اللي قبلها وهذه تم تنفيذها من ال cycle اللي
+
+295
+00:23:52,580 --> 00:23:56,420
+قبلها وهذه تم تنفيذها من ال cycle اللي قبلها الان
+
+296
+00:23:56,420 --> 00:24:00,580
+L و M الموجودة
+
+297
+00:24:00,580 --> 00:24:04,380
+ام مش موجودة فبالتالي هذه ال rule مش راح تشتغل
+
+298
+00:24:04,380 --> 00:24:11,480
+الان هل في ضاير انا عندىrules بيصيرلها matching
+
+299
+00:24:11,480 --> 00:24:14,420
+بناء على هذا الكلام خلاص انه أنا استنتجت ال cycle
+
+300
+00:24:14,420 --> 00:24:19,420
+الأولى أدى لإنه يعني في ال cycle الأولى ان انا
+
+301
+00:24:19,420 --> 00:24:24,580
+اشتغلت معاه R تلاتة ال rule التالتة و هنا ال rule
+
+302
+00:24:24,580 --> 00:24:28,820
+الرابعة ال rule تلاتة و ال rule أربعة أدوا لإنه ال
+
+303
+00:24:28,820 --> 00:24:31,760
+rule اتنين تشتغل في ال cycle التانية ال rule اتنين
+
+304
+00:24:31,760 --> 00:24:35,300
+لما اشتغلت أدت لإنه ال rule واحد تشتغل في ال cycle
+
+305
+00:24:35,300 --> 00:24:42,050
+التالتةو مش راح يظل اي rule قابلة ل ال match بعد
+
+306
+00:24:42,050 --> 00:24:46,210
+هاي ال cycle فبالتالي هنا ال inference بيتوقف
+
+307
+00:24:46,210 --> 00:24:51,670
+عملية الاستنتاج بتتوقف بعد تلاتة cycle تمام؟ هذا
+
+308
+00:24:51,670 --> 00:24:58,810
+هو المقصود بال forward chaining واضح؟ تمام؟ طيب
+
+309
+00:25:00,370 --> 00:25:04,210
+نشوف أيش الخصائص تبعته، فعليا الخصائص تبعته لو
+
+310
+00:25:04,210 --> 00:25:07,590
+احنا طلعنا عليه هو فعليا عبارة عن تكنيك أو أسلوب
+
+311
+00:25:07,590 --> 00:25:16,170
+لجمع المعلومات، تمام؟ وعملية الاستنتاج بتتم يعني
+
+312
+00:25:16,170 --> 00:25:20,490
+أنه بشكل تسلسلي وفي الآخر بجي بتطلع أنه بدي استنتج
+
+313
+00:25:20,490 --> 00:25:24,330
+ماتم استنتاجهبدي أنظر لها بهذه الكيفية يبقى ال
+
+314
+00:25:24,330 --> 00:25:27,890
+forward chaining هي عبارة عن عملية لجمع المعلومات
+
+315
+00:25:27,890 --> 00:25:33,690
+واستنتاج ما تم .. ما .. ما .. ما .. ما .. ما سيتم
+
+316
+00:25:33,690 --> 00:25:37,670
+استنتاجه يعني بغض النظر إيش هو لإن الهدف هو عبارة
+
+317
+00:25:37,670 --> 00:25:45,730
+عن جمع لمعلومات تمام؟ يعني بطبيعة الحال أنه على أي
+
+318
+00:25:45,730 --> 00:25:50,520
+حال أن ال forward chaining في rules كتيرةراح يتم
+
+319
+00:25:50,520 --> 00:25:55,760
+تشغيلها تمام ومالهاش علاقة بال goal تبعناأوضحلك
+
+320
+00:25:55,760 --> 00:25:58,560
+هذه النقطة، شو أنا بقصد؟ طبعا في ال forward
+
+321
+00:25:58,560 --> 00:26:01,420
+chaining، يعني على سبيل المثال، إذا كان أنا عندي
+
+322
+00:26:01,420 --> 00:26:05,960
+الهدف تبعي إن أنا أقول إنه .. إنه أنت في ال case
+
+323
+00:26:05,960 --> 00:26:10,020
+هادي، إنه أنت محق أو مش محق لو أنا كنت محامي مثلا
+
+324
+00:26:10,020 --> 00:26:15,920
+أو أنت يعني مذنب أو مش مذنب أو أنت ارتكبت جيناية
+
+325
+00:26:15,920 --> 00:26:19,260
+أو جيناية أو .. أو ما ارتكبت جيناية أو إذا كنت أنا
+
+326
+00:26:19,260 --> 00:26:22,280
+طبيببدي اجي اقول انه انا عندي ال goal في النهاية
+
+327
+00:26:22,280 --> 00:26:25,880
+اقول انه انت عندك تشخيص الفلاني positive ولا
+
+328
+00:26:25,880 --> 00:26:29,700
+negative عندك هذا المرض اللهم عافينا جميعا او
+
+329
+00:26:29,700 --> 00:26:34,180
+ماعندكش هذا المرض كنت بقول انه في ال .. في ال
+
+330
+00:26:34,180 --> 00:26:39,000
+forward chaining انه في rules كتيرة راح تشتغلبدون
+
+331
+00:26:39,000 --> 00:26:41,700
+ما يكون فيها علاقة بال goal يعني على سبيل المثال
+
+332
+00:26:41,700 --> 00:26:45,280
+ال goal انه زي ما ذكرت ان انا يعني لو كنت انا
+
+333
+00:26:45,280 --> 00:26:50,200
+محامي او خبير في القانون انا بدي اجي اصل لحدث في
+
+334
+00:26:50,200 --> 00:26:54,180
+النهاية ان انت ارتكبت جيناية او مارتكبتش جيناية او
+
+335
+00:26:54,180 --> 00:26:59,000
+انت محق او مخطئ مثلا في حالة معينة او اذا انا كنت
+
+336
+00:26:59,000 --> 00:27:05,200
+طبيب بدي اقول انه ان انت عندك تشخيص هدف positive
+
+337
+00:27:05,200 --> 00:27:09,320
+ولا negativeاللهم عفونا جميعا إنه إذا عندك المرض
+
+338
+00:27:09,320 --> 00:27:12,380
+هذا موجود أو مش موجود اللهم عفونا جميعا فبالتالي
+
+339
+00:27:12,380 --> 00:27:21,840
+في roles كتيرة بتشتغل بدون ما يكون في .. إلها
+
+340
+00:27:21,840 --> 00:27:28,940
+علاقة ب .. ب goal معين فبالتالي إذا ال goal اللي
+
+341
+00:27:28,940 --> 00:27:33,300
+احنا بدنا نستنتجه لإنه موجود هو عبارة عن fact معين
+
+342
+00:27:33,300 --> 00:27:38,030
+فبالتاليالـ Forward Chaining ممكن ما يكونش مناسب
+
+343
+00:27:38,030 --> 00:27:43,830
+لهذا الأسلوب بعبارة أخرى إنه لو احنا التطبيق تبعنا
+
+344
+00:27:43,830 --> 00:27:48,370
+بركز على goal معين ال forward chaining مش مناسب
+
+345
+00:27:48,370 --> 00:27:53,630
+لكن إذا أنا كنت بركز على استنتاج أو جمع معلومات
+
+346
+00:27:53,630 --> 00:27:57,410
+بيكون ال forward مناسب طبعا هذا كلام محل أسئلة أن
+
+347
+00:27:57,410 --> 00:28:00,690
+أنت تعرف متى مناسب أن أنت تستخدم ال forward
+
+348
+00:28:00,690 --> 00:28:04,610
+chaining أو متى تستخدمالـ backward chaining
+
+349
+00:28:04,610 --> 00:28:07,590
+فبالتالي ال forward chaining مناسب لجمع المعلومات
+
+350
+00:28:07,590 --> 00:28:12,870
+أما إذا أنت كنت بتركز على goal معين ال forward
+
+351
+00:28:12,870 --> 00:28:17,910
+chaining مش مناسب لهذا التطبيق
+
+352
+00:28:17,910 --> 00:28:21,970
+نيجي في المقابل لل backward chaining
+
+353
+00:28:24,090 --> 00:28:27,770
+الـ backward chaining بيشتغل goal driven اتذكر انه
+
+354
+00:28:27,770 --> 00:28:31,130
+ال .. ال .. ال forward chaining بيشتغل data driven
+
+355
+00:28:31,130 --> 00:28:33,750
+بيركز على البيانات اما هنا هذا بيركز على ال goal
+
+356
+00:28:33,750 --> 00:28:37,730
+انه الهدف تبعه انه يثبت goal معين او يستنتج goal
+
+357
+00:28:37,730 --> 00:28:43,570
+معين هل هو موجود ولا لا تمام فبالتالي هنا بده
+
+358
+00:28:43,570 --> 00:28:47,990
+يفترض hypothesis .. hypothesis معينةو بده يثبت في
+
+359
+00:28:47,990 --> 00:28:52,290
+النهاية ال hypothesis هذه موجودة او مش موجودة بده
+
+360
+00:28:52,290 --> 00:28:56,550
+يحاول ان هو يعملها proof انه موجودة او مش موجودة
+
+361
+00:28:56,550 --> 00:29:03,770
+تمام فبالتالي بروح بدور على ال rules دات العلاقة
+
+362
+00:29:03,770 --> 00:29:09,290
+فقط ما بيعمل execute لكل ال rules فبدور فقط على ال
+
+363
+00:29:09,290 --> 00:29:13,790
+rules دات العلاقة و هي اللي بروح بعملها fire تمام
+
+364
+00:29:17,340 --> 00:29:27,300
+طيب نشوف مثال بيوضح هاي الشغلة نشوف الآن هاي
+
+365
+00:29:27,300 --> 00:29:33,120
+مثال بيوضح ال backward chaining طبعا هنا احنا
+
+366
+00:29:33,120 --> 00:29:36,820
+بنسميه path عمّا في ال forward chaining بنسميه
+
+367
+00:29:36,820 --> 00:29:45,180
+cycle طبعا هنا الهدف تبعي هاي ال goal z
+
+368
+00:29:48,010 --> 00:29:51,330
+هي ال fact ال initial facts اللي موجودة عندي a b c
+
+369
+00:29:51,330 --> 00:29:55,330
+d e باجي بدور على ال rules اللي لها علاقة بال goal
+
+370
+00:29:55,330 --> 00:30:00,710
+تبعي ايش ال goal تبعي z طبعا هاي لها علاقة تمام
+
+371
+00:30:00,710 --> 00:30:06,390
+بهذا الشكل فبالتالي انه بسير بتطلع انه هل هذه ال
+
+372
+00:30:06,390 --> 00:30:12,630
+rule match يعني هل ال y موجودة و ال d موجودة ال d
+
+373
+00:30:12,630 --> 00:30:15,790
+موجودة من ضمن ال facts لكن ال y مش موجودة تمام
+
+374
+00:30:15,790 --> 00:30:20,870
+فبالتالي ال yعشان انا اثبت ال z لازم انا اوجد ال y
+
+375
+00:30:20,870 --> 00:30:24,050
+فبالتالي ال y هنا بتصير عبارة عن sub goal موجودة
+
+376
+00:30:24,050 --> 00:30:30,150
+عندى في ال path التانية تمام فبالتالي هنا انا بصير
+
+377
+00:30:30,150 --> 00:30:33,730
+بدور على ال y هنا الأول الهدف تبعى ال z هنا بدى
+
+378
+00:30:33,730 --> 00:30:38,850
+يصير .. بدى أدور على ال y عشان انا أثبت ال z تمام
+
+379
+00:30:38,850 --> 00:30:41,710
+فبصير بدور على ال y اللي لها علاقة بال z هيها
+
+380
+00:30:41,710 --> 00:30:46,800
+بلاجيها هي ال rule التانيةطيب باشي بتطلع على ال
+
+381
+00:30:46,800 --> 00:30:51,280
+fact سبعتها x مش موجودة طبعا ما بتطلعش على الباقي
+
+382
+00:30:51,280 --> 00:30:55,420
+b و e طبعا مادام x مش موجودة على طول بتصير عبارة
+
+383
+00:30:55,420 --> 00:31:00,160
+عن sub goal هيا صار sub goal ال x بروح بدور على ال
+
+384
+00:31:00,160 --> 00:31:04,300
+rules اللي لها علاقة بال x ك conclusion طبعا
+
+385
+00:31:04,300 --> 00:31:07,260
+بطبيعة الحال لاحظ إن أنا بركز هنا على ال
+
+386
+00:31:07,260 --> 00:31:11,430
+conclusion طبعا يبقى هناإيش ال rules اللي لها
+
+387
+00:31:11,430 --> 00:31:14,210
+علاقة بال X؟ اللي هي ال rule رقم تلاتة إذا كانت A
+
+388
+00:31:14,210 --> 00:31:18,790
+بستنتج X، آه ال A موجودة، تمام؟ فبالتالي بروح بعمل
+
+389
+00:31:18,790 --> 00:31:24,030
+fire لهذه ال rule، تمام؟ فبالتالي هنا صار عندي
+
+390
+00:31:24,030 --> 00:31:31,070
+match و fire ل rule معين، مع إن ال rule هذهموجودة
+
+391
+00:31:31,070 --> 00:31:34,350
+او انا عفوا يعني صارلها match انه اذا كانت C بس
+
+392
+00:31:34,350 --> 00:31:39,250
+تنتج L هاي هال C موجودة بس ما شغلتها بس شغلت هاي
+
+393
+00:31:39,250 --> 00:31:42,230
+ال rule شو السبب؟ لأنه انا بدور على goal معين
+
+394
+00:31:42,230 --> 00:31:46,910
+فبالتالي روحت شغلت هاي ال rule فبالتالي X بتنضاف
+
+395
+00:31:46,910 --> 00:31:50,230
+على ال database برجع لل goals تبعتي اللي هي ال
+
+396
+00:31:50,230 --> 00:31:54,370
+rule رقم 2 خلصنا ال goal الأول نيجي لل B ال B
+
+397
+00:31:54,370 --> 00:31:59,110
+موجودة اه موجودة ال E موجودة اه موجودة بس تنتج ال
+
+398
+00:31:59,110 --> 00:32:05,160
+Yفبروح بعمل execute ل rule رقم 2 و بضيف ال y أنا
+
+399
+00:32:05,160 --> 00:32:11,240
+عندي في ال database بهذا الشكل تمام فبالتالي أنا
+
+400
+00:32:11,240 --> 00:32:15,200
+حققت ال sub goal y و هنا برجع مرة تانية لل rule
+
+401
+00:32:15,200 --> 00:32:22,100
+الأولى اللي هي y و d بستنتج z فبالتالي بروح بشغل
+
+402
+00:32:22,100 --> 00:32:26,860
+بعمل fire لهذه ال rule فبالتالي بستنتج z لأن الهدف
+
+403
+00:32:26,860 --> 00:32:29,140
+تبعي أوصلت لل goal z
+
+404
+00:32:31,670 --> 00:32:38,910
+تمام؟ لأنه زي ما حكينا أنه هذه ال rule بصيرها
+
+405
+00:32:38,910 --> 00:32:42,770
+match لكن تعتبر أنه غير ذات علاقة فبالتالي أنا ما
+
+406
+00:32:42,770 --> 00:32:46,630
+بطلع عليها فبالتالي هذا ال backward chaining أن
+
+407
+00:32:46,630 --> 00:32:50,930
+أنا بركز على ال goal معين هل في تشخيص لمرض معين ..
+
+408
+00:32:50,930 --> 00:32:53,610
+ل .. ل .. ل .. ل .. هل في تشخيص positive ولا
+
+409
+00:32:53,610 --> 00:32:58,230
+negative بهذا الشكل تمام؟يبقى السؤال اللي احنا
+
+410
+00:32:58,230 --> 00:33:04,850
+سألناه سابقاً نعيد سياغته إنه كيف أستخدم أو كيف
+
+411
+00:33:04,850 --> 00:33:09,790
+أختار بين ال forward و ال backward إذا ال expert
+
+412
+00:33:09,790 --> 00:33:16,310
+محتاج إنه أجمع معلومات بروح بستخدم نظام ال forward
+
+413
+00:33:16,310 --> 00:33:20,330
+chaining على فكرة ال expert system ممكن يشتغل
+
+414
+00:33:20,330 --> 00:33:24,150
+بالنظامين يعني إنه أنا ممكن في البداية يكون هدفي
+
+415
+00:33:24,150 --> 00:33:28,110
+إن أنا أجمع معلوماتفبروح بشغله بنظام ال forward
+
+416
+00:33:28,110 --> 00:33:31,750
+بعدها بيصير ان انا بدي اثبت goal معين بروح بشغله
+
+417
+00:33:31,750 --> 00:33:36,290
+بنظام ال backward يعني بمعنى اخر انه مش بضرورة انه
+
+418
+00:33:36,290 --> 00:33:40,050
+تطبيق معين انه يا اما يكون forward بس او backward
+
+419
+00:33:40,050 --> 00:33:43,490
+بس ممكن ان هو يشتغل بالحالتين ان انا ابدا في الاول
+
+420
+00:33:43,490 --> 00:33:47,370
+جمع معلومات فبشتغل بنظام ال forward و بعدها اذا
+
+421
+00:33:47,370 --> 00:33:50,990
+فيه اندي goal معين بروح بشتغل بنظام ال backward
+
+422
+00:33:50,990 --> 00:33:57,440
+فبالتالي اذا كانت ال expert تبعيبداية ان انا بدور
+
+423
+00:33:57,440 --> 00:34:00,280
+على hypothesis معينة ان انا بدي اثبتها او لا
+
+424
+00:34:00,280 --> 00:34:04,120
+فبالتالي ال backward chaining هو ال answer طيب
+
+425
+00:34:04,120 --> 00:34:09,000
+نيجي الان لموضوع نقطة جديدة اللي هو ال conflict
+
+426
+00:34:09,000 --> 00:34:13,160
+resolution طبعا ال conflict ان انا بيكون في عندي
+
+427
+00:34:13,160 --> 00:34:17,120
+تعارض بين مجموعة من ال rules ال rules هدول بتعرضوا
+
+428
+00:34:17,120 --> 00:34:20,660
+مع بعض فبالتالي كيف احل هالتعارض يعني على سبيل
+
+429
+00:34:20,660 --> 00:34:22,780
+المثال ان انا عندي ال rule high
+
+430
+00:34:28,870 --> 00:34:34,430
+هاي ال rule انه if the traffic light is green then
+
+431
+00:34:34,430 --> 00:34:38,670
+the action is go و هنا نفس الاشي انه if the
+
+432
+00:34:38,670 --> 00:34:45,510
+traffic light is red then the action is stop تمام؟
+
+433
+00:34:45,510 --> 00:34:48,670
+و هنا if the traffic light is red then the action
+
+434
+00:34:48,670 --> 00:34:52,270
+is go طبعا مين ال rules اللي بتتعرض مع بعض؟ rule 2
+
+435
+00:34:52,270 --> 00:34:58,820
+و rule 3 طبعا نفس ال conditionتمام؟ ولكن ال action
+
+436
+00:34:58,820 --> 00:35:04,000
+مختلف انه هنا stop و هنا go في حالة انه كان ال
+
+437
+00:35:04,000 --> 00:35:08,760
+light red بهذا الشكل فبالتالي انه هنا في تعارض ايش
+
+438
+00:35:08,760 --> 00:35:13,800
+انافذ؟ rule 2 ولا rule 3؟ انافذ هاي ال rule ولا
+
+439
+00:35:13,800 --> 00:35:16,980
+هاي ال rule؟ هذا هو مفهوم ال conflict اللي انا
+
+440
+00:35:16,980 --> 00:35:21,380
+هنشوف كيف ان احنا ممكن ان احنا نحله طبعا في عدة
+
+441
+00:35:21,380 --> 00:35:28,310
+طرق لحل ال conflict resolutionحاجات في نظام ال
+
+442
+00:35:28,310 --> 00:35:32,950
+forward إذا كان في عندي اتنين من ال rules اللي
+
+443
+00:35:32,950 --> 00:35:41,140
+بيصيرلهم fire تمام ممكن أختار نظام ال topmostإيش
+
+444
+00:35:41,140 --> 00:35:44,700
+معناة هذا الكلام؟ إنه أنا بروح حسب ترتيب ال rules
+
+445
+00:35:44,700 --> 00:35:48,480
+زي هيك روح اتشغلت ال rule الأولى ال rule التانية
+
+446
+00:35:48,480 --> 00:35:52,420
+برضه match عملت action عكسي برضه بروح بشغلها طبعا
+
+447
+00:35:52,420 --> 00:35:59,940
+هذا أسلوب يعني إن أنا بشتغل بالنظام ال top most في
+
+448
+00:35:59,940 --> 00:36:00,720
+عندي أسلوب
+
+449
+00:36:03,710 --> 00:36:06,970
+يعني .. يعني هنا خلّيني أنلخص الطرق اللي ممكن
+
+450
+00:36:06,970 --> 00:36:09,490
+استخدامها في ال conflict resolution طبعا هذا الاشي
+
+451
+00:36:09,490 --> 00:36:13,150
+خاص اللي .. اللي أنا ذكرته هنا خاص في .. في ال
+
+452
+00:36:13,150 --> 00:36:16,950
+forward chaining إن هو بيستخدم نظام ال top most
+
+453
+00:36:16,950 --> 00:36:20,210
+فبالتالي إنه بيروح بيرفّذ ال role الأولى فقط ال
+
+454
+00:36:20,210 --> 00:36:25,510
+role التانية بقى بينفذها، تمام؟ الآن نشوف طرق ممكن
+
+455
+00:36:25,510 --> 00:36:28,470
+ترفع .. يعني تنفع ل ال forward chaining و ال
+
+456
+00:36:28,470 --> 00:36:32,700
+backward chainingأول طريقة إنه نظام الـhighest
+
+457
+00:36:32,700 --> 00:36:35,360
+priority يعني أنا لكل rule بروح بعطي priority
+
+458
+00:36:35,360 --> 00:36:41,420
+معينة أو salience طبعا إذا كانت two rules بصيرلهم
+
+459
+00:36:41,420 --> 00:36:44,260
+match و في نفس الوقت إنه في بيناتهم تعارض بروح
+
+460
+00:36:44,260 --> 00:36:50,510
+بنفذ ال rule اللي لها أولوية أعلىفي عندي أسلوب
+
+461
+00:36:50,510 --> 00:36:54,150
+تاني لحل النزاعات أو تعارضات بين ال roles اللي هو
+
+462
+00:36:54,150 --> 00:36:58,350
+ال most specific role بروح بشغل ال most specific
+
+463
+00:36:58,350 --> 00:37:01,210
+role إيش معناه ال most specific role بروح بتطلع
+
+464
+00:37:01,210 --> 00:37:04,550
+إنه مين ال role اللي فيها تفاصيل أكتر إيش معناه
+
+465
+00:37:04,550 --> 00:37:07,950
+التفاصيل أكتر معناه اللي فيها longest matching
+
+466
+00:37:07,950 --> 00:37:11,190
+strategy معناه اللي فيها تفاصيل أكتر أو conditions
+
+467
+00:37:11,190 --> 00:37:16,120
+أكتر هي اللي بيديها أولوية أعلىعن ال rule التانية
+
+468
+00:37:16,120 --> 00:37:19,620
+فبروح بنفذ هذه ال rule اللي فيها conditions أكتر
+
+469
+00:37:19,620 --> 00:37:23,000
+فيها تفاصيل أكتر وبيترك ال rule التانية لأنه more
+
+470
+00:37:23,000 --> 00:37:29,300
+precise أكيد بطبيعة الحال تمام؟ وفي عندي أسلوب
+
+471
+00:37:29,300 --> 00:37:34,980
+تالت إيش اسمه انه data most recently enteredطبعا
+
+472
+00:37:34,980 --> 00:37:40,220
+هذا بيعتمد أنه على البيانات اللي تم إضافتها في ال
+
+473
+00:37:40,220 --> 00:37:44,180
+database حديثا فبالتالي أنا عندي two rules تمام
+
+474
+00:37:44,180 --> 00:37:47,680
+هدول
+
+475
+00:37:47,680 --> 00:37:51,980
+ال rules يعني بيصير لهم matching تمام؟ أي واحد
+
+476
+00:37:51,980 --> 00:37:56,340
+يعني أشغل فيهم بروح بشغل ال rules اللي البيانات
+
+477
+00:37:56,340 --> 00:37:59,940
+تبعتها تم إضافتها حديثا على ال database أو بمعنى
+
+478
+00:37:59,940 --> 00:38:03,890
+آخر ال rule اللي تم إضافتها حديثا علىالـ knowledge
+
+479
+00:38:03,890 --> 00:38:13,070
+base طبعا طيب بقينا نحكي على ال meta knowledge ال
+
+480
+00:38:13,070 --> 00:38:16,870
+meta knowledge هي عبارة عن باختصار شديد جدا جدا هي
+
+481
+00:38:16,870 --> 00:38:20,750
+عبارة عن knowledge about knowledge هي عبارة عن
+
+482
+00:38:20,750 --> 00:38:25,310
+معرفة عن المعرفة أو معلومات عن المعلومات فبالتالي
+
+483
+00:38:25,310 --> 00:38:28,790
+في ال expert system ال expert system هي عبارة ال
+
+484
+00:38:28,790 --> 00:38:32,860
+rules هي عبارة عن knowledgeطبعا طيب كيف بدي أنه
+
+485
+00:38:32,860 --> 00:38:36,500
+أضيف معلومات على ال role هذه زي مثلا على سبيل
+
+486
+00:38:36,500 --> 00:38:40,420
+المثال الأولوية أو ال salience أنه بروح بضيف في
+
+487
+00:38:40,420 --> 00:38:44,320
+شغل اسمها ال meta role ليه عبارة عن ال meta
+
+488
+00:38:44,320 --> 00:38:48,120
+knowledge فبالتالي في ال meta role بروح بحدد يعني
+
+489
+00:38:48,120 --> 00:38:51,600
+خصائص لهذه ال role أو معلومات عن هذه ال role زي ال
+
+490
+00:38:51,600 --> 00:38:56,460
+salience و ال priority و متى تمت إضافة هذه ال role
+
+491
+00:38:56,460 --> 00:38:58,760
+إلى آخري من هذا الكلام طبعا
+
+492
+00:39:03,240 --> 00:39:08,100
+أخر نقطة في هذا الباب بدنا نلخص ال advantages تبع
+
+493
+00:39:08,100 --> 00:39:12,580
+ال rule based expert system طبعا ال advantages في
+
+494
+00:39:12,580 --> 00:39:15,700
+advantages عديدة فوائد ال expert system فوائد
+
+495
+00:39:15,700 --> 00:39:20,820
+عديدة طبعا أول فائدة انه natural knowledge
+
+496
+00:39:20,820 --> 00:39:26,300
+representationزي ما انتوا شايفين انه تم تمثيل ال
+
+497
+00:39:26,300 --> 00:39:29,600
+knowledge بطريقة natural بطريقة طبيعية زي ما هي
+
+498
+00:39:29,600 --> 00:39:32,940
+موجودة زي ما بتكون المعرفة موجودة عند ال domain
+
+499
+00:39:32,940 --> 00:39:36,200
+expert باشي بقول it know إذا كان الشخص عنده أعراض
+
+500
+00:39:36,200 --> 00:39:39,780
+كذا كذا كذا يبقى التشخيص تبعه كذا فبالتالي هذه
+
+501
+00:39:39,780 --> 00:39:45,020
+الطريقة مقاربة بالإلهات كبيرة لل knowledge اللي
+
+502
+00:39:45,020 --> 00:39:49,420
+موجودة عند الإنسان طبعا ال .. ال .. الميزة التانية
+
+503
+00:39:49,420 --> 00:39:53,700
+اللي هي ال uniform structureإيش معناه ال uniform
+
+504
+00:39:53,700 --> 00:39:56,660
+structure؟ إنه كل ال knowledge هذا إيها صيغة موحدة
+
+505
+00:39:56,660 --> 00:40:02,520
+ليه ال if then structure فبالتالي هذا بيسهل تطوير
+
+506
+00:40:02,520 --> 00:40:06,300
+ال knowledge أنا عندي أو تطوير ال expert system
+
+507
+00:40:06,300 --> 00:40:09,200
+اللي معتمد على ال rule based expert system بشكل
+
+508
+00:40:09,200 --> 00:40:14,210
+كبير الخاصية التالتةاللي هي عملية الفصل هذا الكلام
+
+509
+00:40:14,210 --> 00:40:17,610
+ذكرناه كتير يعني هذه أهم ميزة عملية الفصل ال
+
+510
+00:40:17,610 --> 00:40:20,230
+knowledge من ال processing فبالتالي أنا عندي ال
+
+511
+00:40:20,230 --> 00:40:23,630
+inference engine عبارة عن component و ال knowledge
+
+512
+00:40:23,630 --> 00:40:27,010
+base و ال database عبارة عن components تانية
+
+513
+00:40:27,010 --> 00:40:30,930
+مختلفة فالفصل هذا بسهل عملية التطوير ال expert
+
+514
+00:40:30,930 --> 00:40:36,150
+system بشكل كبير طبعا الخاصية الرابعة اللي هو
+
+515
+00:40:36,150 --> 00:40:40,150
+القدرة على التعامل مع ال incomplete information و
+
+516
+00:40:40,150 --> 00:40:44,090
+ال uncertain knowledgeوزي ما هنشوف الأبواب الجاية
+
+517
+00:40:44,090 --> 00:40:47,150
+لما احنا ناخد ال fuzzy expert system او ال fuzzy
+
+518
+00:40:47,150 --> 00:40:51,330
+systems بيكون انا عندي المعلومات غامضة فبالتالي
+
+519
+00:40:51,330 --> 00:40:55,350
+ممكن ان هو يستمتش في ظل وجود معلومات غامضة او
+
+520
+00:40:55,350 --> 00:40:59,810
+معلومات ناقصة هيك بنكون خلصنا ال advantages أربع
+
+521
+00:40:59,810 --> 00:41:02,870
+advantages نيجي الآن لال disadvantages
+
+522
+00:41:05,800 --> 00:41:09,020
+Disadvantages لـ Rule Based Express System اول
+
+523
+00:41:09,020 --> 00:41:13,520
+disadvantage ممكن تكون انه بعض ال rules ممكن تكون
+
+524
+00:41:13,520 --> 00:41:18,320
+او افن العلاقات بين ال rules ممكن تكون غامضة صحيح
+
+525
+00:41:18,320 --> 00:41:23,100
+ان عندي rules كتيرةتمام؟ ممكن أنه ال rule high مع
+
+526
+00:41:23,100 --> 00:41:27,360
+ال rule high أيش العلاقة بينتهم ممكن تحتاج إلى وقت
+
+527
+00:41:27,360 --> 00:41:30,900
+طويل لتحليل العلاقة بينتهم فبالتالي بعض ال rules
+
+528
+00:41:30,900 --> 00:41:34,840
+العلاقة بينتهم ممكن تكون مش واضحة هذه واحدة من ال
+
+529
+00:41:34,840 --> 00:41:41,280
+disadvantages أنه معرفة يعني تأثير العلاقات ال
+
+530
+00:41:41,280 --> 00:41:46,100
+rules مع بعضال disadvantage التاني اللي هو ال
+
+531
+00:41:46,100 --> 00:41:50,500
+ineffective search strategy طبعا عملية ال match و
+
+532
+00:41:50,500 --> 00:41:54,360
+ال execute انه انا فعليا انا بدور بعمل match بعمل
+
+533
+00:41:54,360 --> 00:41:57,600
+search على اي role اللي بيصيرلها match فبالتالي
+
+534
+00:41:57,600 --> 00:42:01,040
+انا في عندي استراتيجيات مختلفة في البحث و ال
+
+535
+00:42:01,040 --> 00:42:03,820
+search algorithm بحد ذاتها فيه لها complexity فيه
+
+536
+00:42:03,820 --> 00:42:10,500
+لها يعني big connotation طبعا بطبيعة الحالإذا كانت
+
+537
+00:42:10,500 --> 00:42:17,420
+انا عندي production system فيه meet role ممكن هذا
+
+538
+00:42:17,420 --> 00:42:20,680
+ياخد وقت طويل جدا جدا في ال execution لأنه بياخد
+
+539
+00:42:20,680 --> 00:42:25,720
+انا عندي الاستنتاج عدة cycles فبالتالي انه بياخد
+
+540
+00:42:25,720 --> 00:42:30,240
+وقت طويل جدا وممكن يكون مش مناسب في ال real-time
+
+541
+00:42:30,240 --> 00:42:32,910
+applicationsإيش المقصود بال real-time
+
+542
+00:42:32,910 --> 00:42:35,850
+applications؟ ال real-time applications اللي هي ال
+
+543
+00:42:35,850 --> 00:42:38,890
+express system اللي بتحتاج استجابة في الوقت
+
+544
+00:42:38,890 --> 00:42:41,790
+الحقيقي في ال real-time يعني على سبيل المثال أنا
+
+545
+00:42:41,790 --> 00:42:45,130
+في عندي express system بتحكم في إنه يفتح السد أو
+
+546
+00:42:45,130 --> 00:42:49,110
+يسكر السد في نهر معين طبعا إذا كانت الاستجابة
+
+547
+00:42:49,110 --> 00:42:53,480
+طبعته بطيقة لأنه مشغول في الاستنتاجلأن الاستنتاج
+
+548
+00:42:53,480 --> 00:42:58,100
+يعني أنه search strategy المستخدمة في الاستنتاج مش
+
+549
+00:42:58,100 --> 00:43:01,260
+فعالة فبالتالي بياخد وقت طويل فبالتالي ممكن يفيد
+
+550
+00:43:01,260 --> 00:43:04,980
+النهر و هو لسه ما أخدش قرار أنه يفتح السد أو يسكره
+
+551
+00:43:04,980 --> 00:43:12,560
+أو يفتحه بدرجة معينة، تمام؟ طبعا ال disadvantage
+
+552
+00:43:12,560 --> 00:43:19,810
+التالتة اللي هي عدم القدرة على التعلمطبعا انه احنا
+
+553
+00:43:19,810 --> 00:43:22,270
+حكينا سابقا انه احنا ممكن نحسن اداء ال expert
+
+554
+00:43:22,270 --> 00:43:25,850
+system بإنه أيش نسوي ان احنا نضيف role جديدة هو
+
+555
+00:43:25,850 --> 00:43:29,590
+فعليا في حداته ماعندوش القدرة ان هو يضيف role من
+
+556
+00:43:29,590 --> 00:43:34,150
+حاله فبالتالي لازم ال domain expert او ال
+
+557
+00:43:34,150 --> 00:43:36,890
+knowledge engineer هو يضيفله role فبالتالي هو
+
+558
+00:43:36,890 --> 00:43:40,870
+ذاتيا ماعندوش القدرة ان هو يتعلم لوحده فهذه
+
+559
+00:43:40,870 --> 00:43:43,410
+disadvantage بينما لو قررنا هذا الكلام بال human
+
+560
+00:43:43,410 --> 00:43:50,220
+expertأكيد الـ human expert بتعلم
+
+561
+00:43:50,220 --> 00:43:56,000
+من أخطائه و في بعض الأحيان ممكن يعمل break لل
+
+562
+00:43:56,000 --> 00:44:00,160
+rules في .. في .. في .. في .. في وقت معين لأنه
+
+563
+00:44:00,160 --> 00:44:03,360
+عنده خبرة و عنده معرفة انه اه في هذه الحالة ال
+
+564
+00:44:03,360 --> 00:44:08,940
+rules بيكون عديمة الفائدة فبالتالي بيتبعheuristic
+
+565
+00:44:08,940 --> 00:44:15,120
+معين هيك ممكن خلصنا الباب المتعلق بال role based
+
+566
+00:44:15,120 --> 00:44:19,400
+express system بيضل إذا في عندكم أي استفسارات أو
+
+567
+00:44:19,400 --> 00:44:24,240
+نقاشات ان شاء الله هنقشها على ال model ويعطيكم
+
+568
+00:44:24,240 --> 00:44:24,600
+العامة
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e6a8e0e3293530b4ba8e94e96502592b7ab4c4e
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 2132, "start": 4.88, "end": 21.32, "text": "بسم الله الرحمن الرحيم يعطيكم العفو يا شباب ان شاء الله اليوم هنبدأ المحاضرة التانية في .. في موضوع ال rule based expert systems طبعا المحاضرة الماضية توقفنا عند موضوع ال comparison بين ال expert system", "tokens": [3555, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 37495, 9566, 1829, 24793, 18863, 5172, 2407, 35186, 13412, 3555, 16758, 16472, 13412, 16606, 21984, 45595, 20498, 8032, 1863, 44510, 10721, 9673, 5016, 46958, 25720, 16712, 7649, 10632, 8978, 4386, 8978, 3714, 2407, 11242, 45367, 2423, 4978, 2361, 5844, 3652, 23032, 3555, 3615, 995, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 6055, 30543, 5172, 8315, 43242, 3714, 2407, 11242, 45367, 2423, 9660, 49374, 2423, 5844, 1185], "avg_logprob": -0.09467516241497115, "compression_ratio": 1.6822916666666667, "no_speech_prob": 1.245737075805664e-05, "words": [{"start": 4.88, "end": 5.26, "word": "بسم", "probability": 0.893310546875}, {"start": 5.26, "end": 5.4, "word": " الله", "probability": 0.94970703125}, {"start": 5.4, "end": 5.7, "word": " الرحمن", "probability": 0.9480794270833334}, {"start": 5.7, "end": 6.14, "word": " الرحيم", "probability": 0.9934895833333334}, {"start": 6.14, "end": 6.5, "word": " يعطيكم", "probability": 0.82745361328125}, {"start": 6.5, "end": 6.78, "word": " العفو", "probability": 0.6199544270833334}, {"start": 6.78, "end": 6.86, "word": " يا", "probability": 0.95703125}, {"start": 6.86, "end": 7.32, "word": " شباب", "probability": 0.9928385416666666}, {"start": 7.32, "end": 7.86, "word": " ان", "probability": 0.7578125}, {"start": 7.86, "end": 8.04, "word": " شاء", "probability": 0.98583984375}, {"start": 8.04, "end": 8.16, "word": " الله", "probability": 0.94873046875}, {"start": 8.16, "end": 8.52, "word": " اليوم", "probability": 0.920166015625}, {"start": 8.52, "end": 9.18, "word": " هنبدأ", "probability": 0.961669921875}, {"start": 9.18, "end": 9.78, "word": " المحاضرة", "probability": 0.96435546875}, {"start": 9.78, "end": 10.32, "word": " التانية", "probability": 0.9851888020833334}, {"start": 10.32, "end": 10.7, "word": " في", "probability": 0.94189453125}, {"start": 10.7, "end": 11.52, "word": " ..", "probability": 0.68505859375}, {"start": 11.52, "end": 12.0, "word": " في", "probability": 0.93701171875}, {"start": 12.0, "end": 12.54, "word": " موضوع", "probability": 0.9964599609375}, {"start": 12.54, "end": 12.72, "word": " ال", "probability": 0.958984375}, {"start": 12.72, "end": 12.88, "word": " rule", "probability": 0.37451171875}, {"start": 12.88, "end": 13.28, "word": " based", "probability": 0.662109375}, {"start": 13.28, "end": 13.78, "word": " expert", "probability": 0.82568359375}, {"start": 13.78, "end": 14.82, "word": " systems", "probability": 0.86328125}, {"start": 14.82, "end": 15.58, "word": " طبعا", "probability": 0.948486328125}, {"start": 15.58, "end": 16.06, "word": " المحاضرة", "probability": 0.986083984375}, {"start": 16.06, "end": 16.42, 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الطبيب او المحامي ال expert system هو ال software زي ما ذكرنا المحاضرة الماضية تمام؟ و ال conventional programs هي عبارة عن البرامج التقليدية اللي انا ممكن ابرمجها في لغات البرمجة", "tokens": [2407, 49374, 2423, 1952, 5844, 4032, 49374, 2423, 16011, 4268, 23032, 3555, 3615, 995, 2423, 1952, 5844, 9673, 4587, 9381, 23328, 8978, 11296, 16472, 3224, 2423, 7649, 3794, 7649, 33962, 3555, 13546, 13672, 1829, 4724, 1829, 5016, 995, 4117, 1829, 16490, 3555, 25720, 8978, 3714, 7435, 6027, 20449, 9957, 30767, 1829, 41950, 21292, 3555, 1975, 2407, 9673, 5016, 10943, 1829, 2423, 5844, 1185, 31439, 2423, 4722, 30767, 1829, 19446, 29910, 37983, 8315, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 46811, 10943, 22807, 4032, 2423, 16011, 4268, 39896, 6225, 3555, 9640, 3660, 18871, 2423, 26890, 10943, 7435, 16712, 4587, 20292, 3215, 10632, 13672, 1829, 1975, 8315, 3714, 43020, 1975, 26890, 2304, 7435, 11296, 8978, 5296, 17082, 9307, 2423, 26890, 2304, 7435, 3660], "avg_logprob": -0.09675973269050239, 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بيصير لهم matching تمام؟ أي واحد يعني أشغل فيهم بروح بشغل ال rules اللي البيانات تبعتها تم إضافتها حديثا على ال database أو بمعنى آخر ال rule اللي تم إضافتها حديثا على", "tokens": [9566, 3555, 3615, 995, 23758, 4724, 1829, 34268, 2304, 3215, 14739, 3224, 15844, 2423, 21292, 7649, 9307, 13672, 1829, 46811, 11933, 11242, 31845, 2655, 11296, 8978, 2423, 8149, 11331, 16254, 12984, 995, 6156, 3555, 6027, 2655, 6027, 1829, 41850, 18871, 16254, 732, 4474, 46811, 10943, 8032, 3215, 12610, 2423, 4474, 37495, 22653, 4724, 1829, 9381, 13546, 5296, 16095, 14324, 46811, 10943, 22807, 36632, 36764, 24401, 37495, 22653, 5551, 8592, 17082, 1211, 8978, 16095, 4724, 32887, 5016, 4724, 8592, 17082, 1211, 2423, 4474, 13672, 1829, 2423, 21292, 7649, 9307, 6055, 3555, 34268, 11296, 46811, 11933, 11242, 31845, 2655, 11296, 11331, 16254, 12984, 995, 15844, 2423, 8149, 34051, 4724, 2304, 3615, 1863, 7578, 19753, 34740, 2423, 4978, 13672, 1829, 46811, 11933, 11242, 31845, 2655, 11296, 11331, 16254, 12984, 995, 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"probability": 0.947265625}, {"start": 2660.4, "end": 2661.16, "word": " هنقشها", "probability": 0.8955078125}, {"start": 2661.16, "end": 2661.86, "word": " على", "probability": 0.90966796875}, {"start": 2661.86, "end": 2662.68, "word": " ال", "probability": 0.8916015625}, {"start": 2662.68, "end": 2663.08, "word": " model", "probability": 0.91064453125}, {"start": 2663.08, "end": 2664.24, "word": " ويعطيكم", "probability": 0.796875}, {"start": 2664.24, "end": 2664.6, "word": " العامة", "probability": 0.5154215494791666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2664.652375, "duration_after_vad": 2579.9081249999913}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f51a1ec5fb9ca3d5b212c8a054d3ab071ee5b1a9
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/MZwHQVnXAjE_raw.srt
@@ -0,0 +1,2272 @@
+1
+00:00:04,880 --> 00:00:08,040
+بسم الله الرحمن الرحيم يعطيكم العفو يا شباب ان شاء
+
+2
+00:00:08,040 --> 00:00:12,540
+الله اليوم هنبدأ المحاضرة التانية في .. في موضوع
+
+3
+00:00:12,540 --> 00:00:16,420
+ال rule based expert systems طبعا المحاضرة الماضية
+
+4
+00:00:16,420 --> 00:00:20,840
+توقفنا عند موضوع ال comparison بين ال expert
+
+5
+00:00:20,840 --> 00:00:27,770
+systemو بين ال human expert و بين ال conventional
+
+6
+00:00:27,770 --> 00:00:32,090
+programs طبعا ال human expert المقصود فيها انه
+
+7
+00:00:32,090 --> 00:00:39,370
+الانسان الخبير اللي بيحاكي خبرة في مجال معين زي
+
+8
+00:00:39,370 --> 00:00:42,670
+الطبيب او المحامي ال expert system هو ال software
+
+9
+00:00:42,670 --> 00:00:45,950
+زي ما ذكرنا المحاضرة الماضية تمام؟ و ال
+
+10
+00:00:45,950 --> 00:00:48,510
+conventional programs هي عبارة عن البرامج
+
+11
+00:00:48,510 --> 00:00:51,430
+التقليدية اللي انا ممكن ابرمجها في لغات البرمجة
+
+12
+00:00:51,790 --> 00:00:57,130
+التقليدية زي الـ Java أو C++ أو أي لغة برمجة تانية
+
+13
+00:00:57,130 --> 00:01:03,710
+فشوفنا المقارنة هذه بين عدة نواحي بين عدة انه ..
+
+14
+00:01:03,710 --> 00:01:08,490
+انه كيف ب .. ب .. بستخدم ال knowledge طبعا ال
+
+15
+00:01:08,490 --> 00:01:11,570
+knowledge هنا عندنا في ال human expert موجودة
+
+16
+00:01:11,570 --> 00:01:14,450
+عبارة عن مجموعة rule of thumbs ال rule of thumbs
+
+17
+00:01:14,450 --> 00:01:17,850
+يعني بنقدر نعتبرها ان هي عبارة عن مجموعة من
+
+18
+00:01:17,850 --> 00:01:21,730
+البديهياتتمام؟ عشان يحل مشكلة معينة في narrow
+
+19
+00:01:21,730 --> 00:01:25,090
+domain أما في ال expert system ال knowledge بتكون
+
+20
+00:01:25,090 --> 00:01:30,610
+موضوعة وبيعمل process لل knowledge اللي تم التعبير
+
+21
+00:01:30,610 --> 00:01:35,430
+عنها على شكل rules و facts وبيستخدم ال symbolic
+
+22
+00:01:35,430 --> 00:01:40,650
+reasoning عشان يعمل solve للمشاكل في narrow domain
+
+23
+00:01:41,650 --> 00:01:44,930
+أما ال .. ال conventional programs عادة ان هي
+
+24
+00:01:44,930 --> 00:01:49,030
+بتعمل process ل data مش knowledge لا fact ولا
+
+25
+00:01:49,030 --> 00:01:52,770
+rules و طبعا بطبيعة الحال معالجة البيانات هذه بتتم
+
+26
+00:01:52,770 --> 00:01:58,910
+من خلال خوارزميات تمام؟ و عادة ان هي بتحل مشاكل
+
+27
+00:01:58,910 --> 00:02:06,090
+عامة باستخدام general numeric problems طبعا بتحل
+
+28
+00:02:06,090 --> 00:02:10,070
+مشاكل عامة يعني بتعتمد على أرقام يعني مسائل حسابية
+
+29
+00:02:10,070 --> 00:02:14,100
+يعنيطبعا النقطة التانية اللي احنا يعني هي النقطة
+
+30
+00:02:14,100 --> 00:02:17,780
+الأولى تمام النقطة التانية اللي احنا قارننا فيها
+
+31
+00:02:17,780 --> 00:02:20,820
+اللي هو وين بتكون موجودة هنا ال knowledge طبعا في
+
+32
+00:02:20,820 --> 00:02:24,680
+ال human experience بتكون موجودة في دماغ الإنسان
+
+33
+00:02:24,680 --> 00:02:32,360
+أما هنا أنه وجودها أنه يعني فيه عندي فصل واضح بين
+
+34
+00:02:32,360 --> 00:02:39,100
+ال knowledgeو اللي بتتم عن ال software اللي ..
+
+35
+00:02:39,100 --> 00:02:43,320
+اللي .. اللي بيعمل معالجة لهاي knowledge طبعا هنا
+
+36
+00:02:43,320 --> 00:02:46,900
+مافيش اي فصل بين ال knowledge و ال control
+
+37
+00:02:46,900 --> 00:02:49,800
+structure لأنه هذه العمليات او البيانات بتكون
+
+38
+00:02:49,800 --> 00:02:53,520
+موجودة في .. داخل ال algorithm فبالتالي صعب الفصل
+
+39
+00:02:53,520 --> 00:02:56,800
+لكن هنا انا في عندي فصل واضح لأن احنا اتفقنا ان
+
+40
+00:02:56,800 --> 00:03:00,860
+انا عندي ال components ان انا في عندي knowledge
+
+41
+00:03:00,860 --> 00:03:10,390
+baseتمام و في عندي ال facts تمام
+
+42
+00:03:10,390 --> 00:03:12,590
+و في عندي ال inference engine ال component التالت
+
+43
+00:03:12,590 --> 00:03:14,650
+اللي هو ال inference engine فبالتالي أنا في عندي
+
+44
+00:03:14,650 --> 00:03:19,590
+separation كامل بين هاي ال components تمام طبعا ال
+
+45
+00:03:19,590 --> 00:03:25,450
+facts اللي هي ال database هذه ال database DB و هذه
+
+46
+00:03:25,450 --> 00:03:27,690
+ال KB اللي هو knowledge base و هنا ال inference
+
+47
+00:03:27,690 --> 00:03:28,170
+engine
+
+48
+00:03:31,380 --> 00:03:35,040
+تمام؟ فال .. هاي knowledge base هي عبارة عن ال F
+
+49
+00:03:35,040 --> 00:03:39,320
+then rules و ال database هي عبارة عن ال facts أو
+
+50
+00:03:39,320 --> 00:03:42,300
+الحقائق اللي موجودة عندى و ال inference engine هو
+
+51
+00:03:42,300 --> 00:03:48,100
+اللي بيعمل معالجة لهذه الأشياء ال facts و ال rules
+
+52
+00:03:48,100 --> 00:03:55,000
+زي ما هنشوف اليوم تمام؟ أما النقطة التالتة انه
+
+53
+00:03:55,000 --> 00:04:02,120
+كيفية التعامل معأو يعني طريقة .. يعني قدرته على
+
+54
+00:04:02,120 --> 00:04:11,020
+انه شرح طريقة انه كيف بيعمل reasoning للموضوع أو
+
+55
+00:04:11,020 --> 00:04:16,840
+كيف بستنبط الموضوع و كيف ان هو ممكن يعمل .. يعطي
+
+56
+00:04:16,840 --> 00:04:22,150
+details على ال .. على .. على ال ..على الحقيقة أو
+
+57
+00:04:22,150 --> 00:04:25,230
+ال conclusion اللي هو توصلها طبعا هاي الانسان في
+
+58
+00:04:25,230 --> 00:04:29,870
+عنده القدرة طبعا لعمل هاي الشغلة طبعا ال expert
+
+59
+00:04:29,870 --> 00:04:32,990
+system في عنده القدرة ان هو كذلك يعمل هاي الشغلة
+
+60
+00:04:32,990 --> 00:04:37,330
+من خلال من خلال تتبع ال facts و ال rules اللي
+
+61
+00:04:37,330 --> 00:04:40,990
+بيصيرلها fire او بالأحرى ال rules تحديدا اللي
+
+62
+00:04:40,990 --> 00:04:44,350
+بيصيرلها fire طبعا ال fire معناها هنا ان ال rule
+
+63
+00:04:44,350 --> 00:04:49,470
+دي بيصيرلها execution تنفيذفبالتالي بيقدر انه يعمل
+
+64
+00:04:49,470 --> 00:04:53,790
+explain كيف اتوصل ل conclusion معين بالاضافة انه
+
+65
+00:04:53,790 --> 00:04:58,430
+why انه يعمل explanation انه يحدد why انه هذه
+
+66
+00:04:58,430 --> 00:05:04,010
+البيانات انه مطلوبة يعني على سبيل المثال انه يعني
+
+67
+00:05:04,010 --> 00:05:08,810
+انا طلبت معلومة معينة يعني مثلا لو انا كنت طبيب
+
+68
+00:05:08,810 --> 00:05:17,270
+وجيت سألته يعني كدهشاو او يعني انه الكحة اللي
+
+69
+00:05:17,270 --> 00:05:21,190
+موجودة عندك هل هي جافة او مش جافة لو انا سألته انه
+
+70
+00:05:21,190 --> 00:05:23,650
+انت ليش محتاج هذه المعلومة بقدر انه انا اعمله
+
+71
+00:05:23,650 --> 00:05:28,240
+explanationإنه على سبيل مثال إنه هذه الكحة أو إذا
+
+72
+00:05:28,240 --> 00:05:33,620
+كانت الكحة جفا فبالتالي بيكون أنه التشخيص كذا وإذا
+
+73
+00:05:33,620 --> 00:05:39,880
+كانت الكحة مصاحبة بيكون معاها بلغا فبالتالي بيكون
+
+74
+00:05:39,880 --> 00:05:45,360
+التشخيص كذا فهي فهي المقصود ب why أنه ليش أنا بقدر
+
+75
+00:05:45,360 --> 00:05:51,020
+أو ليش أنا يعني في عندي قدرة أنه يزودني أنه أنا
+
+76
+00:05:51,020 --> 00:05:55,340
+بتفسير ليش أنا سألت عن هذه المعلومةطبعا في ال
+
+77
+00:05:55,340 --> 00:05:59,160
+conventional paragraphs مافيش explanation لنتيجة
+
+78
+00:05:59,160 --> 00:06:04,540
+معينة أو ليش بطلب input معين طبعا هذه النقطة
+
+79
+00:06:04,540 --> 00:06:07,720
+التالتة النقطة الرابعة في ال comparison اللي هو
+
+80
+00:06:07,720 --> 00:06:11,960
+موضوع ال inexact reasoning لما يكون في أنا عندي
+
+81
+00:06:11,960 --> 00:06:18,070
+المعلومات ناقصة أو uncertainطبعا او غامضة fuzzy
+
+82
+00:06:18,070 --> 00:06:22,910
+طبعا هذا الكلام كلها مرادفات ليعني ايه يعني لشيء
+
+83
+00:06:22,910 --> 00:06:27,230
+واحد انه انا لما يكون في عندي هنا معلومات ناقصة او
+
+84
+00:06:27,230 --> 00:06:31,990
+غير متأكد منها او معلومات غامضة طبعا ال human
+
+85
+00:06:31,990 --> 00:06:35,550
+expert بقدر ان هو يتعامل مع هذه المعلومات و بقدر
+
+86
+00:06:35,550 --> 00:06:39,090
+ان هو يستنتج كذلك ال expert system ك software في
+
+87
+00:06:39,090 --> 00:06:43,020
+عنده القدرةفي التعامل مع الشغلات هذه من خلال ال
+
+88
+00:06:43,020 --> 00:06:46,860
+fuzzy logic اللي احنا هنشوفه ان شاء الله في باب
+
+89
+00:06:46,860 --> 00:06:51,080
+قادم اما ال conventional programs ما بيقدر يتعامل
+
+90
+00:06:51,080 --> 00:06:55,920
+الا مع البيانات اذا كانت كاملة طبعا اذا كانت
+
+91
+00:06:55,920 --> 00:06:59,760
+البيانات ناقصة ما بيقدر ان هو يعالج البيانات طبعا
+
+92
+00:06:59,760 --> 00:07:06,790
+النقطة الخامسة في في المقارنةإنه طبعا ال human
+
+93
+00:07:06,790 --> 00:07:12,350
+expert بطبيعة الحال كل البشر بيعملوا أخطاء تمام و
+
+94
+00:07:12,350 --> 00:07:16,710
+خصوصا لما تكون المعلومات ناقصة أو غامضة فبالتالي
+
+95
+00:07:16,710 --> 00:07:20,010
+مدام ال human expert مسموح أنه يعمل أخطاء فبالتالي
+
+96
+00:07:20,010 --> 00:07:26,290
+الدماء ال expert system كذلك أنه ممكن أنه يعني
+
+97
+00:07:26,290 --> 00:07:30,530
+بيكون مسموحله أنه يعمل أخطاء في حال أنه كان
+
+98
+00:07:30,530 --> 00:07:35,120
+المعلومات ناقصة أو فظيطبعا بيضل زي ما حكينا انه
+
+99
+00:07:35,120 --> 00:07:38,400
+جداش هامش هذا الربع ال .. ال .. ال .. هامش ال ..
+
+100
+00:07:38,400 --> 00:07:42,180
+الخطأ لأنه هذا الكلام من domain ل domain تاني
+
+101
+00:07:42,180 --> 00:07:46,580
+بيختلف تمام فبالتالي بيعتمد على طبيعة ال domain
+
+102
+00:07:46,580 --> 00:07:50,560
+طبعا لما تكون المعلومات ناقصة ما بيعطيني أي
+
+103
+00:07:50,560 --> 00:07:58,260
+solution على الإطلاق هنا تمام طبعا هناطبعا في تحسن
+
+104
+00:07:58,260 --> 00:08:03,400
+في عملية في جودة حل المشاكل في ال human expert هذه
+
+105
+00:08:03,400 --> 00:08:08,280
+النقطة السادسة تمام طبعا هذا الكلام بيتم على الوقت
+
+106
+00:08:08,280 --> 00:08:14,640
+بالمعرفة أو التعلم المتراكم من يعني عبر عدة سنوات
+
+107
+00:08:14,640 --> 00:08:23,340
+تمام و هنا طريقة التحسين لجودة حل المشاكل بتكون
+
+108
+00:08:23,340 --> 00:08:28,030
+بإضافة قواعد جديدةطبعا ما بيكون هذا شيء من نفسه
+
+109
+00:08:28,030 --> 00:08:31,430
+لأن ال expert system ما عنده القدرة ان هو يتعلم
+
+110
+00:08:31,430 --> 00:08:38,030
+طبعا هنا ب .. ب .. بتم تحسين ال quality تبع ال
+
+111
+00:08:38,030 --> 00:08:42,410
+problem solving من خلال تغيير ال algorithm أو ال
+
+112
+00:08:42,410 --> 00:08:45,790
+code نفسه انه ممكن ان احنا نحسنه يعطينا نتائج افضل
+
+113
+00:08:45,790 --> 00:08:48,510
+من خلال تحسين ال algorithm فبالتالي النقطة السادسة
+
+114
+00:08:49,450 --> 00:08:53,570
+بتركز في موضوع ان احنا كيف ممكن انحسن من جودة
+
+115
+00:08:53,570 --> 00:09:00,450
+الحلول او حل المشاكل اللي .. اللي .. اللي بعالجها
+
+116
+00:09:00,450 --> 00:09:07,430
+كل نظام طبعا ال human expert طبعا هذا كلام في ال
+
+117
+00:09:07,430 --> 00:09:11,430
+human expert في الشغل هذه موجودة بتكون خلال عدة
+
+118
+00:09:11,430 --> 00:09:14,710
+سنوات انه بيصير فيه تحسن في حل المشاكل اللي
+
+119
+00:09:14,710 --> 00:09:19,150
+بواجههاطبعا في ال expert system من خلال إضافة
+
+120
+00:09:19,150 --> 00:09:24,250
+قواعد جديدة و ال conventional program من خلال
+
+121
+00:09:24,250 --> 00:09:28,070
+إعادة هيكلة أو تغيير ال algorithm أو ال code اللي
+
+122
+00:09:28,070 --> 00:09:33,710
+بكتبه المبرمج تمام طيب الأن بدأ ننتقل لموضوع اليوم
+
+123
+00:09:34,580 --> 00:09:38,120
+اللي هو ال forward chaining and backward chaining
+
+124
+00:09:38,120 --> 00:09:43,880
+طبعا المفهوم ال chaining هو تسلسل يعني تسلسل عملية
+
+125
+00:09:43,880 --> 00:09:49,740
+الاستنتاج كيف الاستنتاج انه بتم فبالتالي انا في
+
+126
+00:09:49,740 --> 00:09:54,320
+عندي طريقتين ال forward انه يعني الطريقة انه بتمشي
+
+127
+00:09:54,320 --> 00:09:59,700
+بشكل تسلسلي بشكل تتابعي و ال backward بتمشي بشكل
+
+128
+00:09:59,700 --> 00:10:05,990
+عكسيتمام؟ فهذه الطريقتين هنشوف كيف بتتم التعامل
+
+129
+00:10:05,990 --> 00:10:09,210
+معاها و هنشوف إيش الفرق بين أتها فبالتالي في ال
+
+130
+00:10:09,210 --> 00:10:12,670
+rule based expert system ال domain knowledge زي ما
+
+131
+00:10:12,670 --> 00:10:15,650
+احنا اتعودنا أنه بيتم تمثيلها على شكل if then
+
+132
+00:10:15,650 --> 00:10:19,030
+rules أو بنسميها production rules و حكينا ليش
+
+133
+00:10:19,030 --> 00:10:23,050
+بنسميها production rules لأن هي فعليا بتنتج حقائق
+
+134
+00:10:23,050 --> 00:10:29,830
+جديدةوالبيانات بتم التعبير عنها عبارة عن مجموعة من
+
+135
+00:10:29,830 --> 00:10:34,030
+ال facts اللي بتعبر عن الحالة الحالية ال current
+
+136
+00:10:34,030 --> 00:10:37,330
+situation يعني على سبيل المثال أن الجو ماطر الآن
+
+137
+00:10:37,330 --> 00:10:46,150
+أو الجو يعني سرعة الرياح سرعة عالية يعني بهذا
+
+138
+00:10:46,150 --> 00:10:52,690
+الشكل عملية الاستنتاج ال inferenceأو محرك
+
+139
+00:10:52,690 --> 00:10:57,570
+الاستنتاج بروح بقارن كل rule مخزنة فيه أنا عندي في
+
+140
+00:10:57,570 --> 00:11:01,370
+ال knowledge base مع ال facts اللي موجودة في ال
+
+141
+00:11:01,370 --> 00:11:07,370
+database إذا صار في مطابقة match تمام؟ يعني هاي ..
+
+142
+00:11:07,370 --> 00:11:11,550
+هاي .. هاي معنى كلام if the conditionإذا .. إذا ال
+
+143
+00:11:11,550 --> 00:11:14,730
+F part ال condition اللي هو ال F part اللي هو
+
+144
+00:11:14,730 --> 00:11:18,810
+عبارة عن condition صار فيه match لل facts فبالتالي
+
+145
+00:11:18,810 --> 00:11:23,670
+بيصير لل role انه fire fire يعني صار انه تنفيذ لل
+
+146
+00:11:23,670 --> 00:11:26,690
+.. لل role هذه صار execution فبالتالي then part
+
+147
+00:11:26,690 --> 00:11:33,160
+اللي هو ال action بتتم تنفيذهيعني ملخص الكلام انه
+
+148
+00:11:33,160 --> 00:11:38,040
+انا عندى ال rule based expert system انا فيه عندى
+
+149
+00:11:38,040 --> 00:11:41,960
+knowledge base اللى هى ال rules وفيه عندي ال facts
+
+150
+00:11:41,960 --> 00:11:46,160
+ال inference engine شو بيسوي ان هو بيروح بتطلع على
+
+151
+00:11:46,160 --> 00:11:49,900
+ال rule واحدة واحدة وبروح بشوف ال rule هاى كل
+
+152
+00:11:49,900 --> 00:11:53,420
+واحدة ال F condition فيها اللى بتحققطبعا هذا
+
+153
+00:11:53,420 --> 00:11:55,980
+الكلام كيف بيعرف انه اتحقق ولا لا بروح بتطلع على
+
+154
+00:11:55,980 --> 00:12:00,740
+ال fact اذا اتحقق هذا ال condition بروح بنفذ هاي
+
+155
+00:12:00,740 --> 00:12:04,460
+ال rule و هكذا طبعا هذه العملية بنسميها انه بيصير
+
+156
+00:12:04,460 --> 00:12:10,360
+فينا عندي fire لل rule طبعا لان ال matching لل if
+
+157
+00:12:10,360 --> 00:12:17,540
+part مع ال facts هذا بنسمي inference chain ايش
+
+158
+00:12:17,540 --> 00:12:20,240
+معناته ال inference chain ايش معناته هذا الكلام ان
+
+159
+00:12:20,240 --> 00:12:26,550
+هو في عندي rule رقم واحدتم تنفيذها قدت انه لوجود
+
+160
+00:12:26,550 --> 00:12:32,330
+حقائق جديدة الحقائق هذه قدت لها تنفيذ rule تانية
+
+161
+00:12:32,330 --> 00:12:37,270
+وال rule التانية انه قدت لها حقائق تالتةتمام؟
+
+162
+00:12:37,270 --> 00:12:42,090
+حقائق جديدة تنفيذها أدى لتنفيذ rule .. مجموعة rule
+
+163
+00:12:42,090 --> 00:12:48,290
+أخرى و هكذا، هاي معنات سلسلة الاستنتاج، تمام؟ يعني
+
+164
+00:12:48,290 --> 00:12:54,390
+سلسلة الاستنتاج بمعنى آخر، ان هنا في عندي مجموعة
+
+165
+00:12:54,390 --> 00:12:58,710
+من الحقائق بتم تحقيقها، بيأدى لوجودعفوا ان انا
+
+166
+00:12:58,710 --> 00:13:04,210
+عندي مجموعة من القواعد تحقيقها أدى لوجود حقاق
+
+167
+00:13:04,210 --> 00:13:09,610
+جديدة الحقاق الجديدة أدت لتشغيل قواعد جديدة و هكذا
+
+168
+00:13:09,610 --> 00:13:14,970
+هاي معنات السلسلة هاي معنات ال chain طبعا هذا
+
+169
+00:13:14,970 --> 00:13:17,630
+العملية بتستمر لغاية لما نصل احنا ل conclusion
+
+170
+00:13:17,630 --> 00:13:18,770
+معينة
+
+171
+00:13:21,170 --> 00:13:24,170
+يعني ال inference cycle هذه الرسمة بتوضح هذا
+
+172
+00:13:24,170 --> 00:13:28,990
+الكلام بشكل اللي هو ال matchfire procedure ان انا
+
+173
+00:13:28,990 --> 00:13:34,990
+عندي هذا ال inference engine تمام ال inference
+
+174
+00:13:34,990 --> 00:13:38,710
+engine هذا الكلام انه يعني هذا ال block كله كامل
+
+175
+00:13:38,710 --> 00:13:42,910
+هذا عبارة عن ال inference engine شو بيسوي فهو
+
+176
+00:13:42,910 --> 00:13:48,170
+فعليا بيعمل
+
+177
+00:13:48,170 --> 00:13:53,540
+match و firematch لاش انه بيجي بتطلع على هذه ال
+
+178
+00:13:53,540 --> 00:14:00,460
+rule ان if a is x تمام بروح بتطلع على ال fact هذه
+
+179
+00:14:00,460 --> 00:14:06,020
+هل هي موجودة في ال database؟ اه هي موجودة تمام
+
+180
+00:14:06,020 --> 00:14:12,000
+فإيش بروح بسوي؟ بروح بعمل fire لهذا ال rule طبعا
+
+181
+00:14:12,000 --> 00:14:15,780
+تنفيذ هذه ال rule اسم ايش بيستدعي إضافة fact جديدة
+
+182
+00:14:15,780 --> 00:14:20,920
+بي is y فبالتاليP is Y تم إضافتها لمجموعة ال facts
+
+183
+00:14:20,920 --> 00:14:25,880
+اللي موجودة عندى طبعا P is Y قد يكون إنه هي موجودة
+
+184
+00:14:25,880 --> 00:14:32,980
+في رول تانية وبيقدي لتنفيذها وبيقدي لإضافة حقاق
+
+185
+00:14:32,980 --> 00:14:36,260
+جديدة فهذه هي ال cycle لإن أنا عندي match و fire
+
+186
+00:14:36,260 --> 00:14:39,620
+match و fire بهذه الشكل عشان هيك احنا بنسميها
+
+187
+00:14:39,620 --> 00:14:46,010
+chainناخد مثال نشوف ايش معناه انه يكون الموضوع انا
+
+188
+00:14:46,010 --> 00:14:49,270
+عندي chain ان انا عندي مجموعة من ال rules تشغل ال
+
+189
+00:14:49,270 --> 00:14:53,250
+rule تانية طبعا ان انا عندي ال rule الأولى fy is
+
+190
+00:14:53,250 --> 00:15:00,010
+true and d is true then z is true ال rule رقم
+
+191
+00:15:00,010 --> 00:15:07,350
+اتنين fx is true and b is true and e is true y is
+
+192
+00:15:07,350 --> 00:15:11,390
+true وال rule التالتةزي ما انت شايف على الشاشة
+
+193
+00:15:11,390 --> 00:15:18,150
+أمامك انه a is true x is true طبعا في السلسلة
+
+194
+00:15:18,150 --> 00:15:22,770
+الأولى انه هاي بدي اعتبر انه هاي السلسلة الأولى
+
+195
+00:15:22,770 --> 00:15:30,750
+وهاي السلسلة التانية تمام وهاي السلسلة التالتة
+
+196
+00:15:30,750 --> 00:15:38,800
+بهذا الشكل تمام طيب الان نيجي لل role الأولىY طبعا
+
+197
+00:15:38,800 --> 00:15:46,340
+هاي cycle واحد C1 هل A موجودة؟ عفوا هل ال Y
+
+198
+00:15:46,340 --> 00:15:51,100
+موجودة؟ هل ال Y is true؟ لأ مش موجودة يبقى هاي ال
+
+199
+00:15:51,100 --> 00:15:56,760
+role مش راح تتنفس نيجي لل role التانية X موجودة؟
+
+200
+00:15:56,760 --> 00:16:00,520
+لأ مش موجودة B موجودة؟ لأ مش موجودة احنا لسه خلي
+
+201
+00:16:00,520 --> 00:16:06,100
+بالك في cycle واحدE موجودة؟ لأ مش موجودة Y موجودة؟
+
+202
+00:16:06,100 --> 00:16:09,560
+مش موجودة مش موجود ولا fact من هدول فبالتالي أصلا
+
+203
+00:16:09,560 --> 00:16:13,120
+من أول fact مدام هي موجودة and بينتهم يبقى هاي ال
+
+204
+00:16:13,120 --> 00:16:17,600
+rule مش راح تتنفذ تمام نيجي لل rule التالتة ال
+
+205
+00:16:17,600 --> 00:16:20,820
+rule التالتة بتقول إنه إذا كانت ال A موجودة يبقى
+
+206
+00:16:20,820 --> 00:16:29,820
+ال X is true فبالتالي إنه هاي قدت لووجود ال X هي
+
+207
+00:16:31,140 --> 00:16:37,100
+طبعا هذا الكلام هذه ال role اتشغلت ال chain معناته
+
+208
+00:16:37,100 --> 00:16:42,300
+ان انا بدي اعيد هذا الكلام من اول و جديد بهذا
+
+209
+00:16:42,300 --> 00:16:50,960
+الشكل بدي اجي اطلعتمام؟ انه .. هل .. يعني في .. في
+
+210
+00:16:50,960 --> 00:16:55,360
+مرحلة ما انه صارت انه في ال cycle التانية انه صار
+
+211
+00:16:55,360 --> 00:16:58,820
+.. انه صار في تغيير صارت B موجودة ال fact هذه و ال
+
+212
+00:16:58,820 --> 00:17:02,420
+E موجودة يعني على سبيل المثال انه في timeline معين
+
+213
+00:17:02,420 --> 00:17:07,640
+انه كان الجو غائم صار مشمس فبالتالي انه اتغيرت
+
+214
+00:17:07,640 --> 00:17:11,260
+الحقيقة صارت B صارت موجودة بهذا الشكل الان بنيجي و
+
+215
+00:17:11,260 --> 00:17:14,840
+بنطلع Y موجودة؟ لأ مش موجودة طبعا في ال cycle
+
+216
+00:17:14,840 --> 00:17:19,240
+التانيةتمام؟ في المرحلة التانية Y موجودة مش موجودة
+
+217
+00:17:19,240 --> 00:17:24,220
+يبقى هاي ال role كمان مرة مش راح تتنفذ نيجي الآن X
+
+218
+00:17:24,220 --> 00:17:31,420
+موجودة A موجودة هي B موجودة A هي موجودة E موجودة A
+
+219
+00:17:31,420 --> 00:17:38,610
+هي موجودة هذا أدى لوجود ال Y هناطبعا ال Y هنا بدنا
+
+220
+00:17:38,610 --> 00:17:42,570
+ندخل في مرحلة جديدة قد يكون انه في ال timeline
+
+221
+00:17:42,570 --> 00:17:47,410
+معين ظهرت ان عندي حقيقة تانية اللي هي ال D طبعا
+
+222
+00:17:47,410 --> 00:17:51,130
+فبالتالي انه انا هذه ال role already احنا نفذناها
+
+223
+00:17:51,130 --> 00:17:54,850
+اول مرة فبالتالي بدي اعيد ال cycle كمان مرة اعمل
+
+224
+00:17:54,850 --> 00:17:59,430
+كمان لفة اشوف بناء على الحقائق الجديدة اللي صارت
+
+225
+00:17:59,430 --> 00:18:02,170
+موجودة هل في role بتشتغل ولا لا ايش ال role هذه
+
+226
+00:18:02,170 --> 00:18:08,910
+بتقولإنه Y إذا كانت Y موجودة وD موجودة يعني بستنتج
+
+227
+00:18:08,910 --> 00:18:12,950
+Z فبالتالي ال Y فعلا موجودة وD موجودة فبالتالي
+
+228
+00:18:12,950 --> 00:18:17,590
+بستنتج Z فبالتالي هاي rule واحد اشتغل .. اشتغلت
+
+229
+00:18:17,590 --> 00:18:20,410
+يبقى rule واحد في ال cycle الأولى ما اشتغلت و ال
+
+230
+00:18:20,410 --> 00:18:23,910
+cycle التانية ما اشتغلت تمام لكن في ال cycle
+
+231
+00:18:23,910 --> 00:18:27,770
+التالتة اتحققت شروط طبعها ليش؟ لأنه انا في عندي
+
+232
+00:18:27,770 --> 00:18:31,470
+سلسلة من ال rules قبلها اشتغلت و أدت إلى وجود
+
+233
+00:18:31,470 --> 00:18:32,850
+حقائق جديدة
+
+234
+00:18:35,440 --> 00:18:41,200
+طيب هذا اسمه forward chaining في ال forward
+
+235
+00:18:41,200 --> 00:18:44,260
+chaining ان انا باعتمد على ال data data driven
+
+236
+00:18:44,260 --> 00:18:48,480
+reasoning معناه ذلك ان انا بناء على البيانات
+
+237
+00:18:48,480 --> 00:18:53,540
+الموجودة عندى بس تنتج حقائق بهذا الشكل طبعا على
+
+238
+00:18:53,540 --> 00:18:57,520
+شكل سلسلة طيب
+
+239
+00:19:00,170 --> 00:19:05,250
+يبقى هذا الكلام ال match fire cycle راح تضلها
+
+240
+00:19:05,250 --> 00:19:09,430
+شغالة متى راح تتوقف لما مايكن في عندي أي رول راح
+
+241
+00:19:09,430 --> 00:19:14,410
+تشتغل خلاص ساعتها بتتوقف عملية الاستنتاج إلا إذا
+
+242
+00:19:14,410 --> 00:19:19,050
+تم إضافة رول جديدة أو غفران إلا إذا تم إضافة حقيقة
+
+243
+00:19:19,050 --> 00:19:22,930
+جديدة جديدة خلينا نشوف هذا الكلام هيوضح بالمثال
+
+244
+00:19:22,930 --> 00:19:27,150
+هاي ال forward chaining طيب في ال forward chaining
+
+245
+00:19:27,150 --> 00:19:28,990
+إن أنا عندي initially إنه ال database
+
+246
+00:19:32,630 --> 00:19:39,930
+فى هنا عندى a,b,c,d,e فقط تمام و إيش هنا عندى ال
+
+247
+00:19:39,930 --> 00:19:48,990
+rules اللى هى knowledge base فى عندى هى واحد نين
+
+248
+00:19:48,990 --> 00:19:56,270
+تلاتة أربعة خمسة خمس rules تمام الآن بدي أعمل
+
+249
+00:19:56,270 --> 00:20:01,150
+match و fire بدي أجى أتطلى على الحقيقة الأولى why
+
+250
+00:20:01,150 --> 00:20:05,050
+موجودةلأ مش موجودة فبالتالي هاي ال role مش راح
+
+251
+00:20:05,050 --> 00:20:11,970
+تشتغل طبعا طيب x موجودة لأ مش موجودة طبعا أنا
+
+252
+00:20:11,970 --> 00:20:14,470
+ماكملتش هنا في ال role الأولى و ال role التانى لإن
+
+253
+00:20:14,470 --> 00:20:23,390
+أنا عندى هنا موجود and طبعا فبالتالي خلاص مافيش
+
+254
+00:20:23,390 --> 00:20:27,170
+داعي إن أنا أطلع على بقية الشروط فبالتالي هاي مش
+
+255
+00:20:27,170 --> 00:20:32,140
+راح تشتغل ال role التالتة إذا كانت a موجودةبس تنتج
+
+256
+00:20:32,140 --> 00:20:37,440
+X اي هيها A موجودة فبالتالي ال rule رقم 13 اشتغلت
+
+257
+00:20:37,440 --> 00:20:41,860
+و قد الى اضافة حقيقة جديدة اللي هي ال X طبعا بكمل
+
+258
+00:20:41,860 --> 00:20:49,520
+C موجودة هي هنا في الخطوة التانية خلي بالك ان انا
+
+259
+00:20:49,520 --> 00:20:53,600
+لسه في ال cycle الأولى لسه ال cycle ان انا لفيت
+
+260
+00:20:53,600 --> 00:20:56,740
+على كل ال rules مرة واحدة هي معناته ده الكلام عشان
+
+261
+00:20:56,740 --> 00:21:02,230
+هيك انه احنا اتطلعنا هنا على ال C تمام؟إنه هذه ال
+
+262
+00:21:02,230 --> 00:21:05,730
+role رقم 3 اشتغلت في البداية تمام بعد ما اشتغلت
+
+263
+00:21:05,730 --> 00:21:10,070
+هاي بدي أطلع هنا هل ال C موجودة؟ أه موجودة
+
+264
+00:21:10,070 --> 00:21:19,190
+فبالتالي بيأدي لإضافة ال تمام الآن بدي أروح على ال
+
+265
+00:21:19,190 --> 00:21:22,930
+role اللي بعدها ال موجودة؟ أه موجودة طب أم موجودة؟
+
+266
+00:21:22,930 --> 00:21:25,010
+لأ مش موجودة يبقى ال role هذه مش راح تشتغل
+
+267
+00:21:25,010 --> 00:21:31,600
+فبالتالي زي ما شوفنا إن ال role الأولىوالتانية و
+
+268
+00:21:31,600 --> 00:21:37,400
+الخامسة مش راح تشتغل طبعا يبقى اللي راح تشتغل
+
+269
+00:21:37,400 --> 00:21:41,240
+معايا في ال cycle الأولى اللي هي ال rule رقم تلاتة
+
+270
+00:21:41,240 --> 00:21:46,100
+و ال rule رقم أربعة فهي خلصنا ال cycle الأولى طبعا
+
+271
+00:21:46,100 --> 00:21:49,000
+ال cycle الأولى إن أنا لفيت عليهم كلهم زي هيك بدي
+
+272
+00:21:49,000 --> 00:21:52,600
+أرجع عيد الكرة في ال cycle التاني بدي أروح من أول
+
+273
+00:21:52,600 --> 00:21:59,100
+و جديد أعمل match لل rules بهذا الشكلطبعا انا عندي
+
+274
+00:21:59,100 --> 00:22:05,760
+الحقائق اللي موجودة صارت عندي هي ABCDEXOL
+
+275
+00:22:05,760 --> 00:22:15,660
+نيجي هل ال Y موجودة؟ تمام ال Y لأ مش موجودة يبقى
+
+276
+00:22:15,660 --> 00:22:24,740
+هي مش راح تشتغل ال X موجودة؟ اه موجودة تمام هي
+
+277
+00:22:24,740 --> 00:22:30,140
+موجودة من ال cycle اللي قبليهاو ال B موجودة و ال E
+
+278
+00:22:30,140 --> 00:22:35,960
+موجودة يبقى هذه ال rule هتشتغل تمام و هتنضف ال Y
+
+279
+00:22:35,960 --> 00:22:39,400
+تمام
+
+280
+00:22:39,400 --> 00:22:45,220
+بكمل ال rule التالتة A موجودة بيقدي ل X طبعا I
+
+281
+00:22:45,220 --> 00:22:51,180
+already اتنفذت في cycle سابقة و C بتقدي ل L اتنفذت
+
+282
+00:22:51,180 --> 00:22:57,230
+في cycle سابقة الان اجي اطلع على L و M L موجودةلكن
+
+283
+00:22:57,230 --> 00:23:00,090
+M مش موجودة فبالتالي هاي ال role مش راح تشتغل
+
+284
+00:23:00,090 --> 00:23:05,150
+فبالتالي فعليا في ال cycle التانية بالإضافة لل
+
+285
+00:23:05,150 --> 00:23:07,690
+role التالتة والرابعة من ال cycle الأولى اللي
+
+286
+00:23:07,690 --> 00:23:10,810
+اشتغلت في ال cycle التانية ال role التانية اشتغلت
+
+287
+00:23:10,810 --> 00:23:16,690
+هنا تمام؟ طيب هيك خلصنا ال cycle التانية بدنا نعيد
+
+288
+00:23:16,690 --> 00:23:22,030
+ال roles من أول و جديد باشي بتطلع ال Y موجودة اه
+
+289
+00:23:22,030 --> 00:23:25,930
+موجودة هيها اضافت من ال cycle اللي قبلهاو ال D
+
+290
+00:23:25,930 --> 00:23:30,310
+موجودة اه موجودة فبالتالي هذا بيقدي لحقيقة جديدة
+
+291
+00:23:30,310 --> 00:23:34,870
+اللي هي ال Z ال Z بروح بضيفها هنا على ال database
+
+292
+00:23:34,870 --> 00:23:44,070
+يبقى هي ال rule اشتغلت ال rule هي X و B و E هي X و
+
+293
+00:23:44,070 --> 00:23:49,180
+Eو P موجودة بتأدي لل Y طبعا هذه تم تنفيذها من ال
+
+294
+00:23:49,180 --> 00:23:52,580
+cycle اللي قبلها وهذه تم تنفيذها من ال cycle اللي
+
+295
+00:23:52,580 --> 00:23:56,420
+قبلها وهذه تم تنفيذها من ال cycle اللي قبلها الان
+
+296
+00:23:56,420 --> 00:24:00,580
+L و M الموجودة
+
+297
+00:24:00,580 --> 00:24:04,380
+ام مش موجودة فبالتالي هذه ال rule مش راح تشتغل
+
+298
+00:24:04,380 --> 00:24:11,480
+الان هل في ضاير انا عندىrules بيصيرلها matching
+
+299
+00:24:11,480 --> 00:24:14,420
+بناء على هذا الكلام خلاص انه أنا استنتجت ال cycle
+
+300
+00:24:14,420 --> 00:24:19,420
+الأولى أدى لإنه يعني في ال cycle الأولى ان انا
+
+301
+00:24:19,420 --> 00:24:24,580
+اشتغلت معاه R تلاتة ال rule التالتة و هنا ال rule
+
+302
+00:24:24,580 --> 00:24:28,820
+الرابعة ال rule تلاتة و ال rule أربعة أدوا لإنه ال
+
+303
+00:24:28,820 --> 00:24:31,760
+rule اتنين تشتغل في ال cycle التانية ال rule اتنين
+
+304
+00:24:31,760 --> 00:24:35,300
+لما اشتغلت أدت لإنه ال rule واحد تشتغل في ال cycle
+
+305
+00:24:35,300 --> 00:24:42,050
+التالتةو مش راح يظل اي rule قابلة ل ال match بعد
+
+306
+00:24:42,050 --> 00:24:46,210
+هاي ال cycle فبالتالي هنا ال inference بيتوقف
+
+307
+00:24:46,210 --> 00:24:51,670
+عملية الاستنتاج بتتوقف بعد تلاتة cycle تمام؟ هذا
+
+308
+00:24:51,670 --> 00:24:58,810
+هو المقصود بال forward chaining واضح؟ تمام؟ طيب
+
+309
+00:25:00,370 --> 00:25:04,210
+نشوف أيش الخصائص تبعته، فعليا الخصائص تبعته لو
+
+310
+00:25:04,210 --> 00:25:07,590
+احنا طلعنا عليه هو فعليا عبارة عن تكنيك أو أسلوب
+
+311
+00:25:07,590 --> 00:25:16,170
+لجمع المعلومات، تمام؟ وعملية الاستنتاج بتتم يعني
+
+312
+00:25:16,170 --> 00:25:20,490
+أنه بشكل تسلسلي وفي الآخر بجي بتطلع أنه بدي استنتج
+
+313
+00:25:20,490 --> 00:25:24,330
+ماتم استنتاجهبدي أنظر لها بهذه الكيفية يبقى ال
+
+314
+00:25:24,330 --> 00:25:27,890
+forward chaining هي عبارة عن عملية لجمع المعلومات
+
+315
+00:25:27,890 --> 00:25:33,690
+واستنتاج ما تم .. ما .. ما .. ما .. ما .. ما سيتم
+
+316
+00:25:33,690 --> 00:25:37,670
+استنتاجه يعني بغض النظر إيش هو لإن الهدف هو عبارة
+
+317
+00:25:37,670 --> 00:25:45,730
+عن جمع لمعلومات تمام؟ يعني بطبيعة الحال أنه على أي
+
+318
+00:25:45,730 --> 00:25:50,520
+حال أن ال forward chaining في rules كتيرةراح يتم
+
+319
+00:25:50,520 --> 00:25:55,760
+تشغيلها تمام ومالهاش علاقة بال goal تبعناأوضحلك
+
+320
+00:25:55,760 --> 00:25:58,560
+هذه النقطة، شو أنا بقصد؟ طبعا في ال forward
+
+321
+00:25:58,560 --> 00:26:01,420
+chaining، يعني على سبيل المثال، إذا كان أنا عندي
+
+322
+00:26:01,420 --> 00:26:05,960
+الهدف تبعي إن أنا أقول إنه .. إنه أنت في ال case
+
+323
+00:26:05,960 --> 00:26:10,020
+هادي، إنه أنت محق أو مش محق لو أنا كنت محامي مثلا
+
+324
+00:26:10,020 --> 00:26:15,920
+أو أنت يعني مذنب أو مش مذنب أو أنت ارتكبت جيناية
+
+325
+00:26:15,920 --> 00:26:19,260
+أو جيناية أو .. أو ما ارتكبت جيناية أو إذا كنت أنا
+
+326
+00:26:19,260 --> 00:26:22,280
+طبيببدي اجي اقول انه انا عندي ال goal في النهاية
+
+327
+00:26:22,280 --> 00:26:25,880
+اقول انه انت عندك تشخيص الفلاني positive ولا
+
+328
+00:26:25,880 --> 00:26:29,700
+negative عندك هذا المرض اللهم عافينا جميعا او
+
+329
+00:26:29,700 --> 00:26:34,180
+ماعندكش هذا المرض كنت بقول انه في ال .. في ال
+
+330
+00:26:34,180 --> 00:26:39,000
+forward chaining انه في rules كتيرة راح تشتغلبدون
+
+331
+00:26:39,000 --> 00:26:41,700
+ما يكون فيها علاقة بال goal يعني على سبيل المثال
+
+332
+00:26:41,700 --> 00:26:45,280
+ال goal انه زي ما ذكرت ان انا يعني لو كنت انا
+
+333
+00:26:45,280 --> 00:26:50,200
+محامي او خبير في القانون انا بدي اجي اصل لحدث في
+
+334
+00:26:50,200 --> 00:26:54,180
+النهاية ان انت ارتكبت جيناية او مارتكبتش جيناية او
+
+335
+00:26:54,180 --> 00:26:59,000
+انت محق او مخطئ مثلا في حالة معينة او اذا انا كنت
+
+336
+00:26:59,000 --> 00:27:05,200
+طبيب بدي اقول انه ان انت عندك تشخيص هدف positive
+
+337
+00:27:05,200 --> 00:27:09,320
+ولا negativeاللهم عفونا جميعا إنه إذا عندك المرض
+
+338
+00:27:09,320 --> 00:27:12,380
+هذا موجود أو مش موجود اللهم عفونا جميعا فبالتالي
+
+339
+00:27:12,380 --> 00:27:21,840
+في roles كتيرة بتشتغل بدون ما يكون في .. إلها
+
+340
+00:27:21,840 --> 00:27:28,940
+علاقة ب .. ب goal معين فبالتالي إذا ال goal اللي
+
+341
+00:27:28,940 --> 00:27:33,300
+احنا بدنا نستنتجه لإنه موجود هو عبارة عن fact معين
+
+342
+00:27:33,300 --> 00:27:38,030
+فبالتاليالـ Forward Chaining ممكن ما يكونش مناسب
+
+343
+00:27:38,030 --> 00:27:43,830
+لهذا الأسلوب بعبارة أخرى إنه لو احنا التطبيق تبعنا
+
+344
+00:27:43,830 --> 00:27:48,370
+بركز على goal معين ال forward chaining مش مناسب
+
+345
+00:27:48,370 --> 00:27:53,630
+لكن إذا أنا كنت بركز على استنتاج أو جمع معلومات
+
+346
+00:27:53,630 --> 00:27:57,410
+بيكون ال forward مناسب طبعا هذا كلام محل أسئلة أن
+
+347
+00:27:57,410 --> 00:28:00,690
+أنت تعرف متى مناسب أن أنت تستخدم ال forward
+
+348
+00:28:00,690 --> 00:28:04,610
+chaining أو متى تستخدمالـ backward chaining
+
+349
+00:28:04,610 --> 00:28:07,590
+فبالتالي ال forward chaining مناسب لجمع المعلومات
+
+350
+00:28:07,590 --> 00:28:12,870
+أما إذا أنت كنت بتركز على goal معين ال forward
+
+351
+00:28:12,870 --> 00:28:17,910
+chaining مش مناسب لهذا التطبيق
+
+352
+00:28:17,910 --> 00:28:21,970
+نيجي في المقابل لل backward chaining
+
+353
+00:28:24,090 --> 00:28:27,770
+الـ backward chaining بيشتغل goal driven اتذكر انه
+
+354
+00:28:27,770 --> 00:28:31,130
+ال .. ال .. ال forward chaining بيشتغل data driven
+
+355
+00:28:31,130 --> 00:28:33,750
+بيركز على البيانات اما هنا هذا بيركز على ال goal
+
+356
+00:28:33,750 --> 00:28:37,730
+انه الهدف تبعه انه يثبت goal معين او يستنتج goal
+
+357
+00:28:37,730 --> 00:28:43,570
+معين هل هو موجود ولا لا تمام فبالتالي هنا بده
+
+358
+00:28:43,570 --> 00:28:47,990
+يفترض hypothesis .. hypothesis معينةو بده يثبت في
+
+359
+00:28:47,990 --> 00:28:52,290
+النهاية ال hypothesis هذه موجودة او مش موجودة بده
+
+360
+00:28:52,290 --> 00:28:56,550
+يحاول ان هو يعملها proof انه موجودة او مش موجودة
+
+361
+00:28:56,550 --> 00:29:03,770
+تمام فبالتالي بروح بدور على ال rules دات العلاقة
+
+362
+00:29:03,770 --> 00:29:09,290
+فقط ما بيعمل execute لكل ال rules فبدور فقط على ال
+
+363
+00:29:09,290 --> 00:29:13,790
+rules دات العلاقة و هي اللي بروح بعملها fire تمام
+
+364
+00:29:17,340 --> 00:29:27,300
+طيب نشوف مثال بيوضح هاي الشغلة نشوف الآن هاي
+
+365
+00:29:27,300 --> 00:29:33,120
+مثال بيوضح ال backward chaining طبعا هنا احنا
+
+366
+00:29:33,120 --> 00:29:36,820
+بنسميه path عمّا في ال forward chaining بنسميه
+
+367
+00:29:36,820 --> 00:29:45,180
+cycle طبعا هنا الهدف تبعي هاي ال goal z
+
+368
+00:29:48,010 --> 00:29:51,330
+هي ال fact ال initial facts اللي موجودة عندي a b c
+
+369
+00:29:51,330 --> 00:29:55,330
+d e باجي بدور على ال rules اللي لها علاقة بال goal
+
+370
+00:29:55,330 --> 00:30:00,710
+تبعي ايش ال goal تبعي z طبعا هاي لها علاقة تمام
+
+371
+00:30:00,710 --> 00:30:06,390
+بهذا الشكل فبالتالي انه بسير بتطلع انه هل هذه ال
+
+372
+00:30:06,390 --> 00:30:12,630
+rule match يعني هل ال y موجودة و ال d موجودة ال d
+
+373
+00:30:12,630 --> 00:30:15,790
+موجودة من ضمن ال facts لكن ال y مش موجودة تمام
+
+374
+00:30:15,790 --> 00:30:20,870
+فبالتالي ال yعشان انا اثبت ال z لازم انا اوجد ال y
+
+375
+00:30:20,870 --> 00:30:24,050
+فبالتالي ال y هنا بتصير عبارة عن sub goal موجودة
+
+376
+00:30:24,050 --> 00:30:30,150
+عندى في ال path التانية تمام فبالتالي هنا انا بصير
+
+377
+00:30:30,150 --> 00:30:33,730
+بدور على ال y هنا الأول الهدف تبعى ال z هنا بدى
+
+378
+00:30:33,730 --> 00:30:38,850
+يصير .. بدى أدور على ال y عشان انا أثبت ال z تمام
+
+379
+00:30:38,850 --> 00:30:41,710
+فبصير بدور على ال y اللي لها علاقة بال z هيها
+
+380
+00:30:41,710 --> 00:30:46,800
+بلاجيها هي ال rule التانيةطيب باشي بتطلع على ال
+
+381
+00:30:46,800 --> 00:30:51,280
+fact سبعتها x مش موجودة طبعا ما بتطلعش على الباقي
+
+382
+00:30:51,280 --> 00:30:55,420
+b و e طبعا مادام x مش موجودة على طول بتصير عبارة
+
+383
+00:30:55,420 --> 00:31:00,160
+عن sub goal هيا صار sub goal ال x بروح بدور على ال
+
+384
+00:31:00,160 --> 00:31:04,300
+rules اللي لها علاقة بال x ك conclusion طبعا
+
+385
+00:31:04,300 --> 00:31:07,260
+بطبيعة الحال لاحظ إن أنا بركز هنا على ال
+
+386
+00:31:07,260 --> 00:31:11,430
+conclusion طبعا يبقى هناإيش ال rules اللي لها
+
+387
+00:31:11,430 --> 00:31:14,210
+علاقة بال X؟ اللي هي ال rule رقم تلاتة إذا كانت A
+
+388
+00:31:14,210 --> 00:31:18,790
+بستنتج X، آه ال A موجودة، تمام؟ فبالتالي بروح بعمل
+
+389
+00:31:18,790 --> 00:31:24,030
+fire لهذه ال rule، تمام؟ فبالتالي هنا صار عندي
+
+390
+00:31:24,030 --> 00:31:31,070
+match و fire ل rule معين، مع إن ال rule هذهموجودة
+
+391
+00:31:31,070 --> 00:31:34,350
+او انا عفوا يعني صارلها match انه اذا كانت C بس
+
+392
+00:31:34,350 --> 00:31:39,250
+تنتج L هاي هال C موجودة بس ما شغلتها بس شغلت هاي
+
+393
+00:31:39,250 --> 00:31:42,230
+ال rule شو السبب؟ لأنه انا بدور على goal معين
+
+394
+00:31:42,230 --> 00:31:46,910
+فبالتالي روحت شغلت هاي ال rule فبالتالي X بتنضاف
+
+395
+00:31:46,910 --> 00:31:50,230
+على ال database برجع لل goals تبعتي اللي هي ال
+
+396
+00:31:50,230 --> 00:31:54,370
+rule رقم 2 خلصنا ال goal الأول نيجي لل B ال B
+
+397
+00:31:54,370 --> 00:31:59,110
+موجودة اه موجودة ال E موجودة اه موجودة بس تنتج ال
+
+398
+00:31:59,110 --> 00:32:05,160
+Yفبروح بعمل execute ل rule رقم 2 و بضيف ال y أنا
+
+399
+00:32:05,160 --> 00:32:11,240
+عندي في ال database بهذا الشكل تمام فبالتالي أنا
+
+400
+00:32:11,240 --> 00:32:15,200
+حققت ال sub goal y و هنا برجع مرة تانية لل rule
+
+401
+00:32:15,200 --> 00:32:22,100
+الأولى اللي هي y و d بستنتج z فبالتالي بروح بشغل
+
+402
+00:32:22,100 --> 00:32:26,860
+بعمل fire لهذه ال rule فبالتالي بستنتج z لأن الهدف
+
+403
+00:32:26,860 --> 00:32:29,140
+تبعي أوصلت لل goal z
+
+404
+00:32:31,670 --> 00:32:38,910
+تمام؟ لأنه زي ما حكينا أنه هذه ال rule بصيرها
+
+405
+00:32:38,910 --> 00:32:42,770
+match لكن تعتبر أنه غير ذات علاقة فبالتالي أنا ما
+
+406
+00:32:42,770 --> 00:32:46,630
+بطلع عليها فبالتالي هذا ال backward chaining أن
+
+407
+00:32:46,630 --> 00:32:50,930
+أنا بركز على ال goal معين هل في تشخيص لمرض معين ..
+
+408
+00:32:50,930 --> 00:32:53,610
+ل .. ل .. ل .. ل .. هل في تشخيص positive ولا
+
+409
+00:32:53,610 --> 00:32:58,230
+negative بهذا الشكل تمام؟يبقى السؤال اللي احنا
+
+410
+00:32:58,230 --> 00:33:04,850
+سألناه سابقاً نعيد سياغته إنه كيف أستخدم أو كيف
+
+411
+00:33:04,850 --> 00:33:09,790
+أختار بين ال forward و ال backward إذا ال expert
+
+412
+00:33:09,790 --> 00:33:16,310
+محتاج إنه أجمع معلومات بروح بستخدم نظام ال forward
+
+413
+00:33:16,310 --> 00:33:20,330
+chaining على فكرة ال expert system ممكن يشتغل
+
+414
+00:33:20,330 --> 00:33:24,150
+بالنظامين يعني إنه أنا ممكن في البداية يكون هدفي
+
+415
+00:33:24,150 --> 00:33:28,110
+إن أنا أجمع معلوماتفبروح بشغله بنظام ال forward
+
+416
+00:33:28,110 --> 00:33:31,750
+بعدها بيصير ان انا بدي اثبت goal معين بروح بشغله
+
+417
+00:33:31,750 --> 00:33:36,290
+بنظام ال backward يعني بمعنى اخر انه مش بضرورة انه
+
+418
+00:33:36,290 --> 00:33:40,050
+تطبيق معين انه يا اما يكون forward بس او backward
+
+419
+00:33:40,050 --> 00:33:43,490
+بس ممكن ان هو يشتغل بالحالتين ان انا ابدا في الاول
+
+420
+00:33:43,490 --> 00:33:47,370
+جمع معلومات فبشتغل بنظام ال forward و بعدها اذا
+
+421
+00:33:47,370 --> 00:33:50,990
+فيه اندي goal معين بروح بشتغل بنظام ال backward
+
+422
+00:33:50,990 --> 00:33:57,440
+فبالتالي اذا كانت ال expert تبعيبداية ان انا بدور
+
+423
+00:33:57,440 --> 00:34:00,280
+على hypothesis معينة ان انا بدي اثبتها او لا
+
+424
+00:34:00,280 --> 00:34:04,120
+فبالتالي ال backward chaining هو ال answer طيب
+
+425
+00:34:04,120 --> 00:34:09,000
+نيجي الان لموضوع نقطة جديدة اللي هو ال conflict
+
+426
+00:34:09,000 --> 00:34:13,160
+resolution طبعا ال conflict ان انا بيكون في عندي
+
+427
+00:34:13,160 --> 00:34:17,120
+تعارض بين مجموعة من ال rules ال rules هدول بتعرضوا
+
+428
+00:34:17,120 --> 00:34:20,660
+مع بعض فبالتالي كيف احل هالتعارض يعني على سبيل
+
+429
+00:34:20,660 --> 00:34:22,780
+المثال ان انا عندي ال rule high
+
+430
+00:34:28,870 --> 00:34:34,430
+هاي ال rule انه if the traffic light is green then
+
+431
+00:34:34,430 --> 00:34:38,670
+the action is go و هنا نفس الاشي انه if the
+
+432
+00:34:38,670 --> 00:34:45,510
+traffic light is red then the action is stop تمام؟
+
+433
+00:34:45,510 --> 00:34:48,670
+و هنا if the traffic light is red then the action
+
+434
+00:34:48,670 --> 00:34:52,270
+is go طبعا مين ال rules اللي بتتعرض مع بعض؟ rule 2
+
+435
+00:34:52,270 --> 00:34:58,820
+و rule 3 طبعا نفس ال conditionتمام؟ ولكن ال action
+
+436
+00:34:58,820 --> 00:35:04,000
+مختلف انه هنا stop و هنا go في حالة انه كان ال
+
+437
+00:35:04,000 --> 00:35:08,760
+light red بهذا الشكل فبالتالي انه هنا في تعارض ايش
+
+438
+00:35:08,760 --> 00:35:13,800
+انافذ؟ rule 2 ولا rule 3؟ انافذ هاي ال rule ولا
+
+439
+00:35:13,800 --> 00:35:16,980
+هاي ال rule؟ هذا هو مفهوم ال conflict اللي انا
+
+440
+00:35:16,980 --> 00:35:21,380
+هنشوف كيف ان احنا ممكن ان احنا نحله طبعا في عدة
+
+441
+00:35:21,380 --> 00:35:28,310
+طرق لحل ال conflict resolutionحاجات في نظام ال
+
+442
+00:35:28,310 --> 00:35:32,950
+forward إذا كان في عندي اتنين من ال rules اللي
+
+443
+00:35:32,950 --> 00:35:41,140
+بيصيرلهم fire تمام ممكن أختار نظام ال topmostإيش
+
+444
+00:35:41,140 --> 00:35:44,700
+معناة هذا الكلام؟ إنه أنا بروح حسب ترتيب ال rules
+
+445
+00:35:44,700 --> 00:35:48,480
+زي هيك روح اتشغلت ال rule الأولى ال rule التانية
+
+446
+00:35:48,480 --> 00:35:52,420
+برضه match عملت action عكسي برضه بروح بشغلها طبعا
+
+447
+00:35:52,420 --> 00:35:59,940
+هذا أسلوب يعني إن أنا بشتغل بالنظام ال top most في
+
+448
+00:35:59,940 --> 00:36:00,720
+عندي أسلوب
+
+449
+00:36:03,710 --> 00:36:06,970
+يعني .. يعني هنا خلّيني أنلخص الطرق اللي ممكن
+
+450
+00:36:06,970 --> 00:36:09,490
+استخدامها في ال conflict resolution طبعا هذا الاشي
+
+451
+00:36:09,490 --> 00:36:13,150
+خاص اللي .. اللي أنا ذكرته هنا خاص في .. في ال
+
+452
+00:36:13,150 --> 00:36:16,950
+forward chaining إن هو بيستخدم نظام ال top most
+
+453
+00:36:16,950 --> 00:36:20,210
+فبالتالي إنه بيروح بيرفّذ ال role الأولى فقط ال
+
+454
+00:36:20,210 --> 00:36:25,510
+role التانية بقى بينفذها، تمام؟ الآن نشوف طرق ممكن
+
+455
+00:36:25,510 --> 00:36:28,470
+ترفع .. يعني تنفع ل ال forward chaining و ال
+
+456
+00:36:28,470 --> 00:36:32,700
+backward chainingأول طريقة إنه نظام الـhighest
+
+457
+00:36:32,700 --> 00:36:35,360
+priority يعني أنا لكل rule بروح بعطي priority
+
+458
+00:36:35,360 --> 00:36:41,420
+معينة أو salience طبعا إذا كانت two rules بصيرلهم
+
+459
+00:36:41,420 --> 00:36:44,260
+match و في نفس الوقت إنه في بيناتهم تعارض بروح
+
+460
+00:36:44,260 --> 00:36:50,510
+بنفذ ال rule اللي لها أولوية أعلىفي عندي أسلوب
+
+461
+00:36:50,510 --> 00:36:54,150
+تاني لحل النزاعات أو تعارضات بين ال roles اللي هو
+
+462
+00:36:54,150 --> 00:36:58,350
+ال most specific role بروح بشغل ال most specific
+
+463
+00:36:58,350 --> 00:37:01,210
+role إيش معناه ال most specific role بروح بتطلع
+
+464
+00:37:01,210 --> 00:37:04,550
+إنه مين ال role اللي فيها تفاصيل أكتر إيش معناه
+
+465
+00:37:04,550 --> 00:37:07,950
+التفاصيل أكتر معناه اللي فيها longest matching
+
+466
+00:37:07,950 --> 00:37:11,190
+strategy معناه اللي فيها تفاصيل أكتر أو conditions
+
+467
+00:37:11,190 --> 00:37:16,120
+أكتر هي اللي بيديها أولوية أعلىعن ال rule التانية
+
+468
+00:37:16,120 --> 00:37:19,620
+فبروح بنفذ هذه ال rule اللي فيها conditions أكتر
+
+469
+00:37:19,620 --> 00:37:23,000
+فيها تفاصيل أكتر وبيترك ال rule التانية لأنه more
+
+470
+00:37:23,000 --> 00:37:29,300
+precise أكيد بطبيعة الحال تمام؟ وفي عندي أسلوب
+
+471
+00:37:29,300 --> 00:37:34,980
+تالت إيش اسمه انه data most recently enteredطبعا
+
+472
+00:37:34,980 --> 00:37:40,220
+هذا بيعتمد أنه على البيانات اللي تم إضافتها في ال
+
+473
+00:37:40,220 --> 00:37:44,180
+database حديثا فبالتالي أنا عندي two rules تمام
+
+474
+00:37:44,180 --> 00:37:47,680
+هدول
+
+475
+00:37:47,680 --> 00:37:51,980
+ال rules يعني بيصير لهم matching تمام؟ أي واحد
+
+476
+00:37:51,980 --> 00:37:56,340
+يعني أشغل فيهم بروح بشغل ال rules اللي البيانات
+
+477
+00:37:56,340 --> 00:37:59,940
+تبعتها تم إضافتها حديثا على ال database أو بمعنى
+
+478
+00:37:59,940 --> 00:38:03,890
+آخر ال rule اللي تم إضافتها حديثا علىالـ knowledge
+
+479
+00:38:03,890 --> 00:38:13,070
+base طبعا طيب بقينا نحكي على ال meta knowledge ال
+
+480
+00:38:13,070 --> 00:38:16,870
+meta knowledge هي عبارة عن باختصار شديد جدا جدا هي
+
+481
+00:38:16,870 --> 00:38:20,750
+عبارة عن knowledge about knowledge هي عبارة عن
+
+482
+00:38:20,750 --> 00:38:25,310
+معرفة عن المعرفة أو معلومات عن المعلومات فبالتالي
+
+483
+00:38:25,310 --> 00:38:28,790
+في ال expert system ال expert system هي عبارة ال
+
+484
+00:38:28,790 --> 00:38:32,860
+rules هي عبارة عن knowledgeطبعا طيب كيف بدي أنه
+
+485
+00:38:32,860 --> 00:38:36,500
+أضيف معلومات على ال role هذه زي مثلا على سبيل
+
+486
+00:38:36,500 --> 00:38:40,420
+المثال الأولوية أو ال salience أنه بروح بضيف في
+
+487
+00:38:40,420 --> 00:38:44,320
+شغل اسمها ال meta role ليه عبارة عن ال meta
+
+488
+00:38:44,320 --> 00:38:48,120
+knowledge فبالتالي في ال meta role بروح بحدد يعني
+
+489
+00:38:48,120 --> 00:38:51,600
+خصائص لهذه ال role أو معلومات عن هذه ال role زي ال
+
+490
+00:38:51,600 --> 00:38:56,460
+salience و ال priority و متى تمت إضافة هذه ال role
+
+491
+00:38:56,460 --> 00:38:58,760
+إلى آخري من هذا الكلام طبعا
+
+492
+00:39:03,240 --> 00:39:08,100
+أخر نقطة في هذا الباب بدنا نلخص ال advantages تبع
+
+493
+00:39:08,100 --> 00:39:12,580
+ال rule based expert system طبعا ال advantages في
+
+494
+00:39:12,580 --> 00:39:15,700
+advantages عديدة فوائد ال expert system فوائد
+
+495
+00:39:15,700 --> 00:39:20,820
+عديدة طبعا أول فائدة انه natural knowledge
+
+496
+00:39:20,820 --> 00:39:26,300
+representationزي ما انتوا شايفين انه تم تمثيل ال
+
+497
+00:39:26,300 --> 00:39:29,600
+knowledge بطريقة natural بطريقة طبيعية زي ما هي
+
+498
+00:39:29,600 --> 00:39:32,940
+موجودة زي ما بتكون المعرفة موجودة عند ال domain
+
+499
+00:39:32,940 --> 00:39:36,200
+expert باشي بقول it know إذا كان الشخص عنده أعراض
+
+500
+00:39:36,200 --> 00:39:39,780
+كذا كذا كذا يبقى التشخيص تبعه كذا فبالتالي هذه
+
+501
+00:39:39,780 --> 00:39:45,020
+الطريقة مقاربة بالإلهات كبيرة لل knowledge اللي
+
+502
+00:39:45,020 --> 00:39:49,420
+موجودة عند الإنسان طبعا ال .. ال .. الميزة التانية
+
+503
+00:39:49,420 --> 00:39:53,700
+اللي هي ال uniform structureإيش معناه ال uniform
+
+504
+00:39:53,700 --> 00:39:56,660
+structure؟ إنه كل ال knowledge هذا إيها صيغة موحدة
+
+505
+00:39:56,660 --> 00:40:02,520
+ليه ال if then structure فبالتالي هذا بيسهل تطوير
+
+506
+00:40:02,520 --> 00:40:06,300
+ال knowledge أنا عندي أو تطوير ال expert system
+
+507
+00:40:06,300 --> 00:40:09,200
+اللي معتمد على ال rule based expert system بشكل
+
+508
+00:40:09,200 --> 00:40:14,210
+كبير الخاصية التالتةاللي هي عملية الفصل هذا الكلام
+
+509
+00:40:14,210 --> 00:40:17,610
+ذكرناه كتير يعني هذه أهم ميزة عملية الفصل ال
+
+510
+00:40:17,610 --> 00:40:20,230
+knowledge من ال processing فبالتالي أنا عندي ال
+
+511
+00:40:20,230 --> 00:40:23,630
+inference engine عبارة عن component و ال knowledge
+
+512
+00:40:23,630 --> 00:40:27,010
+base و ال database عبارة عن components تانية
+
+513
+00:40:27,010 --> 00:40:30,930
+مختلفة فالفصل هذا بسهل عملية التطوير ال expert
+
+514
+00:40:30,930 --> 00:40:36,150
+system بشكل كبير طبعا الخاصية الرابعة اللي هو
+
+515
+00:40:36,150 --> 00:40:40,150
+القدرة على التعامل مع ال incomplete information و
+
+516
+00:40:40,150 --> 00:40:44,090
+ال uncertain knowledgeوزي ما هنشوف الأبواب الجاية
+
+517
+00:40:44,090 --> 00:40:47,150
+لما احنا ناخد ال fuzzy expert system او ال fuzzy
+
+518
+00:40:47,150 --> 00:40:51,330
+systems بيكون انا عندي المعلومات غامضة فبالتالي
+
+519
+00:40:51,330 --> 00:40:55,350
+ممكن ان هو يستمتش في ظل وجود معلومات غامضة او
+
+520
+00:40:55,350 --> 00:40:59,810
+معلومات ناقصة هيك بنكون خلصنا ال advantages أربع
+
+521
+00:40:59,810 --> 00:41:02,870
+advantages نيجي الآن لال disadvantages
+
+522
+00:41:05,800 --> 00:41:09,020
+Disadvantages لـ Rule Based Express System اول
+
+523
+00:41:09,020 --> 00:41:13,520
+disadvantage ممكن تكون انه بعض ال rules ممكن تكون
+
+524
+00:41:13,520 --> 00:41:18,320
+او افن العلاقات بين ال rules ممكن تكون غامضة صحيح
+
+525
+00:41:18,320 --> 00:41:23,100
+ان عندي rules كتيرةتمام؟ ممكن أنه ال rule high مع
+
+526
+00:41:23,100 --> 00:41:27,360
+ال rule high أيش العلاقة بينتهم ممكن تحتاج إلى وقت
+
+527
+00:41:27,360 --> 00:41:30,900
+طويل لتحليل العلاقة بينتهم فبالتالي بعض ال rules
+
+528
+00:41:30,900 --> 00:41:34,840
+العلاقة بينتهم ممكن تكون مش واضحة هذه واحدة من ال
+
+529
+00:41:34,840 --> 00:41:41,280
+disadvantages أنه معرفة يعني تأثير العلاقات ال
+
+530
+00:41:41,280 --> 00:41:46,100
+rules مع بعضال disadvantage التاني اللي هو ال
+
+531
+00:41:46,100 --> 00:41:50,500
+ineffective search strategy طبعا عملية ال match و
+
+532
+00:41:50,500 --> 00:41:54,360
+ال execute انه انا فعليا انا بدور بعمل match بعمل
+
+533
+00:41:54,360 --> 00:41:57,600
+search على اي role اللي بيصيرلها match فبالتالي
+
+534
+00:41:57,600 --> 00:42:01,040
+انا في عندي استراتيجيات مختلفة في البحث و ال
+
+535
+00:42:01,040 --> 00:42:03,820
+search algorithm بحد ذاتها فيه لها complexity فيه
+
+536
+00:42:03,820 --> 00:42:10,500
+لها يعني big connotation طبعا بطبيعة الحالإذا كانت
+
+537
+00:42:10,500 --> 00:42:17,420
+انا عندي production system فيه meet role ممكن هذا
+
+538
+00:42:17,420 --> 00:42:20,680
+ياخد وقت طويل جدا جدا في ال execution لأنه بياخد
+
+539
+00:42:20,680 --> 00:42:25,720
+انا عندي الاستنتاج عدة cycles فبالتالي انه بياخد
+
+540
+00:42:25,720 --> 00:42:30,240
+وقت طويل جدا وممكن يكون مش مناسب في ال real-time
+
+541
+00:42:30,240 --> 00:42:32,910
+applicationsإيش المقصود بال real-time
+
+542
+00:42:32,910 --> 00:42:35,850
+applications؟ ال real-time applications اللي هي ال
+
+543
+00:42:35,850 --> 00:42:38,890
+express system اللي بتحتاج استجابة في الوقت
+
+544
+00:42:38,890 --> 00:42:41,790
+الحقيقي في ال real-time يعني على سبيل المثال أنا
+
+545
+00:42:41,790 --> 00:42:45,130
+في عندي express system بتحكم في إنه يفتح السد أو
+
+546
+00:42:45,130 --> 00:42:49,110
+يسكر السد في نهر معين طبعا إذا كانت الاستجابة
+
+547
+00:42:49,110 --> 00:42:53,480
+طبعته بطيقة لأنه مشغول في الاستنتاجلأن الاستنتاج
+
+548
+00:42:53,480 --> 00:42:58,100
+يعني أنه search strategy المستخدمة في الاستنتاج مش
+
+549
+00:42:58,100 --> 00:43:01,260
+فعالة فبالتالي بياخد وقت طويل فبالتالي ممكن يفيد
+
+550
+00:43:01,260 --> 00:43:04,980
+النهر و هو لسه ما أخدش قرار أنه يفتح السد أو يسكره
+
+551
+00:43:04,980 --> 00:43:12,560
+أو يفتحه بدرجة معينة، تمام؟ طبعا ال disadvantage
+
+552
+00:43:12,560 --> 00:43:19,810
+التالتة اللي هي عدم القدرة على التعلمطبعا انه احنا
+
+553
+00:43:19,810 --> 00:43:22,270
+حكينا سابقا انه احنا ممكن نحسن اداء ال expert
+
+554
+00:43:22,270 --> 00:43:25,850
+system بإنه أيش نسوي ان احنا نضيف role جديدة هو
+
+555
+00:43:25,850 --> 00:43:29,590
+فعليا في حداته ماعندوش القدرة ان هو يضيف role من
+
+556
+00:43:29,590 --> 00:43:34,150
+حاله فبالتالي لازم ال domain expert او ال
+
+557
+00:43:34,150 --> 00:43:36,890
+knowledge engineer هو يضيفله role فبالتالي هو
+
+558
+00:43:36,890 --> 00:43:40,870
+ذاتيا ماعندوش القدرة ان هو يتعلم لوحده فهذه
+
+559
+00:43:40,870 --> 00:43:43,410
+disadvantage بينما لو قررنا هذا الكلام بال human
+
+560
+00:43:43,410 --> 00:43:50,220
+expertأكيد الـ human expert بتعلم
+
+561
+00:43:50,220 --> 00:43:56,000
+من أخطائه و في بعض الأحيان ممكن يعمل break لل
+
+562
+00:43:56,000 --> 00:44:00,160
+rules في .. في .. في .. في .. في وقت معين لأنه
+
+563
+00:44:00,160 --> 00:44:03,360
+عنده خبرة و عنده معرفة انه اه في هذه الحالة ال
+
+564
+00:44:03,360 --> 00:44:08,940
+rules بيكون عديمة الفائدة فبالتالي بيتبعheuristic
+
+565
+00:44:08,940 --> 00:44:15,120
+معين هيك ممكن خلصنا الباب المتعلق بال role based
+
+566
+00:44:15,120 --> 00:44:19,400
+express system بيضل إذا في عندكم أي استفسارات أو
+
+567
+00:44:19,400 --> 00:44:24,240
+نقاشات ان شاء الله هنقشها على ال model ويعطيكم
+
+568
+00:44:24,240 --> 00:44:24,600
+العامة
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4.srt
new file mode 100644
index 0000000000000000000000000000000000000000..cd0cd4dca9dcc37e6b9562a38802b340af7fab2a
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4.srt
@@ -0,0 +1,1822 @@
+
+1
+00:00:05,260 --> 00:00:07,280
+بسم الله الرحمن الرحيم يعطيكم العافية يا شباب
+
+2
+00:00:07,280 --> 00:00:10,320
+اليوم إن شاء الله بدنا نحكي عن الـ rule based
+
+3
+00:00:10,320 --> 00:00:15,480
+expert system طبعاً هذا عبارة عن الباب الثاني من
+
+4
+00:00:15,480 --> 00:00:20,240
+كتاب artificial intelligence intelligent guide to
+
+5
+00:00:20,240 --> 00:00:25,840
+a guide to intelligent systems في الحقيقة في
+
+6
+00:00:25,840 --> 00:00:30,060
+البداية احنا بدنا نبدأ نتعرف أو نحكي عن شو مفهوم
+
+7
+00:00:30,060 --> 00:00:32,580
+الـ knowledge مفهوم الـ knowledge هي عبارة عن
+
+8
+00:00:32,580 --> 00:00:37,070
+theoretical أو practical understanding لـ subject أو
+
+9
+00:00:37,070 --> 00:00:40,210
+domain معين طبعاً احنا هنا بنركز على subject أو
+
+10
+00:00:40,210 --> 00:00:47,810
+domain معين لأنه المعرفة مش بت… يعني مش بضرورة
+
+11
+00:00:47,810 --> 00:00:53,210
+أن هي تكون معرفة مطلقة في عدة مجالات، فبالتالي أنا
+
+12
+00:00:53,210 --> 00:00:56,890
+بشتغل في مجال معين، فبالتالي بيكون في عندي معرفة في
+
+13
+00:00:56,890 --> 00:00:59,690
+منطقة معينة بشتغل فيها كسنوات، إن أنا مثلاً بكون
+
+14
+00:00:59,690 --> 00:01:02,850
+خبير في القانون أو خبير في الاقتصاد أو بكون خبير
+
+15
+00:01:02,850 --> 00:01:09,070
+في ال… ال… في المجال الطبي، فبالتالي إنه في
+
+16
+00:01:09,070 --> 00:01:14,390
+subject أو domain معين، تمام؟ طبعاً إن الـ knowledge
+
+17
+00:01:15,770 --> 00:01:19,290
+معرفة هو ما تم معرفته لغاية الآن، برضه هذا أنه
+
+18
+00:01:19,290 --> 00:01:24,230
+تعريف ثاني أنه معرفة، أنه ما تم معرفته لغاية الآن، و
+
+19
+00:01:24,230 --> 00:01:27,490
+الـ knowledge هي… المعرفة هي القدرة، knowledge is
+
+20
+00:01:27,490 --> 00:01:31,430
+power، طبعاً لما يكون الشخص في عنده معرفة أكيد
+
+21
+00:01:31,430 --> 00:01:34,710
+بطبيعة الحال بيكون في عنده القدرة أنه يسوي أشياء
+
+22
+00:01:34,710 --> 00:01:38,410
+كتيرة، فبالتالي القرارات اللي بيتاخدها والأفعال
+
+23
+00:01:38,410 --> 00:01:42,210
+اللي بيسويها بتفرق بشكل كبير بين أنه يكون في عنده
+
+24
+00:01:42,210 --> 00:01:47,810
+معرفة وبين ما يكونش في عنده معرفة، تمام؟ فهنا لو
+
+25
+00:01:47,810 --> 00:01:51,610
+طلعنا على أي شخص مننا ممكن يكون هو domain expert
+
+26
+00:01:51,610 --> 00:01:57,370
+في مجال معين وعنده معرفة عميقة في مجال معين، طبعاً
+
+27
+00:01:57,370 --> 00:02:01,170
+المعرفة هذه إن هي عبارة عن مجموعة من الـ facts و
+
+28
+00:02:01,170 --> 00:02:04,410
+مجموعة من الـ rules، أنا لما يكون في عندي خبرة في
+
+29
+00:02:04,410 --> 00:02:09,350
+مجال معين، طبعاً الخبرة هذه بتكون بشكل مُهيكل، إن أنا
+
+30
+00:02:09,350 --> 00:02:13,570
+عندي مجموعة من الـ facts ومجموعة من الـ rules، الـ
+
+31
+00:02:13,570 --> 00:02:16,210
+facts هي مجموعة من الحقائق، إن أنا مثلاً على سبيل
+
+32
+00:02:16,210 --> 00:02:19,490
+المثال، إن المعرفة النظرية أنا عندي أنا بعرف
+
+33
+00:02:19,490 --> 00:02:22,390
+مجموعة من الحقائق، يعني على سبيل المثال بعرف إنّ إن
+
+34
+00:02:22,390 --> 00:02:26,120
+الأرض كروية وبعرف إنه في عندي حاجة اسمها جاذبية
+
+35
+00:02:26,120 --> 00:02:31,520
+فبالتالي هذه عبارة عن facts، مجموعة الـ rules إنّ
+
+36
+00:02:31,520 --> 00:02:37,600
+بتصير إنّ بشكل شرطي، إن إذا صار في شرط معين، هذا
+
+37
+00:02:37,600 --> 00:02:41,520
+بيولد إن يكون في عندي حقيقة معينة أو action معين
+
+38
+00:02:41,520 --> 00:02:47,280
+فبالتالي إن لو ارتفعت ضغط ال… ال… الهواء، فبالتالي
+
+39
+00:02:47,280 --> 00:02:51,440
+راح يصير كذا، فبالتالي هذه هي المعرفة إنّ بتكون على
+
+40
+00:02:51,440 --> 00:03:00,020
+شكل حقائق وعلى شكل قواعد، طبعاً
+
+41
+00:03:00,020 --> 00:03:03,900
+ال… ال… الـ area احنا ممكن إن احنا نحددها، إن
+
+42
+00:03:03,900 --> 00:03:06,580
+أنا ممكن أحكي إن أنا domain expert في مجال معين
+
+43
+00:03:07,020 --> 00:03:12,020
+تمام؟ وممكن أحكي إنه أنا domain، يعني إنه نوسّع
+
+44
+00:03:12,020 --> 00:03:17,060
+الخبرة تبعيتي ل… لو كنت أنا شخص عندي مهارات كثيرة
+
+45
+00:03:17,060 --> 00:03:24,620
+طيب، نشوف إن عملية التفكير عند الإنسان بتكون دَ
+
+46
+00:03:24,620 --> 00:03:30,720
+بشكل داخلي، يعني في عقل الإنسان، طبعاً صعب جداً إن هي
+
+47
+00:03:30,720 --> 00:03:35,910
+العملية المعقدة إن يتم تمثيلها بهذه البساطة، تمام؟
+
+48
+00:03:35,910 --> 00:03:41,990
+على شكل algorithm، يعني على سبيل المثال، لكن معظم الـ
+
+49
+00:03:41,990 --> 00:03:46,550
+experts بيكونوا قادرين على التعبير عن الـ knowledge
+
+50
+00:03:46,550 --> 00:03:50,830
+اللي موجودة عندهم من خلال مجموعة من الـ rules، يعني
+
+51
+00:03:50,830 --> 00:03:53,190
+على سبيل المثال، بيستخدموا هاي الـ rules في الـ
+
+52
+00:03:53,190 --> 00:03:56,230
+problem solving، يعني على سبيل المثال، إن كيف… شو
+
+53
+00:03:56,230 --> 00:03:59,090
+معنى الـ rule، إن… يعني… هاي مثال عليها، إن إذا
+
+54
+00:03:59,090 --> 00:04:03,050
+الـ traffic light is green، then the action is go
+
+55
+00:04:03,050 --> 00:04:07,270
+فبالتالي مُكوّنة من جزئين، الـ if و then part، الـ if
+
+56
+00:04:07,270 --> 00:04:10,130
+بيحتوي على الـ condition، والـ then بيحتوي على الـ
+
+57
+00:04:10,130 --> 00:04:14,050
+conclusion، هنا مثال ثاني للـ rule، إن إذا كان الـ
+
+58
+00:04:14,050 --> 00:04:18,050
+traffic light is red، فبالتالي الـ action بيكون stop
+
+59
+00:04:18,050 --> 00:04:19,710
+طيب
+
+60
+00:04:22,070 --> 00:04:25,850
+طبعاً مصطلح الـ rules أنا عندي في الـ AI مُستخدم على
+
+61
+00:04:25,850 --> 00:04:28,990
+نطاق واسع ومُستخدم في الـ knowledge representation
+
+62
+00:04:29,560 --> 00:04:31,780
+طبعاً احنا عرفنا إيش هي الـ knowledge، الـ knowledge
+
+63
+00:04:31,780 --> 00:04:35,900
+إن هي عبارة عن مجموعة، ما تم معرفته لغاية لغاية
+
+64
+00:04:35,900 --> 00:04:40,760
+مجموعة من الحقائق بالإضافة لمجموعة من القواعد، وهذه
+
+65
+00:04:40,760 --> 00:04:44,520
+الطريقة في تمثيل المعرفة مُستخدمة في الـ AI على شكل
+
+66
+00:04:44,520 --> 00:04:49,460
+بشكل نطاق واسع، وواحدة من الطرق المستخدمة اللي هي الـ if
+
+67
+00:04:49,460 --> 00:04:53,000
+then structure، فبالتالي أنا بيكون في عندي هنا الـ if
+
+68
+00:04:53,000 --> 00:05:00,390
+part within part، طبعاً هي عبارة عن مجموعة من القواعد
+
+69
+00:05:00,390 --> 00:05:03,830
+اللي أنا ممكن استخدمها لحل إشكاليات معينة، كيف يعني؟
+
+70
+00:05:03,830 --> 00:05:06,870
+على سبيل المثال، يعني أنا ممكن أحكي إنّ
+
+71
+00:05:08,980 --> 00:05:11,900
+في عندي قاعدة معينة، لو أنا كنت طبيب مثلاً، باجي بحكي
+
+72
+00:05:11,900 --> 00:05:15,380
+إنّه إذا كانت… إذا كان في حرارة وكان فيه سيلان
+
+73
+00:05:15,380 --> 00:05:18,620
+في الأنف، فبالتالي التشخيص الطبي بيكون كذا، فأنا
+
+74
+00:05:18,620 --> 00:05:23,820
+استخدمت قواعد بهذا الشكل، زي هيك، طبعاً ال… الأجزاء
+
+75
+00:05:23,820 --> 00:05:27,400
+اللي أنا عندي في الـ if part والـ within part، بيُطلق
+
+76
+00:05:27,400 --> 00:05:31,460
+تسمية، الـ if part بيسموها الـ antecedent أو الـ
+
+77
+00:05:31,460 --> 00:05:36,120
+premise أو الـ condition، هذه كلها مسميات لنفس الشيء
+
+78
+00:05:36,120 --> 00:05:39,160
+اللي هي الجزئية المتعلقة بالـ if part، فبالتالي هنا
+
+79
+00:05:39,160 --> 00:05:47,460
+أنا عندي هنا if، والـ if هي إن أنا عندي هذا الـ if part
+
+80
+00:05:47,460 --> 00:05:56,160
+زي هيك، لي استخدم القلم الثاني، تمام؟ وهنا then، و
+
+81
+00:05:56,160 --> 00:06:00,160
+هذا الـ then part، هذا حكينا إنّه تسميته antecedent
+
+82
+00:06:06,320 --> 00:06:12,240
+أو premise أو
+
+83
+00:06:12,240 --> 00:06:19,140
+مسمى ثالث اللي هو condition، طبعاً
+
+84
+00:06:19,140 --> 00:06:22,460
+condition لإنه بيكون فيه شرط، يعني على سبيل المثال
+
+85
+00:06:22,460 --> 00:06:26,300
+إنّه إذا كانت في حرارة مرتفعة، الحرارة مرتفعة، معناه
+
+86
+00:06:26,300 --> 00:06:29,580
+ذلك إنّه true أو false، أو إذا كانت الحرارة أعلى
+
+87
+00:06:29,580 --> 00:06:33,540
+مثلاً من 38، أكبر من 38، عشان هيك إنّه بتكون condition
+
+88
+00:06:34,280 --> 00:06:37,720
+طبعاً الجزء هذا consequent… consequent اللي هو
+
+89
+00:06:37,720 --> 00:06:43,580
+يعني عاقبة، إنّه تحقق هذا الشرط، شو العاقبة تبعته، أو شو
+
+90
+00:06:43,580 --> 00:06:49,320
+النتيجة تبعته، بنسميها consequent أو
+
+91
+00:06:49,320 --> 00:06:54,080
+ممكن إن احنا نسميها conclusion
+
+92
+00:07:00,210 --> 00:07:04,630
+استنتاج، عبارة عن تشخيص طبي، تمام؟ أو ممكن تكون
+
+93
+00:07:04,630 --> 00:07:05,470
+action معين
+
+94
+00:07:08,390 --> 00:07:11,710
+زي الـ slide اللي احنا شفناها في، يعني الـ slide
+
+95
+00:07:11,710 --> 00:07:15,430
+السابقة، إن احنا شفنا هنا إن إذا الـ traffic
+
+96
+00:07:15,430 --> 00:07:20,030
+light is red، فبالتالي الـ action is stop، فبالتالي
+
+97
+00:07:20,030 --> 00:07:23,170
+هذا عبارة عن action، فبالتالي الـ then part مرة
+
+98
+00:07:23,170 --> 00:07:26,450
+بيكون عبارة عن consequent، عبارة عن نتيجة أو عاقبة
+
+99
+00:07:26,450 --> 00:07:30,410
+أو conclusion، نتيجة أو عبارة عن action بهذا الشكل
+
+100
+00:07:36,280 --> 00:07:41,400
+تمام؟ يبقى هنا if antecedent then consequent، هاي الـ
+
+101
+00:07:41,400 --> 00:07:44,880
+structure العامة لها، ممكن يكون إن أنا عندي
+
+102
+00:07:44,880 --> 00:07:48,400
+مجموعة من القواعد، والـ antecedent بيناتهم إنّ
+
+103
+00:07:48,400 --> 00:07:52,960
+joined باستخدام الـ and، فبالتالي بيكون عبارة عن
+
+104
+00:07:52,960 --> 00:07:58,940
+conjunction لمجموعة من الـ antecedents، أو بتكون or
+
+105
+00:07:58,940 --> 00:08:03,180
+فبالتالي بتكون عبارة عن disjunction للـ
+
+106
+00:08:03,180 --> 00:08:07,920
+antecedent، أو ممكن تكون and و or مع بعض، فبالتالي
+
+107
+00:08:07,920 --> 00:08:14,200
+هنا هذا الـ if part، ممكن يكون إن أنا عندي هنا if الـ
+
+108
+00:08:14,200 --> 00:08:16,440
+part الأول and
+
+109
+00:08:18,080 --> 00:08:22,020
+الـ part الثاني، وهي كده كمان زي ما هم وضحنا، if
+
+110
+00:08:22,020 --> 00:08:27,320
+antecedent and، وهنا فيه أنا عندي نقاط… نقاط بتدل
+
+111
+00:08:27,320 --> 00:08:31,320
+إن أنا ممكن تكون في عندي two antecedents، three
+
+112
+00:08:31,320 --> 00:08:34,320
+antecedents أو لغاية الـ n antecedent، وهنا الـ then
+
+113
+00:08:34,320 --> 00:08:39,370
+أنا عندي consequent، أو ممكن تكون or، إن أنا بيكون
+
+114
+00:08:39,370 --> 00:08:43,610
+عندي if الـ antecedent الأول or الثاني or الثالث، و
+
+115
+00:08:43,610 --> 00:08:48,190
+هكذا لغاية لما نوصل لـ then part، وممكن تكون الاثنين
+
+116
+00:08:48,190 --> 00:08:54,470
+سواً، يعني and و or مع بعض، طيب
+
+117
+00:09:02,720 --> 00:09:06,420
+طيب، نيجي الآن للـ antecedent، احنا بنفصل فيهم واحدة
+
+118
+00:09:06,420 --> 00:09:09,060
+واحدة، يعني هنا احنا حكينا إن الـ antecedent ممكن
+
+119
+00:09:09,060 --> 00:09:11,960
+يكون بيناتهم and أو or، أكتر من antecedent، طب الـ
+
+120
+00:09:11,960 --> 00:09:19,840
+antecedent نفسها، احنا فيها جزئين، الـ object، تمام؟ و
+
+121
+00:09:19,840 --> 00:09:23,700
+الـ value تبعته، بالإضافة لـ operator، طبعاً هذا الكلام
+
+122
+00:09:23,700 --> 00:09:28,770
+إنّ الـ object مرتبط بـ value معين مع operator معين،
+
+123
+00:09:28,770 --> 00:09:35,190
+الـ operator هذا ممكن إنّه يعمل assign a value معينة
+
+124
+00:09:35,190 --> 00:09:41,010
+تمام؟ زي مثلاً إنّه is، are، كذا، فبالتالي هنا بيكون
+
+125
+00:09:41,010 --> 00:09:44,270
+أنا في عندي symbolic value، يعني على سبيل المثال
+
+126
+00:09:44,270 --> 00:09:49,790
+إنّه هنا إذا كان الـ age of the customer، تمام؟ هذا
+
+127
+00:09:49,790 --> 00:09:53,800
+عبارة عن object، هذا… هذا… هذا عبارة عن
+
+128
+00:09:53,800 --> 00:09:57,580
+linguistic object، هذا كله عبارة عن object واحد
+
+129
+00:09:57,580 --> 00:09:59,980
+عناصره بيعبر… بيعبر عن الـ age تبع الـ customer
+
+130
+00:09:59,980 --> 00:10:09,260
+تمام؟ وهذا عبارة عن الـ operator، بجهد حكينا إن هذا
+
+131
+00:10:09,260 --> 00:10:14,080
+عبارة عن الـ object، تمام؟
+
+132
+00:10:14,080 --> 00:10:16,720
+وهذه الأصغر منها، عبارة عن الـ operator
+
+133
+00:10:19,430 --> 00:10:26,130
+تمام؟ وهذا عبارة عن الـ value، طبعاً هذا كله بنسميه
+
+134
+00:10:26,130 --> 00:10:28,590
+antecedent، هذا كله بنسميه antecedent، يبقى الـ
+
+135
+00:10:28,590 --> 00:10:31,930
+antecedent هذا من إيش مكوّن؟ إنّه object بالإضافة لـ
+
+136
+00:10:31,930 --> 00:10:36,190
+operator بالإضافة لـ value، فبالتالي إذا كان الـ
+
+137
+00:10:36,190 --> 00:10:39,390
+object هذا أقل من value معينة، أي معنى الكلام، احنا
+
+138
+00:10:39,390 --> 00:10:42,530
+حسب المثال تبعنا، إذا كان age of the customer أقل
+
+139
+00:10:42,530 --> 00:10:47,720
+من 18، فين عندي هنا conjunction and، تمام؟ طبعاً الـ
+
+140
+00:10:47,720 --> 00:10:50,940
+conjunction هذا، إنّ الـ cash with the drawel، أنا في
+
+141
+00:10:50,940 --> 00:10:53,320
+عندي linguistic variable ثاني، في عندي operator
+
+142
+00:10:53,320 --> 00:10:57,580
+ثانية، أكبر من ألف، إذا كان الـ cash with the drawel
+
+143
+00:10:57,580 --> 00:11:01,420
+إذا كان عملية الـ cash اللي سحبها أكتر… أكبر من ألف
+
+144
+00:11:01,420 --> 00:11:07,820
+then، هذا الـ action، إنّ signature of the parent is
+
+145
+00:11:07,820 --> 00:11:12,120
+required، زي ما شفنا هنا is، تمام؟
+
+146
+00:11:14,810 --> 00:11:18,330
+طبعاً هذا الكلام إن احنا ممكن نغيره في rule ثانية، إنّه
+
+147
+00:11:18,330 --> 00:11:22,470
+إذا كان ال… ال… الـ customer is adult، يعني ممكن
+
+148
+00:11:22,470 --> 00:11:25,390
+أرجع أكتبها، بدل ما يكون في هنا عندي operator، بدّه
+
+149
+00:11:25,390 --> 00:11:28,390
+يكون في عندي هنا عبارة عن assignment، الـ assignment
+
+150
+00:11:28,390 --> 00:11:32,790
+هنا زي ما حكينا إنّه is أو are، زي ما هو موضح هنا في
+
+151
+00:11:32,790 --> 00:11:38,450
+الـ slide، إنّه is أو are أو is not أو are not، تمام؟
+
+152
+00:11:38,450 --> 00:11:42,090
+حد يقول كمان بهذا الشكل، هذه الـ rule ممكن أرجع
+
+153
+00:11:42,090 --> 00:11:45,950
+أكتبها بهذا الشكل، فبح… بحكي هنا إنّه إذا الـ
+
+154
+00:11:45,950 --> 00:11:50,850
+customer is
+
+155
+00:11:50,850 --> 00:11:57,170
+هذه عبارة عن، تمام؟ operator، ولكن إن هي assignment
+
+156
+00:11:57,170 --> 00:12:02,810
+بتاعها اللي بـ identify إنّه adult، تمام؟
+
+157
+00:12:02,810 --> 00:12:03,770
+then
+
+158
+00:12:06,320 --> 00:12:09,040
+ممكن يكون إن أنا عندي الـ signature تبع الـ parent
+
+159
+00:12:09,040 --> 00:12:16,980
+is not required، signature of parents is
+
+160
+00:12:16,980 --> 00:12:25,060
+not، تمام؟ required، تمام؟
+
+161
+00:12:25,060 --> 00:12:28,940
+فبالتالي هنا أنا الجزئية هذه ممكن تكون هنا
+
+162
+00:12:28,940 --> 00:12:33,700
+required أو، يعني ممكن تكون عبارة عن symbolic value
+
+163
+00:12:33,700 --> 00:12:38,190
+أو ممكن تكون عبارة عن value في حدودها، ممكن تكون
+
+164
+00:12:38,190 --> 00:12:41,210
+عبارة عن رقم زي الـ 18، أو ممكن تكون هنا عبارة عن
+
+165
+00:12:41,210 --> 00:12:58,130
+إنّه required أو not required بهذا الشكل، طبعاً okay
+
+166
+00:12:58,130 --> 00:12:59,250
+طيب
+
+167
+00:13:02,370 --> 00:13:05,590
+طبعاً الـ rules بتمثل عبارة عن مجموعة من الـ
+
+168
+00:13:05,590 --> 00:13:08,910
+relations أو الـ recommendations أو بنسميها
+
+169
+00:13:08,910 --> 00:13:12,270
+directives أو strategies أو heuristics، كلها مسميات
+
+170
+00:13:12,270 --> 00:13:14,830
+لنفس الأشياء، معناه ذلك أن الـ rule في بعض الأحيان
+
+171
+00:13:14,830 --> 00:13:18,090
+ممكن تكون عبارة عن مجموعة من العلاقات أو مجموعة من
+
+172
+00:13:18,090 --> 00:13:23,950
+التوصيات، تمام؟ أو مجموعة من التوجيهات، تمام؟ أو
+
+173
+00:13:23,950 --> 00:13:29,090
+مجموعة من الاستراتيجيات، تمام؟ أو مجموعة من آليات
+
+174
+00:13:29,090 --> 00:13:33,390
+الحل، heuristics، فبالتالي هذه ممكن إن أنا أحط لكم
+
+175
+00:13:33,390 --> 00:13:38,750
+عليها إن هذه مجموعة من العلاقات أو مجموعة من
+
+176
+00:13:38,750 --> 00:13:44,050
+التوصيات أو مجموعة من الإرشادات، directives، عبارة
+
+177
+00:13:44,050 --> 00:13:49,990
+عن توجيهات أو إرشادات، تمام؟
+
+178
+00:13:49,990 --> 00:13:52,350
+أو هنا مجموعة من الاستراتيجيات
+
+179
+00:13
+
+223
+00:17:15,970 --> 00:17:18,770
+البعيد لأن بدي استخدمها في role ثانية، هاي الـrole
+
+224
+00:17:18,770 --> 00:17:22,950
+الثانية if step one is complete لأن أنا بدي أتأكد
+
+225
+00:17:22,950 --> 00:17:27,790
+أن أنت already فاحص خزان الوقود تمام، then the fuel
+
+226
+00:17:27,790 --> 00:17:32,880
+tank is full. إذا خلصت المرحلة الأولى، فبالتالي أنه
+
+227
+00:17:32,880 --> 00:17:38,660
+الخزان مليان، فبالتالي بتكون المشكلة من مصدر ثاني.
+
+228
+00:17:38,660 --> 00:17:44,440
+فبالتالي المشكلة من مصدر ثاني، then the action is
+
+229
+00:17:44,440 --> 00:17:49,320
+to check the battery، أنه أنا بدي أفحص البطارية، تمام؟
+
+230
+00:17:49,890 --> 00:17:53,950
+فبالتالي هنا بدي أضيف هنا كمان مرة semicolon، و
+
+231
+00:17:53,950 --> 00:17:58,350
+بدي أضيف fact جديدة، أن step two is complete، أو
+
+232
+00:17:58,350 --> 00:18:02,110
+يعني أن خطوة أنا عندي في الـstrategy كلها، وهكذا.
+
+233
+00:18:02,110 --> 00:18:06,570
+فبالتالي ننتقل لمرحلة ثالثة، متى إذا كنت أنا متحقق
+
+234
+00:18:06,570 --> 00:18:10,390
+من خزان الوقود أنه هو فاضي، وكنت متحقق من البطارية.
+
+235
+00:18:10,390 --> 00:18:13,900
+ساعتها بروح بدور على سبب ثالث، أنا مش راح ادور على
+
+236
+00:18:13,900 --> 00:18:17,380
+الـstep رقم تلاتة. هيك الـstrategy بتشتغل، أن أنا
+
+237
+00:18:17,380 --> 00:18:21,240
+عندي على شكل مراحل، مش راح أفحص الخطوة الثالثة إلا
+
+238
+00:18:21,240 --> 00:18:25,620
+لما أتأكد أن خزان الوقود تمام، والبطارية تمام. طيب،
+
+239
+00:18:25,620 --> 00:18:30,090
+الـheuristic، مثال على الـheuristic. إذا كان الـspill
+
+240
+00:18:30,090 --> 00:18:34,250
+is liquid، في أن عندي سائل مسكوب. إذا كان السائل
+
+241
+00:18:34,250 --> 00:18:37,730
+المسكوب، أو أنا عفواً، إن عندي شغلة مسكوبة، إذا كان
+
+242
+00:18:37,730 --> 00:18:44,530
+الشغلة اللي مسكوبة هي عبارة عن سائل، والـpH تبعتها
+
+243
+00:18:44,530 --> 00:18:52,320
+أقل من 6، والـsmell تبعتها vinegar، خل. طبعاً هذا كلام
+
+244
+00:18:52,320 --> 00:18:56,520
+أنه أنا ممكن أفحصه من خلال sensor، ممكن أفحص بـ
+
+245
+00:18:56,520 --> 00:19:00,040
+sensor، زي ما أخذنا في الـintelligent agents، أنه
+
+246
+00:19:00,040 --> 00:19:03,340
+بيكون في عنده actuators، actuators بتكون عندي عبارة
+
+247
+00:19:03,340 --> 00:19:06,080
+عن sensor، فبالتالي ممكن يكون في عندي sensor بتقيس
+
+248
+00:19:06,080 --> 00:19:10,460
+درجة الحموضة في هذا السائل، تمام؟ بالإضافة
+
+249
+00:19:10,460 --> 00:19:14,300
+للرائحة، في عندي sensor بتحسس الرائحة، إذا كانت
+
+250
+00:19:14,300 --> 00:19:18,640
+الرائحة تبعتها خل، تمام؟ فبالتالي وصلنا نتيجة هذا
+
+251
+00:19:18,640 --> 00:19:24,860
+الاستنتاج heuristic، استنتاج أنه بناءً على حقائق معينة،
+
+252
+00:19:24,860 --> 00:19:30,340
+استقراء معين، عبارة عن استنتاج أنه إذا كان سائل،
+
+253
+00:19:30,340 --> 00:19:34,740
+والـpH تبعة أقل من ستة، وكان ريحته زي الخل،
+
+254
+00:19:34,740 --> 00:19:38,480
+فبالتالي أن الـspill material، أن المادة المنسكبة،
+
+255
+00:19:38,480 --> 00:19:44,420
+بقت هي عبارة عن acetic acid، حمض الخليك، acetic acid.
+
+256
+00:19:44,420 --> 00:19:45,560
+تمام؟
+
+257
+00:19:48,070 --> 00:19:52,570
+طيب، الآن بدنا نحكي عن الـmain players، أنا عندي في
+
+258
+00:19:52,570 --> 00:19:57,190
+تطوير نظام الـexpert system، شفنا، تعرّفنا عن الـ
+
+259
+00:19:57,190 --> 00:19:59,570
+expert system، أنه هو عبارة عن role-based expert
+
+260
+00:19:59,570 --> 00:20:02,250
+system. لو بدنا نطور نظام، بدي أشوف اللاعبين
+
+261
+00:20:02,250 --> 00:20:06,770
+الأساسيين، في، أنا عندي five players، خمس لاعبين، مين
+
+262
+00:20:06,770 --> 00:20:08,090
+هم هدول؟ هاي
+
+263
+00:20:20,080 --> 00:20:25,040
+اللي هو الـdomain expert، تمام؟ طبعاً الـdomain
+
+264
+00:20:25,040 --> 00:20:28,240
+expert مش هيعطيك الـfacts والـrules هيك ب... يعني
+
+265
+00:20:28,240 --> 00:20:32,640
+ب... ببساطة، فإيش راح يسوي؟ إيش بنحتاج؟ بنحتاج لـ
+
+266
+00:20:32,640 --> 00:20:36,400
+knowledge engineer. وظيفة الـknowledge engineer أن
+
+267
+00:20:36,400 --> 00:20:40,920
+هو يعملي استخراج للمعرفة من الـdomain expert، طبعاً
+
+268
+00:20:40,920 --> 00:20:44,520
+الـknowledge هذه اللي إحنا طلعناها، بدنا مبرمج، أن
+
+269
+00:20:44,520 --> 00:20:49,880
+هو يبرمجها. طبعاً هدول الأشخاص كلهم محتاج حدا يديرهم،
+
+270
+00:20:49,880 --> 00:20:53,060
+اللي هو الـproject manager، وفي النهاية المنتج هذا
+
+271
+00:20:53,060 --> 00:20:59,840
+مين هيستخدمه؟ end user، طبعاً
+
+272
+00:20:59,840 --> 00:21:02,740
+نجاح الـexpert system بيعتمد عليهم كلهم. طبعاً أنتَ
+
+273
+00:21:02,740 --> 00:21:05,240
+ممكن تتساءل أن الـexpert system هذا وين ممكن يفيد؟
+
+274
+00:21:05,240 --> 00:21:11,350
+ممكن يفيد في حالات عديدة. يعني على سبيل المثال، كان في
+
+275
+00:21:11,350 --> 00:21:14,930
+سابقاً برنامج للأمم المتحدة في أحد... في إحدى الدول
+
+276
+00:21:14,930 --> 00:21:20,290
+أنه كان في مرض منتشر بشكل كبير، تمام؟ وفي نقص في
+
+277
+00:21:20,290 --> 00:21:23,770
+الخبراء ل... في... في هذا المرض، فبالتالي الـexpert
+
+278
+00:21:23,770 --> 00:21:27,250
+system هنا ممكن يعالج الموضوع. فبالتالي ممكن أخلي
+
+279
+00:21:27,250 --> 00:21:31,630
+ممرض أو ممرضة، تمام؟ يشتغلوا على الـexpert system، و
+
+280
+00:21:31,630 --> 00:21:35,570
+هو بيروح بسأل... بسأل ال... ال... المريض، أنه هل أنتَ
+
+281
+00:21:35,570 --> 00:21:38,490
+عندك كذا؟ هل عندك كذا؟ فبالتالي في النهاية بيطلع
+
+282
+00:21:38,490 --> 00:21:42,090
+بالشخص، إذا إحنا طلعنا بالتشخيص الصح، معنى ذلك أنه
+
+283
+00:21:42,090 --> 00:21:46,850
+خلاص، أنه انحلت المشكلة. فبالتالي الـend user ممكن
+
+284
+00:21:46,850 --> 00:21:50,830
+يكون عبارة عن مستخدم عادي، يعني أنه ممرض، أو ممكن
+
+285
+00:21:50,830 --> 00:21:56,790
+يكون أنه patient، مريض، أو ممكن يكون أنه أي شخص عادي
+
+286
+00:21:56,790 --> 00:22:03,210
+تمام، أنه بده يحصل على توصية من الـexpert باستخدام
+
+287
+00:22:03,210 --> 00:22:09,850
+الـexpert system. هذه الرسمة بتوضح أن التفاعل بين
+
+288
+00:22:09,850 --> 00:22:11,370
+high
+
+289
+00:22:17,630 --> 00:22:20,570
+طبعاً الـknowledge engineer هنا بيتفاعل مع الـexpert
+
+290
+00:22:20,570 --> 00:22:23,850
+system، بياخد منه الـknowledge وبيعطيها للمبرمج، زي
+
+291
+00:22:23,850 --> 00:22:26,010
+ما أنت شايف، أنه ما فيش تفاعل بين الـdomain expert و
+
+292
+00:22:26,010 --> 00:22:30,810
+المبرمج، تمام؟ والمدير هو بيعمل إدارة لكل هدول
+
+293
+00:22:30,810 --> 00:22:33,750
+الأشخاص، اللي هم الـexpert، الـdomain expert، والـ
+
+294
+00:22:33,750 --> 00:22:36,770
+knowledge engineer، والـprogrammer، تمام؟ طبعاً هذا
+
+295
+00:22:36,770 --> 00:22:40,530
+الكلام كله بيروح بنصبه... بنصبه في expert system،
+
+296
+00:22:40,530 --> 00:22:44,410
+اللي هو عبارة عن software، تمام؟ والـsoftware هذا
+
+297
+00:22:44,410 --> 00:22:46,830
+بده يستخدمه الـend user.
+
+298
+00:22:52,060 --> 00:22:55,460
+تمام؟ طبعاً الـdomain expert، إحنا عرفناه، هو عبارة
+
+299
+00:22:55,460 --> 00:22:59,360
+عن شخص خبير في مجال معين، تمام؟ ممكن يكون طبيب، ممكن
+
+300
+00:22:59,360 --> 00:23:04,680
+يكون شخص خبير في الاقتصاد، أو شخص خبير في القانون، و
+
+301
+00:23:04,680 --> 00:23:08,560
+هكذا، تمام؟ والـknowledge engineer، طبعاً بده يكون
+
+302
+00:23:08,560 --> 00:23:12,800
+في عنده، الشخص، هو عبارة عن شخص عنده القدرة لبناء و
+
+303
+00:23:12,800 --> 00:23:17,050
+اختبار الـexpert system، تمام؟ وأنه عنده يكون
+
+304
+00:23:17,050 --> 00:23:20,430
+القدرة أنه هو يسحب الـknowledge بطريقة structured
+
+305
+00:23:20,430 --> 00:23:26,270
+من الـdomain expert، ويعملها representation بطريقة
+
+306
+00:23:26,270 --> 00:23:28,970
+الـfacts and rules، تمام؟
+
+307
+00:23:32,620 --> 00:23:35,020
+المبرمج هو اللي هيعمل implementation، بطبيعة
+
+308
+00:23:35,020 --> 00:23:40,780
+الحال ل... ل... ل... ل... لـexpert system. طبعاً في
+
+309
+00:23:40,780 --> 00:23:43,580
+عدة لغات برمجية اللي ممكن أستخدمها في هذا الإطار،
+
+310
+00:23:43,580 --> 00:23:46,740
+فين عندي الـLisp، في عندي الـProlog، في عندي الـ
+
+311
+00:23:46,740 --> 00:23:50,760
+eclipse، واحدة من اللغات اللي أنا ممكن أستخدمها في
+
+312
+00:23:50,760 --> 00:23:53,480
+... هي لغة... واحدة من اللغات الـAI اللي أنا ممكن
+
+313
+00:23:53,480 --> 00:23:55,880
+أستخدمها في الـimplementation تبع الـexpert system.
+
+314
+00:23:55,880 --> 00:23:58,820
+طبعاً الواجهة تبعتها، ممكن أنا أربطها في الـweb، أو
+
+315
+00:23:58,820 --> 00:24:03,130
+ممكن أربطها في تطبيق mobile، أو أي شغل، أو أي واجهة
+
+316
+00:24:03,130 --> 00:24:06,590
+ثانية، تمام؟ الـproject manager، زي ما ذكرنا، هو
+
+317
+00:24:06,590 --> 00:24:10,230
+الشخص اللي بيدير، والـend user هو اللي هيستخدم الـ
+
+318
+00:24:10,230 --> 00:24:16,650
+... ال... ال... النظام هذا، وهو هيستفيد منه، تمام؟
+
+319
+00:24:16,650 --> 00:24:23,320
+طيب، خلينا يعني نتوقف هنا في هذه المحاضرة، والمحاضرة
+
+320
+00:24:23,320 --> 00:24:26,620
+الجاية، إن شاء الله، راح نحكي عن الـstructure تبع الـ
+
+321
+00:24:26,620 --> 00:24:30,480
+rule-based expert system. بخصوص الـstructure تبع الـ
+
+322
+00:24:30,480 --> 00:24:34,900
+expert system، أو الـrule-based expert system، فيه
+
+323
+00:24:34,900 --> 00:24:40,430
+الـstructure معروفة، أنه بده يكون في عندي هنا... إحنا
+
+324
+00:24:40,430 --> 00:24:42,630
+حكينا أن الـknowledge هي عبارة عن facts وrules،
+
+325
+00:24:42,630 --> 00:24:46,610
+فبالتالي أن هدول بدهم تكون منفصلتين، كـ
+
+326
+00:24:46,610 --> 00:24:51,770
+components منفصلتين، هذا بنسميه long-term memory، أو
+
+327
+00:24:51,770 --> 00:24:55,570
+الـproduction rules، تمام؟ وهذه عبارة عن short-term
+
+328
+00:24:55,570 --> 00:24:59,350
+memory، اللي هي عبارة عن الـfacts. طبعاً الـfacts هذه
+
+329
+00:24:59,350 --> 00:25:02,010
+ليش أنه هي short-term memory؟ لأنه الـfacts متغيرة،
+
+330
+00:25:02,010 --> 00:25:05,370
+يعني على سبيل المثال، أن الشمس طالعة اليوم، الشمس
+
+331
+00:25:05,370 --> 00:25:08,450
+طالعة اليوم، أنه هذه عبارة عن fact، بكرا ممكن تتغير،
+
+332
+00:25:08,450 --> 00:25:13,590
+ممكن يكون الجو غائم، ما تكونش الشمس طالعة. طبعاً أما
+
+333
+00:25:13,590 --> 00:25:18,570
+الـlong-term memory هي عبارة عن الـrules. الـrules هذه
+
+334
+00:25:18,570 --> 00:25:21,490
+بنقدر نقول إن هي عبارة عن rules فيزيائية ثابتة، أو
+
+335
+00:25:21,490 --> 00:25:24,950
+rules معروفة في... في domain معين. يعني على سبيل
+
+336
+00:25:24,950 --> 00:25:29,370
+المثال، أنه إذا كانت درجة الحرارة كذا، أو إذا كان
+
+337
+00:25:29,370 --> 00:25:32,050
+مستوى النهر أكثر من كذا، فبالتالي هيصير كذا.
+
+338
+00:25:32,050 --> 00:25:37,690
+فبالتالي هي rules معروفة. طبعاً هدول الشغلتين، تمام؟
+
+339
+00:25:37,690 --> 00:25:41,390
+بديؤا يصير في هذا الـcomponent عملية الـreasoning،
+
+340
+00:25:41,390 --> 00:25:47,850
+عملية الاستنتاج، عملية الاستنباط، فبالتالي هنا بيطلع
+
+341
+00:25:47,850 --> 00:25:52,970
+بـconclusion معينة. طبعاً نجاح الـproduction system
+
+342
+00:25:52,970 --> 00:25:57,010
+model، أنه بيأتي من فصل الـrules عن الـfacts،
+
+343
+00:25:57,010 --> 00:26:00,870
+فبالتالي هنا بيساعد بشكل كبير، أنه هنا، أنه يكون في
+
+344
+00:26:00,870 --> 00:26:03,670
+عندي في الـreasoning، أو الـinference engine، زي ما
+
+345
+00:26:03,670 --> 00:26:06,690
+هنشوف التفاصيل تبعتها في الـslide الجاية، أنه أنا
+
+346
+00:26:06,690 --> 00:26:09,350
+أفصل هدول من هدول، فبالتالي الـmaintenance بيكون
+
+347
+00:26:09,350 --> 00:26:12,830
+أفضل عندي من أنه أنا أسوي هذه الشغل في برنامج عادي.
+
+348
+00:26:12,830 --> 00:26:18,680
+طبعاً ليش سمينا production system model؟ لأن النتيجة
+
+349
+00:26:18,680 --> 00:26:22,040
+هي عبارة عن أنه بتعمل produce لـmore knowledge، أن
+
+350
+00:26:22,040 --> 00:26:24,440
+أنا بستخدم الـknowledge، وبتعمل produce لـfacts
+
+351
+00:26:24,440 --> 00:26:31,320
+جديدة. يعني على سبيل المثال، أنه إذا كان السائل الـ
+
+352
+00:26:31,320 --> 00:26:34,540
+... أنه ال... الـmaterial المسكوب عبارة عن سائل،
+
+353
+00:26:34,540 --> 00:26:39,260
+تمام، ودرجة الحموضة تبعتها كذا، والرائحة
+
+354
+00:26:39,260 --> 00:26:42,300
+تبعتها كذا، فبالتالي أن السائل هذا عبارة عن
+
+355
+00:26:42,300 --> 00:26:45,540
+acetic acid، فبالتالي هنا صار عندي production، أو
+
+356
+00:26:45,540 --> 00:26:50,020
+إنتاج، أو توليد لحقيقة جديدة، أو fact جديدة، بالإضافة
+
+357
+00:26:50,020 --> 00:26:53,220
+ثانية عندي في النظام. طبعاً عشان هيك إحنا بنسميه
+
+358
+00:26:53,220 --> 00:26:58,980
+production system model. طبعاً الكلام هذا، اللي هو الـ
+
+359
+00:26:58,980 --> 00:27:03,080
+reasoning، بنفصله أكثر، كيف بنفصله أكثر؟ بنفصله
+
+360
+00:27:03,080 --> 00:27:06,840
+أكثر، أن هذا بنسميه هنا، هذا الـlong term، هو
+
+361
+00:27:06,840 --> 00:27:11,100
+بنسميها knowledge base، أو KB. طبعاً هذا المصطلح راح يمر
+
+362
+00:27:11,100 --> 00:27:17,110
+علينا كتير، KB، knowledge base، تمام؟ من أيش متكون؟
+
+363
+00:27:17,110 --> 00:27:21,410
+متكون من facts and rules parts، وفي نوع عندي جزء ثاني، اللي
+
+364
+00:27:21,410 --> 00:27:26,070
+هو الـdatabase، DB. من أيش مكون؟ مكون من مجموعة من
+
+365
+00:27:26,070 --> 00:27:29,950
+الـfacts، تمام؟ طبعاً هذا الكلام أنا بدخله وين؟ على
+
+366
+00:27:29,950 --> 00:27:35,340
+inference engine، محرك الاستنتاج. محرك الاستنتاج، أنه
+
+367
+00:27:35,340 --> 00:27:41,040
+أنا باخد، أنا عندي الحقائق هذه، وبشوف إيش في عندي
+
+368
+00:27:41,040 --> 00:27:44,900
+عفواً، باخد القواعد هذه، وبشوف إيش في حقائق بتطبق
+
+369
+00:27:44,900 --> 00:27:48,700
+القواعد هذه، بروح بطبقها، فبتولد أنا عندي حقائق
+
+370
+00:27:48,700 --> 00:27:53,580
+جديدة. الحقائق الجديدة بتستدعي تشغيل rule جديدة، و
+
+371
+00:27:53,580 --> 00:27:57,420
+هكذا. فبالتالي هنا هذه عملية الاستنتاج، عملية الـ
+
+372
+00:27:57,420 --> 00:28:00,380
+inference engine، تمام؟ طبعاً هنا في عندي الـ
+
+373
+00:28:00,380 --> 00:28:04,770
+component هذا، اسمه الـexplanation facility. شو وظيفة
+
+374
+00:28:04,770 --> 00:28:07,250
+الـexplanation facility؟ وظيفة الـexplanation
+
+375
+00:28:07,250 --> 00:28:17,110
+facility، أن هي توضح how وwhy شغل
+
+376
+00:28:17,110 --> 00:28:21,430
+تمّ، كيف،
+
+377
+00:28:21,430 --> 00:28:28,170
+ولماذا؟ طبعاً،
+
+378
+00:28:28,170 --> 00:28:33,350
+كيف توصلت أنتَ لهذه النتيجة؟ بيروح وبيحكي، لأنه عشان
+
+379
+00:28:33,350 --> 00:28:36,150
+والله الـfact هذه، أنه أنت عندك الـtrue، والـfact
+
+380
+00:28:36,150 --> 00:28:41,010
+الثانية true، وصار في عندك الـrule هذه، إنها اتحققت،
+
+381
+00:28:41,010 --> 00:28:45,630
+فبالتالي أنه صار في عندي إنتاج لهذه الحقيقة، أو هذه
+
+382
+00:28:45,630 --> 00:28:49,350
+النتيجة، هذا التشخيص هذا، كيف توصلت له؟ توصلت له عشان
+
+383
+00:28:49,350 --> 00:28:52,870
+في عندك الـfacts كذا وكذا وكذا، هدول متحققة، والـ
+
+384
+00:28:52,870 --> 00:28:56,170
+facts هدول بيحققوا الـrules كذا وكذا وكذا، هذا الـ
+
+385
+00:28:56,170 --> 00:28:59,730
+how، تمام؟
+
+386
+00:28:59,730 --> 00:29:05,000
+تمام؟ أما الـwhy؟ بيجي يعني، بيجي بيسألني، أنه طيب ماشي،
+
+387
+00:29:05,000 --> 00:29:09,020
+أنتَ يعني، أنتَ بتحكي أنه لو أنا بدي... بدي أسأل
+
+388
+00:29:09,020 --> 00:29:12,400
+مستشار قانوني، أو بدي أسأل محامي، أحكيله أنا شو
+
+389
+00:29:12,400 --> 00:29:15,300
+وضعي، أنه أنا فيه عندي الـconditions تبعتي كذا كذا
+
+390
+00:29:15,300 --> 00:29:19,100
+كذا كذا، فبحكيله، طيب ليش هيك؟ أنه بعد ما أنتَ اتوصلت
+
+391
+00:29:19,100 --> 00:29:22,780
+لنتيجة، فبحكيله، ليش هيك؟ فممكن أن هو يحكي لي، أنه حسب
+
+392
+00:29:22,780 --> 00:29:27,12
+
+445
+00:33:17,530 --> 00:33:25,710
+لو سألنا سؤال: هل الـ expert system ممكن يعمل أخطاء؟
+
+446
+00:33:25,710 --> 00:33:30,370
+طب لو غيرنا السؤال على سبيل المثال: هل الـ... الـ
+
+447
+00:33:30,370 --> 00:33:34,720
+... الـ domain expert الطبيب هل ممكن يخطأ؟ فبتصير
+
+448
+00:33:34,720 --> 00:33:39,780
+الإجابة: مدام الطبيب في عنده هامش خطأ، فبالتالي الـ
+
+449
+00:33:39,780 --> 00:33:43,300
+expert system في عنده خطأ. عشان نميز بين
+
+450
+00:33:43,300 --> 00:33:46,080
+الإثنين، لما أحكي domain expert أنا مقصد فيها الـ
+
+451
+00:33:46,080 --> 00:33:49,400
+human expert، ولما أحكي الـ expert system مقصد فيها الـ
+
+452
+00:33:49,400 --> 00:33:52,660
+الـ software. فإذا كان الـ human في عنده هامش في
+
+453
+00:33:52,660 --> 00:33:57,170
+الخطأ، أكيد أنه بيخطأ تمامًا؟ فبالتالي أن الـ expert
+
+454
+00:33:57,170 --> 00:34:00,950
+system أكيد فيه، يعني مسموح له أنه يعمل أخطاء، بس
+
+455
+00:34:00,950 --> 00:34:04,130
+بيضل أنه جدًّا ضيق هامش الخطأ، يعني في مجالات معينة
+
+456
+00:34:04,130 --> 00:34:07,070
+ممكن أن يكون هامش الخطأ ضيق جدًا، يعني في المجال
+
+457
+00:34:07,070 --> 00:34:10,950
+الطبيعي أن الخطأ المفروض ما يتعدّاش نسبة كذا في مجال
+
+458
+00:34:10,950 --> 00:34:16,810
+ثاني، مثلًا في مجال مثلاً له
+
+459
+00:34:16,810 --> 00:34:20,930
+علاقة بشغلات ثانية، فبالتالي أنه ممكن يكون هامش
+
+460
+00:34:20,930 --> 00:34:25,220
+الخطأ أكبر شوية عند الـ human، فبالتالي هذا الكلام
+
+461
+00:34:25,220 --> 00:34:31,080
+بينطبق على الـ expert system كـ software طبعًا برضه.
+
+462
+00:34:31,080 --> 00:34:34,260
+كذلك من ضمن الخصائص أنه في شغل كتير مهمة، أنه الـ
+
+463
+00:34:34,260 --> 00:34:39,220
+knowledge separated من الـ processing. لو احنا رجعنا
+
+464
+00:34:39,220 --> 00:34:46,420
+على الرسمة هنا، تمام. هاي الرسمة البسيطة، أنه هاي الـ
+
+465
+00:34:46,420 --> 00:34:50,670
+knowledge اللي هي عبارة عن الـ if-then rules والـ
+
+466
+00:34:50,670 --> 00:34:56,710
+facts، تمام، مفصولة تمامًا عن الـ reasoning كـ
+
+467
+00:34:56,710 --> 00:34:59,670
+component، كـ software. فبالتالي كـ design للـ software
+
+468
+00:34:59,670 --> 00:35:04,530
+هذه كتير ميزة مهمة، وبيساعدني أن أعمل maintenance
+
+469
+00:35:04,530 --> 00:35:10,030
+للنظام بشكل أسهل، تمام؟
+
+470
+00:35:15,910 --> 00:35:22,150
+طيب، يبقى احنا لو لخصنا هذا الكلام، إيش
+
+471
+00:35:22,150 --> 00:35:25,150
+هي خصائص الـ expert system؟ أنه لازم يكون أنه في
+
+472
+00:35:25,150 --> 00:35:28,590
+domain محدد، تمام، والـ expert system بيطبّق له
+
+473
+00:35:28,590 --> 00:35:32,030
+heuristic في عملية الاستنتاج، تمام، ولازم تكون في
+
+474
+00:35:32,030 --> 00:35:35,250
+عنده explanation facility، ولازم يكون في عنده
+
+475
+00:35:35,250 --> 00:35:39,350
+القدرة أنه يعمل symbolic reasoning، تمام، في حل
+
+476
+00:35:39,350 --> 00:35:43,350
+المشاكل، تمام؟ لأن بالنسبة لهامش الخطأ، مدام أن الـ
+
+477
+00:35:43,350 --> 00:35:46,310
+human expert في عنده هامش للخطأ، معناه ذلك أنه
+
+478
+00:35:46,310 --> 00:35:50,350
+domain expert برضه كذلك، عفوًا، معناه ذلك أن الـ
+
+479
+00:35:50,350 --> 00:35:53,230
+expert system أو الـ software برضه فيه له هامش للخطأ.
+
+480
+00:35:53,230 --> 00:35:58,530
+بس بيختلف من domain لـ domain آخر. طبعًا أهم ميزة أنه
+
+481
+00:35:58,530 --> 00:36:02,090
+الـ knowledge مفصولة عن الـ processing. وهذا الجدول
+
+482
+00:36:02,090 --> 00:36:05,310
+بيوضح الخصائص بين تلت شغلات، اللي هو الـ human
+
+483
+00:36:05,310 --> 00:36:08,380
+expert، والـ expert system، والـ conventional
+
+484
+00:36:08,380 --> 00:36:10,800
+programs. الـ conventional programs اللي هي البرامج
+
+485
+00:36:10,800 --> 00:36:14,500
+التقليدية. لو أنا بدي أبرمج بالـ Java أو بالـ C، تمام.
+
+486
+00:36:14,500 --> 00:36:19,000
+أنه أنا أبني system معين يحلّ لي مشاكل معينة، طبعًا
+
+487
+00:36:19,000 --> 00:36:22,280
+فيه خصائص معينة. أما الـ expert system شفنا أهم
+
+488
+00:36:22,280 --> 00:36:27,280
+خاصية أنه في فصل بين الـ knowledge والـ reasoning.
+
+489
+00:36:27,280 --> 00:36:31,080
+وهذا الـ human expert، فبالتالي هذه الخصائص بتوضح أو
+
+490
+00:36:31,080 --> 00:36:35,580
+بتحكي عن المقارنة
+
+491
+00:36:35,580 --> 00:36:41,440
+بين هذه الأشياء بشكل يعني structured في هذا الـ
+
+492
+00:36:41,440 --> 00:36:45,920
+table، تمام؟ يعني على سبيل المثال هنا الـ human
+
+493
+00:36:45,920 --> 00:36:50,100
+expert بيستخدم الـ knowledge والـ... والـ knowledge
+
+494
+00:36:50,100 --> 00:36:52,900
+هذه بيسمّوها rules of thumbs... rules of thumbs،
+
+495
+00:36:52,900 --> 00:36:57,530
+قواعد بديهية، يعني شغلات بديهية بالنسبة له to solve
+
+496
+00:36:57,530 --> 00:37:01,170
+a problem in a narrow domain. هنا شو بيستخدم؟ هنا
+
+497
+00:37:01,170 --> 00:37:06,330
+بيستخدم الـ knowledge expressed in form of rules
+
+498
+00:37:06,330 --> 00:37:10,190
+and uses symbolic reasoning عشان يعمل حلّ للمشاكل.
+
+499
+00:37:10,190 --> 00:37:13,370
+هنا بيستخدم rule of thumbs، قواعد بديهية بالنسبة
+
+500
+00:37:13,370 --> 00:37:17,710
+له، لكن هنا أنه أنا لازم أعرف الـ rules عشان أنه
+
+501
+00:37:17,710 --> 00:37:21,730
+يقدر يعمل reasoning عشان يعمل حلّ لمشكلة معينة، طبعًا
+
+502
+00:37:21,730 --> 00:37:25,550
+هنا ما فيش عنده knowledge، بيعمل process للـ data و
+
+503
+00:37:25,550 --> 00:37:28,990
+بيستخدم algorithms وبيستخدم operations well
+
+504
+00:37:28,990 --> 00:37:32,110
+defined عشان أنه يحلّ مشكلة معينة. فبالتالي في
+
+505
+00:37:32,110 --> 00:37:36,050
+اختلافات في الخصائص. طبعًا الـ knowledge هذه وين
+
+506
+00:37:36,050 --> 00:37:41,170
+بتكون مخزّنة؟ متخزّنة في الـ human brain. أما هنا وين
+
+507
+00:37:41,170 --> 00:37:45,390
+بتكون مخزّنة؟ أنا عندي في knowledge base طبعًا، وفي
+
+508
+00:37:45,390 --> 00:37:50,570
+أنا عندي فصل، clear separation، بين الـ knowledge والـ
+
+509
+00:37:50,570 --> 00:37:57,210
+processing. أما هنا ما فيش knowledge ولا control بين
+
+510
+00:37:57,210 --> 00:38:01,050
+الـ knowledge والـ processing، تمام؟ طبعًا هنا في
+
+511
+00:38:01,050 --> 00:38:04,230
+عنده القدرة أنه هو يعمل explanation لنتيجة اللي
+
+512
+00:38:04,230 --> 00:38:08,350
+توصلها... اللي توصلها... اللي وصلت لها، وهنا كذلك
+
+513
+00:38:08,350 --> 00:38:11,910
+بيقدر أن احنا نعمل trace للـ rules اللي صار لها
+
+514
+00:38:11,910 --> 00:38:17,390
+تشغيل، بحيث أن احنا نقدر نتبع إيش اللي صار بالضبط.
+
+515
+00:38:17,390 --> 00:38:20,250
+أو نعمل explanation إيش اللي صار بالضبط. طبعًا هنا
+
+516
+00:38:20,250 --> 00:38:23,830
+ما فيش عنده القدرة أنه هو يعمل explanation للـ results
+
+517
+00:38:23,830 --> 00:38:24,770
+اللي موجودة عنده.
+
+518
+00:38:28,180 --> 00:38:31,520
+طبعًا هنا في عنده القدرة أنه هو يتعامل مع الـ deals in
+
+519
+00:38:31,520 --> 00:38:35,000
+inexact reasoning، لما تكون المعلومة عندي uncertain
+
+520
+00:38:35,000 --> 00:38:37,940
+أو fuzzy. يعني على سبيل المثال، أنا بروح للطبيب، في
+
+521
+00:38:37,940 --> 00:38:42,360
+عندي حرارة، عندي حرارة شوية. مرات بستخدم شغلات أو
+
+522
+00:38:42,360 --> 00:38:47,350
+معلومات inaccurate أو incomplete، تمام؟ كذلك الـ
+
+523
+00:38:47,350 --> 00:38:50,410
+expert system في عنده القدرة أنه هو يتعامل مع الشغل
+
+524
+00:38:50,410 --> 00:38:53,610
+هذه، زي الـ human expert. لكن الـ conventional
+
+525
+00:38:53,610 --> 00:38:57,030
+programs بتعامل مع الشغلات أنه لازم تكون exact،
+
+526
+00:38:57,030 --> 00:39:01,430
+لازم تكون أنت تقول له درجة الحرارة ثمانية وثلاثين،
+
+527
+00:39:01,430 --> 00:39:05,350
+لازم تقول أن الصداع بيجيني مرتين في اليوم تحديدًا،
+
+528
+00:39:05,350 --> 00:39:09,090
+بشكل محدّد. لكن هنا أن أنت تستخدم مصطلحات، أنه مرة
+
+529
+00:39:09,090 --> 00:39:11,470
+تمشي كتير شغلات زي هيك. ما فيش عنده القدرة أنه هو
+
+530
+00:39:11,470 --> 00:39:16,470
+يتعامل معاها. طبعًا هنا بطبيعة الحال أنه ممكن يعمل
+
+531
+00:39:16,470 --> 00:39:18,810
+mistakes، زي ما حكينا، أنه بما أن الـ human عنده
+
+532
+00:39:18,810 --> 00:39:21,990
+القدرة، يعني عنده هامش من الـ mistakes، كذلك أنه برضه
+
+533
+00:39:21,990 --> 00:39:26,890
+كذلك أنه ممكن أن هو يغلط، لما يكون ما فيش عنده
+
+534
+00:39:26,890 --> 00:39:29,890
+معلومات كاملة. طبعًا بطبيعة الحال الـ conventional
+
+535
+00:39:29,890 --> 00:39:33,810
+programs أو البرامج التقليدية، اللي زي ما حكينا أنه
+
+536
+00:39:33,810 --> 00:39:38,710
+بلغات البرامج العادية C++، Java، C، لما يكون أن عندي
+
+537
+00:39:38,710 --> 00:39:42,990
+المعلومات ناقصة، ما فيش عندها القدرة أنها تعطيني حل.
+
+538
+00:39:42,990 --> 00:39:46,490
+لو أنت ما مدتنيش درجة الحرارة، لو ما مدتنيش كم مرة
+
+539
+00:39:46,490 --> 00:39:51,390
+بيجيلك صداع، مش هقدر أديلك تشخيص. تمام. طبعًا هذا عنده
+
+540
+00:39:51,390 --> 00:39:57,610
+القدرة أنه هو يتعلّم. هذا ما عندهوش القدرة أنه هو يتعلّم.
+
+541
+00:39:57,610 --> 00:40:01,370
+ولكن ممكن يحسّن أداءه من خلال إضافة rules جديدة.
+
+542
+00:40:01,370 --> 00:40:06,630
+طبعًا هذا ما عندهوش القدرة أنه هو يتعلّم، وممكن أنه هو
+
+543
+00:40:06,630 --> 00:40:11,280
+يحسّن الأداء تبعه بتغيير الـ code. يبقى هنا كيف بيغيّر
+
+544
+00:40:11,280 --> 00:40:15,420
+الـ code تبعه؟ طبعًا هذه الـ process أنه slow، أنه الـ
+
+545
+00:40:15,420 --> 00:40:19,380
+human expert أنه هو يعني بيحسّن الأداء تبعه، تمام،
+
+546
+00:40:19,380 --> 00:40:24,540
+بشكل تراكمي. هنا بيحسّن الأداء تبعه من خلال إضافة
+
+547
+00:40:24,540 --> 00:40:28,300
+rules جديدة، وهنا بيحسّن الأداء تبعه من خلال تغيير
+
+548
+00:40:28,300 --> 00:40:32,300
+الـ code أو الـ algorithm اللي بيحلّ المشكلة، تمام؟
+
+549
+00:40:32,650 --> 00:40:35,510
+خلّيني أوقف هنا، والمحاضرة الجاية إن شاء الله
+
+550
+00:40:35,510 --> 00:40:39,170
+هنحكي على الـ forward والـ backward training، عملية
+
+551
+00:40:39,170 --> 00:40:43,230
+الاستنتاج بطريقة الـ forward أو بطريقة الـ backward.
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..181f58324e2aae8c2c8b15708a9054f448873e37
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_postprocess.srt
@@ -0,0 +1,2204 @@
+1
+00:00:05,260 --> 00:00:07,280
+بسم الله الرحمن الرحيم يعطيكم العافية يا شباب
+
+2
+00:00:07,280 --> 00:00:10,320
+اليوم ان شاء الله بدنا نحكي عن ال rule based
+
+3
+00:00:10,320 --> 00:00:15,480
+expert system طبعا هذا العبارة عن الباب التاني من
+
+4
+00:00:15,480 --> 00:00:20,240
+كتاب artificial intelligence intelligent guide to
+
+5
+00:00:20,240 --> 00:00:25,840
+a guide to intelligent systems في الحقيقة في
+
+6
+00:00:25,840 --> 00:00:30,060
+البداية احنا بدنا نبدأ نتعرف او نحكي عن شو مفهوم
+
+7
+00:00:30,060 --> 00:00:32,580
+ال knowledge مفهوم ال knowledge هي عبارة عن
+
+8
+00:00:32,580 --> 00:00:37,070
+theoreticalأو practical understanding ل subject أو
+
+9
+00:00:37,070 --> 00:00:40,210
+domain معين طبعا احنا هنا بنركز على subject أو
+
+10
+00:00:40,210 --> 00:00:47,810
+domain معين لأنه المعرفة مش بت .. يعني مش بضرورة
+
+11
+00:00:47,810 --> 00:00:53,210
+ان هي تكون معرفة مطلقة في عدة مجلات فبالتاليأنا
+
+12
+00:00:53,210 --> 00:00:56,890
+بشتغل في مجال معين فبالتالي بيكون في عندي معرفة في
+
+13
+00:00:56,890 --> 00:00:59,690
+منطقة معينة بشتغل فيها كسنوات إن أنا مثلا بكون
+
+14
+00:00:59,690 --> 00:01:02,850
+خبير في القانون أو خبير في الاقتصاد أو بكون خبير
+
+15
+00:01:02,850 --> 00:01:09,070
+في ال .. ال .. في المجال الطبي فبالتالي إنه في
+
+16
+00:01:09,070 --> 00:01:14,390
+subject أو domain معين تمام؟ طبعا إن ال knowledge
+
+17
+00:01:15,770 --> 00:01:19,290
+معرفة هو ما تم معرفته لغاية الآن برضه هدا أنه
+
+18
+00:01:19,290 --> 00:01:24,230
+تعريف تاني أنه معرفة أنه ما تم معرفته لغاية الآن و
+
+19
+00:01:24,230 --> 00:01:27,490
+ال knowledge هي .. المعرفة هي القدرة knowledge is
+
+20
+00:01:27,490 --> 00:01:31,430
+power طبعا لما يكون الشخص في عنده معرفة أكيد
+
+21
+00:01:31,430 --> 00:01:34,710
+بطبيعة الحال بيكون في عنده القدرة أنه يسويأشياء
+
+22
+00:01:34,710 --> 00:01:38,410
+كتيرة فبالتالي القرارات اللي بيتاخدها و الأفعار
+
+23
+00:01:38,410 --> 00:01:42,210
+اللي بيسويها بتفرج بشكل كبير بين أنه يكون في عنده
+
+24
+00:01:42,210 --> 00:01:47,810
+معرفة و بين ما يكونش في عنده معرفة تمام فهنا لو
+
+25
+00:01:47,810 --> 00:01:51,610
+طلعنا على أي شخص مننا ممكن يكون هو domain expert
+
+26
+00:01:51,610 --> 00:01:57,370
+في مجال معين و عنده معرفة عميقة في مجالمعين طبعا
+
+27
+00:01:57,370 --> 00:02:01,170
+المعرفة هذه انه عبارة عن مجموعة من ال facts و
+
+28
+00:02:01,170 --> 00:02:04,410
+مجموعة من ال rules انا لما يكون في عندي خبرة في
+
+29
+00:02:04,410 --> 00:02:09,350
+مجال معين طبعا الخبرة هذه بتكون بشكل مهيكل ان انا
+
+30
+00:02:09,350 --> 00:02:13,570
+عندي مجموعة من ال facts و مجموعة من ال rules ال
+
+31
+00:02:13,570 --> 00:02:16,210
+facts هي مجموعة من الحقق ان انا مثلا على سبيل
+
+32
+00:02:16,210 --> 00:02:19,490
+المثال انه المعرفة النظرية انا عندي انا بعرف
+
+33
+00:02:19,490 --> 00:02:22,390
+مجموعة من الحقق يعني على سبيل المثال بعرف انه ان
+
+34
+00:02:22,390 --> 00:02:26,120
+الأرض كراوية و بعرف انهفي عندي حاجة اسمها جاذبية
+
+35
+00:02:26,120 --> 00:02:31,520
+فبالتالي هذه عبارة عن facts مجموعة ال rules انه
+
+36
+00:02:31,520 --> 00:02:37,600
+بتصير انه بشكل شرطي انه اذا صار في شرط معين هذا
+
+37
+00:02:37,600 --> 00:02:41,520
+بيولد انه يكون في عندي حقيقة معينة او action معين
+
+38
+00:02:41,520 --> 00:02:47,280
+فبالتالي انه لو ارتفعت ضغط ال ال الهواء فبالتالي
+
+39
+00:02:47,280 --> 00:02:51,440
+راح يصير كده فبالتالي هذه هي المعرفة انه بتكون على
+
+40
+00:02:51,440 --> 00:03:00,020
+شكل حقائق و على شكلقواعد طبعا
+
+41
+00:03:00,020 --> 00:03:03,900
+ال .. ال .. ال area احنا ممكن ان احنا نحددها ان
+
+42
+00:03:03,900 --> 00:03:06,580
+انا ممكن احكي ان انا domain expert في مجال معين
+
+43
+00:03:07,020 --> 00:03:12,020
+تمام؟ و ممكن أحكي أنه أنا domain يعني أنه نوسع
+
+44
+00:03:12,020 --> 00:03:17,060
+الخبرة تبعتي ل .. لو كنت أنا شخص عندي مهارات كثيرة
+
+45
+00:03:17,060 --> 00:03:24,620
+طيب نشوف أنه عملية التفكير عند الإنسان بتكون ده
+
+46
+00:03:24,620 --> 00:03:30,720
+بشكل داخلي يعني في عقل الإنسان طبعا صعب جدا أنه هي
+
+47
+00:03:30,720 --> 00:03:35,910
+العملية المعقدة أنه يتم تمثيلها بهذه البساطةتمام؟
+
+48
+00:03:35,910 --> 00:03:41,990
+على شكل algorithm يعني على سبيل المثال لكن معظم ال
+
+49
+00:03:41,990 --> 00:03:46,550
+experts بيكونوا قادرين على التعبير عن ال knowledge
+
+50
+00:03:46,550 --> 00:03:50,830
+اللي موجودة عندهم من خلال مجموعة من ال rules يعني
+
+51
+00:03:50,830 --> 00:03:53,190
+على سبيل المثال بيستخدموا هاي ال rules في ال
+
+52
+00:03:53,190 --> 00:03:56,230
+problem solvingيعني على سبيل المثال انه كيف .. شو
+
+53
+00:03:56,230 --> 00:03:59,090
+معنات ال rule انه يعني .. هاي مثال عليها انه إذا
+
+54
+00:03:59,090 --> 00:04:03,050
+ال traffic light is green then the action is go
+
+55
+00:04:03,050 --> 00:04:07,270
+فبالتالي بمقوّنة من جزءين ال F و then part ال F
+
+56
+00:04:07,270 --> 00:04:10,130
+بيحتوي على ال condition و ال then بيحتوي على ال
+
+57
+00:04:10,130 --> 00:04:14,050
+conclusion هنا مثال تاني لل rule انه إذا كان ال
+
+58
+00:04:14,050 --> 00:04:18,050
+traffic light is red فبالتالي ال action بيكون stop
+
+59
+00:04:18,050 --> 00:04:19,710
+طيب
+
+60
+00:04:22,070 --> 00:04:25,850
+طبعا مصطلح ال rules أنا عندي في ال AI مستخدم على
+
+61
+00:04:25,850 --> 00:04:28,990
+نطاق واسع ومستخدم في ال knowledge representation
+
+62
+00:04:29,560 --> 00:04:31,780
+طبعا احنا عرفنا ايش هي ال knowledge ال knowledge
+
+63
+00:04:31,780 --> 00:04:35,900
+ان هي عبارة عن مجموعة ما تم معرفته لغاية لغاية
+
+64
+00:04:35,900 --> 00:04:40,760
+مجموعة من الحقائق بالاضافة لمجموعة من القواعد وهذه
+
+65
+00:04:40,760 --> 00:04:44,520
+الطريقة في تمثيل المعرفة مستخدمة في ال AI على شكل
+
+66
+00:04:44,520 --> 00:04:49,460
+بشكل نطاق واسع و واحد الطرق المستخدمة اللي هي ال F
+
+67
+00:04:49,460 --> 00:04:53,000
+then structure فبالتالي انا بيكون في عندي هنا ال F
+
+68
+00:04:53,000 --> 00:05:00,390
+partwithin part طبعا هي عبارة عن مجموعة من القواعد
+
+69
+00:05:00,390 --> 00:05:03,830
+اللي انا ممكن استخدمها لحل إشكاليات معينة كيف يعني
+
+70
+00:05:03,830 --> 00:05:06,870
+على سبيل المثال يعني انا ممكن احكي انه
+
+71
+00:05:08,980 --> 00:05:11,900
+في عندي قاعدة معينة لو أنا كنت طبيب مثلا باجي بحكي
+
+72
+00:05:11,900 --> 00:05:15,380
+إنه إذا كانت .. إذا كان في حرارة و كان فيه سيلان
+
+73
+00:05:15,380 --> 00:05:18,620
+في الأنف فبالتالي التشخيص الطبي بيكون كذا فأنا
+
+74
+00:05:18,620 --> 00:05:23,820
+استخدمت قواعد بهذا الشكل زي هيك طبعا ال .. الأجزاء
+
+75
+00:05:23,820 --> 00:05:27,400
+اللي أنا عندي في ال if part و ال within part بيلها
+
+76
+00:05:27,400 --> 00:05:31,460
+تسمية ال if part بيسموها ال antecedent أو ال
+
+77
+00:05:31,460 --> 00:05:36,120
+premiseأو ال condition هذه كلها مسمية لنفس الشغل
+
+78
+00:05:36,120 --> 00:05:39,160
+اللي هي الجزئية المتعلقة بال F part فبالتالي هنا
+
+79
+00:05:39,160 --> 00:05:47,460
+انا عندي هنا F و ال F هي ان انا عندي هذا ال F part
+
+80
+00:05:47,460 --> 00:05:56,160
+زي هيك لي استخدم القلم التاني تمام؟ و هنا then و
+
+81
+00:05:56,160 --> 00:06:00,160
+هذا ال then part هذا حكينا انه تسميته antecedent
+
+82
+00:06:06,320 --> 00:06:12,240
+أو premise أو
+
+83
+00:06:12,240 --> 00:06:19,140
+مسمة تالت اللي هو condition طبعا
+
+84
+00:06:19,140 --> 00:06:22,460
+condition لإنه بيكون فيه شرط يعني على سبيل المثال
+
+85
+00:06:22,460 --> 00:06:26,300
+إنه إذا كان في حرارة مرتفعة الحرارة مرتفعة معناه
+
+86
+00:06:26,300 --> 00:06:29,580
+ذلك إنه true أو false أو إذا كانت الحرارة أعلى
+
+87
+00:06:29,580 --> 00:06:33,540
+مثلا من 38 أكبر من 38 عشان هيك إنه بتكون condition
+
+88
+00:06:34,280 --> 00:06:37,720
+طبعا الجزء هذه consequent .. consequent اللي هو
+
+89
+00:06:37,720 --> 00:06:43,580
+يعني عقبة انه تحقق هذا الشرط شو العقبة تبعته او شو
+
+90
+00:06:43,580 --> 00:06:49,320
+النتيجة تبعته بنسميها consequent او
+
+91
+00:06:49,320 --> 00:06:54,080
+ممكن ان احنا نسميها conclusion
+
+92
+00:07:00,210 --> 00:07:04,630
+استنتاج عبارة عن تشخيص طبي تمام أو ممكن تكون
+
+93
+00:07:04,630 --> 00:07:05,470
+action معين
+
+94
+00:07:08,390 --> 00:07:11,710
+زي ال slide اللي احنا شوفناها في يعني ال slide
+
+95
+00:07:11,710 --> 00:07:15,430
+السابقة انه احنا شوفنا هنا انه اذا ال traffic
+
+96
+00:07:15,430 --> 00:07:20,030
+light is red فبالتالي ال action is stop فبالتالي
+
+97
+00:07:20,030 --> 00:07:23,170
+هذا عبارة عن action فبالتالي ال then part مرة
+
+98
+00:07:23,170 --> 00:07:26,450
+بيكون عبارة عن consequent عبارة عن نتيجة او عاقبة
+
+99
+00:07:26,450 --> 00:07:30,410
+او conclusion نتيجة او عبارة عن action بهذا الشكل
+
+100
+00:07:36,280 --> 00:07:41,400
+تمام يبقى هنا if antecedent then consequent هاي ال
+
+101
+00:07:41,400 --> 00:07:44,880
+structure العامة لإلها ممكن يكون ان انا عندي
+
+102
+00:07:44,880 --> 00:07:48,400
+مجموعة من القواعد وال antecedent بيناتهم انه
+
+103
+00:07:48,400 --> 00:07:52,960
+joined باستخدام ال and فبالتالي بيكون عبارة عن
+
+104
+00:07:52,960 --> 00:07:58,940
+conjunctionلمجموعة من ال antecedents أو بتكون or
+
+105
+00:07:58,940 --> 00:08:03,180
+فبالتالي بتكون عبارة عن disjunction ل ال
+
+106
+00:08:03,180 --> 00:08:07,920
+antecedent أو ممكن تكون and و or مع بعض فبالتالي
+
+107
+00:08:07,920 --> 00:08:14,200
+هنا هذا ال if part ممكن يكون في أنا عندي هنا if ال
+
+108
+00:08:14,200 --> 00:08:16,440
+part الأول and
+
+109
+00:08:18,080 --> 00:08:22,020
+ال part التاني وهي كده كمان زي ما هم وضحينا if
+
+110
+00:08:22,020 --> 00:08:27,320
+antecedent and و هنا فيه انا عندي نقاط نقاط بتدل
+
+111
+00:08:27,320 --> 00:08:31,320
+انه انا ممكن تكون في عندي two antecedents three
+
+112
+00:08:31,320 --> 00:08:34,320
+antecedents او لغاية ال un antecedent و هنا الدين
+
+113
+00:08:34,320 --> 00:08:39,370
+انا عندي consequent او ممكن تكونor ان انا بيكون
+
+114
+00:08:39,370 --> 00:08:43,610
+عندي اف ال antecedent الاول or التانى or التالت و
+
+115
+00:08:43,610 --> 00:08:48,190
+هكذا لغاية لما نقصل ل then part و ممكن تكون التنين
+
+116
+00:08:48,190 --> 00:08:54,470
+سوا يعني and و or مع بعض طيب
+
+117
+00:09:02,720 --> 00:09:06,420
+طيب نيجي الآن لل antecedent احنا بنفصل فيهم واحدة
+
+118
+00:09:06,420 --> 00:09:09,060
+واحدة يعني هنا احنا حكينا ان ال antecedent ممكن
+
+119
+00:09:09,060 --> 00:09:11,960
+يكون بينادها and or اكتر من antecedent طب ال
+
+120
+00:09:11,960 --> 00:09:19,840
+antecedent نفسها احنا فيها جزئين ال object تمام و
+
+121
+00:09:19,840 --> 00:09:23,700
+ال value تبعته بالاضافة ل operator طبعا هذا الكلام
+
+122
+00:09:23,700 --> 00:09:28,770
+ان ال object مرتبط ب value معين مع operator معينو
+
+123
+00:09:28,770 --> 00:09:35,190
+ال operator هذا ممكن انه يعمل assign a value معينة
+
+124
+00:09:35,190 --> 00:09:41,010
+تمام زي مثلا انه is are كذا و فبالتالي هنا بيكون
+
+125
+00:09:41,010 --> 00:09:44,270
+انا في عندي symbolic value يعني على سبيل المثال
+
+126
+00:09:44,270 --> 00:09:49,790
+انه هنا اذا كان ال age of the customer تمام هذا
+
+127
+00:09:49,790 --> 00:09:53,800
+عبارة عنobject هذا .. هذا .. هذا عبارة عن
+
+128
+00:09:53,800 --> 00:09:57,580
+linguistic object هذا كله عبارة عن object واحد
+
+129
+00:09:57,580 --> 00:09:59,980
+عنايش بيعبر .. بيعبر عن ال age تبع ال customer
+
+130
+00:09:59,980 --> 00:10:09,260
+تمام؟ وهذا عبارة عن ال operator بجهد حكينا أن هذا
+
+131
+00:10:09,260 --> 00:10:14,080
+عبارة عن ال object تمام؟
+
+132
+00:10:14,080 --> 00:10:16,720
+وهذه الأصغر منها عبارة عن ال operator
+
+133
+00:10:19,430 --> 00:10:26,130
+تمام؟ وهذا عبارة عن ال value طبعا هذا كله بنسميه
+
+134
+00:10:26,130 --> 00:10:28,590
+antecedent هذا كله بنسميه antecedent يبقى ال
+
+135
+00:10:28,590 --> 00:10:31,930
+antecedent هذا من أيش مكون أنه object بالإضافة ل
+
+136
+00:10:31,930 --> 00:10:36,190
+operator بالإضافة ل value فبالتالي إذا كان ال
+
+137
+00:10:36,190 --> 00:10:39,390
+object هذا أقل من value معينة أي معنى الكلام احنا
+
+138
+00:10:39,390 --> 00:10:42,530
+حسب المثال تبعنا إذا كان age of the customer أقل
+
+139
+00:10:42,530 --> 00:10:47,720
+من 18 فين عندي هنا conjunction and تمام؟طبعا ال
+
+140
+00:10:47,720 --> 00:10:50,940
+conjunction هذا انه ال cash with the drawel انا في
+
+141
+00:10:50,940 --> 00:10:53,320
+عندي linguistic variable تاني في عندي operator
+
+142
+00:10:53,320 --> 00:10:57,580
+تانية اكبر من الف اذا كان ال cash with the drawel
+
+143
+00:10:57,580 --> 00:11:01,420
+اذا كان عملية ال cash اللي سحبها اكتر اكبر من الف
+
+144
+00:11:01,420 --> 00:11:07,820
+then هذا ال action انه signature of the parent is
+
+145
+00:11:07,820 --> 00:11:12,120
+required زي ما شوفنا هنا is تمام؟
+
+146
+00:11:14,810 --> 00:11:18,330
+طبعا هذا كلام ان احنا ممكن نغيره في role تانية انه
+
+147
+00:11:18,330 --> 00:11:22,470
+اذا كان ال .. ال .. ال customer is adult يعني ممكن
+
+148
+00:11:22,470 --> 00:11:25,390
+ارجع اكتبها بدل ما يكون في هنا عندي operator بده
+
+149
+00:11:25,390 --> 00:11:28,390
+يكون في عندي هنا عبارة عن assignment ال assignment
+
+150
+00:11:28,390 --> 00:11:32,790
+هنا زي ما حكينا انه is او are زي ما هو موضح هنا في
+
+151
+00:11:32,790 --> 00:11:38,450
+ال slide انه is او are او is not او are not تمام؟
+
+152
+00:11:38,450 --> 00:11:42,090
+حد اقول كمانبهذا الشكل هذه ال rule ممكن ارجع
+
+153
+00:11:42,090 --> 00:11:45,950
+اكتبها بهذا الشكل فبح ..بحكي هنا انه اذا ال
+
+154
+00:11:45,950 --> 00:11:50,850
+customer is
+
+155
+00:11:50,850 --> 00:11:57,170
+هذه عبارة عن تمام operator ولكن انه هي assignment
+
+156
+00:11:57,170 --> 00:12:02,810
+بتاع ما اللي identify انه adult تمام
+
+157
+00:12:02,810 --> 00:12:03,770
+then
+
+158
+00:12:06,320 --> 00:12:09,040
+ممكن يكون انه انا عندي ال signature تبع ال parent
+
+159
+00:12:09,040 --> 00:12:16,980
+is not required signature of parents is
+
+160
+00:12:16,980 --> 00:12:25,060
+not تمام required تمام
+
+161
+00:12:25,060 --> 00:12:28,940
+فبالتالي هنا انا الجزئية هذه ممكن تكون هنا
+
+162
+00:12:28,940 --> 00:12:33,700
+required او يعني ممكن تكون عبارة عن symbolic value
+
+163
+00:12:33,700 --> 00:12:38,190
+او ممكن تكون عبارة عنvalue في حداتها ممكن تكون
+
+164
+00:12:38,190 --> 00:12:41,210
+عبارة عن رقم زي ال 18 أو ممكن تكون هنا عبارة عن
+
+165
+00:12:41,210 --> 00:12:58,130
+انه required او not required بهذا الشكل طبعا okay
+
+166
+00:12:58,130 --> 00:12:59,250
+طيب
+
+167
+00:13:02,370 --> 00:13:05,590
+طبعا ال rules بتمثلي عبارة عن مجموعة من ال
+
+168
+00:13:05,590 --> 00:13:08,910
+relations أو ال recommendations أو بنسميها
+
+169
+00:13:08,910 --> 00:13:12,270
+directives أو strategies أو heuristics كلها مسميات
+
+170
+00:13:12,270 --> 00:13:14,830
+لنفس الأشياء معناه ذلك أن ال rule في بعض الأحيان
+
+171
+00:13:14,830 --> 00:13:18,090
+ممكن تكون عبارة عن مجموعة من العلاقات أو مجموعة من
+
+172
+00:13:18,090 --> 00:13:23,950
+التوصيات تمام؟ أو مجموعة من التوجيهاتتمام؟ او
+
+173
+00:13:23,950 --> 00:13:29,090
+مجموعة من الاستراتيجيات تمام؟ او مجموعة من آليات
+
+174
+00:13:29,090 --> 00:13:33,390
+الحل heuristics فبالتالي هذه ممكن ان انا احطلكم
+
+175
+00:13:33,390 --> 00:13:38,750
+عليها ان هذه مجموعة من العلاقات او مجموعة من
+
+176
+00:13:38,750 --> 00:13:44,050
+التوصيات او مجموعة من الإرشادات directives عبارة
+
+177
+00:13:44,050 --> 00:13:49,990
+عن توجيهات او إرشادات تمام؟
+
+178
+00:13:49,990 --> 00:13:52,350
+او هنا مجموعة من الاستراتيجيات
+
+179
+00:13:55,190 --> 00:14:02,150
+تمام أو مجموعة من طرق يعني انه طرق او يعني مجموعة
+
+180
+00:14:02,150 --> 00:14:05,270
+من الاستنتاجات خليني اعتبرها ان هي heuristic عبارة
+
+181
+00:14:05,270 --> 00:14:12,790
+عن مجموعة من يعني استنتاجات
+
+182
+00:14:12,790 --> 00:14:18,330
+تمام ان هي بتكون على شكل متسلسل خليني نشوف هذا
+
+183
+00:14:18,330 --> 00:14:22,010
+المثال هذا المثال النهيه بيعبر بهذا الشكل ايش
+
+184
+00:14:22,010 --> 00:14:28,100
+بيحكيلي بيحكيلي انهrelation إنه شغلتين مرتبطين مع
+
+185
+00:14:28,100 --> 00:14:34,080
+بعض إذا كان ال fuel tank is empty then the car is
+
+186
+00:14:34,080 --> 00:14:38,440
+dead فبالتالي في علاقة بين إنه ال car أنه تكون
+
+187
+00:14:38,440 --> 00:14:42,320
+dead و بين خزان الوقود اللي موجود فيها بهذا الشكل
+
+188
+00:14:42,320 --> 00:14:46,340
+طبعا طيب كيف ممكن تكون recommendation؟ ممكن تكون
+
+189
+00:14:46,340 --> 00:14:50,200
+بهذا الشكل إنه if the season is autumn إذا كان
+
+190
+00:14:50,200 --> 00:14:56,590
+الموسم أو الفصل خريف and the sky is cloudyو السماء
+
+191
+00:14:56,590 --> 00:15:02,270
+مسحبة، فيها صحب يعني and the forecast is drizzle،
+
+192
+00:15:02,270 --> 00:15:05,210
+إذا كان حالة الطقس اللي أنا فيها عندي زخات من
+
+193
+00:15:05,210 --> 00:15:10,550
+المطر، تمام؟ then the advice is take an umbrella،
+
+194
+00:15:10,550 --> 00:15:13,130
+هذا advice، هذا عبارة عن recommendation، ممكن
+
+195
+00:15:13,130 --> 00:15:17,060
+تاخدها و ممكن ما تاخدهاشبناء على إيش؟ بناء على أنه
+
+196
+00:15:17,060 --> 00:15:20,460
+إذا أنت كنت في فصل الخريف والسماء مسحبة و ال
+
+197
+00:15:20,460 --> 00:15:23,540
+forecast is the result طبعا هذا عبارة عن forecast
+
+198
+00:15:23,540 --> 00:15:26,120
+عشان هيك أنه هو recommendation شغل مش ملزمة يعني
+
+199
+00:15:26,120 --> 00:15:30,200
+ممكن تشتي ممكن ما تشتيش فبالتالي أنه نصيحة هنا أو
+
+200
+00:15:30,200 --> 00:15:33,040
+ال recommendation التوصية أن أنت تاخد ال umbrella
+
+201
+00:15:33,040 --> 00:15:38,640
+طيب بخصوص ال directive التوجيهات كيف ممكن تكون if
+
+202
+00:15:38,640 --> 00:15:45,600
+the car is deadتمام؟ then and the fuel tank is
+
+203
+00:15:45,600 --> 00:15:49,420
+empty انا فيها عندي عدة شروط إذا كان السيارة dead
+
+204
+00:15:49,420 --> 00:15:54,280
+و ال fuel tank is empty then the action is refuel
+
+205
+00:15:54,280 --> 00:15:58,340
+the tank هذا عبارة عن توجيهات و إرشادات انه .. انه
+
+206
+00:15:58,340 --> 00:16:01,420
+في حال انه انت اتحقق عندك هذه الشروط إذا كانت
+
+207
+00:16:01,420 --> 00:16:05,620
+السيارة ما بتشتغل و إذا كان خزان اللقوات فاضي
+
+208
+00:16:05,620 --> 00:16:09,080
+فبالتالي ال actionان انت تعبي الوقود طبعا انت ممكن
+
+209
+00:16:09,080 --> 00:16:14,060
+تستغرب ان هذه ال rules نايف او سادجة ولكن هي عبارة
+
+210
+00:16:14,060 --> 00:16:19,520
+عن rules مهمة جدا جدا ممكن self-driving car ان هي
+
+211
+00:16:19,520 --> 00:16:22,820
+تشتغل من خلال هذه ال rules ان هي تاخد قرار ان هي
+
+212
+00:16:22,820 --> 00:16:29,200
+تعبي بنزين او لا ما تعبي بنزين طيب
+
+213
+00:16:29,200 --> 00:16:34,300
+strategy مثال على ال strategyالستراتيجي هنا يعني
+
+214
+00:16:34,300 --> 00:16:38,020
+على سبيل المثال انه if the car is dead is dead
+
+215
+00:16:38,020 --> 00:16:42,800
+طبعا هنا بيكون على شكل سلسلة تمام انه the action
+
+216
+00:16:42,800 --> 00:16:48,620
+is check the fuel tank اذا كانت السيارة ما بتشتغل
+
+217
+00:16:48,620 --> 00:16:52,240
+اول شغل انا ممكن اسويها ان انا عايش اسويه ان انا
+
+218
+00:16:52,240 --> 00:16:58,900
+اتفحص خزان الوقود و هنا then تمام هنا عندي هنا
+
+219
+00:16:58,900 --> 00:17:04,190
+semi colon واضحةهنا انا في عندي semicolon تمام ان
+
+220
+00:17:04,190 --> 00:17:07,590
+انا في عندي في ال then part ان انا في عندي action
+
+221
+00:17:07,590 --> 00:17:12,450
+بالاضافة لعندي انه fact جديدة انه step one is
+
+222
+00:17:12,450 --> 00:17:15,970
+complete ليش؟ لان انا بدي استخدمها على المدى
+
+223
+00:17:15,970 --> 00:17:18,770
+البعيد لان بدي استخدمها في role تانية هاي ال role
+
+224
+00:17:18,770 --> 00:17:22,950
+التانية if step one is complete لان انا بدي اتأكد
+
+225
+00:17:22,950 --> 00:17:27,790
+ان انت already فاحص خزان الوقود تمام then the fuel
+
+226
+00:17:27,790 --> 00:17:32,880
+tank is fullإذا خلصت المرحلة الأولى فبالتالي أنه
+
+227
+00:17:32,880 --> 00:17:38,660
+الخزان مليان فبالتالي بتكون المشكلة من مصدر تاني
+
+228
+00:17:38,660 --> 00:17:44,440
+فبالتالي المشكلة من مصدر تاني then the action is
+
+229
+00:17:44,440 --> 00:17:49,320
+check the battery أنه أنا بدي أفحص البطارية تمام؟
+
+230
+00:17:49,890 --> 00:17:53,950
+فبالتالي هنا بدي اضيف هنا كمان مرة semi colon و
+
+231
+00:17:53,950 --> 00:17:58,350
+بدي اضيف fact جديدة ان step two is complete او
+
+232
+00:17:58,350 --> 00:18:02,110
+يعني ان خطوة انا عندي في ال strategy كلها و هكذا
+
+233
+00:18:02,110 --> 00:18:06,570
+فبالتالي بنتقل لمرحلة تالتة متى اذا كنت انا متحقق
+
+234
+00:18:06,570 --> 00:18:10,390
+من خزان الوقود ان هو فاضي و كنت متحقق من البطارية
+
+235
+00:18:10,390 --> 00:18:13,900
+ساعتها بروح بدور على سبب التالتانا مش راح ادور على
+
+236
+00:18:13,900 --> 00:18:17,380
+ال step رقم تلاتة هيك ال استراتيجية بتشتغل ان انا
+
+237
+00:18:17,380 --> 00:18:21,240
+عندي على شكل مراحل مش راح افحص الخطوة التالتة الى
+
+238
+00:18:21,240 --> 00:18:25,620
+لما اتأكد ان خزان الوقود تمام و البطارية تمام طيب
+
+239
+00:18:25,620 --> 00:18:30,090
+ال heuristic مثال على ال heuristicإذا كان ال spill
+
+240
+00:18:30,090 --> 00:18:34,250
+is liquid في أن عندي سائل مسكوب إذا كان السائل
+
+241
+00:18:34,250 --> 00:18:37,730
+المسكوب أو أنا عفوا إن عندي شغلة مسكوبة إذا كان
+
+242
+00:18:37,730 --> 00:18:44,530
+الشغلة اللي مسكوبة هي عبارة عن سائل و ال pH تبعتها
+
+243
+00:18:44,530 --> 00:18:52,320
+أقل من 6 و ال smell تبعتها vinegarخل طبعا هذا كلام
+
+244
+00:18:52,320 --> 00:18:56,520
+انه انا ممكن اتفحصه من خلال sensor ممكن اتفحص ب
+
+245
+00:18:56,520 --> 00:19:00,040
+sensor زي ما أخدنا في ال intelligent agents انه
+
+246
+00:19:00,040 --> 00:19:03,340
+بيكون في عنده actuators actuators بتكون عندي عبارة
+
+247
+00:19:03,340 --> 00:19:06,080
+عن sensor فبالتالي ممكن يكون في عندي sensor بتدريب
+
+248
+00:19:06,080 --> 00:19:10,460
+بقيس درجة الحمودة في هذا السائل تمام بالاضافة
+
+249
+00:19:10,460 --> 00:19:14,300
+للرائحة في عندي sensor بتحسس الرائحة اذا كانت
+
+250
+00:19:14,300 --> 00:19:18,640
+الرائحة تبعته خل تمام فبالتالي بصلنا نتيجة هذا
+
+251
+00:19:18,640 --> 00:19:24,860
+استمتاجheuristic استنتاج انه بناء على حقائق معينة
+
+252
+00:19:24,860 --> 00:19:30,340
+استقراء معين عبارة عن استقرار انه اذا كان سائل
+
+253
+00:19:30,340 --> 00:19:34,740
+والبيئة تشتبعه اقل من ستة وكان ريحته زي الخلفة
+
+254
+00:19:34,740 --> 00:19:38,480
+فبالتالي انه ال spill material ان المادة المنسكة
+
+255
+00:19:38,480 --> 00:19:44,420
+بقى هي عبارة عن acidic acid حمض الخليك acidic acid
+
+256
+00:19:44,420 --> 00:19:45,560
+تمام؟
+
+257
+00:19:48,070 --> 00:19:52,570
+طيب الان بدنا نحكي عن ال main players انا عندي في
+
+258
+00:19:52,570 --> 00:19:57,190
+تطوير نظام ال expert system شوفنا اتعرفنا عن ال
+
+259
+00:19:57,190 --> 00:19:59,570
+expert system ان هو عبارة عن role based expert
+
+260
+00:19:59,570 --> 00:20:02,250
+system لو بدنا نطور نظام بدي اشوف اللاعبين
+
+261
+00:20:02,250 --> 00:20:06,770
+الأساسيين في انا عندي five players خمس لاعبين مين
+
+262
+00:20:06,770 --> 00:20:08,090
+هم هدول؟ هاي
+
+263
+00:20:20,080 --> 00:20:25,040
+اللي هو ال domain expert تمام؟ طبعا ال domain
+
+264
+00:20:25,040 --> 00:20:28,240
+expert مش هيعطيلك ال facts و ال rule هيك ب .. يعني
+
+265
+00:20:28,240 --> 00:20:32,640
+ب .. ببساطة فإيش راح يسوي؟ إيش بنحتاج؟ بنحتاج ل
+
+266
+00:20:32,640 --> 00:20:36,400
+knowledge engineer وظيفة ال knowledge engineer أن
+
+267
+00:20:36,400 --> 00:20:40,920
+هو يعملي استخراج للمعرفة من ال domain expert طبعا
+
+268
+00:20:40,920 --> 00:20:44,520
+ال knowledge هذه اللي احنا طلعناها بدنا مبرمج أن
+
+269
+00:20:44,520 --> 00:20:49,880
+هو يبرمجهاطبعا هدول الأشخاص كلهم محتاج حدا يديرهم
+
+270
+00:20:49,880 --> 00:20:53,060
+اللي هو ال project manager و في النهاية المنتج هذا
+
+271
+00:20:53,060 --> 00:20:59,840
+مين هيستخدمه end user طبعا
+
+272
+00:20:59,840 --> 00:21:02,740
+نجاح ال expert system بيعتمد عليهم كلهم طبعا انت
+
+273
+00:21:02,740 --> 00:21:05,240
+ممكن تتساءل ان ال expert system هذا وين ممكن يفيد
+
+274
+00:21:05,240 --> 00:21:11,350
+ممكن يفيد في حالات عديدةيعني على سبيل مثال كان في
+
+275
+00:21:11,350 --> 00:21:14,930
+سابقا برنامج للأمم المتحدة في أحد .. في أحد الدول
+
+276
+00:21:14,930 --> 00:21:20,290
+أنه كان في مرض منتشر بشكل كبيرتمام؟ و في نقص في
+
+277
+00:21:20,290 --> 00:21:23,770
+الخبراء ل .. في .. في هذا المرض فبالتالي ال expert
+
+278
+00:21:23,770 --> 00:21:27,250
+system هنا ممكن يعود الموضوع فبالتالي ممكن أخلي
+
+279
+00:21:27,250 --> 00:21:31,630
+ممرض أو ممرضة تمام؟ يشتغلوا على ال expert system و
+
+280
+00:21:31,630 --> 00:21:35,570
+هو بروح بسأل .. بسأل ال .. ال .. المريض انه هل انت
+
+281
+00:21:35,570 --> 00:21:38,490
+عندك كذا؟ هل عندك كذا؟ فبالتالي في النهاية بطلع
+
+282
+00:21:38,490 --> 00:21:42,090
+بالتشخيص اذا احنا طلعنا بالتشخيص الصح معنا ذلك انه
+
+283
+00:21:42,090 --> 00:21:46,850
+خلاص انه انحلت المشكلةفبالتالي ال end user ممكن
+
+284
+00:21:46,850 --> 00:21:50,830
+يكون عبارة عن مستخدم عادي يعني انه ممرد او ممكن
+
+285
+00:21:50,830 --> 00:21:56,790
+يكون انه patient مريض او ممكن يكون انه اي شخص عادي
+
+286
+00:21:56,790 --> 00:22:03,210
+تمام انه بده يحصل على توصية من ال expert باستخدام
+
+287
+00:22:03,210 --> 00:22:09,850
+ال expert system هذه الرسمة بتوضح انه تفاعل بين
+
+288
+00:22:09,850 --> 00:22:11,370
+high
+
+289
+00:22:17,630 --> 00:22:20,570
+طبعا ال knowledge engineer هنا بتفاعل مع ال expert
+
+290
+00:22:20,570 --> 00:22:23,850
+system بياخد منه ال knowledge و بديها للمبرمج زي
+
+291
+00:22:23,850 --> 00:22:26,010
+ما انت شايف انه مافيش تفاعل بين ال domain expert و
+
+292
+00:22:26,010 --> 00:22:30,810
+المبرمج تمام؟ و المدير هو بعمل إدارة لكل هدول
+
+293
+00:22:30,810 --> 00:22:33,750
+الأشخاص اللي هم ال expert ال domain expert و ال
+
+294
+00:22:33,750 --> 00:22:36,770
+knowledge engineer و ال programmer تمام؟ طبعا هذا
+
+295
+00:22:36,770 --> 00:22:40,530
+الكلام كله بروح بنصب .. بنصبه في expert system
+
+296
+00:22:40,530 --> 00:22:44,410
+اللي هو عبارة عن software تمام؟ و ال software هذا
+
+297
+00:22:44,410 --> 00:22:46,830
+بده يستخدمه ال end user
+
+298
+00:22:52,060 --> 00:22:55,460
+تمام؟ طبعا ال domain expert احنا عرفناه هو عبارة
+
+299
+00:22:55,460 --> 00:22:59,360
+عن شخص خبير في مجال معين تمام؟ ممكن يكون طبيب ممكن
+
+300
+00:22:59,360 --> 00:23:04,680
+يكون شخص خبير في الاقتصاد او شخص خبير في القانون و
+
+301
+00:23:04,680 --> 00:23:08,560
+هكذا تمام؟ و ال knowledge engineer طبعا بده يكون
+
+302
+00:23:08,560 --> 00:23:12,800
+في عنده شخص هو عبارة عن شخص عنده القدرة لبناء و
+
+303
+00:23:12,800 --> 00:23:17,050
+اختبار ال expert system تمام؟و انه عنده يكون
+
+304
+00:23:17,050 --> 00:23:20,430
+القدرة ان هو يسحب ال knowledge بطريقة structured
+
+305
+00:23:20,430 --> 00:23:26,270
+من ال domain expert و يعملها representation بطريقة
+
+306
+00:23:26,270 --> 00:23:28,970
+ال F then rules تمام؟
+
+307
+00:23:32,620 --> 00:23:35,020
+البروجرامر هو اللي هيعمل implementation بطبيعة
+
+308
+00:23:35,020 --> 00:23:40,780
+الحال ل .. ل .. ل .. ل .. ل expert system طبعاً في
+
+309
+00:23:40,780 --> 00:23:43,580
+عدة لغات برمجية اللي ممكن استخدمها في هذا الإطار
+
+310
+00:23:43,580 --> 00:23:46,740
+فين عندي الISP في عندي ال prologue في عندي ال
+
+311
+00:23:46,740 --> 00:23:50,760
+eclipse واحدة من اللغات اللي انا ممكن استخدمها في
+
+312
+00:23:50,760 --> 00:23:53,480
+.. هي اللغة .. واحد اللغات ال AI اللي انا ممكن
+
+313
+00:23:53,480 --> 00:23:55,880
+استخدمها في ال implementation تبع ال expert system
+
+314
+00:23:55,880 --> 00:23:58,820
+طبعا الواجهة تبعته ممكن أنا أربطها في ال web أو
+
+315
+00:23:58,820 --> 00:24:03,130
+ممكن أربطها في تطبيق mobile أو أي شغلأو أي واجهة
+
+316
+00:24:03,130 --> 00:24:06,590
+تانية تمام؟ ال project manager زي ما ذكرنا هو
+
+317
+00:24:06,590 --> 00:24:10,230
+الشخص اللي بيدير و ال end user هو اللي هيستخدم ال
+
+318
+00:24:10,230 --> 00:24:16,650
+.. ال .. ال .. النظام هذا و هو هيستفيد منه تمام؟
+
+319
+00:24:16,650 --> 00:24:23,320
+طيبخلّينا يعني نتوقف هنا في هذه المخادرة والمخادرة
+
+320
+00:24:23,320 --> 00:24:26,620
+الجاية ان شاء الله راح نحكي عن ال structure تبع ال
+
+321
+00:24:26,620 --> 00:24:30,480
+rule based expert system بخصوص ال structure تبع ال
+
+322
+00:24:30,480 --> 00:24:34,900
+expert system او ال rule based expert system فيه
+
+323
+00:24:34,900 --> 00:24:40,430
+ال structure معروفة انه بده يكون في عندى هنااحنا
+
+324
+00:24:40,430 --> 00:24:42,630
+حكينا ان ال knowledge هي عبارة عن facts و rule
+
+325
+00:24:42,630 --> 00:24:46,610
+فبالتالي ان هدول بده تكون منفصلتين انه ك
+
+326
+00:24:46,610 --> 00:24:51,770
+components منفصلتين هذا بنسمي long term memory او
+
+327
+00:24:51,770 --> 00:24:55,570
+ال production rules تمام و هذه عبارة عن short term
+
+328
+00:24:55,570 --> 00:24:59,350
+memory اللي هي عبارة عن ال factطبعا ال fact هذه
+
+329
+00:24:59,350 --> 00:25:02,010
+ليش أنه هي short term memory لأنه ال fact متغيرة
+
+330
+00:25:02,010 --> 00:25:05,370
+يعني على سبيل المثال أنه الشمس طالع اليوم الشمس
+
+331
+00:25:05,370 --> 00:25:08,450
+طالع اليوم أنه هذه عبارة عن fact بكرا ممكن تتغير
+
+332
+00:25:08,450 --> 00:25:13,590
+ممكن يكون الجو غائم ماتكونش الشمس طالعة طبعا أما
+
+333
+00:25:13,590 --> 00:25:18,570
+ال long term memory هي عبارة عن ال ruleال role هذه
+
+334
+00:25:18,570 --> 00:25:21,490
+بنقدر نقول إن هي عبارة عن role فيزيائية ثابتة أو
+
+335
+00:25:21,490 --> 00:25:24,950
+role معروفة في .. في domain معين يعني على سبيل
+
+336
+00:25:24,950 --> 00:25:29,370
+المثال إنه إذا كانت درجة الحرارة كذا أو إذا كان
+
+337
+00:25:29,370 --> 00:25:32,050
+مستوى النهر أكتر من كذا فبالتالي هيصير كده
+
+338
+00:25:32,050 --> 00:25:37,690
+فبالتالي هي role معروفة طبعا هدول الشغلتين تمام؟
+
+339
+00:25:37,690 --> 00:25:41,390
+بديوا يصيرفي هذا ال component عملية ال reasoning
+
+340
+00:25:41,390 --> 00:25:47,850
+عملية الاستنتاج عملية الاستنباط فبالتالي هنا بطلع
+
+341
+00:25:47,850 --> 00:25:52,970
+ب conclusion معينة طبعا نجاح ال production system
+
+342
+00:25:52,970 --> 00:25:57,010
+model انه بيأتي من فصل ال rules عن ال facts
+
+343
+00:25:57,010 --> 00:26:00,870
+فبالتالي هنا بيساعد بشكل كبيرإنه هنا إنه يكون في
+
+344
+00:26:00,870 --> 00:26:03,670
+عندي في ال reasoning أو ال inference engine زي ما
+
+345
+00:26:03,670 --> 00:26:06,690
+هنشوف التفاصيل تبعته في ال slide الجاية إنه أنا
+
+346
+00:26:06,690 --> 00:26:09,350
+أفصل هدول من هدول فبالتالي ال maintenance بيكون
+
+347
+00:26:09,350 --> 00:26:12,830
+أفضل عندي من إنه أنا أسوي هذه الشغل في برنامج عادي
+
+348
+00:26:12,830 --> 00:26:18,680
+طبعا ليش سمينا production system model؟لأن النتيجة
+
+349
+00:26:18,680 --> 00:26:22,040
+هي عبارة عن انه بتعملي produce ل more knowledge ان
+
+350
+00:26:22,040 --> 00:26:24,440
+انا بستخدم ال knowledge و بتعملي produce ل facts
+
+351
+00:26:24,440 --> 00:26:31,320
+جديدة يعني على سبيل المثال انه اذا كان السائل ال
+
+352
+00:26:31,320 --> 00:26:34,540
+.. انه ال .. ال material المسكوب عبارة عن سائل
+
+353
+00:26:34,540 --> 00:26:39,260
+تمام و درجة الحمودة طبعتها انه كذا و الرائحة
+
+354
+00:26:39,260 --> 00:26:42,300
+طبعتها كذا فبالتالي انه السائل هذا عبارة عن
+
+355
+00:26:42,300 --> 00:26:45,540
+ascetic acid فبالتالي هنا صار عندى production او
+
+356
+00:26:45,540 --> 00:26:50,020
+انتاجأو توليد لحقيقة جديدة أو fact جديدة أنظافة
+
+357
+00:26:50,020 --> 00:26:53,220
+تاني عندي في النظام طبعا عشان هيك احنا بنسميه
+
+358
+00:26:53,220 --> 00:26:58,980
+production system model طبعا الكلام هذا اللي هو ال
+
+359
+00:26:58,980 --> 00:27:03,080
+reasoning بنا نفصله أكتر كي بننفصله أكتر؟ بنفصله
+
+360
+00:27:03,080 --> 00:27:06,840
+أكتر ان هذا بنا نجسمه هنا هذا ال long term هو
+
+361
+00:27:06,840 --> 00:27:11,100
+بنسميها knowledge base أو KB طبعا هذا المصطلح هيمر
+
+362
+00:27:11,100 --> 00:27:17,110
+علينا كتيرKB knowledge base تمام؟ من أيش متكون؟
+
+363
+00:27:17,110 --> 00:27:21,410
+متكون من F then parts وفيه نوع عندي جزء تاني اللي
+
+364
+00:27:21,410 --> 00:27:26,070
+هو ال database DB من أيش مكوّن؟ مكوّن من مجموع من
+
+365
+00:27:26,070 --> 00:27:29,950
+ال facts تمام؟ طبعا هذا الكلام أنا هدخله وين؟ على
+
+366
+00:27:29,950 --> 00:27:35,340
+inference engine محرك الاستنتاجمحرك الاستنتاج انه
+
+367
+00:27:35,340 --> 00:27:41,040
+انا باخد انا عندي الحقائق هذه و بشوف ايش في عندي
+
+368
+00:27:41,040 --> 00:27:44,900
+عفوا باخد القواعد هذه و بشوف ايش في حقائق بتطبق
+
+369
+00:27:44,900 --> 00:27:48,700
+القواعد هذه بروح بطبقها فبتولد انا عندي حقائق
+
+370
+00:27:48,700 --> 00:27:53,580
+جديدة الحقائق الجديدة بتستدعي تشغيل رول جديدة و
+
+371
+00:27:53,580 --> 00:27:57,420
+هكذا فبالتالي هنا هذه عملية الاستنتاج عملية ال
+
+372
+00:27:57,420 --> 00:28:00,380
+inference engine تمام؟ طبعا هنا في عندي ال
+
+373
+00:28:00,380 --> 00:28:04,770
+component هذا اسمه ال explanationfacility شو وظيفة
+
+374
+00:28:04,770 --> 00:28:07,250
+ال explanation facility وظيفة ال explanation
+
+375
+00:28:07,250 --> 00:28:17,110
+facility ان هي توضح how و why شغل
+
+376
+00:28:17,110 --> 00:28:21,430
+تم كيف
+
+377
+00:28:21,430 --> 00:28:28,170
+و لماذا طبعا
+
+378
+00:28:28,170 --> 00:28:33,350
+كيف توصلت انت لهذه النتيجةبروح واب بيحكي لإنه عشان
+
+379
+00:28:33,350 --> 00:28:36,150
+والله ال fact هذه إنه أنت عندك ال true و ال fact
+
+380
+00:28:36,150 --> 00:28:41,010
+التانية true و صار في عندك ال rule هذه إنها اتحققت
+
+381
+00:28:41,010 --> 00:28:45,630
+فبالتالي إنه صار في عندي إنتاج لهذه الحقيقة أو هذه
+
+382
+00:28:45,630 --> 00:28:49,350
+النتيجة هاي التشخيص هذا كيف توصلتله؟ توصلتله عشان
+
+383
+00:28:49,350 --> 00:28:52,870
+في عندك ال fact كذا و كذا و كذا هدول متحققة و ال
+
+384
+00:28:52,870 --> 00:28:56,170
+facts هدول بيحققوا ال rules كذا و كذا و كذا هذا ال
+
+385
+00:28:56,170 --> 00:28:59,730
+how تمام؟
+
+386
+00:28:59,730 --> 00:29:05,000
+تمام؟ أما ال why؟باجي يعني بيجي بسقلني أنه طب ماشي
+
+387
+00:29:05,000 --> 00:29:09,020
+أنت يعني أنت بتحكي أنه لو أنا بدي .. بدي أسأل
+
+388
+00:29:09,020 --> 00:29:12,400
+مستشار قانوني أو بدي أسأل محامي أحكيله أنا شو
+
+389
+00:29:12,400 --> 00:29:15,300
+وضعي، أنه أنا فيه عندي ال condition تبعتي كذا كذا
+
+390
+00:29:15,300 --> 00:29:19,100
+كذا كذا فبحكيله طيب ليش هيك؟انه بعد ما انت اتوصلت
+
+391
+00:29:19,100 --> 00:29:22,780
+لنتيجة فبحكيله ليش هيك فممكن ان هو يحكي لي انه حسب
+
+392
+00:29:22,780 --> 00:29:27,120
+ال map ده رقم كذا من القانون كذا انه بيصير عندك
+
+393
+00:29:27,120 --> 00:29:30,080
+كذا كذا كذا كذا فبروح ان هو بفسرلي ايش مصدر
+
+394
+00:29:30,080 --> 00:29:34,880
+الحقيقة هذه انه ليش انا انه النتيجة هي ان انا
+
+395
+00:29:34,880 --> 00:29:37,540
+اتوصلت لها طبعا هذا الكلام بيكون من خلال user
+
+396
+00:29:37,540 --> 00:29:41,960
+interface بيستخدمها المستخدم تمام؟
+
+397
+00:29:45,690 --> 00:29:48,030
+طبعا هاد الكلام already شرحنا .. شرحنا إيش هي
+
+398
+00:29:48,030 --> 00:29:52,830
+knowledge base و شرحنا إيش هي ال database و ال
+
+399
+00:29:52,830 --> 00:29:55,510
+inference engine زي ما حكينا إن هو بعمل عملية
+
+400
+00:29:55,510 --> 00:30:00,050
+الاستنتاج زي ما بتدور في دماغ ال expert بالضبط
+
+401
+00:30:00,050 --> 00:30:03,030
+تمام؟ و ال explanation facility زي ما حكينا إنه
+
+402
+00:30:03,030 --> 00:30:06,350
+how و why هدول الشغلتين و ال user interface
+
+403
+00:30:06,350 --> 00:30:10,650
+already شرحناها تمام؟
+
+404
+00:30:12,100 --> 00:30:16,540
+لو أخدنا نظرة عامة عن ال complete structure تبع ال
+
+405
+00:30:16,540 --> 00:30:20,760
+expert system كل مرة احنا بنضيف تفاصيل إضافية كل
+
+406
+00:30:20,760 --> 00:30:29,000
+مرة بنضيف تفاصيل إضافية طبعا هنا ال expert system
+
+407
+00:30:29,000 --> 00:30:35,540
+هنا عند knowledge base هذا ال KB وهذا
+
+408
+00:30:35,540 --> 00:30:41,940
+ال DB طبعا ال DB هي ال factsبتكون عندي موجودة جوات
+
+409
+00:30:41,940 --> 00:30:45,260
+ال block تبع ال expert system هيه شايفينه؟ بهذا
+
+410
+00:30:45,260 --> 00:30:50,140
+الشكل تمام؟ ممكن ال expert system هذا كله يستخدمه
+
+411
+00:30:50,140 --> 00:30:53,960
+برامج خارجية ويكون متصل ب database خارجية عشان
+
+412
+00:30:53,960 --> 00:30:57,810
+يجيب معلومات إضافيةتمام؟ هذا ال inference engine
+
+413
+00:30:57,810 --> 00:31:01,070
+احنا حكينا عنه ال explanation حكينا عنه و هنا
+
+414
+00:31:01,070 --> 00:31:03,750
+الواجهة ممكن ان انا افصلها بدي يكون في عندي واجهة
+
+415
+00:31:03,750 --> 00:31:08,950
+لل developer و واجهة لل user تمام؟ و هنا الواجهة
+
+416
+00:31:08,950 --> 00:31:11,890
+تبع ال developer ممكن يستخدمها ال expert بالاضافة
+
+417
+00:31:11,890 --> 00:31:14,430
+لل knowledge engineer فبالتالي هذه ال complete
+
+418
+00:31:14,430 --> 00:31:17,750
+structure تبع ال rule based expert system انا لو
+
+419
+00:31:17,750 --> 00:31:19,930
+عملت implementation هل بالضرورة اعمل هذا الكلام
+
+420
+00:31:19,930 --> 00:31:22,470
+كله؟ طبعا لأ مش بالضرورة طبعا حسب بختار ال
+
+421
+00:31:22,470 --> 00:31:25,660
+components اللي بتناسبنيلكن ال component الأساسية
+
+422
+00:31:25,660 --> 00:31:29,600
+هي هاي ال knowledge base بالإضافة لل database
+
+423
+00:31:29,600 --> 00:31:34,260
+بالإضافة لل inference engine هدول التلت مكونات
+
+424
+00:31:34,260 --> 00:31:40,660
+الرئيسية أنا عندي في ال expert system طيب
+
+425
+00:31:40,660 --> 00:31:44,100
+ممكن نحكي على الخصائص تبعت ال expert system
+
+426
+00:31:53,560 --> 00:32:01,660
+الخصائص تبع ال expert system لازم ان هي تكون هذا
+
+427
+00:32:01,660 --> 00:32:04,360
+الكلام احنا حكيناه في ال .. في ال intelligent
+
+428
+00:32:04,360 --> 00:32:06,440
+agents انه انا لما يكون انا عندي في domain
+
+429
+00:32:06,440 --> 00:32:08,120
+specific بيكون
+
+430
+00:32:11,530 --> 00:32:14,230
+بيكون النظام ناجح فبالتالي ال expert system لازم
+
+431
+00:32:14,230 --> 00:32:18,070
+يكون narrow specialized domain فبالتالي إذا كان
+
+432
+00:32:18,070 --> 00:32:20,370
+narrow specialized domain بيكون أنه نظراء ال
+
+433
+00:32:20,370 --> 00:32:27,130
+expert system واضح أو ناجح، تمام؟ في المقابل إذا
+
+434
+00:32:27,130 --> 00:32:31,470
+أنا وسحت النظام تبعه ممكن أنه يقع في أخطاء عديدة
+
+435
+00:32:31,470 --> 00:32:36,310
+وبيكون من الصعب بناء نظام زي هيكتمام؟ طبعا ال
+
+436
+00:32:36,310 --> 00:32:41,150
+expert system بيطبق نظام ال heuristic عشان يعمل
+
+437
+00:32:41,150 --> 00:32:45,150
+عملية الاستنتاج عشان يحدد ال area تبعت ال solution
+
+438
+00:32:45,150 --> 00:32:50,190
+تمام؟ و feature موجودة في ال expert system أنه هي
+
+439
+00:32:50,190 --> 00:32:53,470
+.. في عنده explanation facility أنه عنده القدرة أن
+
+440
+00:32:53,470 --> 00:32:59,570
+هو يوضح النتيجة اللي هو توصله تمام؟ و هنا بستخدم
+
+441
+00:32:59,570 --> 00:33:04,690
+شغلة مهمة جدا اللي هو ال symbolic reasoningبزي ..
+
+442
+00:33:04,690 --> 00:33:08,690
+أثناء ما هو بحل المشاكل تبعته طبعا هذا كلام إن هو
+
+443
+00:33:08,690 --> 00:33:12,670
+بستخدم ال F و .. و .. و ال .. ال F و ال .. و ال
+
+444
+00:33:12,670 --> 00:33:17,530
+then rules مع ال knowledge بحيث إن هو يحل المشاكل
+
+445
+00:33:17,530 --> 00:33:25,710
+لو سألنا سؤال هل ال expert system ممكن يعمل أخطاء؟
+
+446
+00:33:25,710 --> 00:33:30,370
+طب لو غيرنا السؤال على سبيل المثال إنه هل ال .. ال
+
+447
+00:33:30,370 --> 00:33:34,720
+.. ال domain expert الطبيب هل ممكن يخطأ؟فبتصير
+
+448
+00:33:34,720 --> 00:33:39,780
+الإجابة مدام الطبيب في عنده هامش خطأ فبالتالي ال
+
+449
+00:33:39,780 --> 00:33:43,300
+expert system في عنده خطأ عشان احنا نميز بين
+
+450
+00:33:43,300 --> 00:33:46,080
+التنين لما احكي domain expert انا مقصد فيها ال
+
+451
+00:33:46,080 --> 00:33:49,400
+human expert و لما احكي ال expert system مقصد فيها
+
+452
+00:33:49,400 --> 00:33:52,660
+ال software فإذا كان ال human في عنده هامش في
+
+453
+00:33:52,660 --> 00:33:57,170
+الخطأ أكيد ان هو بيخطرتمام؟ فبالتالي أنه ال expert
+
+454
+00:33:57,170 --> 00:34:00,950
+system أكيد فيه يعني مسموحله أنه يعمل أخطاء بس
+
+455
+00:34:00,950 --> 00:34:04,130
+بيضل أنه جداش الهامش الخطأ يعني في مجالات معينة
+
+456
+00:34:04,130 --> 00:34:07,070
+ممكن أن يكون هامش الخطأ ضيق جدا يعني في المجال
+
+457
+00:34:07,070 --> 00:34:10,950
+الطبي أن الخطأ المفروض مايتعداش نسبة كذا في مجال
+
+458
+00:34:10,950 --> 00:34:16,810
+تاني مثلا في مجال مثلا إله
+
+459
+00:34:16,810 --> 00:34:20,930
+علاقة بشغلات تانية فبالتالي أنه ممكن يكون هامش
+
+460
+00:34:20,930 --> 00:34:25,220
+الخطأ أكبر شويةعند ال human فبالتالي هذا الكلام
+
+461
+00:34:25,220 --> 00:34:31,080
+بينطبق على ال expert system ك software طبعا برضه
+
+462
+00:34:31,080 --> 00:34:34,260
+كذلك من ضمن الخصائص انه في شغل كتير مهمة انه ال
+
+463
+00:34:34,260 --> 00:34:39,220
+knowledge separated من ال processing لو احنا رجعنا
+
+464
+00:34:39,220 --> 00:34:46,420
+على الرسمة هنا تمام هاي الرسمة البسيطة انه هاي ال
+
+465
+00:34:46,420 --> 00:34:50,670
+knowledge اللي هي عبارة عن ال Fthen rules وال
+
+466
+00:34:50,670 --> 00:34:56,710
+facts تمام مفصولة تماما عن ال reasoning ك
+
+467
+00:34:56,710 --> 00:34:59,670
+component ك software فبالتالي ك design لل software
+
+468
+00:34:59,670 --> 00:35:04,530
+هذه كتير ميزة مهمة وبيساعدني أن أعمل maintenance
+
+469
+00:35:04,530 --> 00:35:10,030
+للنظام بشكل أسهل تمام؟
+
+470
+00:35:15,910 --> 00:35:22,150
+طيب يبقى احنا لو لخصنا هذا الكلام ايش
+
+471
+00:35:22,150 --> 00:35:25,150
+هي خصائص ال expert system انه لازم يكون انه في
+
+472
+00:35:25,150 --> 00:35:28,590
+domain محدد تمام و ال expert system بيطبقله
+
+473
+00:35:28,590 --> 00:35:32,030
+heuristic في عملية الاستنتاج تمام و لازم تكون في
+
+474
+00:35:32,030 --> 00:35:35,250
+عنده explanation facility و لازم يكون في عنده
+
+475
+00:35:35,250 --> 00:35:39,350
+القدرة انه يعمل symbolic reasoning تمام في حل
+
+476
+00:35:39,350 --> 00:35:43,350
+المشاكلتمام؟ لأن بالنسبة لهامش الخطأ مدام ان ال
+
+477
+00:35:43,350 --> 00:35:46,310
+human expert في عنده هامش للخطأ معناه ذلك انه
+
+478
+00:35:46,310 --> 00:35:50,350
+domain expert برضه كذلك عفوا معناه ذلك ان ال
+
+479
+00:35:50,350 --> 00:35:53,230
+expert system او ال software برضه فيه لهامش للخطأ
+
+480
+00:35:53,230 --> 00:35:58,530
+بس بيختلف من domain ل domain اخر طبعا اهم ميزة انه
+
+481
+00:35:58,530 --> 00:36:02,090
+ال knowledge مفصولة عن ال processing وهذا الجدول
+
+482
+00:36:02,090 --> 00:36:05,310
+بيوضح الخصائص بين تلت شغلات اللي هو ال human
+
+483
+00:36:05,310 --> 00:36:08,380
+expertو ال expert system و ال conventional
+
+484
+00:36:08,380 --> 00:36:10,800
+programs ال conventional programs اللي هي البرامج
+
+485
+00:36:10,800 --> 00:36:14,500
+التقليدية لو انا بدي ابرمش بال Java او بال C تمام
+
+486
+00:36:14,500 --> 00:36:19,000
+انه انا ابني system معين يحللي مشاكل معينة طبعا
+
+487
+00:36:19,000 --> 00:36:22,280
+فيله خصائص معينة اما ال expert system شوفنا اهم
+
+488
+00:36:22,280 --> 00:36:27,280
+خاصية انهفي فصل بين ال knowledge وال reasoning
+
+489
+00:36:27,280 --> 00:36:31,080
+وهذا ال human expert فبالتالي هذا الخصائص بتوضح أو
+
+490
+00:36:31,080 --> 00:36:35,580
+بتحكي عن المقارنة
+
+491
+00:36:35,580 --> 00:36:41,440
+بين هذه الأشياء بشكل يعني structured في هذا ال
+
+492
+00:36:41,440 --> 00:36:45,920
+table تمام؟ فيعني على سبيل المثال هنا ال human
+
+493
+00:36:45,920 --> 00:36:50,100
+expert بيستخدم ال knowledgeو ال .. و ال knowledge
+
+494
+00:36:50,100 --> 00:36:52,900
+هذه بيسموها rules of thumbs .. rules of thumbs
+
+495
+00:36:52,900 --> 00:36:57,530
+قواعد بدهية يعني شغلات بدهية بالنسبة لإلهto solve
+
+496
+00:36:57,530 --> 00:37:01,170
+a problem in narrow domain هنا شو بيستخدم هنا
+
+497
+00:37:01,170 --> 00:37:06,330
+بيستخدم ال knowledge expressed in form of rules
+
+498
+00:37:06,330 --> 00:37:10,190
+and use symbolic reasoning عشان يعمل حل المشاكل
+
+499
+00:37:10,190 --> 00:37:13,370
+هنا بيستخدم rule of thumbs قواعد بدهية بالنسبة
+
+500
+00:37:13,370 --> 00:37:17,710
+لإله لكن هنا أنه انا لازم أعرف ال rules عشان انه
+
+501
+00:37:17,710 --> 00:37:21,730
+يقدر يعمل reasoning عشان يعمل حل مشكلة معين طبعا
+
+502
+00:37:21,730 --> 00:37:25,550
+هنافيش عنده knowledge بيعمل process لل data و
+
+503
+00:37:25,550 --> 00:37:28,990
+بيستخدم algorithms و بيستخدم operations well
+
+504
+00:37:28,990 --> 00:37:32,110
+defined عشان انه يحل مشكلة معينة فبالتالي في
+
+505
+00:37:32,110 --> 00:37:36,050
+اختلافات في الخصائص طبعا ال knowledge هذه وين
+
+506
+00:37:36,050 --> 00:37:41,170
+بتكون مخزنة؟ متخزنة في ال human brain اما هنا وين
+
+507
+00:37:41,170 --> 00:37:45,390
+بتكون مخزنة؟ انا عندي في knowledge base طبعا و في
+
+508
+00:37:45,390 --> 00:37:50,570
+انا عندي فصل clear separation بين ال knowledgeوالـ
+
+509
+00:37:50,570 --> 00:37:57,210
+processing أما هنا مافيش knowledge ولا controlبين
+
+510
+00:37:57,210 --> 00:38:01,050
+ال knowledge و ال processing تمام؟ طبعا هنا في
+
+511
+00:38:01,050 --> 00:38:04,230
+عنده القدرة ان هو يعمل explanation لنتيجة اللي
+
+512
+00:38:04,230 --> 00:38:08,350
+توصلها .. اللي توصلها .. اللي توصل لها و هنا كذلك
+
+513
+00:38:08,350 --> 00:38:11,910
+بيقدر ان احنا نعمل trace لل rules اللي صار لها
+
+514
+00:38:11,910 --> 00:38:17,390
+تشغيل بحيث ان احنا نقدر نتبع ايش اللي صار بالظبط
+
+515
+00:38:17,390 --> 00:38:20,250
+او نعمل explanation ايش اللي صار بالظبط طبعا هنا
+
+516
+00:38:20,250 --> 00:38:23,830
+فشي عنده القدرة ان هو يعمل explanation لل results
+
+517
+00:38:23,830 --> 00:38:24,770
+اللي موجودة عنده
+
+518
+00:38:28,180 --> 00:38:31,520
+طبعا هنا في عنده القدرة ان هو يتعامل مع ال ends in
+
+519
+00:38:31,520 --> 00:38:35,000
+inexact reasoning لما تكون المعلومة عندي uncertain
+
+520
+00:38:35,000 --> 00:38:37,940
+او fuzzy يعني على سبيل المثال انا بروح للطبيب في
+
+521
+00:38:37,940 --> 00:38:42,360
+عندك حرارة عندي حرارة شوية مرات بستخدم شغلات او
+
+522
+00:38:42,360 --> 00:38:47,350
+معلوماتunaccurate أو incomplete تمام؟ كذلك ال
+
+523
+00:38:47,350 --> 00:38:50,410
+expert system في عنده القدرة ان هو يتعامل مع الشغل
+
+524
+00:38:50,410 --> 00:38:53,610
+هذه زي ال human expert لكن ال conventional
+
+525
+00:38:53,610 --> 00:38:57,030
+programs بتعامل مع الشغلات انه لازم تكون exact
+
+526
+00:38:57,030 --> 00:39:01,430
+لازم تكون انت تقوله درجة الحرارة تمانية و تلاتين
+
+527
+00:39:01,430 --> 00:39:05,350
+لازم تقول ان الصداع بيجيني مرتين في اليوم تحديدا
+
+528
+00:39:05,350 --> 00:39:09,090
+بشكل محدد لكن هنا ان انت تستخدم مصطلحات انه مرة
+
+529
+00:39:09,090 --> 00:39:11,470
+تمشي كتير شغلات زي هيك فيش يعنده القدرة ان هو
+
+530
+00:39:11,470 --> 00:39:16,470
+يتعامل معاهاطبعا هنا بطبيعة الحال انه ممكن يعمل
+
+531
+00:39:16,470 --> 00:39:18,810
+mistakes زي ما حكينا انه بما ان ال human عنده
+
+532
+00:39:18,810 --> 00:39:21,990
+القدرة يعني عنده هامش من ال mistakes كذلك انه برضه
+
+533
+00:39:21,990 --> 00:39:26,890
+كذلك انه ممكن ان هو يغلط لما يكون مافيش عنده
+
+534
+00:39:26,890 --> 00:39:29,890
+معلومات كاملة طبعا بطبيعة الحال ال conventional
+
+535
+00:39:29,890 --> 00:39:33,810
+programs او البرامج التقليدية اللي زي ما حكينا انه
+
+536
+00:39:33,810 --> 00:39:38,710
+بلغات البرامج العادية C++ Java C لما يكون ان عندي
+
+537
+00:39:38,710 --> 00:39:42,990
+المعلومات ناقصة مافيش عندها القدرة ان هيتعطيني حل
+
+538
+00:39:42,990 --> 00:39:46,490
+لو انت مدتنيش درجة الحرارة لو مدتنيش كام مرة
+
+539
+00:39:46,490 --> 00:39:51,390
+بيجيلك صدع مش هقدر أديلك تشخيص تمام طبعا هذا عنده
+
+540
+00:39:51,390 --> 00:39:57,610
+القدرة ان هو يتعلم هذا ماعندهش القدرة ان هو يتعلم
+
+541
+00:39:57,610 --> 00:40:01,370
+ولكن ممكن يحسن أدائه من خلال إضافة roles جديدة
+
+542
+00:40:01,370 --> 00:40:06,630
+طبعا هذا ماعندهش القدرة ان هو يتعلم وممكن ان هو
+
+543
+00:40:06,630 --> 00:40:11,280
+يحسن الأداء تبعه بتغيير ال code يبقى هناكيف بيغير
+
+544
+00:40:11,280 --> 00:40:15,420
+ال code تبعه؟ طبعا هذه ال process انه slow انه ال
+
+545
+00:40:15,420 --> 00:40:19,380
+human expert انه هو يعني بيحسن الأداء تبعه تمام
+
+546
+00:40:19,380 --> 00:40:24,540
+بشكل تراكمي هنا بيحسن الأداء تبعه من خلال إضافة
+
+547
+00:40:24,540 --> 00:40:28,300
+rules جديدة وهنا بيحسن الأداء تبعه من خلال تغيير
+
+548
+00:40:28,300 --> 00:40:32,300
+ال code أو ال algorithm اللي بيحل المشكلة تمام؟
+
+549
+00:40:32,650 --> 00:40:35,510
+خلّيني أتوقف هنا والمحاضرة الجاية ان شاء الله
+
+550
+00:40:35,510 --> 00:40:39,170
+هنحكي على ال forward و ال backward training عملية
+
+551
+00:40:39,170 --> 00:40:43,230
+الاستنتاج بطريقة ال forward أو بطريقة ال backward
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..5cdf75e36c861e23dbe16413483954905b0b5e08
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.json
@@ -0,0 +1 @@
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ال code تبعه؟ طبعا هذه ال process انه slow انه ال human expert انه هو يعني بيحسن الأداء تبعه تمام بشكل تراكمي هنا بيحسن الأداء تبعه من خلال إضافة rules جديدة وهنا بيحسن الأداء تبعه من خلال تغيير ال code أو ال algorithm اللي بيحل المشكلة تمام؟", "tokens": [4117, 33911, 4724, 1829, 17082, 13546, 2423, 3089, 6055, 3555, 3615, 3224, 22807, 23032, 3555, 3615, 995, 29538, 2423, 1399, 16472, 3224, 2964, 16472, 3224, 2423, 1952, 5844, 16472, 3224, 31439, 37495, 22653, 4724, 1829, 5016, 3794, 1863, 16247, 3215, 16606, 6055, 3555, 3615, 3224, 46811, 10943, 4724, 8592, 28820, 6055, 23557, 24793, 1829, 34105, 4724, 1829, 5016, 3794, 1863, 16247, 3215, 16606, 6055, 3555, 3615, 3224, 9154, 16490, 1211, 6027, 11933, 11242, 31845, 3660, 4474, 10874, 16254, 41891, 37037, 8315, 4724, 1829, 5016, 3794, 1863, 16247, 3215, 16606, 6055, 3555, 3615, 3224, 9154, 16490, 1211, 6027, 6055, 17082, 1829, 13546, 2423, 3089, 34051, 2423, 9284, 13672, 1829, 4724, 1829, 5016, 1211, 9673, 8592, 28820, 3660, 46811, 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backward", "probability": 0.919921875}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2444.387875, "duration_after_vad": 2314.860624999993}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..181f58324e2aae8c2c8b15708a9054f448873e37
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/O9J3mZxrAS4_raw.srt
@@ -0,0 +1,2204 @@
+1
+00:00:05,260 --> 00:00:07,280
+بسم الله الرحمن الرحيم يعطيكم العافية يا شباب
+
+2
+00:00:07,280 --> 00:00:10,320
+اليوم ان شاء الله بدنا نحكي عن ال rule based
+
+3
+00:00:10,320 --> 00:00:15,480
+expert system طبعا هذا العبارة عن الباب التاني من
+
+4
+00:00:15,480 --> 00:00:20,240
+كتاب artificial intelligence intelligent guide to
+
+5
+00:00:20,240 --> 00:00:25,840
+a guide to intelligent systems في الحقيقة في
+
+6
+00:00:25,840 --> 00:00:30,060
+البداية احنا بدنا نبدأ نتعرف او نحكي عن شو مفهوم
+
+7
+00:00:30,060 --> 00:00:32,580
+ال knowledge مفهوم ال knowledge هي عبارة عن
+
+8
+00:00:32,580 --> 00:00:37,070
+theoreticalأو practical understanding ل subject أو
+
+9
+00:00:37,070 --> 00:00:40,210
+domain معين طبعا احنا هنا بنركز على subject أو
+
+10
+00:00:40,210 --> 00:00:47,810
+domain معين لأنه المعرفة مش بت .. يعني مش بضرورة
+
+11
+00:00:47,810 --> 00:00:53,210
+ان هي تكون معرفة مطلقة في عدة مجلات فبالتاليأنا
+
+12
+00:00:53,210 --> 00:00:56,890
+بشتغل في مجال معين فبالتالي بيكون في عندي معرفة في
+
+13
+00:00:56,890 --> 00:00:59,690
+منطقة معينة بشتغل فيها كسنوات إن أنا مثلا بكون
+
+14
+00:00:59,690 --> 00:01:02,850
+خبير في القانون أو خبير في الاقتصاد أو بكون خبير
+
+15
+00:01:02,850 --> 00:01:09,070
+في ال .. ال .. في المجال الطبي فبالتالي إنه في
+
+16
+00:01:09,070 --> 00:01:14,390
+subject أو domain معين تمام؟ طبعا إن ال knowledge
+
+17
+00:01:15,770 --> 00:01:19,290
+معرفة هو ما تم معرفته لغاية الآن برضه هدا أنه
+
+18
+00:01:19,290 --> 00:01:24,230
+تعريف تاني أنه معرفة أنه ما تم معرفته لغاية الآن و
+
+19
+00:01:24,230 --> 00:01:27,490
+ال knowledge هي .. المعرفة هي القدرة knowledge is
+
+20
+00:01:27,490 --> 00:01:31,430
+power طبعا لما يكون الشخص في عنده معرفة أكيد
+
+21
+00:01:31,430 --> 00:01:34,710
+بطبيعة الحال بيكون في عنده القدرة أنه يسويأشياء
+
+22
+00:01:34,710 --> 00:01:38,410
+كتيرة فبالتالي القرارات اللي بيتاخدها و الأفعار
+
+23
+00:01:38,410 --> 00:01:42,210
+اللي بيسويها بتفرج بشكل كبير بين أنه يكون في عنده
+
+24
+00:01:42,210 --> 00:01:47,810
+معرفة و بين ما يكونش في عنده معرفة تمام فهنا لو
+
+25
+00:01:47,810 --> 00:01:51,610
+طلعنا على أي شخص مننا ممكن يكون هو domain expert
+
+26
+00:01:51,610 --> 00:01:57,370
+في مجال معين و عنده معرفة عميقة في مجالمعين طبعا
+
+27
+00:01:57,370 --> 00:02:01,170
+المعرفة هذه انه عبارة عن مجموعة من ال facts و
+
+28
+00:02:01,170 --> 00:02:04,410
+مجموعة من ال rules انا لما يكون في عندي خبرة في
+
+29
+00:02:04,410 --> 00:02:09,350
+مجال معين طبعا الخبرة هذه بتكون بشكل مهيكل ان انا
+
+30
+00:02:09,350 --> 00:02:13,570
+عندي مجموعة من ال facts و مجموعة من ال rules ال
+
+31
+00:02:13,570 --> 00:02:16,210
+facts هي مجموعة من الحقق ان انا مثلا على سبيل
+
+32
+00:02:16,210 --> 00:02:19,490
+المثال انه المعرفة النظرية انا عندي انا بعرف
+
+33
+00:02:19,490 --> 00:02:22,390
+مجموعة من الحقق يعني على سبيل المثال بعرف انه ان
+
+34
+00:02:22,390 --> 00:02:26,120
+الأرض كراوية و بعرف انهفي عندي حاجة اسمها جاذبية
+
+35
+00:02:26,120 --> 00:02:31,520
+فبالتالي هذه عبارة عن facts مجموعة ال rules انه
+
+36
+00:02:31,520 --> 00:02:37,600
+بتصير انه بشكل شرطي انه اذا صار في شرط معين هذا
+
+37
+00:02:37,600 --> 00:02:41,520
+بيولد انه يكون في عندي حقيقة معينة او action معين
+
+38
+00:02:41,520 --> 00:02:47,280
+فبالتالي انه لو ارتفعت ضغط ال ال الهواء فبالتالي
+
+39
+00:02:47,280 --> 00:02:51,440
+راح يصير كده فبالتالي هذه هي المعرفة انه بتكون على
+
+40
+00:02:51,440 --> 00:03:00,020
+شكل حقائق و على شكلقواعد طبعا
+
+41
+00:03:00,020 --> 00:03:03,900
+ال .. ال .. ال area احنا ممكن ان احنا نحددها ان
+
+42
+00:03:03,900 --> 00:03:06,580
+انا ممكن احكي ان انا domain expert في مجال معين
+
+43
+00:03:07,020 --> 00:03:12,020
+تمام؟ و ممكن أحكي أنه أنا domain يعني أنه نوسع
+
+44
+00:03:12,020 --> 00:03:17,060
+الخبرة تبعتي ل .. لو كنت أنا شخص عندي مهارات كثيرة
+
+45
+00:03:17,060 --> 00:03:24,620
+طيب نشوف أنه عملية التفكير عند الإنسان بتكون ده
+
+46
+00:03:24,620 --> 00:03:30,720
+بشكل داخلي يعني في عقل الإنسان طبعا صعب جدا أنه هي
+
+47
+00:03:30,720 --> 00:03:35,910
+العملية المعقدة أنه يتم تمثيلها بهذه البساطةتمام؟
+
+48
+00:03:35,910 --> 00:03:41,990
+على شكل algorithm يعني على سبيل المثال لكن معظم ال
+
+49
+00:03:41,990 --> 00:03:46,550
+experts بيكونوا قادرين على التعبير عن ال knowledge
+
+50
+00:03:46,550 --> 00:03:50,830
+اللي موجودة عندهم من خلال مجموعة من ال rules يعني
+
+51
+00:03:50,830 --> 00:03:53,190
+على سبيل المثال بيستخدموا هاي ال rules في ال
+
+52
+00:03:53,190 --> 00:03:56,230
+problem solvingيعني على سبيل المثال انه كيف .. شو
+
+53
+00:03:56,230 --> 00:03:59,090
+معنات ال rule انه يعني .. هاي مثال عليها انه إذا
+
+54
+00:03:59,090 --> 00:04:03,050
+ال traffic light is green then the action is go
+
+55
+00:04:03,050 --> 00:04:07,270
+فبالتالي بمقوّنة من جزءين ال F و then part ال F
+
+56
+00:04:07,270 --> 00:04:10,130
+بيحتوي على ال condition و ال then بيحتوي على ال
+
+57
+00:04:10,130 --> 00:04:14,050
+conclusion هنا مثال تاني لل rule انه إذا كان ال
+
+58
+00:04:14,050 --> 00:04:18,050
+traffic light is red فبالتالي ال action بيكون stop
+
+59
+00:04:18,050 --> 00:04:19,710
+طيب
+
+60
+00:04:22,070 --> 00:04:25,850
+طبعا مصطلح ال rules أنا عندي في ال AI مستخدم على
+
+61
+00:04:25,850 --> 00:04:28,990
+نطاق واسع ومستخدم في ال knowledge representation
+
+62
+00:04:29,560 --> 00:04:31,780
+طبعا احنا عرفنا ايش هي ال knowledge ال knowledge
+
+63
+00:04:31,780 --> 00:04:35,900
+ان هي عبارة عن مجموعة ما تم معرفته لغاية لغاية
+
+64
+00:04:35,900 --> 00:04:40,760
+مجموعة من الحقائق بالاضافة لمجموعة من القواعد وهذه
+
+65
+00:04:40,760 --> 00:04:44,520
+الطريقة في تمثيل المعرفة مستخدمة في ال AI على شكل
+
+66
+00:04:44,520 --> 00:04:49,460
+بشكل نطاق واسع و واحد الطرق المستخدمة اللي هي ال F
+
+67
+00:04:49,460 --> 00:04:53,000
+then structure فبالتالي انا بيكون في عندي هنا ال F
+
+68
+00:04:53,000 --> 00:05:00,390
+partwithin part طبعا هي عبارة عن مجموعة من القواعد
+
+69
+00:05:00,390 --> 00:05:03,830
+اللي انا ممكن استخدمها لحل إشكاليات معينة كيف يعني
+
+70
+00:05:03,830 --> 00:05:06,870
+على سبيل المثال يعني انا ممكن احكي انه
+
+71
+00:05:08,980 --> 00:05:11,900
+في عندي قاعدة معينة لو أنا كنت طبيب مثلا باجي بحكي
+
+72
+00:05:11,900 --> 00:05:15,380
+إنه إذا كانت .. إذا كان في حرارة و كان فيه سيلان
+
+73
+00:05:15,380 --> 00:05:18,620
+في الأنف فبالتالي التشخيص الطبي بيكون كذا فأنا
+
+74
+00:05:18,620 --> 00:05:23,820
+استخدمت قواعد بهذا الشكل زي هيك طبعا ال .. الأجزاء
+
+75
+00:05:23,820 --> 00:05:27,400
+اللي أنا عندي في ال if part و ال within part بيلها
+
+76
+00:05:27,400 --> 00:05:31,460
+تسمية ال if part بيسموها ال antecedent أو ال
+
+77
+00:05:31,460 --> 00:05:36,120
+premiseأو ال condition هذه كلها مسمية لنفس الشغل
+
+78
+00:05:36,120 --> 00:05:39,160
+اللي هي الجزئية المتعلقة بال F part فبالتالي هنا
+
+79
+00:05:39,160 --> 00:05:47,460
+انا عندي هنا F و ال F هي ان انا عندي هذا ال F part
+
+80
+00:05:47,460 --> 00:05:56,160
+زي هيك لي استخدم القلم التاني تمام؟ و هنا then و
+
+81
+00:05:56,160 --> 00:06:00,160
+هذا ال then part هذا حكينا انه تسميته antecedent
+
+82
+00:06:06,320 --> 00:06:12,240
+أو premise أو
+
+83
+00:06:12,240 --> 00:06:19,140
+مسمة تالت اللي هو condition طبعا
+
+84
+00:06:19,140 --> 00:06:22,460
+condition لإنه بيكون فيه شرط يعني على سبيل المثال
+
+85
+00:06:22,460 --> 00:06:26,300
+إنه إذا كان في حرارة مرتفعة الحرارة مرتفعة معناه
+
+86
+00:06:26,300 --> 00:06:29,580
+ذلك إنه true أو false أو إذا كانت الحرارة أعلى
+
+87
+00:06:29,580 --> 00:06:33,540
+مثلا من 38 أكبر من 38 عشان هيك إنه بتكون condition
+
+88
+00:06:34,280 --> 00:06:37,720
+طبعا الجزء هذه consequent .. consequent اللي هو
+
+89
+00:06:37,720 --> 00:06:43,580
+يعني عقبة انه تحقق هذا الشرط شو العقبة تبعته او شو
+
+90
+00:06:43,580 --> 00:06:49,320
+النتيجة تبعته بنسميها consequent او
+
+91
+00:06:49,320 --> 00:06:54,080
+ممكن ان احنا نسميها conclusion
+
+92
+00:07:00,210 --> 00:07:04,630
+استنتاج عبارة عن تشخيص طبي تمام أو ممكن تكون
+
+93
+00:07:04,630 --> 00:07:05,470
+action معين
+
+94
+00:07:08,390 --> 00:07:11,710
+زي ال slide اللي احنا شوفناها في يعني ال slide
+
+95
+00:07:11,710 --> 00:07:15,430
+السابقة انه احنا شوفنا هنا انه اذا ال traffic
+
+96
+00:07:15,430 --> 00:07:20,030
+light is red فبالتالي ال action is stop فبالتالي
+
+97
+00:07:20,030 --> 00:07:23,170
+هذا عبارة عن action فبالتالي ال then part مرة
+
+98
+00:07:23,170 --> 00:07:26,450
+بيكون عبارة عن consequent عبارة عن نتيجة او عاقبة
+
+99
+00:07:26,450 --> 00:07:30,410
+او conclusion نتيجة او عبارة عن action بهذا الشكل
+
+100
+00:07:36,280 --> 00:07:41,400
+تمام يبقى هنا if antecedent then consequent هاي ال
+
+101
+00:07:41,400 --> 00:07:44,880
+structure العامة لإلها ممكن يكون ان انا عندي
+
+102
+00:07:44,880 --> 00:07:48,400
+مجموعة من القواعد وال antecedent بيناتهم انه
+
+103
+00:07:48,400 --> 00:07:52,960
+joined باستخدام ال and فبالتالي بيكون عبارة عن
+
+104
+00:07:52,960 --> 00:07:58,940
+conjunctionلمجموعة من ال antecedents أو بتكون or
+
+105
+00:07:58,940 --> 00:08:03,180
+فبالتالي بتكون عبارة عن disjunction ل ال
+
+106
+00:08:03,180 --> 00:08:07,920
+antecedent أو ممكن تكون and و or مع بعض فبالتالي
+
+107
+00:08:07,920 --> 00:08:14,200
+هنا هذا ال if part ممكن يكون في أنا عندي هنا if ال
+
+108
+00:08:14,200 --> 00:08:16,440
+part الأول and
+
+109
+00:08:18,080 --> 00:08:22,020
+ال part التاني وهي كده كمان زي ما هم وضحينا if
+
+110
+00:08:22,020 --> 00:08:27,320
+antecedent and و هنا فيه انا عندي نقاط نقاط بتدل
+
+111
+00:08:27,320 --> 00:08:31,320
+انه انا ممكن تكون في عندي two antecedents three
+
+112
+00:08:31,320 --> 00:08:34,320
+antecedents او لغاية ال un antecedent و هنا الدين
+
+113
+00:08:34,320 --> 00:08:39,370
+انا عندي consequent او ممكن تكونor ان انا بيكون
+
+114
+00:08:39,370 --> 00:08:43,610
+عندي اف ال antecedent الاول or التانى or التالت و
+
+115
+00:08:43,610 --> 00:08:48,190
+هكذا لغاية لما نقصل ل then part و ممكن تكون التنين
+
+116
+00:08:48,190 --> 00:08:54,470
+سوا يعني and و or مع بعض طيب
+
+117
+00:09:02,720 --> 00:09:06,420
+طيب نيجي الآن لل antecedent احنا بنفصل فيهم واحدة
+
+118
+00:09:06,420 --> 00:09:09,060
+واحدة يعني هنا احنا حكينا ان ال antecedent ممكن
+
+119
+00:09:09,060 --> 00:09:11,960
+يكون بينادها and or اكتر من antecedent طب ال
+
+120
+00:09:11,960 --> 00:09:19,840
+antecedent نفسها احنا فيها جزئين ال object تمام و
+
+121
+00:09:19,840 --> 00:09:23,700
+ال value تبعته بالاضافة ل operator طبعا هذا الكلام
+
+122
+00:09:23,700 --> 00:09:28,770
+ان ال object مرتبط ب value معين مع operator معينو
+
+123
+00:09:28,770 --> 00:09:35,190
+ال operator هذا ممكن انه يعمل assign a value معينة
+
+124
+00:09:35,190 --> 00:09:41,010
+تمام زي مثلا انه is are كذا و فبالتالي هنا بيكون
+
+125
+00:09:41,010 --> 00:09:44,270
+انا في عندي symbolic value يعني على سبيل المثال
+
+126
+00:09:44,270 --> 00:09:49,790
+انه هنا اذا كان ال age of the customer تمام هذا
+
+127
+00:09:49,790 --> 00:09:53,800
+عبارة عنobject هذا .. هذا .. هذا عبارة عن
+
+128
+00:09:53,800 --> 00:09:57,580
+linguistic object هذا كله عبارة عن object واحد
+
+129
+00:09:57,580 --> 00:09:59,980
+عنايش بيعبر .. بيعبر عن ال age تبع ال customer
+
+130
+00:09:59,980 --> 00:10:09,260
+تمام؟ وهذا عبارة عن ال operator بجهد حكينا أن هذا
+
+131
+00:10:09,260 --> 00:10:14,080
+عبارة عن ال object تمام؟
+
+132
+00:10:14,080 --> 00:10:16,720
+وهذه الأصغر منها عبارة عن ال operator
+
+133
+00:10:19,430 --> 00:10:26,130
+تمام؟ وهذا عبارة عن ال value طبعا هذا كله بنسميه
+
+134
+00:10:26,130 --> 00:10:28,590
+antecedent هذا كله بنسميه antecedent يبقى ال
+
+135
+00:10:28,590 --> 00:10:31,930
+antecedent هذا من أيش مكون أنه object بالإضافة ل
+
+136
+00:10:31,930 --> 00:10:36,190
+operator بالإضافة ل value فبالتالي إذا كان ال
+
+137
+00:10:36,190 --> 00:10:39,390
+object هذا أقل من value معينة أي معنى الكلام احنا
+
+138
+00:10:39,390 --> 00:10:42,530
+حسب المثال تبعنا إذا كان age of the customer أقل
+
+139
+00:10:42,530 --> 00:10:47,720
+من 18 فين عندي هنا conjunction and تمام؟طبعا ال
+
+140
+00:10:47,720 --> 00:10:50,940
+conjunction هذا انه ال cash with the drawel انا في
+
+141
+00:10:50,940 --> 00:10:53,320
+عندي linguistic variable تاني في عندي operator
+
+142
+00:10:53,320 --> 00:10:57,580
+تانية اكبر من الف اذا كان ال cash with the drawel
+
+143
+00:10:57,580 --> 00:11:01,420
+اذا كان عملية ال cash اللي سحبها اكتر اكبر من الف
+
+144
+00:11:01,420 --> 00:11:07,820
+then هذا ال action انه signature of the parent is
+
+145
+00:11:07,820 --> 00:11:12,120
+required زي ما شوفنا هنا is تمام؟
+
+146
+00:11:14,810 --> 00:11:18,330
+طبعا هذا كلام ان احنا ممكن نغيره في role تانية انه
+
+147
+00:11:18,330 --> 00:11:22,470
+اذا كان ال .. ال .. ال customer is adult يعني ممكن
+
+148
+00:11:22,470 --> 00:11:25,390
+ارجع اكتبها بدل ما يكون في هنا عندي operator بده
+
+149
+00:11:25,390 --> 00:11:28,390
+يكون في عندي هنا عبارة عن assignment ال assignment
+
+150
+00:11:28,390 --> 00:11:32,790
+هنا زي ما حكينا انه is او are زي ما هو موضح هنا في
+
+151
+00:11:32,790 --> 00:11:38,450
+ال slide انه is او are او is not او are not تمام؟
+
+152
+00:11:38,450 --> 00:11:42,090
+حد اقول كمانبهذا الشكل هذه ال rule ممكن ارجع
+
+153
+00:11:42,090 --> 00:11:45,950
+اكتبها بهذا الشكل فبح ..بحكي هنا انه اذا ال
+
+154
+00:11:45,950 --> 00:11:50,850
+customer is
+
+155
+00:11:50,850 --> 00:11:57,170
+هذه عبارة عن تمام operator ولكن انه هي assignment
+
+156
+00:11:57,170 --> 00:12:02,810
+بتاع ما اللي identify انه adult تمام
+
+157
+00:12:02,810 --> 00:12:03,770
+then
+
+158
+00:12:06,320 --> 00:12:09,040
+ممكن يكون انه انا عندي ال signature تبع ال parent
+
+159
+00:12:09,040 --> 00:12:16,980
+is not required signature of parents is
+
+160
+00:12:16,980 --> 00:12:25,060
+not تمام required تمام
+
+161
+00:12:25,060 --> 00:12:28,940
+فبالتالي هنا انا الجزئية هذه ممكن تكون هنا
+
+162
+00:12:28,940 --> 00:12:33,700
+required او يعني ممكن تكون عبارة عن symbolic value
+
+163
+00:12:33,700 --> 00:12:38,190
+او ممكن تكون عبارة عنvalue في حداتها ممكن تكون
+
+164
+00:12:38,190 --> 00:12:41,210
+عبارة عن رقم زي ال 18 أو ممكن تكون هنا عبارة عن
+
+165
+00:12:41,210 --> 00:12:58,130
+انه required او not required بهذا الشكل طبعا okay
+
+166
+00:12:58,130 --> 00:12:59,250
+طيب
+
+167
+00:13:02,370 --> 00:13:05,590
+طبعا ال rules بتمثلي عبارة عن مجموعة من ال
+
+168
+00:13:05,590 --> 00:13:08,910
+relations أو ال recommendations أو بنسميها
+
+169
+00:13:08,910 --> 00:13:12,270
+directives أو strategies أو heuristics كلها مسميات
+
+170
+00:13:12,270 --> 00:13:14,830
+لنفس الأشياء معناه ذلك أن ال rule في بعض الأحيان
+
+171
+00:13:14,830 --> 00:13:18,090
+ممكن تكون عبارة عن مجموعة من العلاقات أو مجموعة من
+
+172
+00:13:18,090 --> 00:13:23,950
+التوصيات تمام؟ أو مجموعة من التوجيهاتتمام؟ او
+
+173
+00:13:23,950 --> 00:13:29,090
+مجموعة من الاستراتيجيات تمام؟ او مجموعة من آليات
+
+174
+00:13:29,090 --> 00:13:33,390
+الحل heuristics فبالتالي هذه ممكن ان انا احطلكم
+
+175
+00:13:33,390 --> 00:13:38,750
+عليها ان هذه مجموعة من العلاقات او مجموعة من
+
+176
+00:13:38,750 --> 00:13:44,050
+التوصيات او مجموعة من الإرشادات directives عبارة
+
+177
+00:13:44,050 --> 00:13:49,990
+عن توجيهات او إرشادات تمام؟
+
+178
+00:13:49,990 --> 00:13:52,350
+او هنا مجموعة من الاستراتيجيات
+
+179
+00:13:55,190 --> 00:14:02,150
+تمام أو مجموعة من طرق يعني انه طرق او يعني مجموعة
+
+180
+00:14:02,150 --> 00:14:05,270
+من الاستنتاجات خليني اعتبرها ان هي heuristic عبارة
+
+181
+00:14:05,270 --> 00:14:12,790
+عن مجموعة من يعني استنتاجات
+
+182
+00:14:12,790 --> 00:14:18,330
+تمام ان هي بتكون على شكل متسلسل خليني نشوف هذا
+
+183
+00:14:18,330 --> 00:14:22,010
+المثال هذا المثال النهيه بيعبر بهذا الشكل ايش
+
+184
+00:14:22,010 --> 00:14:28,100
+بيحكيلي بيحكيلي انهrelation إنه شغلتين مرتبطين مع
+
+185
+00:14:28,100 --> 00:14:34,080
+بعض إذا كان ال fuel tank is empty then the car is
+
+186
+00:14:34,080 --> 00:14:38,440
+dead فبالتالي في علاقة بين إنه ال car أنه تكون
+
+187
+00:14:38,440 --> 00:14:42,320
+dead و بين خزان الوقود اللي موجود فيها بهذا الشكل
+
+188
+00:14:42,320 --> 00:14:46,340
+طبعا طيب كيف ممكن تكون recommendation؟ ممكن تكون
+
+189
+00:14:46,340 --> 00:14:50,200
+بهذا الشكل إنه if the season is autumn إذا كان
+
+190
+00:14:50,200 --> 00:14:56,590
+الموسم أو الفصل خريف and the sky is cloudyو السماء
+
+191
+00:14:56,590 --> 00:15:02,270
+مسحبة، فيها صحب يعني and the forecast is drizzle،
+
+192
+00:15:02,270 --> 00:15:05,210
+إذا كان حالة الطقس اللي أنا فيها عندي زخات من
+
+193
+00:15:05,210 --> 00:15:10,550
+المطر، تمام؟ then the advice is take an umbrella،
+
+194
+00:15:10,550 --> 00:15:13,130
+هذا advice، هذا عبارة عن recommendation، ممكن
+
+195
+00:15:13,130 --> 00:15:17,060
+تاخدها و ممكن ما تاخدهاشبناء على إيش؟ بناء على أنه
+
+196
+00:15:17,060 --> 00:15:20,460
+إذا أنت كنت في فصل الخريف والسماء مسحبة و ال
+
+197
+00:15:20,460 --> 00:15:23,540
+forecast is the result طبعا هذا عبارة عن forecast
+
+198
+00:15:23,540 --> 00:15:26,120
+عشان هيك أنه هو recommendation شغل مش ملزمة يعني
+
+199
+00:15:26,120 --> 00:15:30,200
+ممكن تشتي ممكن ما تشتيش فبالتالي أنه نصيحة هنا أو
+
+200
+00:15:30,200 --> 00:15:33,040
+ال recommendation التوصية أن أنت تاخد ال umbrella
+
+201
+00:15:33,040 --> 00:15:38,640
+طيب بخصوص ال directive التوجيهات كيف ممكن تكون if
+
+202
+00:15:38,640 --> 00:15:45,600
+the car is deadتمام؟ then and the fuel tank is
+
+203
+00:15:45,600 --> 00:15:49,420
+empty انا فيها عندي عدة شروط إذا كان السيارة dead
+
+204
+00:15:49,420 --> 00:15:54,280
+و ال fuel tank is empty then the action is refuel
+
+205
+00:15:54,280 --> 00:15:58,340
+the tank هذا عبارة عن توجيهات و إرشادات انه .. انه
+
+206
+00:15:58,340 --> 00:16:01,420
+في حال انه انت اتحقق عندك هذه الشروط إذا كانت
+
+207
+00:16:01,420 --> 00:16:05,620
+السيارة ما بتشتغل و إذا كان خزان اللقوات فاضي
+
+208
+00:16:05,620 --> 00:16:09,080
+فبالتالي ال actionان انت تعبي الوقود طبعا انت ممكن
+
+209
+00:16:09,080 --> 00:16:14,060
+تستغرب ان هذه ال rules نايف او سادجة ولكن هي عبارة
+
+210
+00:16:14,060 --> 00:16:19,520
+عن rules مهمة جدا جدا ممكن self-driving car ان هي
+
+211
+00:16:19,520 --> 00:16:22,820
+تشتغل من خلال هذه ال rules ان هي تاخد قرار ان هي
+
+212
+00:16:22,820 --> 00:16:29,200
+تعبي بنزين او لا ما تعبي بنزين طيب
+
+213
+00:16:29,200 --> 00:16:34,300
+strategy مثال على ال strategyالستراتيجي هنا يعني
+
+214
+00:16:34,300 --> 00:16:38,020
+على سبيل المثال انه if the car is dead is dead
+
+215
+00:16:38,020 --> 00:16:42,800
+طبعا هنا بيكون على شكل سلسلة تمام انه the action
+
+216
+00:16:42,800 --> 00:16:48,620
+is check the fuel tank اذا كانت السيارة ما بتشتغل
+
+217
+00:16:48,620 --> 00:16:52,240
+اول شغل انا ممكن اسويها ان انا عايش اسويه ان انا
+
+218
+00:16:52,240 --> 00:16:58,900
+اتفحص خزان الوقود و هنا then تمام هنا عندي هنا
+
+219
+00:16:58,900 --> 00:17:04,190
+semi colon واضحةهنا انا في عندي semicolon تمام ان
+
+220
+00:17:04,190 --> 00:17:07,590
+انا في عندي في ال then part ان انا في عندي action
+
+221
+00:17:07,590 --> 00:17:12,450
+بالاضافة لعندي انه fact جديدة انه step one is
+
+222
+00:17:12,450 --> 00:17:15,970
+complete ليش؟ لان انا بدي استخدمها على المدى
+
+223
+00:17:15,970 --> 00:17:18,770
+البعيد لان بدي استخدمها في role تانية هاي ال role
+
+224
+00:17:18,770 --> 00:17:22,950
+التانية if step one is complete لان انا بدي اتأكد
+
+225
+00:17:22,950 --> 00:17:27,790
+ان انت already فاحص خزان الوقود تمام then the fuel
+
+226
+00:17:27,790 --> 00:17:32,880
+tank is fullإذا خلصت المرحلة الأولى فبالتالي أنه
+
+227
+00:17:32,880 --> 00:17:38,660
+الخزان مليان فبالتالي بتكون المشكلة من مصدر تاني
+
+228
+00:17:38,660 --> 00:17:44,440
+فبالتالي المشكلة من مصدر تاني then the action is
+
+229
+00:17:44,440 --> 00:17:49,320
+check the battery أنه أنا بدي أفحص البطارية تمام؟
+
+230
+00:17:49,890 --> 00:17:53,950
+فبالتالي هنا بدي اضيف هنا كمان مرة semi colon و
+
+231
+00:17:53,950 --> 00:17:58,350
+بدي اضيف fact جديدة ان step two is complete او
+
+232
+00:17:58,350 --> 00:18:02,110
+يعني ان خطوة انا عندي في ال strategy كلها و هكذا
+
+233
+00:18:02,110 --> 00:18:06,570
+فبالتالي بنتقل لمرحلة تالتة متى اذا كنت انا متحقق
+
+234
+00:18:06,570 --> 00:18:10,390
+من خزان الوقود ان هو فاضي و كنت متحقق من البطارية
+
+235
+00:18:10,390 --> 00:18:13,900
+ساعتها بروح بدور على سبب التالتانا مش راح ادور على
+
+236
+00:18:13,900 --> 00:18:17,380
+ال step رقم تلاتة هيك ال استراتيجية بتشتغل ان انا
+
+237
+00:18:17,380 --> 00:18:21,240
+عندي على شكل مراحل مش راح افحص الخطوة التالتة الى
+
+238
+00:18:21,240 --> 00:18:25,620
+لما اتأكد ان خزان الوقود تمام و البطارية تمام طيب
+
+239
+00:18:25,620 --> 00:18:30,090
+ال heuristic مثال على ال heuristicإذا كان ال spill
+
+240
+00:18:30,090 --> 00:18:34,250
+is liquid في أن عندي سائل مسكوب إذا كان السائل
+
+241
+00:18:34,250 --> 00:18:37,730
+المسكوب أو أنا عفوا إن عندي شغلة مسكوبة إذا كان
+
+242
+00:18:37,730 --> 00:18:44,530
+الشغلة اللي مسكوبة هي عبارة عن سائل و ال pH تبعتها
+
+243
+00:18:44,530 --> 00:18:52,320
+أقل من 6 و ال smell تبعتها vinegarخل طبعا هذا كلام
+
+244
+00:18:52,320 --> 00:18:56,520
+انه انا ممكن اتفحصه من خلال sensor ممكن اتفحص ب
+
+245
+00:18:56,520 --> 00:19:00,040
+sensor زي ما أخدنا في ال intelligent agents انه
+
+246
+00:19:00,040 --> 00:19:03,340
+بيكون في عنده actuators actuators بتكون عندي عبارة
+
+247
+00:19:03,340 --> 00:19:06,080
+عن sensor فبالتالي ممكن يكون في عندي sensor بتدريب
+
+248
+00:19:06,080 --> 00:19:10,460
+بقيس درجة الحمودة في هذا السائل تمام بالاضافة
+
+249
+00:19:10,460 --> 00:19:14,300
+للرائحة في عندي sensor بتحسس الرائحة اذا كانت
+
+250
+00:19:14,300 --> 00:19:18,640
+الرائحة تبعته خل تمام فبالتالي بصلنا نتيجة هذا
+
+251
+00:19:18,640 --> 00:19:24,860
+استمتاجheuristic استنتاج انه بناء على حقائق معينة
+
+252
+00:19:24,860 --> 00:19:30,340
+استقراء معين عبارة عن استقرار انه اذا كان سائل
+
+253
+00:19:30,340 --> 00:19:34,740
+والبيئة تشتبعه اقل من ستة وكان ريحته زي الخلفة
+
+254
+00:19:34,740 --> 00:19:38,480
+فبالتالي انه ال spill material ان المادة المنسكة
+
+255
+00:19:38,480 --> 00:19:44,420
+بقى هي عبارة عن acidic acid حمض الخليك acidic acid
+
+256
+00:19:44,420 --> 00:19:45,560
+تمام؟
+
+257
+00:19:48,070 --> 00:19:52,570
+طيب الان بدنا نحكي عن ال main players انا عندي في
+
+258
+00:19:52,570 --> 00:19:57,190
+تطوير نظام ال expert system شوفنا اتعرفنا عن ال
+
+259
+00:19:57,190 --> 00:19:59,570
+expert system ان هو عبارة عن role based expert
+
+260
+00:19:59,570 --> 00:20:02,250
+system لو بدنا نطور نظام بدي اشوف اللاعبين
+
+261
+00:20:02,250 --> 00:20:06,770
+الأساسيين في انا عندي five players خمس لاعبين مين
+
+262
+00:20:06,770 --> 00:20:08,090
+هم هدول؟ هاي
+
+263
+00:20:20,080 --> 00:20:25,040
+اللي هو ال domain expert تمام؟ طبعا ال domain
+
+264
+00:20:25,040 --> 00:20:28,240
+expert مش هيعطيلك ال facts و ال rule هيك ب .. يعني
+
+265
+00:20:28,240 --> 00:20:32,640
+ب .. ببساطة فإيش راح يسوي؟ إيش بنحتاج؟ بنحتاج ل
+
+266
+00:20:32,640 --> 00:20:36,400
+knowledge engineer وظيفة ال knowledge engineer أن
+
+267
+00:20:36,400 --> 00:20:40,920
+هو يعملي استخراج للمعرفة من ال domain expert طبعا
+
+268
+00:20:40,920 --> 00:20:44,520
+ال knowledge هذه اللي احنا طلعناها بدنا مبرمج أن
+
+269
+00:20:44,520 --> 00:20:49,880
+هو يبرمجهاطبعا هدول الأشخاص كلهم محتاج حدا يديرهم
+
+270
+00:20:49,880 --> 00:20:53,060
+اللي هو ال project manager و في النهاية المنتج هذا
+
+271
+00:20:53,060 --> 00:20:59,840
+مين هيستخدمه end user طبعا
+
+272
+00:20:59,840 --> 00:21:02,740
+نجاح ال expert system بيعتمد عليهم كلهم طبعا انت
+
+273
+00:21:02,740 --> 00:21:05,240
+ممكن تتساءل ان ال expert system هذا وين ممكن يفيد
+
+274
+00:21:05,240 --> 00:21:11,350
+ممكن يفيد في حالات عديدةيعني على سبيل مثال كان في
+
+275
+00:21:11,350 --> 00:21:14,930
+سابقا برنامج للأمم المتحدة في أحد .. في أحد الدول
+
+276
+00:21:14,930 --> 00:21:20,290
+أنه كان في مرض منتشر بشكل كبيرتمام؟ و في نقص في
+
+277
+00:21:20,290 --> 00:21:23,770
+الخبراء ل .. في .. في هذا المرض فبالتالي ال expert
+
+278
+00:21:23,770 --> 00:21:27,250
+system هنا ممكن يعود الموضوع فبالتالي ممكن أخلي
+
+279
+00:21:27,250 --> 00:21:31,630
+ممرض أو ممرضة تمام؟ يشتغلوا على ال expert system و
+
+280
+00:21:31,630 --> 00:21:35,570
+هو بروح بسأل .. بسأل ال .. ال .. المريض انه هل انت
+
+281
+00:21:35,570 --> 00:21:38,490
+عندك كذا؟ هل عندك كذا؟ فبالتالي في النهاية بطلع
+
+282
+00:21:38,490 --> 00:21:42,090
+بالتشخيص اذا احنا طلعنا بالتشخيص الصح معنا ذلك انه
+
+283
+00:21:42,090 --> 00:21:46,850
+خلاص انه انحلت المشكلةفبالتالي ال end user ممكن
+
+284
+00:21:46,850 --> 00:21:50,830
+يكون عبارة عن مستخدم عادي يعني انه ممرد او ممكن
+
+285
+00:21:50,830 --> 00:21:56,790
+يكون انه patient مريض او ممكن يكون انه اي شخص عادي
+
+286
+00:21:56,790 --> 00:22:03,210
+تمام انه بده يحصل على توصية من ال expert باستخدام
+
+287
+00:22:03,210 --> 00:22:09,850
+ال expert system هذه الرسمة بتوضح انه تفاعل بين
+
+288
+00:22:09,850 --> 00:22:11,370
+high
+
+289
+00:22:17,630 --> 00:22:20,570
+طبعا ال knowledge engineer هنا بتفاعل مع ال expert
+
+290
+00:22:20,570 --> 00:22:23,850
+system بياخد منه ال knowledge و بديها للمبرمج زي
+
+291
+00:22:23,850 --> 00:22:26,010
+ما انت شايف انه مافيش تفاعل بين ال domain expert و
+
+292
+00:22:26,010 --> 00:22:30,810
+المبرمج تمام؟ و المدير هو بعمل إدارة لكل هدول
+
+293
+00:22:30,810 --> 00:22:33,750
+الأشخاص اللي هم ال expert ال domain expert و ال
+
+294
+00:22:33,750 --> 00:22:36,770
+knowledge engineer و ال programmer تمام؟ طبعا هذا
+
+295
+00:22:36,770 --> 00:22:40,530
+الكلام كله بروح بنصب .. بنصبه في expert system
+
+296
+00:22:40,530 --> 00:22:44,410
+اللي هو عبارة عن software تمام؟ و ال software هذا
+
+297
+00:22:44,410 --> 00:22:46,830
+بده يستخدمه ال end user
+
+298
+00:22:52,060 --> 00:22:55,460
+تمام؟ طبعا ال domain expert احنا عرفناه هو عبارة
+
+299
+00:22:55,460 --> 00:22:59,360
+عن شخص خبير في مجال معين تمام؟ ممكن يكون طبيب ممكن
+
+300
+00:22:59,360 --> 00:23:04,680
+يكون شخص خبير في الاقتصاد او شخص خبير في القانون و
+
+301
+00:23:04,680 --> 00:23:08,560
+هكذا تمام؟ و ال knowledge engineer طبعا بده يكون
+
+302
+00:23:08,560 --> 00:23:12,800
+في عنده شخص هو عبارة عن شخص عنده القدرة لبناء و
+
+303
+00:23:12,800 --> 00:23:17,050
+اختبار ال expert system تمام؟و انه عنده يكون
+
+304
+00:23:17,050 --> 00:23:20,430
+القدرة ان هو يسحب ال knowledge بطريقة structured
+
+305
+00:23:20,430 --> 00:23:26,270
+من ال domain expert و يعملها representation بطريقة
+
+306
+00:23:26,270 --> 00:23:28,970
+ال F then rules تمام؟
+
+307
+00:23:32,620 --> 00:23:35,020
+البروجرامر هو اللي هيعمل implementation بطبيعة
+
+308
+00:23:35,020 --> 00:23:40,780
+الحال ل .. ل .. ل .. ل .. ل expert system طبعاً في
+
+309
+00:23:40,780 --> 00:23:43,580
+عدة لغات برمجية اللي ممكن استخدمها في هذا الإطار
+
+310
+00:23:43,580 --> 00:23:46,740
+فين عندي الISP في عندي ال prologue في عندي ال
+
+311
+00:23:46,740 --> 00:23:50,760
+eclipse واحدة من اللغات اللي انا ممكن استخدمها في
+
+312
+00:23:50,760 --> 00:23:53,480
+.. هي اللغة .. واحد اللغات ال AI اللي انا ممكن
+
+313
+00:23:53,480 --> 00:23:55,880
+استخدمها في ال implementation تبع ال expert system
+
+314
+00:23:55,880 --> 00:23:58,820
+طبعا الواجهة تبعته ممكن أنا أربطها في ال web أو
+
+315
+00:23:58,820 --> 00:24:03,130
+ممكن أربطها في تطبيق mobile أو أي شغلأو أي واجهة
+
+316
+00:24:03,130 --> 00:24:06,590
+تانية تمام؟ ال project manager زي ما ذكرنا هو
+
+317
+00:24:06,590 --> 00:24:10,230
+الشخص اللي بيدير و ال end user هو اللي هيستخدم ال
+
+318
+00:24:10,230 --> 00:24:16,650
+.. ال .. ال .. النظام هذا و هو هيستفيد منه تمام؟
+
+319
+00:24:16,650 --> 00:24:23,320
+طيبخلّينا يعني نتوقف هنا في هذه المخادرة والمخادرة
+
+320
+00:24:23,320 --> 00:24:26,620
+الجاية ان شاء الله راح نحكي عن ال structure تبع ال
+
+321
+00:24:26,620 --> 00:24:30,480
+rule based expert system بخصوص ال structure تبع ال
+
+322
+00:24:30,480 --> 00:24:34,900
+expert system او ال rule based expert system فيه
+
+323
+00:24:34,900 --> 00:24:40,430
+ال structure معروفة انه بده يكون في عندى هنااحنا
+
+324
+00:24:40,430 --> 00:24:42,630
+حكينا ان ال knowledge هي عبارة عن facts و rule
+
+325
+00:24:42,630 --> 00:24:46,610
+فبالتالي ان هدول بده تكون منفصلتين انه ك
+
+326
+00:24:46,610 --> 00:24:51,770
+components منفصلتين هذا بنسمي long term memory او
+
+327
+00:24:51,770 --> 00:24:55,570
+ال production rules تمام و هذه عبارة عن short term
+
+328
+00:24:55,570 --> 00:24:59,350
+memory اللي هي عبارة عن ال factطبعا ال fact هذه
+
+329
+00:24:59,350 --> 00:25:02,010
+ليش أنه هي short term memory لأنه ال fact متغيرة
+
+330
+00:25:02,010 --> 00:25:05,370
+يعني على سبيل المثال أنه الشمس طالع اليوم الشمس
+
+331
+00:25:05,370 --> 00:25:08,450
+طالع اليوم أنه هذه عبارة عن fact بكرا ممكن تتغير
+
+332
+00:25:08,450 --> 00:25:13,590
+ممكن يكون الجو غائم ماتكونش الشمس طالعة طبعا أما
+
+333
+00:25:13,590 --> 00:25:18,570
+ال long term memory هي عبارة عن ال ruleال role هذه
+
+334
+00:25:18,570 --> 00:25:21,490
+بنقدر نقول إن هي عبارة عن role فيزيائية ثابتة أو
+
+335
+00:25:21,490 --> 00:25:24,950
+role معروفة في .. في domain معين يعني على سبيل
+
+336
+00:25:24,950 --> 00:25:29,370
+المثال إنه إذا كانت درجة الحرارة كذا أو إذا كان
+
+337
+00:25:29,370 --> 00:25:32,050
+مستوى النهر أكتر من كذا فبالتالي هيصير كده
+
+338
+00:25:32,050 --> 00:25:37,690
+فبالتالي هي role معروفة طبعا هدول الشغلتين تمام؟
+
+339
+00:25:37,690 --> 00:25:41,390
+بديوا يصيرفي هذا ال component عملية ال reasoning
+
+340
+00:25:41,390 --> 00:25:47,850
+عملية الاستنتاج عملية الاستنباط فبالتالي هنا بطلع
+
+341
+00:25:47,850 --> 00:25:52,970
+ب conclusion معينة طبعا نجاح ال production system
+
+342
+00:25:52,970 --> 00:25:57,010
+model انه بيأتي من فصل ال rules عن ال facts
+
+343
+00:25:57,010 --> 00:26:00,870
+فبالتالي هنا بيساعد بشكل كبيرإنه هنا إنه يكون في
+
+344
+00:26:00,870 --> 00:26:03,670
+عندي في ال reasoning أو ال inference engine زي ما
+
+345
+00:26:03,670 --> 00:26:06,690
+هنشوف التفاصيل تبعته في ال slide الجاية إنه أنا
+
+346
+00:26:06,690 --> 00:26:09,350
+أفصل هدول من هدول فبالتالي ال maintenance بيكون
+
+347
+00:26:09,350 --> 00:26:12,830
+أفضل عندي من إنه أنا أسوي هذه الشغل في برنامج عادي
+
+348
+00:26:12,830 --> 00:26:18,680
+طبعا ليش سمينا production system model؟لأن النتيجة
+
+349
+00:26:18,680 --> 00:26:22,040
+هي عبارة عن انه بتعملي produce ل more knowledge ان
+
+350
+00:26:22,040 --> 00:26:24,440
+انا بستخدم ال knowledge و بتعملي produce ل facts
+
+351
+00:26:24,440 --> 00:26:31,320
+جديدة يعني على سبيل المثال انه اذا كان السائل ال
+
+352
+00:26:31,320 --> 00:26:34,540
+.. انه ال .. ال material المسكوب عبارة عن سائل
+
+353
+00:26:34,540 --> 00:26:39,260
+تمام و درجة الحمودة طبعتها انه كذا و الرائحة
+
+354
+00:26:39,260 --> 00:26:42,300
+طبعتها كذا فبالتالي انه السائل هذا عبارة عن
+
+355
+00:26:42,300 --> 00:26:45,540
+ascetic acid فبالتالي هنا صار عندى production او
+
+356
+00:26:45,540 --> 00:26:50,020
+انتاجأو توليد لحقيقة جديدة أو fact جديدة أنظافة
+
+357
+00:26:50,020 --> 00:26:53,220
+تاني عندي في النظام طبعا عشان هيك احنا بنسميه
+
+358
+00:26:53,220 --> 00:26:58,980
+production system model طبعا الكلام هذا اللي هو ال
+
+359
+00:26:58,980 --> 00:27:03,080
+reasoning بنا نفصله أكتر كي بننفصله أكتر؟ بنفصله
+
+360
+00:27:03,080 --> 00:27:06,840
+أكتر ان هذا بنا نجسمه هنا هذا ال long term هو
+
+361
+00:27:06,840 --> 00:27:11,100
+بنسميها knowledge base أو KB طبعا هذا المصطلح هيمر
+
+362
+00:27:11,100 --> 00:27:17,110
+علينا كتيرKB knowledge base تمام؟ من أيش متكون؟
+
+363
+00:27:17,110 --> 00:27:21,410
+متكون من F then parts وفيه نوع عندي جزء تاني اللي
+
+364
+00:27:21,410 --> 00:27:26,070
+هو ال database DB من أيش مكوّن؟ مكوّن من مجموع من
+
+365
+00:27:26,070 --> 00:27:29,950
+ال facts تمام؟ طبعا هذا الكلام أنا هدخله وين؟ على
+
+366
+00:27:29,950 --> 00:27:35,340
+inference engine محرك الاستنتاجمحرك الاستنتاج انه
+
+367
+00:27:35,340 --> 00:27:41,040
+انا باخد انا عندي الحقائق هذه و بشوف ايش في عندي
+
+368
+00:27:41,040 --> 00:27:44,900
+عفوا باخد القواعد هذه و بشوف ايش في حقائق بتطبق
+
+369
+00:27:44,900 --> 00:27:48,700
+القواعد هذه بروح بطبقها فبتولد انا عندي حقائق
+
+370
+00:27:48,700 --> 00:27:53,580
+جديدة الحقائق الجديدة بتستدعي تشغيل رول جديدة و
+
+371
+00:27:53,580 --> 00:27:57,420
+هكذا فبالتالي هنا هذه عملية الاستنتاج عملية ال
+
+372
+00:27:57,420 --> 00:28:00,380
+inference engine تمام؟ طبعا هنا في عندي ال
+
+373
+00:28:00,380 --> 00:28:04,770
+component هذا اسمه ال explanationfacility شو وظيفة
+
+374
+00:28:04,770 --> 00:28:07,250
+ال explanation facility وظيفة ال explanation
+
+375
+00:28:07,250 --> 00:28:17,110
+facility ان هي توضح how و why شغل
+
+376
+00:28:17,110 --> 00:28:21,430
+تم كيف
+
+377
+00:28:21,430 --> 00:28:28,170
+و لماذا طبعا
+
+378
+00:28:28,170 --> 00:28:33,350
+كيف توصلت انت لهذه النتيجةبروح واب بيحكي لإنه عشان
+
+379
+00:28:33,350 --> 00:28:36,150
+والله ال fact هذه إنه أنت عندك ال true و ال fact
+
+380
+00:28:36,150 --> 00:28:41,010
+التانية true و صار في عندك ال rule هذه إنها اتحققت
+
+381
+00:28:41,010 --> 00:28:45,630
+فبالتالي إنه صار في عندي إنتاج لهذه الحقيقة أو هذه
+
+382
+00:28:45,630 --> 00:28:49,350
+النتيجة هاي التشخيص هذا كيف توصلتله؟ توصلتله عشان
+
+383
+00:28:49,350 --> 00:28:52,870
+في عندك ال fact كذا و كذا و كذا هدول متحققة و ال
+
+384
+00:28:52,870 --> 00:28:56,170
+facts هدول بيحققوا ال rules كذا و كذا و كذا هذا ال
+
+385
+00:28:56,170 --> 00:28:59,730
+how تمام؟
+
+386
+00:28:59,730 --> 00:29:05,000
+تمام؟ أما ال why؟باجي يعني بيجي بسقلني أنه طب ماشي
+
+387
+00:29:05,000 --> 00:29:09,020
+أنت يعني أنت بتحكي أنه لو أنا بدي .. بدي أسأل
+
+388
+00:29:09,020 --> 00:29:12,400
+مستشار قانوني أو بدي أسأل محامي أحكيله أنا شو
+
+389
+00:29:12,400 --> 00:29:15,300
+وضعي، أنه أنا فيه عندي ال condition تبعتي كذا كذا
+
+390
+00:29:15,300 --> 00:29:19,100
+كذا كذا فبحكيله طيب ليش هيك؟انه بعد ما انت اتوصلت
+
+391
+00:29:19,100 --> 00:29:22,780
+لنتيجة فبحكيله ليش هيك فممكن ان هو يحكي لي انه حسب
+
+392
+00:29:22,780 --> 00:29:27,120
+ال map ده رقم كذا من القانون كذا انه بيصير عندك
+
+393
+00:29:27,120 --> 00:29:30,080
+كذا كذا كذا كذا فبروح ان هو بفسرلي ايش مصدر
+
+394
+00:29:30,080 --> 00:29:34,880
+الحقيقة هذه انه ليش انا انه النتيجة هي ان انا
+
+395
+00:29:34,880 --> 00:29:37,540
+اتوصلت لها طبعا هذا الكلام بيكون من خلال user
+
+396
+00:29:37,540 --> 00:29:41,960
+interface بيستخدمها المستخدم تمام؟
+
+397
+00:29:45,690 --> 00:29:48,030
+طبعا هاد الكلام already شرحنا .. شرحنا إيش هي
+
+398
+00:29:48,030 --> 00:29:52,830
+knowledge base و شرحنا إيش هي ال database و ال
+
+399
+00:29:52,830 --> 00:29:55,510
+inference engine زي ما حكينا إن هو بعمل عملية
+
+400
+00:29:55,510 --> 00:30:00,050
+الاستنتاج زي ما بتدور في دماغ ال expert بالضبط
+
+401
+00:30:00,050 --> 00:30:03,030
+تمام؟ و ال explanation facility زي ما حكينا إنه
+
+402
+00:30:03,030 --> 00:30:06,350
+how و why هدول الشغلتين و ال user interface
+
+403
+00:30:06,350 --> 00:30:10,650
+already شرحناها تمام؟
+
+404
+00:30:12,100 --> 00:30:16,540
+لو أخدنا نظرة عامة عن ال complete structure تبع ال
+
+405
+00:30:16,540 --> 00:30:20,760
+expert system كل مرة احنا بنضيف تفاصيل إضافية كل
+
+406
+00:30:20,760 --> 00:30:29,000
+مرة بنضيف تفاصيل إضافية طبعا هنا ال expert system
+
+407
+00:30:29,000 --> 00:30:35,540
+هنا عند knowledge base هذا ال KB وهذا
+
+408
+00:30:35,540 --> 00:30:41,940
+ال DB طبعا ال DB هي ال factsبتكون عندي موجودة جوات
+
+409
+00:30:41,940 --> 00:30:45,260
+ال block تبع ال expert system هيه شايفينه؟ بهذا
+
+410
+00:30:45,260 --> 00:30:50,140
+الشكل تمام؟ ممكن ال expert system هذا كله يستخدمه
+
+411
+00:30:50,140 --> 00:30:53,960
+برامج خارجية ويكون متصل ب database خارجية عشان
+
+412
+00:30:53,960 --> 00:30:57,810
+يجيب معلومات إضافيةتمام؟ هذا ال inference engine
+
+413
+00:30:57,810 --> 00:31:01,070
+احنا حكينا عنه ال explanation حكينا عنه و هنا
+
+414
+00:31:01,070 --> 00:31:03,750
+الواجهة ممكن ان انا افصلها بدي يكون في عندي واجهة
+
+415
+00:31:03,750 --> 00:31:08,950
+لل developer و واجهة لل user تمام؟ و هنا الواجهة
+
+416
+00:31:08,950 --> 00:31:11,890
+تبع ال developer ممكن يستخدمها ال expert بالاضافة
+
+417
+00:31:11,890 --> 00:31:14,430
+لل knowledge engineer فبالتالي هذه ال complete
+
+418
+00:31:14,430 --> 00:31:17,750
+structure تبع ال rule based expert system انا لو
+
+419
+00:31:17,750 --> 00:31:19,930
+عملت implementation هل بالضرورة اعمل هذا الكلام
+
+420
+00:31:19,930 --> 00:31:22,470
+كله؟ طبعا لأ مش بالضرورة طبعا حسب بختار ال
+
+421
+00:31:22,470 --> 00:31:25,660
+components اللي بتناسبنيلكن ال component الأساسية
+
+422
+00:31:25,660 --> 00:31:29,600
+هي هاي ال knowledge base بالإضافة لل database
+
+423
+00:31:29,600 --> 00:31:34,260
+بالإضافة لل inference engine هدول التلت مكونات
+
+424
+00:31:34,260 --> 00:31:40,660
+الرئيسية أنا عندي في ال expert system طيب
+
+425
+00:31:40,660 --> 00:31:44,100
+ممكن نحكي على الخصائص تبعت ال expert system
+
+426
+00:31:53,560 --> 00:32:01,660
+الخصائص تبع ال expert system لازم ان هي تكون هذا
+
+427
+00:32:01,660 --> 00:32:04,360
+الكلام احنا حكيناه في ال .. في ال intelligent
+
+428
+00:32:04,360 --> 00:32:06,440
+agents انه انا لما يكون انا عندي في domain
+
+429
+00:32:06,440 --> 00:32:08,120
+specific بيكون
+
+430
+00:32:11,530 --> 00:32:14,230
+بيكون النظام ناجح فبالتالي ال expert system لازم
+
+431
+00:32:14,230 --> 00:32:18,070
+يكون narrow specialized domain فبالتالي إذا كان
+
+432
+00:32:18,070 --> 00:32:20,370
+narrow specialized domain بيكون أنه نظراء ال
+
+433
+00:32:20,370 --> 00:32:27,130
+expert system واضح أو ناجح، تمام؟ في المقابل إذا
+
+434
+00:32:27,130 --> 00:32:31,470
+أنا وسحت النظام تبعه ممكن أنه يقع في أخطاء عديدة
+
+435
+00:32:31,470 --> 00:32:36,310
+وبيكون من الصعب بناء نظام زي هيكتمام؟ طبعا ال
+
+436
+00:32:36,310 --> 00:32:41,150
+expert system بيطبق نظام ال heuristic عشان يعمل
+
+437
+00:32:41,150 --> 00:32:45,150
+عملية الاستنتاج عشان يحدد ال area تبعت ال solution
+
+438
+00:32:45,150 --> 00:32:50,190
+تمام؟ و feature موجودة في ال expert system أنه هي
+
+439
+00:32:50,190 --> 00:32:53,470
+.. في عنده explanation facility أنه عنده القدرة أن
+
+440
+00:32:53,470 --> 00:32:59,570
+هو يوضح النتيجة اللي هو توصله تمام؟ و هنا بستخدم
+
+441
+00:32:59,570 --> 00:33:04,690
+شغلة مهمة جدا اللي هو ال symbolic reasoningبزي ..
+
+442
+00:33:04,690 --> 00:33:08,690
+أثناء ما هو بحل المشاكل تبعته طبعا هذا كلام إن هو
+
+443
+00:33:08,690 --> 00:33:12,670
+بستخدم ال F و .. و .. و ال .. ال F و ال .. و ال
+
+444
+00:33:12,670 --> 00:33:17,530
+then rules مع ال knowledge بحيث إن هو يحل المشاكل
+
+445
+00:33:17,530 --> 00:33:25,710
+لو سألنا سؤال هل ال expert system ممكن يعمل أخطاء؟
+
+446
+00:33:25,710 --> 00:33:30,370
+طب لو غيرنا السؤال على سبيل المثال إنه هل ال .. ال
+
+447
+00:33:30,370 --> 00:33:34,720
+.. ال domain expert الطبيب هل ممكن يخطأ؟فبتصير
+
+448
+00:33:34,720 --> 00:33:39,780
+الإجابة مدام الطبيب في عنده هامش خطأ فبالتالي ال
+
+449
+00:33:39,780 --> 00:33:43,300
+expert system في عنده خطأ عشان احنا نميز بين
+
+450
+00:33:43,300 --> 00:33:46,080
+التنين لما احكي domain expert انا مقصد فيها ال
+
+451
+00:33:46,080 --> 00:33:49,400
+human expert و لما احكي ال expert system مقصد فيها
+
+452
+00:33:49,400 --> 00:33:52,660
+ال software فإذا كان ال human في عنده هامش في
+
+453
+00:33:52,660 --> 00:33:57,170
+الخطأ أكيد ان هو بيخطرتمام؟ فبالتالي أنه ال expert
+
+454
+00:33:57,170 --> 00:34:00,950
+system أكيد فيه يعني مسموحله أنه يعمل أخطاء بس
+
+455
+00:34:00,950 --> 00:34:04,130
+بيضل أنه جداش الهامش الخطأ يعني في مجالات معينة
+
+456
+00:34:04,130 --> 00:34:07,070
+ممكن أن يكون هامش الخطأ ضيق جدا يعني في المجال
+
+457
+00:34:07,070 --> 00:34:10,950
+الطبي أن الخطأ المفروض مايتعداش نسبة كذا في مجال
+
+458
+00:34:10,950 --> 00:34:16,810
+تاني مثلا في مجال مثلا إله
+
+459
+00:34:16,810 --> 00:34:20,930
+علاقة بشغلات تانية فبالتالي أنه ممكن يكون هامش
+
+460
+00:34:20,930 --> 00:34:25,220
+الخطأ أكبر شويةعند ال human فبالتالي هذا الكلام
+
+461
+00:34:25,220 --> 00:34:31,080
+بينطبق على ال expert system ك software طبعا برضه
+
+462
+00:34:31,080 --> 00:34:34,260
+كذلك من ضمن الخصائص انه في شغل كتير مهمة انه ال
+
+463
+00:34:34,260 --> 00:34:39,220
+knowledge separated من ال processing لو احنا رجعنا
+
+464
+00:34:39,220 --> 00:34:46,420
+على الرسمة هنا تمام هاي الرسمة البسيطة انه هاي ال
+
+465
+00:34:46,420 --> 00:34:50,670
+knowledge اللي هي عبارة عن ال Fthen rules وال
+
+466
+00:34:50,670 --> 00:34:56,710
+facts تمام مفصولة تماما عن ال reasoning ك
+
+467
+00:34:56,710 --> 00:34:59,670
+component ك software فبالتالي ك design لل software
+
+468
+00:34:59,670 --> 00:35:04,530
+هذه كتير ميزة مهمة وبيساعدني أن أعمل maintenance
+
+469
+00:35:04,530 --> 00:35:10,030
+للنظام بشكل أسهل تمام؟
+
+470
+00:35:15,910 --> 00:35:22,150
+طيب يبقى احنا لو لخصنا هذا الكلام ايش
+
+471
+00:35:22,150 --> 00:35:25,150
+هي خصائص ال expert system انه لازم يكون انه في
+
+472
+00:35:25,150 --> 00:35:28,590
+domain محدد تمام و ال expert system بيطبقله
+
+473
+00:35:28,590 --> 00:35:32,030
+heuristic في عملية الاستنتاج تمام و لازم تكون في
+
+474
+00:35:32,030 --> 00:35:35,250
+عنده explanation facility و لازم يكون في عنده
+
+475
+00:35:35,250 --> 00:35:39,350
+القدرة انه يعمل symbolic reasoning تمام في حل
+
+476
+00:35:39,350 --> 00:35:43,350
+المشاكلتمام؟ لأن بالنسبة لهامش الخطأ مدام ان ال
+
+477
+00:35:43,350 --> 00:35:46,310
+human expert في عنده هامش للخطأ معناه ذلك انه
+
+478
+00:35:46,310 --> 00:35:50,350
+domain expert برضه كذلك عفوا معناه ذلك ان ال
+
+479
+00:35:50,350 --> 00:35:53,230
+expert system او ال software برضه فيه لهامش للخطأ
+
+480
+00:35:53,230 --> 00:35:58,530
+بس بيختلف من domain ل domain اخر طبعا اهم ميزة انه
+
+481
+00:35:58,530 --> 00:36:02,090
+ال knowledge مفصولة عن ال processing وهذا الجدول
+
+482
+00:36:02,090 --> 00:36:05,310
+بيوضح الخصائص بين تلت شغلات اللي هو ال human
+
+483
+00:36:05,310 --> 00:36:08,380
+expertو ال expert system و ال conventional
+
+484
+00:36:08,380 --> 00:36:10,800
+programs ال conventional programs اللي هي البرامج
+
+485
+00:36:10,800 --> 00:36:14,500
+التقليدية لو انا بدي ابرمش بال Java او بال C تمام
+
+486
+00:36:14,500 --> 00:36:19,000
+انه انا ابني system معين يحللي مشاكل معينة طبعا
+
+487
+00:36:19,000 --> 00:36:22,280
+فيله خصائص معينة اما ال expert system شوفنا اهم
+
+488
+00:36:22,280 --> 00:36:27,280
+خاصية انهفي فصل بين ال knowledge وال reasoning
+
+489
+00:36:27,280 --> 00:36:31,080
+وهذا ال human expert فبالتالي هذا الخصائص بتوضح أو
+
+490
+00:36:31,080 --> 00:36:35,580
+بتحكي عن المقارنة
+
+491
+00:36:35,580 --> 00:36:41,440
+بين هذه الأشياء بشكل يعني structured في هذا ال
+
+492
+00:36:41,440 --> 00:36:45,920
+table تمام؟ فيعني على سبيل المثال هنا ال human
+
+493
+00:36:45,920 --> 00:36:50,100
+expert بيستخدم ال knowledgeو ال .. و ال knowledge
+
+494
+00:36:50,100 --> 00:36:52,900
+هذه بيسموها rules of thumbs .. rules of thumbs
+
+495
+00:36:52,900 --> 00:36:57,530
+قواعد بدهية يعني شغلات بدهية بالنسبة لإلهto solve
+
+496
+00:36:57,530 --> 00:37:01,170
+a problem in narrow domain هنا شو بيستخدم هنا
+
+497
+00:37:01,170 --> 00:37:06,330
+بيستخدم ال knowledge expressed in form of rules
+
+498
+00:37:06,330 --> 00:37:10,190
+and use symbolic reasoning عشان يعمل حل المشاكل
+
+499
+00:37:10,190 --> 00:37:13,370
+هنا بيستخدم rule of thumbs قواعد بدهية بالنسبة
+
+500
+00:37:13,370 --> 00:37:17,710
+لإله لكن هنا أنه انا لازم أعرف ال rules عشان انه
+
+501
+00:37:17,710 --> 00:37:21,730
+يقدر يعمل reasoning عشان يعمل حل مشكلة معين طبعا
+
+502
+00:37:21,730 --> 00:37:25,550
+هنافيش عنده knowledge بيعمل process لل data و
+
+503
+00:37:25,550 --> 00:37:28,990
+بيستخدم algorithms و بيستخدم operations well
+
+504
+00:37:28,990 --> 00:37:32,110
+defined عشان انه يحل مشكلة معينة فبالتالي في
+
+505
+00:37:32,110 --> 00:37:36,050
+اختلافات في الخصائص طبعا ال knowledge هذه وين
+
+506
+00:37:36,050 --> 00:37:41,170
+بتكون مخزنة؟ متخزنة في ال human brain اما هنا وين
+
+507
+00:37:41,170 --> 00:37:45,390
+بتكون مخزنة؟ انا عندي في knowledge base طبعا و في
+
+508
+00:37:45,390 --> 00:37:50,570
+انا عندي فصل clear separation بين ال knowledgeوالـ
+
+509
+00:37:50,570 --> 00:37:57,210
+processing أما هنا مافيش knowledge ولا controlبين
+
+510
+00:37:57,210 --> 00:38:01,050
+ال knowledge و ال processing تمام؟ طبعا هنا في
+
+511
+00:38:01,050 --> 00:38:04,230
+عنده القدرة ان هو يعمل explanation لنتيجة اللي
+
+512
+00:38:04,230 --> 00:38:08,350
+توصلها .. اللي توصلها .. اللي توصل لها و هنا كذلك
+
+513
+00:38:08,350 --> 00:38:11,910
+بيقدر ان احنا نعمل trace لل rules اللي صار لها
+
+514
+00:38:11,910 --> 00:38:17,390
+تشغيل بحيث ان احنا نقدر نتبع ايش اللي صار بالظبط
+
+515
+00:38:17,390 --> 00:38:20,250
+او نعمل explanation ايش اللي صار بالظبط طبعا هنا
+
+516
+00:38:20,250 --> 00:38:23,830
+فشي عنده القدرة ان هو يعمل explanation لل results
+
+517
+00:38:23,830 --> 00:38:24,770
+اللي موجودة عنده
+
+518
+00:38:28,180 --> 00:38:31,520
+طبعا هنا في عنده القدرة ان هو يتعامل مع ال ends in
+
+519
+00:38:31,520 --> 00:38:35,000
+inexact reasoning لما تكون المعلومة عندي uncertain
+
+520
+00:38:35,000 --> 00:38:37,940
+او fuzzy يعني على سبيل المثال انا بروح للطبيب في
+
+521
+00:38:37,940 --> 00:38:42,360
+عندك حرارة عندي حرارة شوية مرات بستخدم شغلات او
+
+522
+00:38:42,360 --> 00:38:47,350
+معلوماتunaccurate أو incomplete تمام؟ كذلك ال
+
+523
+00:38:47,350 --> 00:38:50,410
+expert system في عنده القدرة ان هو يتعامل مع الشغل
+
+524
+00:38:50,410 --> 00:38:53,610
+هذه زي ال human expert لكن ال conventional
+
+525
+00:38:53,610 --> 00:38:57,030
+programs بتعامل مع الشغلات انه لازم تكون exact
+
+526
+00:38:57,030 --> 00:39:01,430
+لازم تكون انت تقوله درجة الحرارة تمانية و تلاتين
+
+527
+00:39:01,430 --> 00:39:05,350
+لازم تقول ان الصداع بيجيني مرتين في اليوم تحديدا
+
+528
+00:39:05,350 --> 00:39:09,090
+بشكل محدد لكن هنا ان انت تستخدم مصطلحات انه مرة
+
+529
+00:39:09,090 --> 00:39:11,470
+تمشي كتير شغلات زي هيك فيش يعنده القدرة ان هو
+
+530
+00:39:11,470 --> 00:39:16,470
+يتعامل معاهاطبعا هنا بطبيعة الحال انه ممكن يعمل
+
+531
+00:39:16,470 --> 00:39:18,810
+mistakes زي ما حكينا انه بما ان ال human عنده
+
+532
+00:39:18,810 --> 00:39:21,990
+القدرة يعني عنده هامش من ال mistakes كذلك انه برضه
+
+533
+00:39:21,990 --> 00:39:26,890
+كذلك انه ممكن ان هو يغلط لما يكون مافيش عنده
+
+534
+00:39:26,890 --> 00:39:29,890
+معلومات كاملة طبعا بطبيعة الحال ال conventional
+
+535
+00:39:29,890 --> 00:39:33,810
+programs او البرامج التقليدية اللي زي ما حكينا انه
+
+536
+00:39:33,810 --> 00:39:38,710
+بلغات البرامج العادية C++ Java C لما يكون ان عندي
+
+537
+00:39:38,710 --> 00:39:42,990
+المعلومات ناقصة مافيش عندها القدرة ان هيتعطيني حل
+
+538
+00:39:42,990 --> 00:39:46,490
+لو انت مدتنيش درجة الحرارة لو مدتنيش كام مرة
+
+539
+00:39:46,490 --> 00:39:51,390
+بيجيلك صدع مش هقدر أديلك تشخيص تمام طبعا هذا عنده
+
+540
+00:39:51,390 --> 00:39:57,610
+القدرة ان هو يتعلم هذا ماعندهش القدرة ان هو يتعلم
+
+541
+00:39:57,610 --> 00:40:01,370
+ولكن ممكن يحسن أدائه من خلال إضافة roles جديدة
+
+542
+00:40:01,370 --> 00:40:06,630
+طبعا هذا ماعندهش القدرة ان هو يتعلم وممكن ان هو
+
+543
+00:40:06,630 --> 00:40:11,280
+يحسن الأداء تبعه بتغيير ال code يبقى هناكيف بيغير
+
+544
+00:40:11,280 --> 00:40:15,420
+ال code تبعه؟ طبعا هذه ال process انه slow انه ال
+
+545
+00:40:15,420 --> 00:40:19,380
+human expert انه هو يعني بيحسن الأداء تبعه تمام
+
+546
+00:40:19,380 --> 00:40:24,540
+بشكل تراكمي هنا بيحسن الأداء تبعه من خلال إضافة
+
+547
+00:40:24,540 --> 00:40:28,300
+rules جديدة وهنا بيحسن الأداء تبعه من خلال تغيير
+
+548
+00:40:28,300 --> 00:40:32,300
+ال code أو ال algorithm اللي بيحل المشكلة تمام؟
+
+549
+00:40:32,650 --> 00:40:35,510
+خلّيني أتوقف هنا والمحاضرة الجاية ان شاء الله
+
+550
+00:40:35,510 --> 00:40:39,170
+هنحكي على ال forward و ال backward training عملية
+
+551
+00:40:39,170 --> 00:40:43,230
+الاستنتاج بطريقة ال forward أو بطريقة ال backward
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI.srt
new file mode 100644
index 0000000000000000000000000000000000000000..c38abab9c148c35826b8b9bffc91b85b04b2b525
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI.srt
@@ -0,0 +1,1955 @@
+1
+00:00:05,490 --> 00:00:08,850
+بسم الله الرحمن الرحيم، نرحب بكم في المحاضرة
+
+2
+00:00:08,850 --> 00:00:14,310
+الثالثة في الذكاء الاصطناعي. في هذه المحاضرة، احنا ب
+
+3
+00:00:14,310 --> 00:00:20,130
+.. يعني راح نكمل الـ PS، الـ PS اللي هو performance
+
+4
+00:00:20,130 --> 00:00:24,060
+major، environment، actuators، sensors. يعني كنا بنحكي
+
+5
+00:00:24,060 --> 00:00:27,820
+في موضوع الـ Intelligent Agents، الـ Intelligent
+
+6
+00:00:27,820 --> 00:00:31,540
+Agents، أنه أنا بحتاج إنه أنا أعمل إعدادات لهذه
+
+7
+00:00:31,540 --> 00:00:33,800
+الشغلات الخمسة، اللي هو الـ Performance Measure و
+
+8
+00:00:33,800 --> 00:00:36,220
+الـ Environment و الـ Actuators و الـ Sensors أو
+
+9
+00:00:36,220 --> 00:00:41,900
+الأربعة تحديدًا، تمام؟ و أخذنا أمثلة على هذه
+
+10
+00:00:41,900 --> 00:00:45,220
+الشغلات، يعني إنه أخذنا مثل في الـ Automated Taxi
+
+11
+00:00:45,220 --> 00:00:48,240
+Driver، و الـ Part Picking Robot، و الـ Interactive
+
+12
+00:00:48,240 --> 00:00:56,440
+English Tutor. تمام، بدأنا نأخذ هذه الشغلات، يعني هذا
+
+13
+00:00:56,440 --> 00:01:00,520
+الموضوع زي ما حكينا، أنه هو محط أسئلة، أنه أنا يعني
+
+14
+00:01:00,520 --> 00:01:04,060
+باجي بفترض أنه بديكي سؤال في Intelligent Agent
+
+15
+00:01:04,060 --> 00:01:07,220
+معين، فبدك تعملي له تصميم، فالتصميم هذا لازم أنه أنت
+
+16
+00:01:07,220 --> 00:01:10,720
+تعملي إعدادات للأربعة شغلات هدول، يعني على سبيل
+
+17
+00:01:10,720 --> 00:01:13,600
+المثال في الـ taxi driver حكينا أنه
+
+18
+00:01:19,600 --> 00:01:23,740
+إنه الـ .. الـ performance major تبعه، الـ  B تبعته إنه
+
+19
+00:01:23,740 --> 00:01:28,680
+لازم يكون أنا عندي safe، fast، legal، و comfortable
+
+20
+00:01:28,680 --> 00:01:32,660
+trip، و maximize profit، لأنه أنا لو بدي أصمم، لو بدي
+
+21
+00:01:32,660 --> 00:01:36,120
+أدي السيارة تبعتي لـ taxi driver، إنه آخر النهار
+
+22
+00:01:36,120 --> 00:01:40,320
+يفترض إنه يرجع لي إن السيارة سليمة، و إنه جاب الغلة
+
+23
+00:01:40,320 --> 00:01:43,960
+اللي هو جابها، و يرجع .. يرجع لي بدون مخالفات، و
+
+24
+00:01:43,960 --> 00:01:48,520
+ترجع لي إنه يعني إنه الـ .. الركاب مبسوطين معه، إن
+
+25
+00:01:48,520 --> 00:01:54,540
+الرحلة مريحة، وسريعة، وكل هذه الأشياء. طبعًا الـ
+
+26
+00:01:54,540 --> 00:01:58,040
+environment اللي هو بيشتغل فيها، في الـ road، في
+
+27
+00:01:58,040 --> 00:02:04,920
+الطرق، وأي منطقة بيكون فيها traffic، يعني حركة مرور
+
+28
+00:02:04,920 --> 00:02:09,040
+بالإضافة لـ مرور المشاة، وبيتعامل مع customers، و
+
+29
+00:02:09,040 --> 00:02:12,620
+حكينا أن الـ actuators اللي هو بيتعامل معها، اللي هي
+
+30
+00:02:12,620 --> 00:02:17,830
+عجلة القيادة، والتسارع، وسرعة البنزين، يعني طبعًا، و
+
+31
+00:02:17,830 --> 00:02:21,550
+الـ brake، الفرامل، والـ signal، كل الإشارات اللي بتيجي
+
+32
+00:02:21,550 --> 00:02:26,930
+من الـ .. الـ .. الـ .. الـ traffic، لا .. الـ .. الـ ..
+
+33
+00:02:26,930 --> 00:02:30,070
+الإشارات اللي هو بيعملها، طبعًا اللي هو يعني إن هو
+
+34
+00:02:30,070 --> 00:02:33,150
+يعني ممكن إن هو لو بده يمين أو يسار
+
+35
+00:02:33,150 --> 00:02:38,350
+بالإضافة لـ الـ .. الـ horn، اللي هو البوق تبع التحذير
+
+36
+00:02:38,350 --> 00:02:41,990
+تبع السيارة. طبعًا الـ sensors اللي موجودة عنده، طبعًا
+
+37
+00:02:41,990 --> 00:02:46,750
+الـ camera، Sonar، عشان يحدد قد إيش المسافة بينه وبين
+
+38
+00:02:46,750 --> 00:02:51,350
+السيارة اللي قبله واللي بعده، Speedometer، مقياس
+
+39
+00:02:51,350 --> 00:02:55,830
+عجلة التسارع أو السرعة، والـ GPS، و الآخرى من هاي
+
+40
+00:02:55,830 --> 00:02:59,530
+الأشياء. المثال الثاني اللي هو الـ part picking robot، هو
+
+41
+00:02:59,530 --> 00:03:03,250
+عبارة عن Robot بيشتغل في خط إنتاج، وكيف أنا ممكن
+
+42
+00:03:03,250 --> 00:03:08,250
+أقيس الأداء تبعه؟ ممكن أقيس الأداء تبعه من خلال إن
+
+43
+00:03:08,250 --> 00:03:12,830
+أنا بدي أعد قد إيش الأجزاء اللي جمعها بشكل صحيح. والـ
+
+44
+00:03:12,830 --> 00:03:15,690
+Environment، الـ Conveyor Belt، الـ Belt اللي هو
+
+45
+00:03:15,690 --> 00:03:19,830
+الحزام أو السير اللي بيكون يعني موجود في خط
+
+46
+00:03:19,830 --> 00:03:23,870
+الإنتاج، بالإضافة للـ parts اللي هو بده يجمعها، الـ
+
+47
+00:03:23,870 --> 00:03:29,110
+Actuators تبعته طبعًا عبارة عن ذراع آلية، وطبعًا
+
+48
+00:03:29,110 --> 00:03:34,090
+jointed arm and hand، يعني إنه متصلة مع بعض، والـ
+
+49
+00:03:34,090 --> 00:03:40,090
+sensors، إنه كاميرا عشان يحدد الـ parts اللي بده
+
+50
+00:03:40,090 --> 00:03:43,030
+يلتقطها، يتعرف عليها، بالإضافة لازم يكون في عنده
+
+51
+00:03:43,030 --> 00:03:48,350
+مستشعر يقيس الزاوية تبع الـ joint، تبع المفصل، الذراع
+
+52
+00:03:48,350 --> 00:03:53,090
+اللي هو بيشتغل فيها. Interactive English Tutor. إيش
+
+53
+00:03:53,090 --> 00:04:00,250
+حكينا؟ إنه الـ B تبعته هي عبارة عن إنه قد إيش عدد
+
+54
+00:04:00,250 --> 00:04:03,910
+الطلاب، أو قد إيش إن حسن في الـ score تبع الطلاب في
+
+55
+00:04:03,910 --> 00:04:06,690
+.. في اللغة الإنجليزية، لإنه أنا بدي أجيب مدرس
+
+56
+00:04:06,690 --> 00:04:11,150
+خصوصي، فكيف بدي أقيس أدائه؟ إنه قد إيش .. يعني حسن في
+
+57
+00:04:11,150 --> 00:04:15,910
+أدائه في درجة الامتحان اللي .. اللي .. الامتحانات
+
+58
+00:04:15,910 --> 00:04:19,410
+اللي أنا بقدمها. تمام؟ طبعًا، بيتعامل، الـ environment
+
+59
+00:04:19,410 --> 00:04:22,290
+هو بيتعامل مع الطلاب، الـ actuators تبعته لأنه بيكون
+
+60
+00:04:22,290 --> 00:04:25,030
+هو عبارة عن software أصلاً، اللي هو شاشة العرض
+
+61
+00:04:25,030 --> 00:04:28,790
+بالإضافة للتمارين، والـ suggestions، والـ
+
+62
+00:04:28,790 --> 00:04:31,570
+corrections، لأنه على سبيل المثال، بيطلب مني أكتب
+
+63
+00:04:31,570 --> 00:04:34,610
+paragraph، فممكن إن هو يعمل لي correction لو كان في
+
+64
+00:04:34,610 --> 00:04:38,010
+عندي خطأ في الـ grammar أو أي خطأ إملائي بهذا الشكل.
+
+65
+00:04:38,010 --> 00:04:41,490
+طبعًا، الـ sensors بيتعامل من خلال keyboard و
+
+66
+00:04:41,490 --> 00:04:45,660
+microphone، لأنه أنا ممكن أعمل conversation. تمام؟ و
+
+67
+00:04:45,660 --> 00:04:50,200
+ممكن أنه يعني أكتب الـ text من خلال الـ keyboard و
+
+68
+00:04:50,200 --> 00:04:54,540
+أوريتكم المرة الماضية تطبيق Elsa، اللي هو أصلاً
+
+69
+00:04:54,540 --> 00:04:58,160
+ممكن إن أنت تنزله على الـ smartphone عندك، فالتطبيق
+
+70
+00:04:58,160 --> 00:05:03,520
+هذا فعلاً إنه ممكن إنه أعمل محادثة، ويقيس قد إيش
+
+71
+00:05:03,520 --> 00:05:06,560
+مقدار الـ accent تبعتي، ويقول قد إيش المستوى تبعي، و
+
+72
+00:05:06,560 --> 00:05:11,820
+إيش الشغلات اللي يفترض إنه أحسن حالي فيها. طيب، الآن
+
+73
+00:05:11,820 --> 00:05:14,260
+بدنا نحكي عن أنواع الـ environments
+
+74
+00:05:17,190 --> 00:05:20,370
+تمام؟ طبعًا، الـ environments، الأنواع تبعها، أنه بدي
+
+75
+00:05:20,370 --> 00:05:23,950
+أحددها من ناحية أنه هل هي fully observable أو
+
+76
+00:05:23,950 --> 00:05:28,970
+deterministic أو episodic، static، discrete،
+
+77
+00:05:28,970 --> 00:05:32,730
+single agent أو multi agent؟ طبعًا، من ناحية الـ
+
+78
+00:05:32,730 --> 00:05:35,530
+fully observable، بدي أنا أشوف إن الـ environment
+
+79
+00:05:35,530 --> 00:05:38,250
+هذه، هل هي fully observable أو partially
+
+80
+00:05:38,250 --> 00:05:43,270
+observable؟  عفوًا،
+
+81
+00:05:43,270 --> 00:05:46,670
+معنى هذا الكلام، إنه كل الأشياء اللي موجودة في الـ
+
+82
+00:05:46,670 --> 00:05:50,130
+environment، أنا عندي ممكن إن أنا أستشعرها، ولا جزء
+
+83
+00:05:50,130 --> 00:05:55,070
+منها. يعني على سبيل المثال، الـ vacuum cleaner robot،
+
+84
+00:05:55,070 --> 00:05:58,230
+الـ robot اللي بينظف، لو كان مثلًا بيشتغل في أرضية
+
+85
+00:05:58,230 --> 00:06:02,930
+المطار، هل في عنده يعني معلومة، يعني معرفة بكل
+
+86
+00:06:02,930 --> 00:06:05,730
+المناطق اللي موجودة في المطار، ولا بس بالمنطقة اللي
+
+87
+00:06:05,730 --> 00:06:09,810
+موجودة حواليه، مثلًا في مساحة معينة، اللي هي المدى
+
+88
+00:06:09,810 --> 00:06:13,050
+تبع الكاميرا اللي هو، أو الـ sensors اللي موجودة
+
+89
+00:06:13,050 --> 00:06:14,730
+عنده. هاي معنى الكلام.
+
+90
+00:06:18,620 --> 00:06:21,240
+الشغل الثاني، أو العامل الثاني اللي بيحدد نوع الـ
+
+91
+00:06:21,240 --> 00:06:25,300
+environment، إنه هل هي deterministic أو stochastic.
+
+92
+00:06:25,300 --> 00:06:30,360
+deterministic، إنه بتكون محددة، إنه يعني التفاعل في
+
+93
+00:06:30,360 --> 00:06:34,140
+الـ environment هذا محدد، يعني مقابل ذلك إنه ممكن
+
+94
+00:06:34,140 --> 00:06:37,740
+يكون في، أنا عندي عشوائية. يعني على سبيل المثال، في
+
+95
+00:06:37,740 --> 00:06:42,840
+الـ traffic road، أو في الطرق، لو بدي أحكي على الـ
+
+96
+00:06:42,840 --> 00:06:49,260
+taxi driver robot، هل هي الـ deterministic، الأحداث
+
+97
+00:06:49,260 --> 00:06:53,640
+اللي موجودة هناك، ولا stochastic، عشوائية؟ أكيد
+
+98
+00:06:53,640 --> 00:06:56,880
+بطبيعة الحال عشوائية، لأنه أنا بكون ماشي في طريق
+
+99
+00:06:56,880 --> 00:07:00,640
+ما بكونش عارف إنه هل هيكون في traffic، يعني زحمة هنا،
+
+100
+00:07:01,200 --> 00:07:05,680
+traffic jam ولا لأ؟ أو هل إنه هيعدي حدا من المارة
+
+101
+00:07:05,680 --> 00:07:08,220
+الْمُشَاهِ ولا لأ؟ يعني ممكن هذه الأحداث بتصير
+
+102
+00:07:08,220 --> 00:07:12,320
+بالشكل العشوائي، إنه حدا يِعْدِي أو ما حدا ما يِعْدِي،
+
+103
+00:07:12,320 --> 00:07:18,220
+تمام؟ العامل الثالث هو إنه episodic مقابل
+
+104
+00:07:18,220 --> 00:07:21,880
+sequential. episodic، معنى ذلك إن الأحداث بتكون فيها
+
+105
+00:07:21,880 --> 00:07:25,940
+عرضية، وما فيش فيها تسلسل، أما الـ sequential، أنه
+
+106
+00:07:25,940 --> 00:07:29,160
+بيكون فيها تسلسل في الأحداث، يعني لو صارت شغلة، هذا
+
+107
+00:07:29,160 --> 00:07:33,480
+بيقتضي إنه تصير وراها شغلة ثانية، أما episodic
+
+108
+00:07:33,480 --> 00:07:39,580
+بيكون إن الأحداث عرضية، مالهاش علاقة ببعض. تمام؟
+
+109
+00:07:39,580 --> 00:07:44,960
+واضح الأمور لغاية الآن؟ أما العامل اللي بعده، اللي
+
+110
+00:07:44,960 --> 00:07:49,380
+هو static مقابل dynamic. static، طبعًا الـ environment
+
+111
+00:07:49,380 --> 00:07:54,750
+بيكون ثابتة، يعني الـ actions فيها معروفة، تمام، والـ
+
+112
+00:07:54,750 --> 00:07:58,050
+states تبعها معروفة، مقابل إنه هي dynamic، إنه
+
+113
+00:07:58,050 --> 00:08:02,610
+بتكون فيها الـ .. الـ action، والـ .. و الـ .. و إنه
+
+114
+00:08:02,610 --> 00:08:08,810
+فيها حيوية، فيها حركة. تمام؟ طبعًا، بدي كذلك أطلع على
+
+115
+00:08:08,810 --> 00:08:12,150
+هذا الـ factor اللي هو discrete مقابل continuous. هل
+
+116
+00:08:12,150 --> 00:08:15,990
+الأحداث اللي بتكون موجودة عندي، يعني بتصير، إنه
+
+117
+00:08:15,990 --> 00:08:20,500
+أحداث بشكل متقطع، ولا continuous، بشكل مستمر. يعني على
+
+118
+00:08:20,500 --> 00:08:23,260
+سبيل المثال، لو كان في عندي agent بيتحكم مثلًا في
+
+119
+00:08:23,260 --> 00:08:28,340
+درجة حرارة، حرارة الغرفة. طبعًا، هو بيقيس درجة الحرارة
+
+120
+00:08:28,340 --> 00:08:31,400
+من خلال sensor، وبيقيسها في الـ real-time. معناه ذلك
+
+121
+00:08:31,400 --> 00:08:35,780
+إن هي continuous، ولا مقابل إنه يكون في عندي agent
+
+122
+00:08:35,780 --> 00:08:40,420
+ثاني بيشتغل بنظام إنه هو بده ينظف، فبالتالي إنه كل
+
+123
+00:08:40,420 --> 00:08:44,540
+فترة، يعني كل خمس دقائق مثلًا، أو كل عشر دقائق، بده
+
+124
+00:08:44,540 --> 00:08:47,180
+يروح يتطلع يشوف إيش الأحداث الموجودة في الـ
+
+125
+00:08:47,180 --> 00:08:50,140
+environment، وبناء عليه إن هو ياخد action معين. فهذا
+
+126
+00:08:50,140 --> 00:08:55,840
+discrete، فالأحداث بتكون discrete. تمام؟ آخر factor
+
+127
+00:08:55,840 --> 00:08:59,360
+اللي هو single agent مقابل multi agent. single
+
+128
+00:08:59,360 --> 00:09:03,480
+agent، حكينا إنه بيكون أنا عندي agent محدد لـ task
+
+129
+00:09:03,480 --> 00:09:07,680
+محددة بس. تمام؟ و multi agent، بيكون أنا فيه عندي
+
+130
+00:09:07,680 --> 00:09:11,920
+multiple agents، إنه مركبة في في هذا الـ robot بحيث
+
+131
+00:09:11,920 --> 00:09:15,200
+إن هي بتقوم بـ task معينة. وحكينا إنه الـ performance
+
+132
+00:09:15,200 --> 00:09:18,280
+عادة لما يكون في عندي single agent، بيكون إنه أفضل
+
+133
+00:09:18,280 --> 00:09:22,160
+بكثير لما يكون عندي multiple agents. هذا بخصوص الـ
+
+134
+00:09:22,160 --> 00:09:29,180
+environment. كيف بيجي السؤال؟ يعني على سبيل المثال،
+
+135
+00:09:29,180 --> 00:09:33,180
+أنا في عندي هنا، في تحت في الأمثلة، تمام،
+
+136
+00:09:34,320 --> 00:09:37,940
+إنه هذه عبارة عن agents، إنه يعني المطلوب مني إنه
+
+137
+00:09:37,940 --> 00:09:40,620
+أنا أقرر إن الـ environment هذه partially
+
+138
+00:09:40,620 --> 00:09:45,540
+observable ولا fully observable. طبعًا، هاي عبارة عن
+
+139
+00:09:45,540 --> 00:09:51,160
+computer games. طبعًا، إنه هذه crossword، poker،
+
+140
+00:09:51,160 --> 00:09:57,560
+backgammon، taxi driver، اللي هو عبارة عن agent، شفنا
+
+141
+00:09:57,560 --> 00:10:02,480
+مثال عنه سابقًا، part picking robot، هذا برضه كذلك
+
+142
+00:10:02,480 --> 00:10:06,080
+إنه هو شفناه. طبعًا، من ناحية الـ environment، كيف أحدد
+
+143
+00:10:06,080 --> 00:10:10,000
+إنه هي fully observable ولا partially observable؟
+
+144
+00:10:10,000 --> 00:10:12,980
+بدي أسأل هذا السؤال: Is everything an agent
+
+145
+00:10:12,980 --> 00:10:17,960
+requires to choose its action available من خلال الـ
+
+146
+00:10:17,960 --> 00:10:21,680
+sensors تبعته؟
+
+147
+00:10:21,680 --> 00:10:24,720
+يعني، هل عنده perfect أو full information؟
+
+148
+00:10:27,220 --> 00:10:30,340
+طبعًا، بيعتمد. في حالة taxi driver، طبعًا هذه
+
+149
+00:10:30,340 --> 00:10:32,520
+المعلومات مش موجودة من خلال الـ sensors، مش كل
+
+150
+00:10:32,520 --> 00:10:35,820
+المعلومات موجودة من خلال الـ sensors. أما الـ part
+
+151
+00:10:35,820 --> 00:10:38,360
+picking robot، إن هو بيشتغل في زي ما حكينا، إنه في
+
+152
+00:10:38,360 --> 00:10:41,200
+خط إنتاج، بس الـ environment تبعته اللي هو عبارة عن
+
+153
+00:10:41,200 --> 00:10:44,500
+الـ belt، السير اللي بيمشي، تمام، والـ parts اللي
+
+154
+00:10:44,500 --> 00:10:46,480
+بتكون موجودة عليه. فبالتالي، كل الـ information
+
+155
+00:10:47,290 --> 00:10:50,270
+accessible من خلال الـ sensors. أما الـ taxi driver
+
+156
+00:10:50,270 --> 00:10:54,470
+فيه إن عندي information بتكون مش accessible من
+
+157
+00:10:54,470 --> 00:11:00,010
+خلال الـ sensors. يعني مثلًا، يعني قد يكون إنه مثلًا إن
+
+158
+00:11:00,010 --> 00:11:02,670
+هنا في عندي زحمة قدامي، أنا عندي في الطريق، وأنا مش
+
+159
+00:11:02,670 --> 00:11:06,850
+شايفها. تمام؟ أو إنه ممكن يكون في عندي مثلًا
+
+160
+00:11:06,850 --> 00:11:10,610
+condition معين في الطقس، أنا ما بقدر إن أنا أستشعره
+
+161
+00:11:10,610 --> 00:11:13,210
+بالـ sensors تبعتي. فبالتالي، هنا الـ taxi driver
+
+162
+00:11:13,210 --> 00:11:16,300
+عبارة عن partially observable، أما الـ part picking
+
+163
+00:11:16,300 --> 00:11:22,760
+robot fully observable. تمام، okay.
+
+164
+00:11:25,160 --> 00:11:30,920
+طيب، في حال إنه كانت إن الـ environment partially
+
+165
+00:11:30,920 --> 00:11:34,760
+observable، شو بيعني هذا الكلام؟ معناه ذلك إنه الـ
+
+166
+00:11:34,760 --> 00:11:41,180
+agent ممكن إنه هو بيحتاج إنه يعمل guesses على الـ
+
+167
+00:11:41,180 --> 00:11:44,780
+world حوالينه، يعني بده يعمل assumptions معينة، و
+
+168
+00:11:44,780 --> 00:11:47,780
+بيمشي على هذه الـ assumptions. قد تكون صحيحة، أو قد
+
+169
+00:11:47,780 --> 00:11:54,240
+تكون خاطئة. تمام؟ طيب، نيجي للنوع الثاني، بنفصل فيه
+
+170
+00:11:54,600 --> 00:11:57,340
+كيف بدي أحدد إن الـ Environment دي deterministic
+
+171
+00:11:57,340 --> 00:12:03,060
+أو Stochastic؟ بدي أروح أسأل هذا السؤال: Does that
+
+172
+00:12:03,060 --> 00:12:09,440
+change in the world state؟ تمام، هل التغيير في
+
+173
+00:12:09,440 --> 00:12:12,860
+الحالة تبع الـ world، أو العالم اللي موجود حولي، أو
+
+174
+00:12:12,860 --> 00:12:17,120
+الـ environment، بيعتمد فقط على الـ current state، و
+
+175
+00:12:17,120 --> 00:12:21,850
+الـ agent action؟ إذا كان yes،
+
+223
+00:15:18,850 --> 00:15:23,530
+أحدد إن الـ environment هذه episodic أو
+
+224
+00:15:23,530 --> 00:15:28,240
+sequential؟ بدي أسأل هذا السؤال: is the choice of
+
+225
+00:15:28,240 --> 00:15:32,660
+the current action depends بيعتمد على الـ previous
+
+226
+00:15:32,660 --> 00:15:42,280
+action؟ إذا كان هذا هو الحال، بيكون sequential. إذا
+
+227
+00:15:42,280 --> 00:15:46,400
+لم يكن هذا معناه، ذلك أن الـ environment episodic عرضية
+
+228
+00:15:46,400 --> 00:15:49,780
+الأحداث بتكون فيها عرضية. أما إذا بيعتمد على الـ
+
+229
+00:15:49,780 --> 00:15:53,860
+action السابقة تمامًا، معناه ذلك أنه بيكون sequential.
+
+230
+00:15:53,860 --> 00:15:57,940
+فيها تسلسل في الأحداث، معناه ذلك أن التسلسل بيأثر
+
+231
+00:15:57,940 --> 00:16:03,480
+على الـ current state، تمام؟ إذا كان عندي non
+
+232
+00:16:03,480 --> 00:16:06,520
+-episodic، معناه ذلك أنه sequential. لازم يكون في
+
+233
+00:16:06,520 --> 00:16:10,820
+عندي plan بشكل مسبق، لأن أنا عارف تسلسل الأحداث. لو
+
+234
+00:16:10,820 --> 00:16:13,540
+أنا عملت هيك، رح يصير هيك، لو عملت هيك، رح يصير هيك.
+
+235
+00:16:13,540 --> 00:16:17,540
+فلازم يكون في عندي plan عشان أقدر إن أنا أخد الـ
+
+236
+00:16:17,540 --> 00:16:22,440
+actions. مدام إنه تسلسل الأحداث معروف، فلازم يكون في
+
+237
+00:16:22,440 --> 00:16:30,260
+عندي plan. نيجي نشوف taxi driver sequential ولا
+
+238
+00:16:30,260 --> 00:16:36,140
+episodic؟ sequential. الأحداث تبعته تسلسلية، إنه لو
+
+239
+00:16:36,140 --> 00:16:42,040
+أخدت، يعني إنه يعني الـ current
+
+240
+00:16:42,040 --> 00:16:52,200
+action بيعتمد على الـ previous action. طيب
+
+241
+00:16:52,200 --> 00:16:58,470
+static أو dynamic؟ كيف أحدد؟ بدي أسأل هذا السؤال: إن
+
+242
+00:16:58,470 --> 00:17:04,190
+static environment does not change while the agent
+
+243
+00:17:04,190 --> 00:17:16,370
+is deliberating over what to do. معناه ذلك أن الـ
+
+244
+00:17:16,370 --> 00:17:20,990
+environment ما بتتغير في
+
+245
+00:17:20,990 --> 00:17:27,190
+الوقت اللي الـ agent بيكون حر إن هو يختار الـ .. الـ
+
+246
+00:17:27,190 --> 00:17:32,310
+.. الشيء اللي هو بده إياه، طبعًا؟ معنى ذلك أنه high
+
+247
+00:17:32,310 --> 00:17:39,010
+static. كمان مرة، في الـ static environment، الـ
+
+248
+00:17:39,010 --> 00:17:45,730
+environment ما بتتغير في حال أن الـ agent كان حر إن
+
+249
+00:17:45,730 --> 00:17:48,850
+هو يختار الـ actions اللي بده إياه، لأن الأحداث، يعني
+
+250
+00:17:48,850 --> 00:17:54,060
+الحالة تبعها بتكون ثابتة. أما الـ dynamic، بنابناء
+
+251
+00:17:54,060 --> 00:17:58,640
+على الأحداث بيكون أنا فيه عندي تغيير، يبقى الـ agent
+
+252
+00:17:58,640 --> 00:18:04,000
+لازم يعمل consult للـ world وبعدها يختار action
+
+253
+00:18:04,000 --> 00:18:09,080
+معين. طبعًا، ممكن تكون إن أنا عندي environment semi
+
+254
+00:18:09,080 --> 00:18:14,340
+-dynamic، يعني
+
+255
+00:18:14,340 --> 00:18:16,500
+نصفًا، نصفًا طبعًا.
+
+256
+00:18:21,290 --> 00:18:26,850
+نشوف .. يعني أمثلة، طبعًا، الأحداث. أنا عندي في الـ
+
+257
+00:18:26,850 --> 00:18:30,310
+taxi driver، dynamic، أو البيئة بتكون أنا عندي
+
+258
+00:18:30,310 --> 00:18:35,530
+dynamic، تمام؟
+
+259
+00:18:35,530 --> 00:18:40,830
+طيب.
+
+260
+00:18:40,830 --> 00:18:44,890
+discrete
+
+261
+00:18:44,890 --> 00:18:54,220
+أو continuous؟ إذا كانت أنا عندي الـ perceptions والـ
+
+262
+00:18:54,220 --> 00:18:59,840
+actions limited numbers، يعني limited في عددها، و
+
+263
+00:18:59,840 --> 00:19:05,920
+كمان distinct و clearly defined، تمام؟ هذا بيكون
+
+264
+00:19:05,920 --> 00:19:09,120
+discrete. يبقى في الـ discrete environment، إيش
+
+265
+00:19:09,120 --> 00:19:15,600
+بيكون؟ الـ actions عددها limited، تمام؟ و الـ states
+
+266
+00:19:15,600 --> 00:19:19,860
+عددها، أو الـ perceptions عددها limited، وكمان أن
+
+267
+00:19:19,860 --> 00:19:23,560
+هدول الشغلتين اللي هو الـ actions والـ perceptions
+
+268
+00:19:23,560 --> 00:19:28,100
+clearly defined، معناه ذلك أنها discrete. خلاص، أن
+
+269
+00:19:28,100 --> 00:19:36,000
+هي .. أنه محددة. أما لو كانت أنها عبارة عن range
+
+270
+00:19:36,000 --> 00:19:42,290
+of values، تمام؟ معناه ذلك أنها continuous. يعني، على
+
+271
+00:19:42,290 --> 00:19:45,390
+ سبيل المثال، أنه أنا ممكن في الـ Taxi Driver، في الـ
+
+272
+00:19:45,390 --> 00:19:48,350
+Taxi Driver، لو جيت أنا قُلت إن والله حالة السرعة
+
+273
+00:19:48,350 --> 00:19:55,350
+تبعي تلت حالات: slow، تمام، و medium، مثلًا، أنه medium
+
+274
+00:19:55,350 --> 00:20:00,590
+speed، و fast. فبالتالي، السرعة تلت حالات، في عندي تلت
+
+275
+00:20:00,590 --> 00:20:04,530
+سرعات بس، فبالتالي معناه ذلك أن الـ .. الـ .. الـ ..
+
+276
+00:20:04,530 --> 00:20:11,520
+الـ .. الـ .. الـ .. السرعة أنا عندي discrete. بينما لو
+
+277
+00:20:11,520 --> 00:20:14,720
+أنا جيت أنا قُلت أنا عندي السرعة، الـ range تبعها من
+
+278
+00:20:14,720 --> 00:20:19,200
+zero kilometer لغاية مثلًا مائة kilometer، والسرعة
+
+279
+00:20:19,200 --> 00:20:22,400
+ممكن تكون أي قيمة من من هذا الـ range، معناه ذلك
+
+280
+00:20:22,400 --> 00:20:25,540
+أنها continuous. السرعة ممكن تكون في أي لحظة، مثلًا
+
+281
+00:20:25,540 --> 00:20:27,860
+سبعة وسبعين kilometer في الساعة، أو خمسة وثلاثين
+
+282
+00:20:27,860 --> 00:20:31,300
+kilometer في الساعة، اثنين وثلاثين ونصف، فبالتالي
+
+283
+00:20:31,300 --> 00:20:34,760
+هذه continuous. أما لو كانت أنه مثلًا عندي تلت فئات
+
+284
+00:20:34,760 --> 00:20:40,450
+من السرعات، معناه ذلك أنها بتكون discrete، تمام؟ طبعًا
+
+285
+00:20:40,450 --> 00:20:44,010
+بطبيعة الحال، أن taxi driver continuous، لأن أنا
+
+286
+00:20:44,010 --> 00:20:48,790
+عندي السرعة، والـ actions اللي بياخدها، أنه ممكن
+
+287
+00:20:48,790 --> 00:20:53,050
+تكون تعتمد
+
+288
+00:20:53,050 --> 00:21:00,550
+على الـ range من الـ value بهذا الشكل، طبعًا. أما مثلًا
+
+289
+00:21:00,550 --> 00:21:05,270
+في لعبة زي الـ cross world، هذه عبارة عن discrete.
+
+290
+00:21:05,270 --> 00:21:07,830
+هذه اللعبة discrete، والـ poker discrete، والـ
+
+291
+00:21:07,830 --> 00:21:08,430
+backgammon
+
+292
+00:21:11,010 --> 00:21:18,290
+backgammon هذه discrete كذلك، تمام. single agent ولا
+
+293
+00:21:18,290 --> 00:21:24,490
+multiple agent؟ هل الـ agent هذا شغال وحده في الـ
+
+294
+00:21:24,490 --> 00:21:28,690
+environment، ولا في agents ثانية شغالة معاه؟
+
+295
+00:21:32,980 --> 00:21:36,540
+طبعًا الـ taxi driver multi-agent، طبعًا بطبيعة الحال،
+
+296
+00:21:36,540 --> 00:21:40,600
+لأنه بيحتاج لعدة أنظمة، أنه نركبها مع بعض، تمام؟
+
+297
+00:21:40,600 --> 00:21:45,300
+وبيحتاج أنه يتفاعل مع الـ agents الـ .. الـ .. الأخرى.
+
+298
+00:21:45,300 --> 00:21:50,340
+هذه اللعبة single agent، تمام؟ الـ .. الـ park
+
+299
+00:21:50,340 --> 00:21:56,600
+picking robot هذه single agent، تمام؟ لو إيجي نلخص
+
+300
+00:21:56,600 --> 00:22:01,820
+هذا الموضوع كله، من ناحية أن الـ observability، أنه
+
+301
+00:22:01,820 --> 00:22:03,820
+observable، fully observable ولا partially
+
+302
+00:22:03,820 --> 00:22:07,540
+observable؟ deterministic ولا stochastic؟ episodic
+
+303
+00:22:07,540 --> 00:22:12,020
+ولا sequential؟ static ولا dynamic؟ discrete ولا
+
+304
+00:22:12,020 --> 00:22:15,400
+continuous؟ الـ agent إنه single ولا multiple؟
+
+305
+00:22:15,400 --> 00:22:19,050
+لهذه الأشياء كلها، فتلاقي أن الملخص هذا كله موجود
+
+306
+00:22:19,050 --> 00:22:22,790
+عندي في هذا الـ table. لو رجعتوا للكتاب كذلك، ممكن
+
+307
+00:22:22,790 --> 00:22:26,510
+أن أنتم تلاقوا تفاصيل إضافية، تمام؟ لو احتجتي أن
+
+308
+00:22:26,510 --> 00:22:32,890
+يعني أن ... يعني أن ... أن تعرفي كيف أن نحدد
+
+309
+00:22:32,890 --> 00:22:37,130
+نوع الـ environment لـ agent معين، فممكن أن ...
+
+310
+00:22:37,130 --> 00:22:39,510
+يعني الأمثلة دي كلها موجودة عندك، هتلاقيها في
+
+311
+00:22:39,510 --> 00:22:45,990
+الكتاب، تمام؟ بتفصيل أكثر. برجع بذكر مرة ثانية، أن
+
+312
+00:22:45,990 --> 00:22:49,850
+هذا محل أسئلة. يبقى المطلوب، يعني طبيعة الأسئلة اللي
+
+313
+00:22:49,850 --> 00:22:54,550
+بتيجي على الـ agent، أنه بدي أعطيكم agent معين، تمام؟
+
+314
+00:22:54,550 --> 00:22:58,410
+وبدكم تحددوا الـ PS تبعته، إنه كيف بنقيس الـ
+
+315
+00:22:58,410 --> 00:23:02,510
+performance، يعني الـ performance تبعه؟ أيش الـ .. الـ
+
+316
+00:23:02,510 --> 00:23:05,710
+.. الـ environment اللي بيشتغل فيها؟ أيش الـ action
+
+317
+00:23:05,710 --> 00:23:10,590
+اللي بيسويها؟ وأيش الـ sensors اللي .. أيش الـ
+
+318
+00:23:10,590 --> 00:23:15,220
+actuators وأيش الـ sensors؟ تمام؟ الـ PS. وكذلك، في
+
+319
+00:23:15,220 --> 00:23:17,960
+الـ Environment، ممكن إن احنا نتوسع، إنه نحدد الـ
+
+320
+00:23:17,960 --> 00:23:22,460
+Environment هذه من ناحية الـ factors هدول الخمسة،
+
+321
+00:23:22,460 --> 00:23:24,660
+أنه هل هي fully observable ولا partially
+
+322
+00:23:24,660 --> 00:23:27,620
+observable، deterministic ولا stochastic،
+
+323
+00:23:27,620 --> 00:23:30,820
+episodic ولا sequential، static ولا dynamic، و
+
+324
+00:23:30,820 --> 00:23:35,440
+هكذا، تمام؟ فهي طبيعة الأسئلة، يعني، اللي بتيجي في
+
+325
+00:23:35,440 --> 00:23:38,300
+في هذا الموضوع.
+
+326
+00:23:38,300 --> 00:23:41,900
+‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏
+
+327
+00:23:43,720 --> 00:23:50,240
+الـ .. الـ .. الـ environment، إذا كان إن كل الـ
+
+328
+00:23:50,240 --> 00:23:53,860
+environment أنا عندي محسوسة، أو يعني إنه بقدر أنه
+
+329
+00:23:53,860 --> 00:23:58,340
+أنا يعني أطلع على المعلومات تبعها بشكل كامل،
+
+330
+00:23:58,340 --> 00:24:01,760
+معناه ذلك أنه بيكون fully observable. أما إذا كان
+
+331
+00:24:01,760 --> 00:24:05,260
+الـ environment إنه مش كلها بقدر أنه عندي معلومات
+
+332
+00:24:05,260 --> 00:24:09,040
+عنها، معناه ذلك أنها بتكون partially observable. يعني،
+
+333
+00:24:09,040 --> 00:24:13,670
+على سبيل المثال، إن ممكن أقول إنه روبوت موجود في
+
+334
+00:24:13,670 --> 00:24:17,850
+غرفة مساحتها ثلاثة في ثلاثة، cleaning robot، طبعًا،
+
+335
+00:24:17,850 --> 00:24:20,450
+ممكن إنه عنده القدرة، إن مدى الـ sensors، إنه يعرف
+
+336
+00:24:20,450 --> 00:24:24,170
+إيش الحالة تبع الـ environment هذه كلها، لأن مساحتها
+
+337
+00:24:24,170 --> 00:24:28,430
+محدودة. بينما، ممكن يكون في عندي vacuum cleaner
+
+338
+00:24:28,430 --> 00:24:32,030
+robot يكون موجود في مطار، ومطار مساحته كبيرة جدًا،
+
+339
+00:24:32,560 --> 00:24:37,060
+فبالتالي بيكونش في عنده، يعني، إنه كل الـ environment
+
+340
+00:24:37,060 --> 00:24:39,880
+تبعته observed في المكان اللي هو موجود فيه، يعني
+
+341
+00:24:39,880 --> 00:24:43,480
+ممكن تكون مناطق بيصلهاش الـ sensors، ومافيش معلومات
+
+342
+00:24:43,480 --> 00:24:46,200
+إن الـ sensors موجودة هناك، تبعته معلومات، إنه تقول
+
+343
+00:24:46,200 --> 00:24:50,380
+إن والله المنطقة هذه clean أو مش clean، زي هيك.
+
+344
+00:24:50,380 --> 00:24:54,450
+كذلك، في السيارة، في الـ Taxi Driver، لو أنا جيت حكيت
+
+345
+00:24:54,450 --> 00:24:59,470
+إن أنا بقدر أشوف حسب المدى الرؤية تبعي، حسب مدى
+
+346
+00:24:59,470 --> 00:25:02,990
+الـ .. الـ .. الـ .. الـ sensor تبع الكاميرا تبعي، تمام؟
+
+347
+00:25:02,990 --> 00:25:07,330
+لكن، بعد عشرة كيلومتر، هل أنا بعرف إنه فيه زحمة ولا
+
+348
+00:25:07,330 --> 00:25:11,450
+مافيش؟ مش observable، إلا إذا أنا كنت باخد
+
+349
+00:25:11,450 --> 00:25:14,250
+المعلومات هذه من مصدر ثاني، على سبيل المثال، من الـ
+
+350
+00:25:14,250 --> 00:25:17,050
+GPS أو من الـ Google Maps، إنه جالي، والله، بعد عشرة
+
+351
+00:25:17,050 --> 00:25:20,540
+كيلومتر، راح يكون فيه زحمة. فإذا كانت إن المعلومة
+
+352
+00:25:20,540 --> 00:25:23,440
+دي متوفرة، معناه ذلك أنه fully observable. مش متوفرة،
+
+353
+00:25:23,440 --> 00:25:26,680
+معناه ذلك أنه partially observable. معناه ذلك، إنه مش كل
+
+354
+00:25:26,680 --> 00:25:33,860
+البيئة أنا عندي معلومات بالـ .. بالـ ...  الحرية تبعها، تمام؟
+
+355
+00:25:33,860 --> 00:25:35,420
+طيب.
+
+356
+00:25:38,360 --> 00:25:42,500
+طبعًا، هنا بدي أحدد، يعني، بدي أحدد الـ choice تبعي
+
+357
+00:25:42,500 --> 00:25:45,700
+بناءً على الـ uncertainty، أنه قدّيش مقدار، أنه أنا
+
+358
+00:25:45,700 --> 00:25:48,600
+متأكد أو غير متأكد من المعلومات اللي موجودة عندي.
+
+359
+00:25:48,600 --> 00:25:51,460
+طبعًا، إذا كانت الـ environment، أنا بدي أجي أسأل سؤال:
+
+360
+00:25:51,460 --> 00:25:55,080
+هل الـ environment fully observable؟ إذا كانت no،
+
+361
+00:25:55,080 --> 00:26:00,620
+معنى ذلك أنه بدي أتعامل بمنطق الـ uncertainty. الـ
+
+362
+00:26:00,620 --> 00:26:03,360
+uncertainty، أنه هو عبارة عن منطق في الذكاء
+
+363
+00:26:03,360 --> 00:26:06,600
+الاصطناعي، بيقدر أنه يعني من خلاله أتعامل مع
+
+364
+00:26:06,600 --> 00:26:11,540
+المعلومات الـ uncertain، الغير أكيدة. هل ممكن تمطر
+
+365
+00:26:11,540 --> 00:26:17,600
+الدنيا اليوم؟ احتمال، certainty معينة، ممكن تمطر
+
+366
+00:26:17,600 --> 00:26:24,100
+بنسبة 70%. زي هذا، طبعًا. okay. إذا كان yes، fully
+
+367
+00:26:24,100 --> 00:26:26,540
+observable، بدي أسأل سؤال ثاني: إنه هل هي
+
+368
+00:26:26,540 --> 00:26:30,000
+deterministic؟ إذا كان no، معناه ذلك أنه برضه بيكون
+
+369
+00:26:30,000 --> 00:26:33,120
+أنا عندي الـ agent اللي لازم يكون فيه عنده خاصية
+
+370
+00:26:33,120 --> 00:26:36,660
+التعامل مع الـ uncertainty، لأنه مش deterministic.
+
+371
+00:26:36,660 --> 00:26:42,380
+إذا كان yes، معناه ذلك أنه certainty search. معناه
+
+372
+00:26:42,380 --> 00:26:45,060
+ذلك، إنه كل الأمور أنا عندي واضحة، ومعناه ذلك إن أنا
+
+373
+00:26:45,060 --> 00:26:49,510
+بدي أعمل search للحل تبعي، وآخذ الـ action بناءً على
+
+374
+00:26:49,510 --> 00:26:59,310
+الحل هذا، تمام؟ واضح؟ نيجي نحكي على الـ agent types.
+
+375
+00:26:59,310 --> 00:27:03,350
+أنواع الـ agent، كما إحنا سابقًا، يعني، كملخص، حكينا عن
+
+376
+00:27:03,350 --> 00:27:08,040
+أنواع الـ environments، تمام؟ إحنا حكينا إنه في الـ
+
+377
+00:27:08,040 --> 00:27:11,840
+في الـ agent، إن أنا بدي أحدد البيئة تبعته، واحدة
+
+378
+00:27:11,840 --> 00:27:14,220
+من البيئات اللي هي الـ environment. حددنا إيش هي
+
+379
+00:27:14,220 --> 00:27:17,300
+أنواع الـ environment. الآن، نشوف إيش أنواع الـ agents
+
+380
+00:27:17,300 --> 00:27:23,820
+نفسها. في عندي أربعة أنواع أساسية للـ agents، تمام؟
+
+381
+00:27:23,820 --> 00:27:28,100
+إن أول نوع أنا عندي simple reflex agent، النوع
+
+382
+00:27:28,100 --> 00:27:33,390
+الثاني reflex agent، بس بالإضافة للـ .. يعني
+
+383
+00:27:33,390 --> 00:27:36,370
+الإضافة اللي موجودة عليه، إنه بيكون في عندي state
+
+384
+00:27:36,370 --> 00:27:40,630
+model، تمام؟ وفي عندي goal based agent، وفي عندي
+
+385
+00:27:40,630 --> 00:27:43,410
+utility based agent. هنشوف الفرق بين هدول الاثنين،
+
+386
+00:27:43,410 --> 00:27:48,090
+لأنه الاثنين هدول قريبين من بعض، تمام؟ هدول كلهم
+
+387
+00:27:48,090 --> 00:27:50,830
+ممكن أن أنا راح أحولهم لـ learning agent. إيش معنى
+
+388
+00:27:50,830 --> 00:27:54,170
+هذا الكلام؟ إنهم ممكن يتعلموا بنفسهم، ويطوروا من
+
+389
+00:27:54,170 --> 00:27:58,570
+أدائهم. وممكن ما تكونش الخاصية هذه موجودة عنده، أنه
+
+390
+00:27:58,570 --> 00:28:02,830
+يكون agent بشتغل بشكل ذكي، اه، بس ما عندهوش القدرة إن
+
+391
+00:28:02,830 --> 00:28:05,950
+هو يتعلم من الأخطاء، أو من الـ environment اللي
+
+392
+00:28:05,950 --> 00:28:10,310
+بتكون موجودة عنده، تمام؟
+
+393
+00:28:10,310 --> 00:28:12,350
+واضح؟
+
+394
+00:28:14,380 --> 00:28:18,720
+طيب، نيجي للنوع الأول. النوع الأول هذا، أبسط أنواع الـ
+
+395
+00:28:18,720 --> 00:28:22,960
+agents. فعليًا، بيكون أنا عندي هاي الـ agent، هذا الـ
+
+396
+00:28:22,960 --> 00:28:26,620
+block هذا كله كامل هو الـ agent. إيش في عندي في الـ
+
+397
+00:28:26,620 --> 00:28:30,660
+agent؟ شغلت
+
+445
+00:32:10,010 --> 00:32:15,950
+condition false إيش معناه إيش؟
+
+446
+00:32:15,950 --> 00:32:21,420
+عكس الـ dirty clean، تمام؟ فبالتالي إنه الـ else بكون
+
+447
+00:32:21,420 --> 00:32:25,040
+ارجعت للمنطقة هذه، وبكون متأكد أن الـ status clean.
+
+448
+00:32:25,040 --> 00:32:27,980
+وهنا أنا كنت في الـ location A؟ معناه ذلك أن أنا
+
+449
+00:32:27,980 --> 00:32:30,700
+في الـ location A، وإيش كمان؟ clean، معناه ذلك أن
+
+450
+00:32:30,700 --> 00:32:38,100
+الـ reaction right، else، تمام؟
+
+451
+00:32:40,180 --> 00:32:44,760
+الـ location  ديرتي، الـ status ديرتي، والـ location
+
+452
+00:32:44,760 --> 00:32:49,660
+مش A، يبقى هذا false، يبقى هذه الحالة اللي هي B، يبقى
+
+453
+00:32:49,660 --> 00:32:54,720
+clean، وB، معناه ذلك أنه الـ action right، طبعًا هذه
+
+454
+00:32:54,720 --> 00:33:00,040
+الرسمة، أنه أرجع أوضح لكم إياها زي هيك، أنا في
+
+455
+00:33:00,040 --> 00:33:08,700
+عندي two sides، هذا A وهذا B، بهذا الشكل، تمام؟ وهنا
+
+456
+00:33:08,700 --> 00:33:13,980
+عندي الـ agent بيكون موجود فيه، عنده الخيار يتحرك
+
+457
+00:33:13,980 --> 00:33:18,600
+right أو يتحرك left، حسب الـ status اللي موجودة هنا.
+
+458
+00:33:18,600 --> 00:33:28,300
+أن هنا في أوساخ، تمام؟ أو ما فيش أوساخ، طيب.
+
+459
+00:33:28,300 --> 00:33:34,700
+فعليًا لو إحنا طلعنا على هذا الـ agent، هو أن الـ
+
+460
+00:33:34,700 --> 00:33:40,660
+symbol very limited intelligence، لأنه مش هذا الذكاء
+
+461
+00:33:40,660 --> 00:33:46,340
+اللي موجود فيه، إنه بص مجرد إنه fl، تمام؟ هل بيعتمد
+
+462
+00:33:46,340 --> 00:33:50,940
+على الـ percept history، لو
+
+463
+00:33:50,940 --> 00:33:54,840
+يجينا نتطلعنا في البرمجة تبعتها، إيش موجود؟ بتطلع
+
+464
+00:33:54,840 --> 00:33:58,140
+على الـ state الحالية، على الـ location الحالي، والـ
+
+465
+00:33:58,140 --> 00:34:01,380
+state، هل تطلع على الـ actions السابق؟ لأ، ما فيش فيه
+
+466
+00:34:01,380 --> 00:34:06,900
+percept history، تمام؟ فقط الـ current percept فقط.
+
+467
+00:34:06,900 --> 00:34:10,720
+الـ state الحالية، هل بيحتاج ذاكرة عشان يخزن الـ
+
+468
+00:34:10,720 --> 00:34:15,920
+history؟ لأ، ما بيحتاج، تمام؟ مشكلته أنه ممكن أن هو
+
+469
+00:34:15,920 --> 00:34:22,800
+يدخل في infinite loop، تمام؟
+
+470
+00:34:22,800 --> 00:34:26,920
+أنه على سبيل المثال، ما يقدرش أنه يعمل observe للـ
+
+471
+00:34:26,920 --> 00:34:31,220
+location وارد ولا مش وارد؟ وارد، ممكن يدخل في loop
+
+472
+00:34:31,220 --> 00:34:34,380
+أنه يظل يروح يمين وشمال، يمين وشمال، يمين وشمال،
+
+473
+00:34:34,380 --> 00:34:43,490
+تمام؟ فبالتالي إحنا ممكن نعمل حل لهذا الموضوع، إنه
+
+474
+00:34:43,490 --> 00:34:47,290
+نعمل randomize للـ action عشان نطلع، نعمل break للـ
+
+475
+00:34:47,290 --> 00:34:51,690
+loop هاي، أو ممكن أحط thermostat
+
+476
+00:34:56,030 --> 00:34:58,970
+يعني مقياس لدرجة الحرارة، أو يعني منظم لدرجة
+
+477
+00:34:58,970 --> 00:35:01,970
+الحرارة، أنه لو دخل يروح يمين وشمال، معناه ذلك أنه
+
+478
+00:35:01,970 --> 00:35:05,310
+في شيء، يعني أنه يعني أنه يعمل break للـ loop هاي.
+
+479
+00:35:05,310 --> 00:35:11,030
+تمام؟ هاي الشغل إحنا شفناها أنه كمثال للـ vacuum
+
+480
+00:35:11,030 --> 00:35:18,390
+cleaner، هل أنا ممكن أطبقها على الشطرنج؟ ليش لأ؟
+
+481
+00:35:18,390 --> 00:35:23,960
+ممكن، ولكن إنه هي مش فكرة كويسة أن أنا أسويها، إنه
+
+482
+00:35:23,960 --> 00:35:28,800
+من ناحية إمكانية فنية ممكن، لكن إنه هل من الصح أن
+
+483
+00:35:28,800 --> 00:35:31,540
+أنا أسوي شغل زي هيك وما أطلعش على الـ history، وما
+
+484
+00:35:31,540 --> 00:35:33,980
+أطلعش، أنه أققش الـ actions اللي ممكن تكون موجودة
+
+485
+00:35:33,980 --> 00:35:37,140
+قدام؟ بالإضافة، إنه جديش الـ possible states اللي
+
+486
+00:35:37,140 --> 00:35:39,800
+موجودة عندي في الشطرنج، في الـ vacuum، كليرا، إحنا
+
+487
+00:35:39,800 --> 00:35:43,710
+شوفنا، أنا عندي location A وB، أما في الشطرنج أنا
+
+488
+00:35:43,710 --> 00:35:45,970
+جديش أنا عندي عدد الخانات في الشطرنج، وجديش أنا
+
+489
+00:35:45,970 --> 00:35:49,770
+عندي عدد أحجار الشطرنج، فبالتالي الـ look up table
+
+490
+00:35:49,770 --> 00:35:57,210
+تبعتي راح يكون 35 مرفوع للقوة 100 entry لكل الـ game
+
+491
+00:35:57,210 --> 00:36:02,590
+كلها، فبالتالي مش من الحكمة أنه أطبق هذا الأسلوب في
+
+492
+00:36:02,590 --> 00:36:04,510
+الشطرنج، عندنا نشوف إن شاء الله في الـ game I'm
+
+493
+00:36:04,510 --> 00:36:07,870
+playing، أن أنا فيه عندي algorithm ممكن أطبقه في
+
+494
+00:36:07,870 --> 00:36:14,450
+الشطرنج، اسمه minmax، طبعًا؟ طيب، لو أجينا بدنا ندخل
+
+495
+00:36:14,450 --> 00:36:19,390
+الـ history في الموضوع، يعني هنا بدي أدخل الـ status
+
+496
+00:36:19,390 --> 00:36:25,470
+أنه beyond reflexes، خلينا نتذكر أن الـ agent
+
+497
+00:36:25,470 --> 00:36:30,150
+function، كـ formulation تبعها، أن هذه الـ function
+
+498
+00:36:30,150 --> 00:36:34,370
+نقطتين علاشة، بتطلع على الـ percept history وبناءً
+
+499
+00:36:34,370 --> 00:36:35,730
+عليه بتاخد action معينة.
+
+500
+00:36:38,300 --> 00:36:41,560
+يبقى الـ agent program بيحتوي على agent function.
+
+501
+00:36:41,560 --> 00:36:46,500
+إيش بتعمل الـ function هذه؟ بتعمل maintain للـ
+
+502
+00:36:46,500 --> 00:36:50,560
+internal state، في الـ internal state بيكون في عندي
+
+503
+00:36:50,560 --> 00:36:56,840
+معلومات عن الـ external environment، يبقى كمان مرة
+
+504
+00:36:56,840 --> 00:37:00,740
+الـ agent function أو الـ agent program فيه function
+
+505
+00:37:00,740 --> 00:37:04,160
+خاصة اسمها الـ agent function، وظيفتها تعمل
+
+506
+00:37:04,160 --> 00:37:08,290
+maintain للـ internal state، من ضمن الـ Internal
+
+507
+00:37:08,290 --> 00:37:14,610
+State لازم يعني يضم معلومات عن إيش؟ عن الـ External
+
+508
+00:37:14,610 --> 00:37:18,670
+Environment، فبالتالي إن الـ State depends على الـ
+
+509
+00:37:18,670 --> 00:37:21,050
+History تبع الـ Percept، هنا دخلنا الـ History.
+
+510
+00:37:21,050 --> 00:37:28,370
+فبالتالي هاي راح تتغير، لهاي، إنه الـ Function، إنه
+
+511
+00:37:28,370 --> 00:37:31,290
+إيش بدي أسوي؟ بدي أخد الـ Percept History، كل ما
+
+512
+00:37:31,290 --> 00:37:35,110
+تلاقي Star، معنادلك إنه History، بالإضافة لإيش؟ الـ
+
+513
+00:37:35,110 --> 00:37:39,330
+Action History، عشان أشوف إيش الـ current state، عشان
+
+514
+00:37:39,330 --> 00:37:44,130
+أخد action معين، هذا الـ history تبع الـ action هذا
+
+515
+00:37:44,130 --> 00:37:50,490
+action الحالي، أو الـ action اللي أنا بدي أخده، طبعًا
+
+516
+00:37:50,490 --> 00:37:54,890
+يبقى هنا إيش الاختلاف من هاي لهاي؟ أن أنا دخلت في
+
+517
+00:37:54,890 --> 00:37:57,650
+الموضوع هنا الـ history، الـ history تبع شغل ثاني
+
+518
+00:37:57,650 --> 00:38:00,630
+اللي هو الـ percept، والـ actions السابقة اللي أنا
+
+519
+00:38:00,630 --> 00:38:04,690
+أخدها، طبعًا بيكون أنا عندي state معينة عشان أخد الـ
+
+520
+00:38:04,690 --> 00:38:04,910
+next
+
+521
+00:38:07,760 --> 00:38:13,640
+action، تمام؟ هلق لو كل الـ internal states معروفة
+
+522
+00:38:13,640 --> 00:38:19,920
+بشكل مسبق، معناه ذلك أنه بيصير Markovian، Markov
+
+523
+00:38:19,920 --> 00:38:25,420
+model، أنه على سبيل المثال، أنه معلش خليني أنه يعني
+
+524
+00:38:25,420 --> 00:38:28,980
+أوضح لكم إيش الـ Markovian model، أنه أنا بيكون في
+
+525
+00:38:28,980 --> 00:38:30,760
+عندي، أو خليني أوضح لكم إياها على اللوح.
+
+526
+00:38:37,810 --> 00:38:41,770
+أنه لو بيكون في عندي state معينة، طبعًا ممكن أنتقل
+
+527
+00:38:41,770 --> 00:38:44,870
+من الـ state هذه لـ state ثانية، ومن الـ state
+
+528
+00:38:44,870 --> 00:38:48,410
+الثانية هذه، هيك بدي أكون سهم، هذه ممكن أنتقل لـ
+
+529
+00:38:48,410 --> 00:38:52,270
+state ثالثة، إذا أنا كنت في الـ state هذه، ممكن أرجع
+
+530
+00:38:52,270 --> 00:38:58,150
+للـ state هذه، بهذا الشكل، هنا أقواس واحد، هنا أقواس
+
+531
+00:38:58,150 --> 00:39:00,690
+اتنين، هنا أقواس ثلاثة.
+
+532
+00:39:02,890 --> 00:39:07,630
+الـ state هذه، ما بقدرش أرجع من S2 لـ S3، بس في عندي
+
+533
+00:39:07,630 --> 00:39:17,790
+خيار أنه أنا أروح لـ S1 أو S4، وهكذا، إذا هذه
+
+534
+00:39:17,790 --> 00:39:21,450
+المعلومات كلها معروفة بشكل مسبق، معناه ذلك أنه
+
+535
+00:39:21,450 --> 00:39:23,370
+بيصير الـ model هذا Markov model.
+
+536
+00:39:29,570 --> 00:39:32,210
+طبعًا كل الـ states أنا عندي معروفة بشكل مسبق،
+
+537
+00:39:32,210 --> 00:39:35,810
+والمعلومات هذه معروفة بشكل مسبق، والانتقالات بينها
+
+538
+00:39:35,810 --> 00:39:39,670
+يعني معروفة بشكل مسبق، معناه ذلك أنه، أنه الانتقال
+
+539
+00:39:39,670 --> 00:39:44,750
+من S1 لـ S4 مباشرة مستحيل، أو هل في انتقال مثلًا من
+
+540
+00:39:44,750 --> 00:39:50,210
+S2 لـ S4 بشكل مباشر؟ لأ، أنا بعرف أنه لازم أمر بـ S2
+
+541
+00:39:50,210 --> 00:39:56,330
+S2، احتمال أرجع هنا، أو أنه أروح هنا، S3، ممكن أرجع لـ
+
+542
+00:39:56,330 --> 00:40:03,290
+S1، S3 بروح لـ S4، وهكذا، هي سهام زي هيك، تمام؟ واضح؟
+
+543
+00:40:03,290 --> 00:40:11,730
+وهذا سهم زي هيك، واضح؟
+
+544
+00:40:11,730 --> 00:40:18,230
+طيب نشوف
+
+545
+00:40:18,230 --> 00:40:21,790
+الآن أنه في الـ game theory، أنه الـ states والـ
+
+546
+00:40:21,790 --> 00:40:28,350
+memory، إذا الـ states تحتوي معلومات على الـ percept
+
+547
+00:40:28,350 --> 00:40:34,430
+والـ action اللي قادت لهذا الـ percept، معناه ذلك
+
+548
+00:40:34,430 --> 00:40:38,850
+أنه الـ status base بنسميه perfect، إنه في عنده
+
+549
+00:40:38,850 --> 00:40:42,010
+perfect recall، perfect recall المقصود فيها إنه هي
+
+550
+00:40:42,010 --> 00:40:45,790
+perfect information، زائد إنه fully observability.
+
+551
+00:40:45,790 --> 00:40:50,950
+زائد deterministic action، كمان مرة في الـ game
+
+552
+00:40:50,950 --> 00:40:57,410
+theory، إذا كان في عندي states وmemory، ذاكرة عن كل
+
+553
+00:40:57,410 --> 00:41:00,650
+الـ states السابقة، وكل الـ action اللي قادت لهذه الـ
+
+554
+00:41:00,650 --> 00:41:06,130
+state، يبقى هنا إنه في كل state تحتوي معلومات عن الـ
+
+555
+00:41:06,130 --> 00:41:10,130
+perception، وكل الـ action اللي قادت للـ state
+
+556
+00:41:10,130 --> 00:41:14,430
+الحالية، للـ perception الحالي، معنى ذلك إنه الـ
+
+557
+00:41:14,430 --> 00:41:19,590
+status base تبعي، لما أقول status base، إيش معناه؟
+
+558
+00:41:22,380 --> 00:41:25,820
+كل الحالات تبع الـ Environment، لسه إحنا يعني
+
+559
+00:41:25,820 --> 00:41:29,240
+هورجيكم إن شاء الله في الـ Status Base، أنه إحنا
+
+560
+00:41:29,240 --> 00:41:31,460
+هنشوفه في الـ Vacuum Cleaner، أنه إيش الـ Status
+
+561
+00:41:31,460 --> 00:41:34,440
+Base، في الـ Chess Ranch، هنشوفه، هنشوفه في لعبة الـ
+
+562
+00:41:34,440 --> 00:41:37,480
+Eight Puzzle، أنه إيش الـ Status Base، أنه هذه، أنه
+
+563
+00:41:37,480 --> 00:41:41,980
+هي اللي هي يعني مجموعة الـ States الممكنة لـ
+
+564
+00:41:41,980 --> 00:41:46,300
+Environment معينة، بالظبط، تمام؟ معناه ذلك أنه الـ
+
+565
+00:41:46,300 --> 00:41:53,970
+Status Base عندها Perfect Recall، طيب الـ Perfect
+
+566
+00:41:53,970 --> 00:41:56,950
+Recall مع  شروطها الثانية، إيش بيديني؟ Perfect
+
+567
+00:41:56,950 --> 00:42:00,110
+Information، يبقى الـ Perfect Information هنا أنه
+
+568
+00:42:00,110 --> 00:42:03,770
+يعني بيكون في عندي Perfect Recall، بالإضافة لـ
+
+569
+00:42:03,770 --> 00:42:07,130
+Fully Observability، إنه نوع الـ environment إنه
+
+570
+00:42:07,130 --> 00:42:11,210
+Fully Observable، بالإضافة إنه Deterministic
+
+571
+00:42:11,210 --> 00:42:15,410
+Actions، محددة بشكل مسبق، وعارف إيش نتيجة تطبيقها،
+
+572
+00:42:15,410 --> 00:42:17,790
+طبعًا؟ معناه ذلك أن أنا بيكون في عندي Perfect
+
+573
+00:42:17,790 --> 00:42:22,090
+Information عن كل الأشياء اللي ممكن تصير، أنا عندي
+
+574
+00:42:22,090 --> 00:42:29,590
+في الـ environment، تمام؟
+
+575
+00:42:29,590 --> 00:42:34,110
+طيب.
+
+576
+00:42:34,110 --> 00:42:37,850
+إحنا باقي عندنا
+
+577
+00:42:37,850 --> 00:42:42,170
+الـ goal based agent، إنه بيكون فيه عندي goal معين،
+
+578
+00:42:42,170 --> 00:42:47,800
+تمام؟ وباقي عندي الـ utility based، والـ learning، و
+
+579
+00:42:47,800 --> 00:42:51,140
+ناخد big picture على الموضوع، والـ summary، خلّي..
+
+580
+00:42:51,140 --> 00:42:55,920
+خلّينا يعني هذه الأشياء، لأنه يعني محتاجة أنه
+
+581
+00:42:55,920 --> 00:43:00,940
+شوية نفصل فيها، أنه نحكي عنها المحاضرة الجاية إن
+
+582
+00:43:00,940 --> 00:43:06,260
+شاء الله، فيبقى خلّينا نتوقف هنا عند هاي الـ slide.
+
+583
+00:43:06,260 --> 00:43:11,480
+في حدا عنده سؤال أو أي استفسار؟ يعطيكم العفو.
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b055673f0bfaf94058d4a900534366462f25ddbd
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_postprocess.srt
@@ -0,0 +1,2332 @@
+1
+00:00:05,490 --> 00:00:08,850
+بسم الله الرحمن الرحيم نرحب فيكم في المحاضرة
+
+2
+00:00:08,850 --> 00:00:14,310
+التالتة في الذكاء الاصطناعي في هذه المحاضرة احنا ب
+
+3
+00:00:14,310 --> 00:00:20,130
+.. يعني راح نكمل الـ PS الـ PS اللي هو performance
+
+4
+00:00:20,130 --> 00:00:24,060
+major environment actuators sensorsيعني كنا بنحكي
+
+5
+00:00:24,060 --> 00:00:27,820
+في موضوع الـ Intelligent Agents الـ Intelligent
+
+6
+00:00:27,820 --> 00:00:31,540
+Agents إنه أنا بحتاج إنه أنا أعمل إعدادات لهذه
+
+7
+00:00:31,540 --> 00:00:33,800
+الشغلات الخامسة اللي هو الـ Performance Measure و
+
+8
+00:00:33,800 --> 00:00:36,220
+ال Environment و ال Actuators و ال Sensors أو
+
+9
+00:00:36,220 --> 00:00:41,900
+الأربعة تحديدًا تمام؟ و أخدنا أمثلة على هذه
+
+10
+00:00:41,900 --> 00:00:45,220
+الشغلات يعني إنه أخدنا مثل في الـ Automated Taxi
+
+11
+00:00:45,220 --> 00:00:48,240
+Driver و ال Part Picking Report و ال Interactive
+
+12
+00:00:48,240 --> 00:00:56,440
+English Totterتمام بدأنا ناخد هذه الشغلات يعني هذا
+
+13
+00:00:56,440 --> 00:01:00,520
+الموضوع زي ما حكينا أنه هو محط أسئلة أنه أنا يعني
+
+14
+00:01:00,520 --> 00:01:04,060
+باجي بفترض أنه بديكي سؤال في intelligent agent
+
+15
+00:01:04,060 --> 00:01:07,220
+معين فبدك تعمليله تصميم فالتصميم هذا لازم أنه أنت
+
+16
+00:01:07,220 --> 00:01:10,720
+تعملي إعدادات للأربعة شغلات هدول يعني على سبيل
+
+17
+00:01:10,720 --> 00:01:13,600
+المثال في ال taxi driver حكينا أنه
+
+18
+00:01:19,600 --> 00:01:23,740
+إنه ال .. ال performance major تبعه ال B تبعته إنه
+
+19
+00:01:23,740 --> 00:01:28,680
+لازم يكون أنا عندي safe fast legal و comfortable
+
+20
+00:01:28,680 --> 00:01:32,660
+trip و maximize profit لأنه أنا لو بدي أصمم لو بدي
+
+21
+00:01:32,660 --> 00:01:36,120
+أدي السيارة تبعتي ل taxi driver إنه آخر النهار
+
+22
+00:01:36,120 --> 00:01:40,320
+يفترض إنه يرجعلي إن السيارة سليمة و إنه جداش الغلة
+
+23
+00:01:40,320 --> 00:01:43,960
+اللي هو جابها و يرجع .. يرجعلي بدون مخالفات و
+
+24
+00:01:43,960 --> 00:01:48,520
+ترجعلي إنه يعني إنه ال .. الركاب مبسوطين معاه إن
+
+25
+00:01:48,520 --> 00:01:54,540
+الرحلةمريحة و سريعة و كل هذه الأشياء طبعا ال
+
+26
+00:01:54,540 --> 00:01:58,040
+environment اللي هو بيشتغل فيها في ال road في
+
+27
+00:01:58,040 --> 00:02:04,920
+الطرق و أي منطقة بيكون فيها traffic يعني حركة مرور
+
+28
+00:02:04,920 --> 00:02:09,040
+بالإضافة لما ماري المشاة و بتعامل مع customers و
+
+29
+00:02:09,040 --> 00:02:12,620
+حكينا أن ال actuators اللي هو بتعامل معاها اللي هي
+
+30
+00:02:12,620 --> 00:02:17,830
+عجلة القيادةوالتسارع على وسط البنزين يعني طبعا و
+
+31
+00:02:17,830 --> 00:02:21,550
+ال brake الفرامل و ال signal كل الإشارات اللي بتجي
+
+32
+00:02:21,550 --> 00:02:26,930
+من ال .. ال .. ال .. ال traffic لا .. ال .. ال ..
+
+33
+00:02:26,930 --> 00:02:30,070
+الإشارات اللي هو بعملها طبعا اللي هو يعني ان هو
+
+34
+00:02:30,070 --> 00:02:33,150
+يعني ممكن ان هو لو بده يمي اليمين او يشمال
+
+35
+00:02:33,150 --> 00:02:38,350
+بالاضافة ل ال .. ال horn اللي هو البوق تبع التحذير
+
+36
+00:02:38,350 --> 00:02:41,990
+تبع السيارة طبعا ال sensors اللي موجودة عنده طبعا
+
+37
+00:02:41,990 --> 00:02:46,750
+ال cameraSonar عشان يحدد قداش المسافة بينه وبين
+
+38
+00:02:46,750 --> 00:02:51,350
+السيارة اللي قبله و اللي بعده Speedometer مقياس
+
+39
+00:02:51,350 --> 00:02:55,830
+عجلة اتساره أو السرعة و ال GPS و الاخره من هاي
+
+40
+00:02:55,830 --> 00:02:59,530
+المثال التاني اللي هو ال part picking robot هو
+
+41
+00:02:59,530 --> 00:03:03,250
+عبارة عن robot بيشتغل في خط إنتاج و كيف أنا ممكن
+
+42
+00:03:03,250 --> 00:03:08,250
+أقيس الأداء تبعه ممكن أقيس الأداء تبعه من خلال ان
+
+43
+00:03:08,250 --> 00:03:12,830
+انا بدي أعد قداش الأجزاء اللي جمحها بشكل صحيحوالـ
+
+44
+00:03:12,830 --> 00:03:15,690
+Environment الـ Conveyor Pelt الـ Pelt اللي هو
+
+45
+00:03:15,690 --> 00:03:19,830
+الحزام أو السير اللي بيكون يعني موجود في خط
+
+46
+00:03:19,830 --> 00:03:23,870
+الإنتاج بالإضافة لل parts اللي هو بده يجمعها الـ
+
+47
+00:03:23,870 --> 00:03:29,110
+Actuators تبعته طبعا عبارة عن دراع قالية و طبعا
+
+48
+00:03:29,110 --> 00:03:34,090
+jointed arm and hand يعني إنه متصلة مع بعض و ال
+
+49
+00:03:34,090 --> 00:03:40,090
+sensors إنه كاميرا عشان يحددال parts اللي بده
+
+50
+00:03:40,090 --> 00:03:43,030
+يلتقطها يتعرف عليها بالاضافة لازم يكون في عنده
+
+51
+00:03:43,030 --> 00:03:48,350
+مستشعر قاس الزاوية تبع ال joint تبع المفصل الذراع
+
+52
+00:03:48,350 --> 00:03:53,090
+اللي هو بيشتغل فيها Interactive English Tutorإيش
+
+53
+00:03:53,090 --> 00:04:00,250
+حكينا؟ إنه ال B تبعته هي عبارة عن إنه جداش عدد
+
+54
+00:04:00,250 --> 00:04:03,910
+الطلاب أو جداش إنه حسن في ال score تبع الطلاب في
+
+55
+00:04:03,910 --> 00:04:06,690
+.. في اللغة الإنجليزية لإنه أنا بدي أجيب مدرس
+
+56
+00:04:06,690 --> 00:04:11,150
+خصوصي فكيف بدي أقيس أدائه؟ إنه جداش .. يعني حسن في
+
+57
+00:04:11,150 --> 00:04:15,910
+أدائي في درجة الامتحان اللي .. اللي .. الامتحانات
+
+58
+00:04:15,910 --> 00:04:19,410
+اللي أنا بتقدملهاتمام؟ طبعا بتعامل ال environment
+
+59
+00:04:19,410 --> 00:04:22,290
+هو مشموع مع الطلاب ال actuators تبعته لأنه بيكون
+
+60
+00:04:22,290 --> 00:04:25,030
+هو عبارة عن software أصلا اللي هو شاشة العرض
+
+61
+00:04:25,030 --> 00:04:28,790
+بالإضافة للتمارين و ال suggestions و ال
+
+62
+00:04:28,790 --> 00:04:31,570
+corrections لأنه على سبيل المثال بطلب مني أكتب
+
+63
+00:04:31,570 --> 00:04:34,610
+paragraph فممكن أن هو يعملي correction لو كان في
+
+64
+00:04:34,610 --> 00:04:38,010
+عندي خطأ في ال grammar أو أي خطأ إملأي بهذا الشكل
+
+65
+00:04:38,010 --> 00:04:41,490
+طبعا ال sensors بتعامل من خلال keyboard و
+
+66
+00:04:41,490 --> 00:04:45,660
+microphone لأنه أنا ممكن أعمل conversationتمام؟ و
+
+67
+00:04:45,660 --> 00:04:50,200
+ممكن أنه يعني أكتب ال text من خلال ال keyboard و
+
+68
+00:04:50,200 --> 00:04:54,540
+بورجيتكم المرة الماضية تطبيق Elsa اللي هو أصلا
+
+69
+00:04:54,540 --> 00:04:58,160
+ممكن أن أنت تنزليه على ال smartphone عندك فالتطبيق
+
+70
+00:04:58,160 --> 00:05:03,520
+هذا فعلا أنه ممكن أنه أعمل محادثة و يقيص جداش
+
+71
+00:05:03,520 --> 00:05:06,560
+مقدار ال accent تبعتي و يقول جداش المستوى تبعي و
+
+72
+00:05:06,560 --> 00:05:11,820
+إيش الشغلات اللي يفترض أنه أحسن حالي فيها طيب الآن
+
+73
+00:05:11,820 --> 00:05:14,260
+بدنا نحكي عن أنواع ال environments
+
+74
+00:05:17,190 --> 00:05:20,370
+تمام؟ طبعا ال environments الأنواع تبعتها أنه بدي
+
+75
+00:05:20,370 --> 00:05:23,950
+أحددها من ناحية أنه هل هي fully observable أو
+
+76
+00:05:23,950 --> 00:05:28,970
+deterministic أو episodic، static، discrete،
+
+77
+00:05:28,970 --> 00:05:32,730
+single agent أو multi agent؟طبعاً من ناحية الـ
+
+78
+00:05:32,730 --> 00:05:35,530
+fully observable بدي أنا أشوف إن ال environment
+
+79
+00:05:35,530 --> 00:05:38,250
+هذه هل هي fully observable أو partially
+
+80
+00:05:38,250 --> 00:05:43,270
+observable؟ عفوا،
+
+81
+00:05:43,270 --> 00:05:46,670
+معنى هذا الكلام إنه كل الأشياء اللي موجودة في ال
+
+82
+00:05:46,670 --> 00:05:50,130
+environment أنا عندي ممكن إن أنا أستشعرها ولا جزء
+
+83
+00:05:50,130 --> 00:05:55,070
+منهايعني على سبيل المثال الـ vacuum cleaner robot
+
+84
+00:05:55,070 --> 00:05:58,230
+الـ robot اللي بنظف لو كان مثلا بيشتغل في أرضية
+
+85
+00:05:58,230 --> 00:06:02,930
+المطار هل في عنده يعني معلوق يعني معرفة بكل
+
+86
+00:06:02,930 --> 00:06:05,730
+المناطق اللي موجودة في المطار ولا بس بالمنطقة اللي
+
+87
+00:06:05,730 --> 00:06:09,810
+موجودة حواليه مثلا في مساحة معينة اللي هي المدى
+
+88
+00:06:09,810 --> 00:06:13,050
+تبع الكاميرا اللي هو أو ال sensors اللي موجودة
+
+89
+00:06:13,050 --> 00:06:14,730
+عنده هاي معنى الكلام
+
+90
+00:06:18,620 --> 00:06:21,240
+الشغل التاني أو العامل التاني اللي بيحدد نوع ال
+
+91
+00:06:21,240 --> 00:06:25,300
+environment إنه هل هي deterministic أو stochastic
+
+92
+00:06:25,300 --> 00:06:30,360
+deterministic إنه بتكون محددة إنه يعني التفاعل في
+
+93
+00:06:30,360 --> 00:06:34,140
+ال environment هدى محدد يعني مقابل ذلك إنه ممكن
+
+94
+00:06:34,140 --> 00:06:37,740
+يكون في أنا عندي عشوائيةيعني على سبيل المثال في
+
+95
+00:06:37,740 --> 00:06:42,840
+الـ traffic road أو في الطرق لو بدي أحكي على الـ
+
+96
+00:06:42,840 --> 00:06:49,260
+taxi driver robot هل هي الـ deterministic الأحداث
+
+97
+00:06:49,260 --> 00:06:53,640
+اللي موجودة هناك ولا stochastic، عشوائية؟ أكيد
+
+98
+00:06:53,640 --> 00:06:56,880
+بطبيعة الحال عشوائية لأنه أنا بكون ماشي في طريق
+
+99
+00:06:56,880 --> 00:07:00,640
+مابكونش عارف إنه هل هيكون في traffic يعني زحمة هنا
+
+100
+00:07:01,200 --> 00:07:05,680
+traffic jam ولا لأ؟ أو هل أنه هيعدي حدا من ممارس
+
+101
+00:07:05,680 --> 00:07:08,220
+المشاهدة ولا لأ؟ يعني ممكن هذه الأحداث بتتصير
+
+102
+00:07:08,220 --> 00:07:12,320
+بالشكل عشوائي أنه حدا يعدي أو ماحدش أنه يعدي،
+
+103
+00:07:12,320 --> 00:07:18,220
+تمام؟ العامل التالت هو أنه episodic مقابل
+
+104
+00:07:18,220 --> 00:07:21,880
+sequentialepisodic معنى ذلك أن الأحداث بتكون فيها
+
+105
+00:07:21,880 --> 00:07:25,940
+عرضية ومافيش فيها تسلسل أما ال sequential أنه
+
+106
+00:07:25,940 --> 00:07:29,160
+بيكون فيها تسلسل في الأحداث يعني لو صارت شغلة هذا
+
+107
+00:07:29,160 --> 00:07:33,480
+بيقتضي أنه تصير وراها شغلة تانية أما episodic
+
+108
+00:07:33,480 --> 00:07:39,580
+بيكون أن الأحداث عرضية مالهاش علاقة ببعض تمام؟
+
+109
+00:07:39,580 --> 00:07:44,960
+واضح الأمور لغاية الآن؟ أما العاملاللي بعده اللي
+
+110
+00:07:44,960 --> 00:07:49,380
+هو static مقابل dynamic static طبعا ال environment
+
+111
+00:07:49,380 --> 00:07:54,750
+بيكون ثابتةيعني الـ actions فيها معروفة تمام و ال
+
+112
+00:07:54,750 --> 00:07:58,050
+states تبعتها معروفة مقابل إنه هي dynamic إنه
+
+113
+00:07:58,050 --> 00:08:02,610
+بتكون فيها ال .. ال action و ال .. و ال .. و إنه
+
+114
+00:08:02,610 --> 00:08:08,810
+فيها حيوية فيها حركة تمام طبعاً بدي كذلك أطلع على
+
+115
+00:08:08,810 --> 00:08:12,150
+هذا ال factor اللي هو discrete مقابل continuous هل
+
+116
+00:08:12,150 --> 00:08:15,990
+الأحداث اللي بتكون موجودة عندى يعني بتصير إنه
+
+117
+00:08:15,990 --> 00:08:20,500
+أحداث بشكل متقطع ولاcontinuous بشكل مستمر يعني على
+
+118
+00:08:20,500 --> 00:08:23,260
+سبيل المثال لو كان في عندي agent بيتحكم مثلا في
+
+119
+00:08:23,260 --> 00:08:28,340
+درجة حرارة حرارة الغرفة طبعا هو بيقيص درجة الحرارة
+
+120
+00:08:28,340 --> 00:08:31,400
+من خلال sensor وبيقيصها في ال real-time معناه ذلك
+
+121
+00:08:31,400 --> 00:08:35,780
+ان هي continuous ولا مقابل انه يكون في عندي agent
+
+122
+00:08:35,780 --> 00:08:40,420
+تاني بيشتغل بنظام انه هو بده ينظف فبالتالي انه كل
+
+123
+00:08:40,420 --> 00:08:44,540
+فترةيعني كل خمس دقائق مثلا أو كل عشر دقائق بده
+
+124
+00:08:44,540 --> 00:08:47,180
+يروح يتطلع يشوف إيش الأحداث الموجودة في ال
+
+125
+00:08:47,180 --> 00:08:50,140
+environment وبناء عليه إن هو ياخد action معين فهذا
+
+126
+00:08:50,140 --> 00:08:55,840
+discrete فالأحداث بتكون discrete تمام؟ أخر factor
+
+127
+00:08:55,840 --> 00:08:59,360
+اللي هو single agent مقابل multi agent single
+
+128
+00:08:59,360 --> 00:09:03,480
+agent حكينا إنه بيكون أنا عندي agent محدد ل task
+
+129
+00:09:03,480 --> 00:09:07,680
+محددة بس تمام؟ و multi agent بيكون أنا فيه عندي
+
+130
+00:09:07,680 --> 00:09:11,920
+multiple agents إنه مركبة في في هذا ال robotبحيث
+
+131
+00:09:11,920 --> 00:09:15,200
+إن هي تقدي task معينة وحكينا إنه ال performance
+
+132
+00:09:15,200 --> 00:09:18,280
+عادة لما يكون في عندي single agent بيكون أنه أفضل
+
+133
+00:09:18,280 --> 00:09:22,160
+بكتير لما يكون عندي multiple agents هذا بخصوص ال
+
+134
+00:09:22,160 --> 00:09:29,180
+environment كيف بيجي السؤال يعني على سبيل المثال
+
+135
+00:09:29,180 --> 00:09:33,180
+أنا في عندي هنا في تحت في الأمثلة تمام
+
+136
+00:09:34,320 --> 00:09:37,940
+إنه هذي عبارة عن agents إنه يعني المطلوب مني إنه
+
+137
+00:09:37,940 --> 00:09:40,620
+أنا أقرر إن ال environment هذي partially
+
+138
+00:09:40,620 --> 00:09:45,540
+observable ولا fully observable طبعا هاي عبارة عن
+
+139
+00:09:45,540 --> 00:09:51,160
+games computer games طبعا إنه هذي crossword pokers
+
+140
+00:09:51,160 --> 00:09:57,560
+backgammon taxi driver اللي هو عبارة عن agent شفنا
+
+141
+00:09:57,560 --> 00:10:02,480
+مثال عنه سابقا part picking robot هذا برضه كذلك
+
+142
+00:10:02,480 --> 00:10:06,080
+إنه هو شفناهطبعاً من ناحية ال environment كيف أحدد
+
+143
+00:10:06,080 --> 00:10:10,000
+إنه هي fully observable ولا partially observable؟
+
+144
+00:10:10,000 --> 00:10:12,980
+بدي أسأل هذا السؤال is everything an agent
+
+145
+00:10:12,980 --> 00:10:17,960
+requires to choose its action available من خلال ال
+
+146
+00:10:17,960 --> 00:10:21,680
+sensors تبعته؟
+
+147
+00:10:21,680 --> 00:10:24,720
+يعني هل عنده perfect أو full information؟
+
+148
+00:10:27,220 --> 00:10:30,340
+طبعاً بيعتمد في حالة تاكسي driver طبعاً هذه
+
+149
+00:10:30,340 --> 00:10:32,520
+المعلومات مش موجودة من خلال ال sensors مش كل
+
+150
+00:10:32,520 --> 00:10:35,820
+المعلومات موجودة من خلال ال sensors أما ال part
+
+151
+00:10:35,820 --> 00:10:38,360
+picking robot أن هو بيشتغل في زي ما حكينا انه في
+
+152
+00:10:38,360 --> 00:10:41,200
+خط إنتاج بس ال environment تبعته اللي هو عبارة عن
+
+153
+00:10:41,200 --> 00:10:44,500
+ال built السير اللي بيمشي تمام و ال parts اللي
+
+154
+00:10:44,500 --> 00:10:46,480
+بتكون موجودة عليه فبالتالي كل ال information
+
+155
+00:10:47,290 --> 00:10:50,270
+accessible من خلال ال sensors أما ال taxi driver
+
+156
+00:10:50,270 --> 00:10:54,470
+فيه أن عندي information بتكون مش accessible من
+
+157
+00:10:54,470 --> 00:11:00,010
+خلال ال sensors يعني مثلا يعني قد يكون أنه مثلا أن
+
+158
+00:11:00,010 --> 00:11:02,670
+هنا في عندي زحمة لجدام أنا عندي في الطريق و أنا مش
+
+159
+00:11:02,670 --> 00:11:06,850
+شايفها تمام أو أنه ممكن يكون في عندي مثلا
+
+160
+00:11:06,850 --> 00:11:10,610
+condition معين في الطقس أنا مقدرش أن أنا أستشعره
+
+161
+00:11:10,610 --> 00:11:13,210
+بال sensors تبعتي فبالتالي هنا ال taxi driver
+
+162
+00:11:13,210 --> 00:11:16,300
+عبارة عن partiallyobservable أما الbar picking
+
+163
+00:11:16,300 --> 00:11:22,760
+robot fully observable تمام okay
+
+164
+00:11:25,160 --> 00:11:30,920
+طيب، في حال إنه كانت إن ال environment partially
+
+165
+00:11:30,920 --> 00:11:34,760
+observable، شو بيعني هذا الكلام؟ معناه ذلك إنه ال
+
+166
+00:11:34,760 --> 00:11:41,180
+agent ممكن إنه هو بيحتاج إنه يعمل guesses على ال
+
+167
+00:11:41,180 --> 00:11:44,780
+world حوالينه، يعني بيده يعمل assumptions معينة و
+
+168
+00:11:44,780 --> 00:11:47,780
+بيمشي على هذه الassumptions قد تكون صحيحة أو قد
+
+169
+00:11:47,780 --> 00:11:54,240
+تكون خاطئة، تمام؟ طيب، نجي للنوع التاني، بنفصل فيه
+
+170
+00:11:54,600 --> 00:11:57,340
+كيف بدي أحدد إن الـ Environment دي deterministic
+
+171
+00:11:57,340 --> 00:12:03,060
+أو Stochastic؟ بدي أروح أسأل هذا السؤال Does that
+
+172
+00:12:03,060 --> 00:12:09,440
+change in the world state؟ تمام، هل التغيير في
+
+173
+00:12:09,440 --> 00:12:12,860
+الحالة تبع ال world أو العالم اللي موجود حوليا أو
+
+174
+00:12:12,860 --> 00:12:17,120
+ال environment بيعتمد فقط على ال current state و
+
+175
+00:12:17,120 --> 00:12:21,850
+ال agent action؟إذا كان yes معنادالك إنه هي
+
+176
+00:12:21,850 --> 00:12:24,850
+deterministic إذا كان no معنادالك إنه non
+
+177
+00:12:24,850 --> 00:12:27,050
+-deterministic فبالتالي في ال non-deterministic
+
+178
+00:12:27,050 --> 00:12:31,630
+إنه بيكون في عندي شغلات خارج عن ال control تبع ال
+
+179
+00:12:31,630 --> 00:12:35,470
+agent إيش ال control تبع ال agent؟ اللي هو ال
+
+180
+00:12:35,470 --> 00:12:38,310
+current state بقدر يستشعر ال current state الحالة
+
+181
+00:12:38,310 --> 00:12:43,030
+الحالية بالإضافة لإيش كمان؟بالاضافة لـ action اللي
+
+182
+00:12:43,030 --> 00:12:47,010
+هو ممكن يسوي لو أنا عارف الحالة الحالية و .. و ..
+
+183
+00:12:47,010 --> 00:12:49,930
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+184
+00:12:49,930 --> 00:12:50,110
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+185
+00:12:50,110 --> 00:12:50,350
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+186
+00:12:50,350 --> 00:12:51,030
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+187
+00:12:51,030 --> 00:12:51,070
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+188
+00:12:51,070 --> 00:12:54,810
+و .. و .. و .. و
+
+189
+00:12:54,810 --> 00:12:57,810
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+190
+00:12:57,810 --> 00:12:58,290
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+191
+00:12:58,290 --> 00:12:59,190
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+192
+00:12:59,190 --> 00:13:04,110
+.. و .. و .. و
+
+193
+00:13:06,800 --> 00:13:10,880
+طيب، في حال إنه كان الوضع عندي non-deterministic
+
+194
+00:13:10,880 --> 00:13:14,260
+يعني stochastic معناه ذلك إنه لازم يتطلب عندي إنه
+
+195
+00:13:14,260 --> 00:13:18,860
+يكون utility function إيش الوظيفة تبعتها؟ إنه تحذر
+
+196
+00:13:18,860 --> 00:13:23,760
+أو تخمن إيش التغيير اللي بيكون موجود في ال state
+
+197
+00:13:23,760 --> 00:13:29,340
+لو عملت ال action الفلاني طبعا، هذا guess، قد يكون
+
+198
+00:13:29,340 --> 00:13:32,900
+خاطئ بس لازم تكون في عندي function تعمل guess إنه
+
+199
+00:13:32,900 --> 00:13:36,340
+أنا لو عملت ال action هذا شو رح يصير؟لو فتحت
+
+200
+00:13:36,340 --> 00:13:40,120
+الحنفية مثلا شو رح يصير؟ لو أنا كنت عارف الـ state
+
+201
+00:13:40,120 --> 00:13:45,880
+أنه هتنزل من يام أنا ذلك أنه هذي deterministic لكن
+
+202
+00:13:45,880 --> 00:13:48,760
+لو .. لو .. لو .. لو .. لو نفترض جدلا أنه الـ
+
+203
+00:13:48,760 --> 00:13:51,680
+state هذي أنه أنا بدي أفتح شغل معين مش معروف إيش
+
+204
+00:13:51,680 --> 00:13:54,740
+ال action اللي ممكن يطلع عليه ممكن ينفجر في وجهي
+
+205
+00:13:54,740 --> 00:13:59,240
+حاجة ممكن أنه أه تفتح قدامي طريقة جديدة ممكن يصير
+
+206
+00:13:59,240 --> 00:14:01,720
+كذا فبالتالي بدي يكون في عندي utility function
+
+207
+00:14:01,720 --> 00:14:06,670
+تعمل guessلل current .. لل .. لل .. لل next state
+
+208
+00:14:06,670 --> 00:14:11,070
+طبعا هذا الكلام خلينا نشوفه وين في هدول ال agents
+
+209
+00:14:11,070 --> 00:14:16,910
+هدول بالمناسبة انه عبارة عن games زي ما حكينا
+
+210
+00:14:16,910 --> 00:14:23,270
+تمام؟ و ال cross word هذه عبارة عن game لتحذير
+
+211
+00:14:23,270 --> 00:14:26,310
+الكلمات فبالتالي انه هي deterministic هذه ال poker
+
+212
+00:14:26,310 --> 00:14:30,930
+stochastic ال backgammon stochastic taxi driver
+
+213
+00:14:30,930 --> 00:14:34,890
+stochastic عشوائيةيعني أنا بعرفش إذا أنا عملت
+
+214
+00:14:34,890 --> 00:14:38,970
+action معين إيش ال next state يعني لو أنا قررت إن
+
+215
+00:14:38,970 --> 00:14:44,450
+أنا أتوقف فجأة ممكن يصير حادث اللي ورايا يخبط فيا
+
+216
+00:14:44,450 --> 00:14:47,330
+وممكن مايصيرش ولا إشي stochastic، بعرفش إيش ال
+
+217
+00:14:47,330 --> 00:14:53,690
+next state تمام؟ ال part picking robot كذلك إنه
+
+218
+00:14:53,690 --> 00:14:56,130
+stochastic لو أنا عملت action معين بعرفش إيش
+
+219
+00:14:56,130 --> 00:15:01,070
+العواقب تبعتهيعني لإن هو مبرمج إن هو ياخد الأجزاء
+
+220
+00:15:01,070 --> 00:15:04,490
+هذه ويجمحها طب لو عمل action تاني غير هذه الشغلات
+
+221
+00:15:04,490 --> 00:15:11,630
+أيش النتيجة؟ مش عارف، عشوائية، تمام؟ طيب، نجي لل
+
+222
+00:15:11,630 --> 00:15:18,850
+factor اللي بعده episodic و sequential كيف بدي
+
+223
+00:15:18,850 --> 00:15:23,530
+أحدد إنه ال environment هذه episodic أو
+
+224
+00:15:23,530 --> 00:15:28,240
+sequential؟ بدي أسأل هذا السؤالis the choice of
+
+225
+00:15:28,240 --> 00:15:32,660
+the current action depends بيعتمد على ال previous
+
+226
+00:15:32,660 --> 00:15:42,280
+action إذا أه بيكون sequential إذا
+
+227
+00:15:42,280 --> 00:15:46,400
+لأ معناه ذلك إنه ال environment episodic عرضية
+
+228
+00:15:46,400 --> 00:15:49,780
+الأحداث بتكون فيها عرضية أما إذا بيعتمد على ال
+
+229
+00:15:49,780 --> 00:15:53,860
+action السابقة تمام معناه ذلك إنه بيكون sequential
+
+230
+00:15:53,860 --> 00:15:57,940
+فيها تسلسل في الأحداث معناه ذلك إنه التسلسلبيأثر
+
+231
+00:15:57,940 --> 00:16:03,480
+على ال current state تمام؟ إذا كان عندي non
+
+232
+00:16:03,480 --> 00:16:06,520
+-episodic معناه ذلك إنه sequential لازم يكون في
+
+233
+00:16:06,520 --> 00:16:10,820
+عندي plan بشكل مسبق لأن أنا عارف تسلسل الأحداث لو
+
+234
+00:16:10,820 --> 00:16:13,540
+أنا عملت هيك رح يصير هيك لو عملت هيك رح يصير هيك
+
+235
+00:16:13,540 --> 00:16:17,540
+فلازم يكون في عندي plan عشان أقدر إن أنا أخد ال
+
+236
+00:16:17,540 --> 00:16:22,440
+actions مدام إنه تسلسل الأحداث معروف فلازم يكون في
+
+237
+00:16:22,440 --> 00:16:30,260
+عندي plan نيجي نشوف taxi driversequential ولا
+
+238
+00:16:30,260 --> 00:16:36,140
+episodic؟ sequential الأحداث تبعته تسلسلية إنه لو
+
+239
+00:16:36,140 --> 00:16:42,040
+أخدت يعني إنه يعني ال current
+
+240
+00:16:42,040 --> 00:16:52,200
+action بيعتمد على ال previous action طيب
+
+241
+00:16:52,200 --> 00:16:58,470
+static أو dynamic؟ كيف أحدد؟بدي أسأل هذا السؤال إن
+
+242
+00:16:58,470 --> 00:17:04,190
+static environment does not change while the agent
+
+243
+00:17:04,190 --> 00:17:16,370
+is deliberating over what to do معناه ذلك إن ال
+
+244
+00:17:16,370 --> 00:17:20,990
+environment ما بتتغير في
+
+245
+00:17:20,990 --> 00:17:27,190
+الوقت اللي ال agentبيكون حر ان هو يختار ال .. ال
+
+246
+00:17:27,190 --> 00:17:32,310
+.. الاشي اللي هو بدوياه طبعا؟ معنى ذلك انه high
+
+247
+00:17:32,310 --> 00:17:39,010
+static كمان مرة في ال static environment ال
+
+248
+00:17:39,010 --> 00:17:45,730
+environment ما بتتغير في حال ان ال agent كان حر ان
+
+249
+00:17:45,730 --> 00:17:48,850
+هو يختار ال actions اللي بدوياه لأن الأحداث يعني
+
+250
+00:17:48,850 --> 00:17:54,060
+الحالة تبعتها فيها بتكون ثابتة أما ال dynamicبنان
+
+251
+00:17:54,060 --> 00:17:58,640
+على الأحداث بيكون انا فيه عندي تغيير يبقى ال agent
+
+252
+00:17:58,640 --> 00:18:04,000
+لازم يعمل consult لل ward و بعدها يختار action
+
+253
+00:18:04,000 --> 00:18:09,080
+معين طبعا ممكن تكون ان انا عندي environment semi
+
+254
+00:18:09,080 --> 00:18:14,340
+-dynamic يعني
+
+255
+00:18:14,340 --> 00:18:16,500
+نص بالنص طبعا
+
+256
+00:18:21,290 --> 00:18:26,850
+نشوف .. يعني أمثلة طبعا الأحداث أنا عندي في ال
+
+257
+00:18:26,850 --> 00:18:30,310
+taxi driver dynamic أو البيئة بتكون أنا عندي
+
+258
+00:18:30,310 --> 00:18:35,530
+dynamic تمام؟
+
+259
+00:18:35,530 --> 00:18:40,830
+طيب
+
+260
+00:18:40,830 --> 00:18:44,890
+discrete
+
+261
+00:18:44,890 --> 00:18:54,220
+أو continuous؟ إذا كانت أنا عنديال perceptions و
+
+262
+00:18:54,220 --> 00:18:59,840
+ال actions limited numbers يعني limited في عددها و
+
+263
+00:18:59,840 --> 00:19:05,920
+كمان distinct و clearly defined تمام؟ هذا بيكون
+
+264
+00:19:05,920 --> 00:19:09,120
+discrete يبقى في ال discrete environment إيش
+
+265
+00:19:09,120 --> 00:19:15,600
+بيكون؟ ال actions عددها limitedتمام؟ و ال states
+
+266
+00:19:15,600 --> 00:19:19,860
+عددها أو ال perceptions عددها limited و كمان ان
+
+267
+00:19:19,860 --> 00:19:23,560
+هدول الشغلتين اللي هو ال actions و ال perceptions
+
+268
+00:19:23,560 --> 00:19:28,100
+clearly defined معناه ذلك ان هي discrete خلاص ان
+
+269
+00:19:28,100 --> 00:19:36,000
+هي .. انه محددة اما لو كانت ان هي عبارة عن range
+
+270
+00:19:36,000 --> 00:19:42,290
+of values تمام؟ معناه ذلك ان هي continuousيعني على
+
+271
+00:19:42,290 --> 00:19:45,390
+سبيل المثال أنه أنا ممكن في الـ Taxi Driver في الـ
+
+272
+00:19:45,390 --> 00:19:48,350
+Taxi Driver لو جيت أنا قولت إن والله حالة السرعة
+
+273
+00:19:48,350 --> 00:19:55,350
+تبعتي تلت حالات Slow تمام و Medium مثلا أنه Medium
+
+274
+00:19:55,350 --> 00:20:00,590
+Speed و Fast فبالتالي السرعة تلت حالات في عندي تلت
+
+275
+00:20:00,590 --> 00:20:04,530
+سرعات بس فبالتالي معناه ذلك أنه ال .. ال .. ال ..
+
+276
+00:20:04,530 --> 00:20:11,520
+ال .. ال .. ال .. السرعة أنا عندي discrete بينمالو
+
+277
+00:20:11,520 --> 00:20:14,720
+أنا أجيت أنا قلت أنا عندي السرعة ال range تبعها من
+
+278
+00:20:14,720 --> 00:20:19,200
+zero kilometer لغاية مثلا مائة kilometer و السرعة
+
+279
+00:20:19,200 --> 00:20:22,400
+ممكن تكون أي قيمة من من هذا ال range معناه ذلك
+
+280
+00:20:22,400 --> 00:20:25,540
+أنها continuous السرعة ممكن تكون في أي لحظة مثلا
+
+281
+00:20:25,540 --> 00:20:27,860
+سبعة و سبعين kilometer في الساعة أو خمسة و تلاتين
+
+282
+00:20:27,860 --> 00:20:31,300
+kilometer في الساعة اتنين و تلاتين و نص فبالتالي
+
+283
+00:20:31,300 --> 00:20:34,760
+هذه continuous أما لو كانت أنه مثلا عندي تلت فئات
+
+284
+00:20:34,760 --> 00:20:40,450
+من السرعات معناه ذلك أنها بتكون discrete تمام؟طبعا
+
+285
+00:20:40,450 --> 00:20:44,010
+بطبيعة الحال انه taxi driver continuous لان انا
+
+286
+00:20:44,010 --> 00:20:48,790
+عندي السرعة و ال actions اللي بياخدها انه ممكن
+
+287
+00:20:48,790 --> 00:20:53,050
+تكون تعتمد
+
+288
+00:20:53,050 --> 00:21:00,550
+على ال range من ال value بهذا الشكل طبعا اما مثلا
+
+289
+00:21:00,550 --> 00:21:05,270
+في لعبة زي ال cross world هذه عبارة عن discrete
+
+290
+00:21:05,270 --> 00:21:07,830
+هذه اللعبة discrete و ال poker discrete و ال
+
+291
+00:21:07,830 --> 00:21:08,430
+backgammon
+
+292
+00:21:11,010 --> 00:21:18,290
+backgammon هذه discrete كذلك تمام single agent ولا
+
+293
+00:21:18,290 --> 00:21:24,490
+multiple agent هل ال agent هذا شغال وحده في ال
+
+294
+00:21:24,490 --> 00:21:28,690
+environment ولا في agents تانية شغالة معاه؟
+
+295
+00:21:32,980 --> 00:21:36,540
+طبعا ال taxi driver multi-agent طبعا بطبيعة الحال
+
+296
+00:21:36,540 --> 00:21:40,600
+لأنه بيحتاج لعدة أنظمة أنه نركبها مع بعض تمام؟
+
+297
+00:21:40,600 --> 00:21:45,300
+وبيحتاج أنه يتفاعل مع ال agents ال .. ال .. الأخرى
+
+298
+00:21:45,300 --> 00:21:50,340
+هذه اللعبة single agent تمام؟ ال .. ال park
+
+299
+00:21:50,340 --> 00:21:56,600
+picking robot هذه single agentتمام؟ لو ايجي نلخص
+
+300
+00:21:56,600 --> 00:22:01,820
+هذا الموضوع كله من ناحية انه ال observability أنه
+
+301
+00:22:01,820 --> 00:22:03,820
+observable، fully observable ولا partially
+
+302
+00:22:03,820 --> 00:22:07,540
+observable؟ deterministic ولا stochastic؟ episodic
+
+303
+00:22:07,540 --> 00:22:12,020
+ولا sequential؟ static ولا dynamic؟ discrete ولا
+
+304
+00:22:12,020 --> 00:22:15,400
+continuance؟ ال agent انه single ولا multiple؟
+
+305
+00:22:15,400 --> 00:22:19,050
+لهذه الأشياء كلها فتلاقي أن الملخص هذاكله موجودة
+
+306
+00:22:19,050 --> 00:22:22,790
+عندي في هذا ال table لو رجعتوا للكتاب كذلك ممكن
+
+307
+00:22:22,790 --> 00:22:26,510
+أنه انت تلاقي تفاصيل إضافية تمام لو احتجتي انه
+
+308
+00:22:26,510 --> 00:22:32,890
+يعني انه ت .. يعني ت .. انه تعرفي كيف انه انحدد
+
+309
+00:22:32,890 --> 00:22:37,130
+نوع ال environment ل agent معين فممكن انه ت ..
+
+310
+00:22:37,130 --> 00:22:39,510
+يعني الأمثلة دي كلها موجودة عندك هتلاقيها في
+
+311
+00:22:39,510 --> 00:22:45,990
+الكتاب تمام؟بتفصيل أكتر برجع بذكر مرة تانية أنه
+
+312
+00:22:45,990 --> 00:22:49,850
+هذا محل أسئلة يبقى المطلوب يعني طبيعة الأسئلة اللي
+
+313
+00:22:49,850 --> 00:22:54,550
+بتيجي على ال agent أنه بدي أعطيكم agent معين تمام
+
+314
+00:22:54,550 --> 00:22:58,410
+و بدكم تحددوا ال PS تبعتهإنه كيف بنقيس ال
+
+315
+00:22:58,410 --> 00:23:02,510
+performance يعني ال performance تبعه؟ أيش ال .. ال
+
+316
+00:23:02,510 --> 00:23:05,710
+.. ال environment اللي بيشتغل فيها؟ أيش ال action
+
+317
+00:23:05,710 --> 00:23:10,590
+اللي بيسويها؟ و أيش ال sensors اللي .. أيش ال
+
+318
+00:23:10,590 --> 00:23:15,220
+actuators و أيش ال sensors؟ تمام؟ ال PSوكذلك في
+
+319
+00:23:15,220 --> 00:23:17,960
+الـ Environment ممكن إن احنا نتوسع إنه انحدد الـ
+
+320
+00:23:17,960 --> 00:23:22,460
+Environment هذه من ناحية ال factors هدول الخمسة
+
+321
+00:23:22,460 --> 00:23:24,660
+إنه هل هي fully observable و لا partially
+
+322
+00:23:24,660 --> 00:23:27,620
+observable، deterministic و لا stochastic،
+
+323
+00:23:27,620 --> 00:23:30,820
+episodic و لا sequential، static و لا dynamic، و
+
+324
+00:23:30,820 --> 00:23:35,440
+هكذا، تمام؟ فهي طبيعة الأسئلة يعني اللي بتيجي في
+
+325
+00:23:35,440 --> 00:23:38,300
+في هذا الموضوع
+
+326
+00:23:38,300 --> 00:23:41,900
+‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏
+
+327
+00:23:43,720 --> 00:23:50,240
+الـ الـ ال environment إذا كان إن كل ال
+
+328
+00:23:50,240 --> 00:23:53,860
+environment أنا عندي محسوسة أو يعني إنه بقدر أنه
+
+329
+00:23:53,860 --> 00:23:58,340
+أنا يعني أطلع على ال معلومات تبعتها بشكل كامل
+
+330
+00:23:58,340 --> 00:24:01,760
+معناه ذلك إنه بيكون fully observable أما إذا كان
+
+331
+00:24:01,760 --> 00:24:05,260
+ال environment إنه مش كلها بقدر أنه عندي معلومات
+
+332
+00:24:05,260 --> 00:24:09,040
+عنها معناه ذلك إنه بتكون partially observable يعني
+
+333
+00:24:09,040 --> 00:24:13,670
+على سبيل المثال إنهممكن أقول إنه روبوت موجود في
+
+334
+00:24:13,670 --> 00:24:17,850
+غرفة مساحتها تلاتة في تلاتة Cleaning robot طبعا
+
+335
+00:24:17,850 --> 00:24:20,450
+ممكن إنه عنده القدرة إنه مدى ال sensors إنه يعرف
+
+336
+00:24:20,450 --> 00:24:24,170
+إيش الحالة تبع ال environment هذه كلها لأن مساحها
+
+337
+00:24:24,170 --> 00:24:28,430
+معدودة بينما ممكن يكون في عندي vacuum cleaner
+
+338
+00:24:28,430 --> 00:24:32,030
+robot يكون موجود في مطار ومطار مساحته كبيرة جدا
+
+339
+00:24:32,560 --> 00:24:37,060
+فبالتالي بيكونش في عنده يعني إنه كل ال environment
+
+340
+00:24:37,060 --> 00:24:39,880
+تبعته observed في المكان اللي هو موجود فيه يعني
+
+341
+00:24:39,880 --> 00:24:43,480
+ممكن تكون مناطق بيصلهاش ال sensors ومافيش معلومات
+
+342
+00:24:43,480 --> 00:24:46,200
+إنه sensors موجودة هناك تبعتله معلومات إنه تقول
+
+343
+00:24:46,200 --> 00:24:50,380
+إنه والله المنطقة هذه ك clean أو مش clean زي هيك
+
+344
+00:24:50,380 --> 00:24:54,450
+كذلك في السيارةفي الـ Taxi Driver، لو أنا جيت حكيت
+
+345
+00:24:54,450 --> 00:24:59,470
+إنه أنا بقدر أشوف حسب المدى الرؤية تبعتي، حسب مدى
+
+346
+00:24:59,470 --> 00:25:02,990
+الـ الـ الـ الـ sensor تبع الكاميرا تبعتي، تمام؟
+
+347
+00:25:02,990 --> 00:25:07,330
+لكن بعد عشرة كيلومتر، هل أنا بعرف إنه فيه زحمة ولا
+
+348
+00:25:07,330 --> 00:25:11,450
+مافيش؟ مش observable، إلا إذا أنا كنت باخد
+
+349
+00:25:11,450 --> 00:25:14,250
+المعلومات هذه من مصدر تاني، على سبيل المثال من الـ
+
+350
+00:25:14,250 --> 00:25:17,050
+GPS أو من الـ Google Maps، إنه جالي والله بعد عشرة
+
+351
+00:25:17,050 --> 00:25:20,540
+كيلومتر، راح يكون فيه زحمة،فإذا كانت إن المعلومة
+
+352
+00:25:20,540 --> 00:25:23,440
+دي متوفرة معنادلك إنه fully observable مش متوفرة
+
+353
+00:25:23,440 --> 00:25:26,680
+معنادلك إنه partially observable معنادلك إنه مش كل
+
+354
+00:25:26,680 --> 00:25:33,860
+البيئة أنا عندي معلومات بال .. بالحرة تبعتها تمام؟
+
+355
+00:25:33,860 --> 00:25:35,420
+طيب
+
+356
+00:25:38,360 --> 00:25:42,500
+طبعا هنا بدي أحدد أنه يعني بدي أحدد ال choice تبعي
+
+357
+00:25:42,500 --> 00:25:45,700
+بناء على ال uncertainty أنه كدهش مقدار أنه أنا
+
+358
+00:25:45,700 --> 00:25:48,600
+متأكد أو غير متأكد من المعلومات اللي موجودة عندى
+
+359
+00:25:48,600 --> 00:25:51,460
+طبعا إذا كانت ال environment أنا بدي أجي أسأل سؤال
+
+360
+00:25:51,460 --> 00:25:55,080
+هل ال environment fully observable؟ إذا كانت no
+
+361
+00:25:55,080 --> 00:26:00,620
+معنى ذلك أنه بدي أتعامل بمنطق ال uncertaintyال
+
+362
+00:26:00,620 --> 00:26:03,360
+uncertainty أنه هو عبارة عن منطق في الذكاء
+
+363
+00:26:03,360 --> 00:26:06,600
+الاصطناعي بيقدر أنه يعني من خلاله أتعامل مع
+
+364
+00:26:06,600 --> 00:26:11,540
+المعلومات ال uncertain، الغير أكيدة هل ممكن تشتي
+
+365
+00:26:11,540 --> 00:26:17,600
+الدنيا اليوم؟ احتمال، certainty معينة، ممكن تشتي
+
+366
+00:26:17,600 --> 00:26:24,100
+نسبة 70%زي هذا طبعا okay إذا كان yes fully
+
+367
+00:26:24,100 --> 00:26:26,540
+observable بدي أسأل سؤال تاني إنه هل هي
+
+368
+00:26:26,540 --> 00:26:30,000
+deterministic إذا كان no معناه ذلك إنه برضه بكون
+
+369
+00:26:30,000 --> 00:26:33,120
+أنا عندي ال agent اللي لازم يكون فيه عنده خاصية
+
+370
+00:26:33,120 --> 00:26:36,660
+التعامل مع ال uncertainty لأنه مش deterministic
+
+371
+00:26:36,660 --> 00:26:42,380
+إذا كان yes معناه ذلك إنه certainty search معناه
+
+372
+00:26:42,380 --> 00:26:45,060
+ذلك إنه كل الأمور أنا عندي واضحة ومعناه ذلك إن أنا
+
+373
+00:26:45,060 --> 00:26:49,510
+بدي أعمل searchللحل تبعي و أخد ال action بناء على
+
+374
+00:26:49,510 --> 00:26:59,310
+الحل هذا تمام؟ واضح؟ نيجي نحكي على ال agent types
+
+375
+00:26:59,310 --> 00:27:03,350
+أنواع ال agent كما احنا سابقا يعني كملخص حكينا عن
+
+376
+00:27:03,350 --> 00:27:08,040
+أنواع ال environments تمام؟أحنا حكينا إنه في الـ
+
+377
+00:27:08,040 --> 00:27:11,840
+في الـ agent إن أنا بدي أحدد البياس تبعتها واحدة
+
+378
+00:27:11,840 --> 00:27:14,220
+من البياس اللي هي ال environment حددنا إيش هي
+
+379
+00:27:14,220 --> 00:27:17,300
+أنواع ال environment الآن نشوف إيش أنواع ال agents
+
+380
+00:27:17,300 --> 00:27:23,820
+نفسها في عندي أربع أنواع أساسية لل agents، تمام؟
+
+381
+00:27:23,820 --> 00:27:28,100
+إن أول نوع أنا عندي simple reflex agent، النوع
+
+382
+00:27:28,100 --> 00:27:33,390
+التانيreflex agent بس بالإضافة لـ ال .. يعني
+
+383
+00:27:33,390 --> 00:27:36,370
+الإضافة اللي موجودة عليه إنه بيكون في عندي state
+
+384
+00:27:36,370 --> 00:27:40,630
+model تمام؟ وفي عندي goal based agent وفي عندي
+
+385
+00:27:40,630 --> 00:27:43,410
+utility based agent هنشوف الفرق بين هدول التنين
+
+386
+00:27:43,410 --> 00:27:48,090
+لإنه التنين هدول قريبين من بعض تمام؟ هدول كلهم
+
+387
+00:27:48,090 --> 00:27:50,830
+ممكن أن أنا راح أحولهم ل learning agent أيش معناة
+
+388
+00:27:50,830 --> 00:27:54,170
+هذا الكلام؟ إن هم ممكن يتعلموا بنفسهم ويطوروا من
+
+389
+00:27:54,170 --> 00:27:58,570
+أدائهموممكن ما تكونش الخاصية هذه موجودة عنده انه
+
+390
+00:27:58,570 --> 00:28:02,830
+يكون agent بشتغل بشكل ذكي اه بس ماعندهوش القدرة ان
+
+391
+00:28:02,830 --> 00:28:05,950
+هو يتعلم من الأخطاء او من ال environment اللي
+
+392
+00:28:05,950 --> 00:28:10,310
+بتكون موجودة عنده تمام؟
+
+393
+00:28:10,310 --> 00:28:12,350
+واضح؟
+
+394
+00:28:14,380 --> 00:28:18,720
+طيب نجي للنوع الأول النوع الأول هذا أبسط أنواع ال
+
+395
+00:28:18,720 --> 00:28:22,960
+agents فعليا بيكون أنا عندي هاي ال agent هذا ال
+
+396
+00:28:22,960 --> 00:28:26,620
+block هذا كله كامل هو ال agent إيش في عندي في ال
+
+397
+00:28:26,620 --> 00:28:30,660
+agent؟ شغلتان sensors و actuators
+
+398
+00:28:32,900 --> 00:28:36,300
+الـ Sensors اللي من خلالها بستشعر البيئة زي
+
+399
+00:28:36,300 --> 00:28:41,000
+الكاميرا، المايكروفون، الـ Infrared، sensor، كل
+
+400
+00:28:41,000 --> 00:28:44,560
+هذه الأشياء، Thermostat، درجة الحرارة، كل هذه
+
+401
+00:28:44,560 --> 00:28:48,300
+الأشياء، و ال Actuators اللي هي الأذرع الألية
+
+402
+00:28:48,300 --> 00:28:51,580
+تبعتي اللي من خلالها ممكن أنا أتنقل، مش بالضرورة
+
+403
+00:28:51,580 --> 00:28:55,460
+أنه تكون دراع يعني أنه ميكانيكية زي هيك، ممكن تكون
+
+404
+00:28:55,460 --> 00:28:58,800
+عبارة عن عجلات، ممكن تكون يعني أي شيء من هذا
+
+405
+00:28:58,800 --> 00:29:04,700
+القبيل، تمام؟الـ agent بيكون فيه ان عندي condition
+
+406
+00:29:04,700 --> 00:29:10,580
+action rules F و then إذا المنطقة هذه مش clean
+
+407
+00:29:10,580 --> 00:29:17,010
+نظفها إذا درجة الحرارة ارتفعت يبقى نقصهازي هيك،
+
+408
+00:29:17,010 --> 00:29:22,530
+تمام؟ يبقى الـ agent هذا إيش بده يسوي؟ بده يستشعر
+
+409
+00:29:22,530 --> 00:29:25,770
+البيئة اللي موجودة حواليه من خلال الـ sensor ويسأل
+
+410
+00:29:25,770 --> 00:29:33,170
+سؤال إن what the world is look is like now كيف شكل
+
+411
+00:29:33,170 --> 00:29:35,730
+ال environment حاليًا وبيناني على شكل ال
+
+412
+00:29:35,730 --> 00:29:39,070
+environment حاليًا أو يعني .. يعني وضع ال
+
+413
+00:29:39,070 --> 00:29:42,290
+environment حاليًا بده يسأل إن what action should
+
+414
+00:29:42,290 --> 00:29:45,490
+I do؟أنا في عندي مجموعة من ال actions بدوا يختار
+
+415
+00:29:45,490 --> 00:29:48,690
+ال action المناسب طب لو أصيغنا هذا الكلام أنه ك
+
+416
+00:29:48,690 --> 00:29:51,790
+programming ك pseudocode يبقى بدي أعرف هنا
+
+417
+00:29:51,790 --> 00:29:58,030
+function اسمها reflex vacuum agent شو بتاخد؟
+
+418
+00:29:58,030 --> 00:30:02,650
+شغلتين من ال environment إيش هما؟ ال location و ال
+
+419
+00:30:02,650 --> 00:30:06,070
+state ال location أنا وين موجود؟ احنا أخدنا في ال
+
+420
+00:30:06,070 --> 00:30:08,590
+agent ال vacuum cleaner بشكل مبسط إنه في عنده two
+
+421
+00:30:08,590 --> 00:30:12,880
+sides A و B صح؟و ممكن يكون انا عندى اعمله extend
+
+422
+00:30:12,880 --> 00:30:16,680
+انه يكون على جد الغرفة هذه كلها تمام ممكن تكون في
+
+423
+00:30:16,680 --> 00:30:19,320
+تلاتة في تلاتة و التلاتة في تلاتة دى اقسمها
+
+424
+00:30:19,320 --> 00:30:22,580
+لمربعات ممكن يطلع عندى اتناشر مربع عشرين مربع
+
+425
+00:30:22,580 --> 00:30:26,440
+خمسين مربع على جد المساحة الصغيرة اللى انا بقسمها
+
+426
+00:30:26,440 --> 00:30:29,840
+مربعات فبالتالي هنا ال location ممكن ان عندي يطلع
+
+427
+00:30:29,840 --> 00:30:33,080
+اكتر من location عشرين location خمسين location حسب
+
+428
+00:30:33,080 --> 00:30:36,080
+المساحة فهذا ال location و ال state
+
+429
+00:30:39,390 --> 00:30:43,670
+إيش ال state تبع ال location؟ في عندي حلتين clean
+
+430
+00:30:43,670 --> 00:30:49,550
+و dirty clean و dirty طبعاً هاي ال function شو
+
+431
+00:30:49,550 --> 00:30:54,650
+بترجع؟ action يبقى عبارة عندها لبرمجية بشكل مبسط
+
+432
+00:30:54,650 --> 00:31:00,410
+بس تدعيها إيش بديها؟ شغلتان الموقع و ال status و
+
+433
+00:31:00,410 --> 00:31:05,470
+الحالة موقع الحالي و ال status اللي هو clean و لا
+
+434
+00:31:05,470 --> 00:31:11,360
+dirty شو بترجع؟ بناء على ال state هايبدها ترجع
+
+435
+00:31:11,360 --> 00:31:14,620
+action معين، شو تسوي؟ تتحرك يمين، تتحرك شمال،
+
+436
+00:31:14,620 --> 00:31:20,500
+تنظف، شو تسوي؟ تمام؟ يبقى هنا بدي أحدد هذه الجزئية
+
+437
+00:31:20,500 --> 00:31:29,400
+هذه موجودة هناif status is dirty then return سك ال
+
+438
+00:31:29,400 --> 00:31:34,960
+action سك يعني انه يشفط يعني هي عبارة عن vacuum
+
+439
+00:31:34,960 --> 00:31:40,740
+cleaner يعني .. يعني انه بده يشفط الغبار او الوسخ
+
+440
+00:31:40,740 --> 00:31:47,340
+تمام؟ فبالتالي ان ال action سك يعني اتضلك مكانك و
+
+441
+00:31:47,340 --> 00:31:52,040
+اعمل ال action انه سك اشفط ال .. ال .. الاوساخ دول
+
+442
+00:31:52,530 --> 00:31:59,730
+إذا ال location A تمام else طبعاً لما أحكي else في
+
+443
+00:31:59,730 --> 00:32:06,770
+المفهوم البرمجة شو معنى هذا الكلام الحالة
+
+444
+00:32:06,770 --> 00:32:10,010
+المغايرة إيش هي الحالة المغايرة أنه يكون هذا ال
+
+445
+00:32:10,010 --> 00:32:15,950
+condition false إيش معناته إيش
+
+446
+00:32:15,950 --> 00:32:21,420
+عكس ال dirty clean تمام فبالتالي إنه elseبكون
+
+447
+00:32:21,420 --> 00:32:25,040
+ارجعت للمنطقة هذه و بكون متأكد ان ال status clean
+
+448
+00:32:25,040 --> 00:32:27,980
+و هنا انا كنت في ال location ايه؟ معناه ذلك ان انا
+
+449
+00:32:27,980 --> 00:32:30,700
+في ال location ايه؟ و ايش كمان؟ clean معناه ذلك ان
+
+450
+00:32:30,700 --> 00:32:38,100
+ال reaction right else تمام؟
+
+451
+00:32:40,180 --> 00:32:44,760
+الـ location ديرتي ال status ديرتي و ال location
+
+452
+00:32:44,760 --> 00:32:49,660
+مش a يبقى هذا false يبقى هذه الحالة اللي هي b يبقى
+
+453
+00:32:49,660 --> 00:32:54,720
+clean و b معناه ذلك انه ال action right طبعا هذه
+
+454
+00:32:54,720 --> 00:33:00,040
+الرسمة انه ارجع انه اوضحكم إياها زي هيك انا في
+
+455
+00:33:00,040 --> 00:33:08,700
+عندي two sides هذا a وهذا b بهذا الشكلتمام؟ و هنا
+
+456
+00:33:08,700 --> 00:33:13,980
+عندي ال agent بيكون موجود في عنده الخيار يتحرك
+
+457
+00:33:13,980 --> 00:33:18,600
+right أو يتحرك left حسب ال status اللي موجودة هنا
+
+458
+00:33:18,600 --> 00:33:28,300
+ان هنا في أوساخ تمام؟ او مافيش أوساخ طيب
+
+459
+00:33:28,300 --> 00:33:34,700
+فعليا لو احنا طلعنا على هذا ال agent هو انه ال
+
+460
+00:33:34,700 --> 00:33:40,660
+symbolvery limited intelligence لأنه مش هالذكاء
+
+461
+00:33:40,660 --> 00:33:46,340
+اللي موجود فيه انه بص مجرد انه fl تمام هل بيعتمد
+
+462
+00:33:46,340 --> 00:33:50,940
+على ال percept history لو
+
+463
+00:33:50,940 --> 00:33:54,840
+يجينا نتطلعنا في البرمجة تبعتها ايش موجود بتطلع
+
+464
+00:33:54,840 --> 00:33:58,140
+على ال state الحالية على ال location الحالي و ال
+
+465
+00:33:58,140 --> 00:34:01,380
+state هل تطلع على ال actions السابق لأ مفيش فيه
+
+466
+00:34:01,380 --> 00:34:06,900
+percept history تمام فقط ال current perceptفقط
+
+467
+00:34:06,900 --> 00:34:10,720
+لستات الحالية هل بيحتاج ذاكرة عشان يخزن ال
+
+468
+00:34:10,720 --> 00:34:15,920
+history؟ لا، مابيحتاج، تمام؟ مشكلته أنه ممكن أن هو
+
+469
+00:34:15,920 --> 00:34:22,800
+يدخل في infinite loop تمام؟
+
+470
+00:34:22,800 --> 00:34:26,920
+أنه على سبيل المثال ماقدرش أنه يعمل observe لل
+
+471
+00:34:26,920 --> 00:34:31,220
+location وارد ولا مش وارد؟ وارد، ممكن يدخل في loop
+
+472
+00:34:31,220 --> 00:34:34,380
+أنه يظل يروح يمين وشمال، يمين وشمال، يمين وشمال،
+
+473
+00:34:34,380 --> 00:34:43,490
+تمام؟فبالتالي إحنا ممكن نعمل حل لهذا الموضوع إنه
+
+474
+00:34:43,490 --> 00:34:47,290
+نعمل randomize لل action عشان نطلع نعمل break لل
+
+475
+00:34:47,290 --> 00:34:51,690
+loop هاي أو ممكن أحط thermostat
+
+476
+00:34:56,030 --> 00:34:58,970
+يعني مقياس لدرجة الحرارة أو يعني منظم لدرجة
+
+477
+00:34:58,970 --> 00:35:01,970
+الحرارة أنه لو دلوا يروح يمين وشمال معناه ذلك أنه
+
+478
+00:35:01,970 --> 00:35:05,310
+في شي يعني أنه يعني أنه يعمل break لل loop هاي
+
+479
+00:35:05,310 --> 00:35:11,030
+تمام؟ هاي الشغل أحنا شفناها أنه كمثال لل vacuum
+
+480
+00:35:11,030 --> 00:35:18,390
+cleaner هل أنا ممكن أطبقها على الشطرانش؟ ليش لا؟
+
+481
+00:35:18,390 --> 00:35:23,960
+ممكنولكن إنه هي مش فكرة كويسة إن أنا أسويها، إنه
+
+482
+00:35:23,960 --> 00:35:28,800
+من ناحية إمكانية فنية ممكن، لكن إنه هل من الصح إن
+
+483
+00:35:28,800 --> 00:35:31,540
+أنا أسوي شغل زي هيك وما أتطلعش على ال history وما
+
+484
+00:35:31,540 --> 00:35:33,980
+أتطلعش إنه أققش ال actions اللي ممكن تكون موجودة
+
+485
+00:35:33,980 --> 00:35:37,140
+قدام؟ بالإضافة إنه جداش ال possible states اللي
+
+486
+00:35:37,140 --> 00:35:39,800
+موجودة لعندي في الشطرانش، في ال vacuum كليرا، احنا
+
+487
+00:35:39,800 --> 00:35:43,710
+شوفنا أنا عندي location A و Bأما في الشطرانج أنا
+
+488
+00:35:43,710 --> 00:35:45,970
+جديش أنا عندي عدد الخنات في الشطرانج و جديش أنا
+
+489
+00:35:45,970 --> 00:35:49,770
+عندي عدد أحجار الشطرانج فبالتالي ال look up table
+
+490
+00:35:49,770 --> 00:35:57,210
+تبعي راح يكون 35 مرفوع للقوة 100 entry لكل ال game
+
+491
+00:35:57,210 --> 00:36:02,590
+كلها فبالتالي مش من الحكمة أنه أطبق هذا الأسلوب في
+
+492
+00:36:02,590 --> 00:36:04,510
+الشطرانج عندنا نشوف ان شاء الله في ال game I'm
+
+493
+00:36:04,510 --> 00:36:07,870
+playing أن أنا فيه عندي algorithm ممكن أطبقه في
+
+494
+00:36:07,870 --> 00:36:14,450
+الشطرانج اسمه minmaxطبعا؟ طيب، لو أجينا بدنا ندخل
+
+495
+00:36:14,450 --> 00:36:19,390
+الـ history في الموضوع يعني هنا بدي أدخل ال status
+
+496
+00:36:19,390 --> 00:36:25,470
+أنه beyond reflexes خلينا نتذكر أن ال agent
+
+497
+00:36:25,470 --> 00:36:30,150
+function ك formulation تبعها أن هذه ال function
+
+498
+00:36:30,150 --> 00:36:34,370
+نقطتين علاشة بتتطلع على ال percept history وبناء
+
+499
+00:36:34,370 --> 00:36:35,730
+عليه بتاخد action معينة
+
+500
+00:36:38,300 --> 00:36:41,560
+يبقى ال agent program بيحتوي على agent function
+
+501
+00:36:41,560 --> 00:36:46,500
+إيش بتعمل ال function هذه بتعمل maintain لل
+
+502
+00:36:46,500 --> 00:36:50,560
+internal state في ال internal state بيكون في عندي
+
+503
+00:36:50,560 --> 00:36:56,840
+معلومات عن ال external environment يبقى كمان مرة
+
+504
+00:36:56,840 --> 00:37:00,740
+ال agent function أو ال agent program فيه function
+
+505
+00:37:00,740 --> 00:37:04,160
+خاصة اسمها ال agent function اس وظيفتها تعمل
+
+506
+00:37:04,160 --> 00:37:08,290
+maintain لل internal stateمن ضمن الـ Internal
+
+507
+00:37:08,290 --> 00:37:14,610
+State لازم يعني يضم معلومات عن إيش عن الـ External
+
+508
+00:37:14,610 --> 00:37:18,670
+Environment فبالتالي إن الـ State depends على الـ
+
+509
+00:37:18,670 --> 00:37:21,050
+History تبع الـ Percept هنا دخلنا الـ History
+
+510
+00:37:21,050 --> 00:37:28,370
+فبالتالي هاي راح تتغير لهاي إنه الـ Function إنه
+
+511
+00:37:28,370 --> 00:37:31,290
+أيش بدي أسوي؟ بدي أخد الـ Percept History كل ما
+
+512
+00:37:31,290 --> 00:37:35,110
+تلاقي Star معنادلك إنه History بالإضافة لإيش؟ الـ
+
+513
+00:37:35,110 --> 00:37:39,330
+Action Historyعشان اشوف ايش ال current state عشان
+
+514
+00:37:39,330 --> 00:37:44,130
+اخد action معين هذا ال history تبع ال action هذا
+
+515
+00:37:44,130 --> 00:37:50,490
+action الحالي او ال action اللي انا بدي اخده طبعا
+
+516
+00:37:50,490 --> 00:37:54,890
+يبقى هنا ايش الاختلاف من هاي لهاي ان انا دخلت في
+
+517
+00:37:54,890 --> 00:37:57,650
+الموضوع هنا ال history ال history تبع شغل تاني
+
+518
+00:37:57,650 --> 00:38:00,630
+اللي هو ال percept و ال actions السابقة اللي انا
+
+519
+00:38:00,630 --> 00:38:04,690
+اخدها طبعا بيكون انا عندى state معينة عشان اخد ال
+
+520
+00:38:04,690 --> 00:38:04,910
+next
+
+521
+00:38:07,760 --> 00:38:13,640
+action تمام؟ هجيت لو كل ال internal states معروفة
+
+522
+00:38:13,640 --> 00:38:19,920
+بشكل مسبق معناه ذلك أنه بيصير Markovian Markov
+
+523
+00:38:19,920 --> 00:38:25,420
+model أنه على سبيل المثال أنه معلش خليني أنه يعني
+
+524
+00:38:25,420 --> 00:38:28,980
+أوضحلكم إيش ال Markovian model أنه أنا بيكون في
+
+525
+00:38:28,980 --> 00:38:30,760
+عندي أو خليني أوضحلكم إياها على اللوح
+
+526
+00:38:37,810 --> 00:38:41,770
+إنه لو بيكون في عندي state معينة طبعا ممكن أنتقل
+
+527
+00:38:41,770 --> 00:38:44,870
+من ال state هذه ل state تانية و من ال state
+
+528
+00:38:44,870 --> 00:38:48,410
+التانية هذه هيك بدي أكون سهم هذه ممكن أنتقل ل
+
+529
+00:38:48,410 --> 00:38:52,270
+state تالتة إذا أنا كنت في ال state هذه ممكن أرجع
+
+530
+00:38:52,270 --> 00:38:58,150
+لل state هذه بهذا الشكل هنا أقاس واحد هنا أقاس
+
+531
+00:38:58,150 --> 00:39:00,690
+اتنين هنا أقاس تلاتة
+
+532
+00:39:02,890 --> 00:39:07,630
+الـ state هذه بقدرش أرجع من S2 لـ S3 بس في عندي
+
+533
+00:39:07,630 --> 00:39:17,790
+خيار أنه أنا أروح لـ S1 أو S4 وهكذا إذا هذه
+
+534
+00:39:17,790 --> 00:39:21,450
+المعلومات كلها معروفة بشكل مسبق معناه ذلك أنه
+
+535
+00:39:21,450 --> 00:39:23,370
+بيصير ال model هذا Markov model
+
+536
+00:39:29,570 --> 00:39:32,210
+طبعا كل ال states أنا عندي معروفة بشكل مسبق
+
+537
+00:39:32,210 --> 00:39:35,810
+والمعلومات هذه معروفة بشكل مسبق والانتقالات بينتها
+
+538
+00:39:35,810 --> 00:39:39,670
+يعني معروفة بشكل مسبق معناه ذلك أنه انه الانتقال
+
+539
+00:39:39,670 --> 00:39:44,750
+من S1 ل S4 مباشرة مستحيل أو هل في انتقال مثلا من
+
+540
+00:39:44,750 --> 00:39:50,210
+S2 ل S4 بشكل مباشر لأ أنا بعرف أنه لازم أمر بـ S2
+
+541
+00:39:50,210 --> 00:39:56,330
+S2 احتمال أرجع هناأو أنه أروح هنا S3 ممكن أرجع ل
+
+542
+00:39:56,330 --> 00:40:03,290
+S1 S3 بروح ل S4 و هكذا هي ساهم زي هيك تمام؟ واضح؟
+
+543
+00:40:03,290 --> 00:40:11,730
+و هذا ساهم زي هيك واضح؟
+
+544
+00:40:11,730 --> 00:40:18,230
+طيب نشوف
+
+545
+00:40:18,230 --> 00:40:21,790
+الآن أنه في ال game theory أنه ال states و ال
+
+546
+00:40:21,790 --> 00:40:28,350
+memoryإذا الـ states تحتوي معلومات على الـ percept
+
+547
+00:40:28,350 --> 00:40:34,430
+والـ action اللي قدّت لهذا الـ percept معناه ذلك
+
+548
+00:40:34,430 --> 00:40:38,850
+إنه الـ status base بنسميه perfect إنه في عنده
+
+549
+00:40:38,850 --> 00:40:42,010
+perfect recall perfect recall المقصود فيها إنه هي
+
+550
+00:40:42,010 --> 00:40:45,790
+perfect information زائد إنه fully observability
+
+551
+00:40:45,790 --> 00:40:50,950
+زائد deterministic action كمان مرة في ال game
+
+552
+00:40:50,950 --> 00:40:57,410
+theoryإذا كان في عندي states و memory داكرة عن كل
+
+553
+00:40:57,410 --> 00:41:00,650
+ال states السابقة و كل ال action اللي قدت لهذه ال
+
+554
+00:41:00,650 --> 00:41:06,130
+state يبجى هنا إنه في كل state تحتوي معلومات عن ال
+
+555
+00:41:06,130 --> 00:41:10,130
+perception و كل ال action اللي قدت لل state
+
+556
+00:41:10,130 --> 00:41:14,430
+الحالية لل perception الحالي معنى ذلك إنه ال
+
+557
+00:41:14,430 --> 00:41:19,590
+status base تبعي لما أقول status base إيش معناته
+
+558
+00:41:22,380 --> 00:41:25,820
+كل الحالات تبعة الـ Environment لسه احنا يعني
+
+559
+00:41:25,820 --> 00:41:29,240
+هورجيكم ان شاء الله في الـ Status Base أنه احنا
+
+560
+00:41:29,240 --> 00:41:31,460
+هنشوفه في الـ Vacuum Cleaner أنه أيش الـ Status
+
+561
+00:41:31,460 --> 00:41:34,440
+Base في الـ Chess Ranch هنشوفه هنشوفه في لعبة الـ
+
+562
+00:41:34,440 --> 00:41:37,480
+Eight Puzzle أنه أيش الـ Status Base أنه هذه أنه
+
+563
+00:41:37,480 --> 00:41:41,980
+هي اللي هي يعني مجموعة ال States الممكنة ل
+
+564
+00:41:41,980 --> 00:41:46,300
+Environment معينة بالظبط، تمام؟ معناه ذلك أنه الـ
+
+565
+00:41:46,300 --> 00:41:53,970
+Status Base عندها Perfect Recordطيب الـ Perfect
+
+566
+00:41:53,970 --> 00:41:56,950
+Recall مع شألها تانية إيش بيديني Perfect
+
+567
+00:41:56,950 --> 00:42:00,110
+Information يبقى الـ Perfect Information هنا أنه
+
+568
+00:42:00,110 --> 00:42:03,770
+يعني بيكون في عندي Perfect Recall بالإضافة لـ
+
+569
+00:42:03,770 --> 00:42:07,130
+Fully Observability إنه نوع ال environment إنه
+
+570
+00:42:07,130 --> 00:42:11,210
+Fully Observable بالإضافة إنه Deterministic
+
+571
+00:42:11,210 --> 00:42:15,410
+Actions محددة بشكل مسبق وعارف إيش نتيجة طبعتها،
+
+572
+00:42:15,410 --> 00:42:17,790
+طبعا؟ مع أن ذلك إن أنا بيكون في عندي Perfect
+
+573
+00:42:17,790 --> 00:42:22,090
+Information عن كلالأشياء اللي ممكن تصير أنا عندي
+
+574
+00:42:22,090 --> 00:42:29,590
+في ال environment تمام؟
+
+575
+00:42:29,590 --> 00:42:34,110
+طيب
+
+576
+00:42:34,110 --> 00:42:37,850
+إحنا باقي عندنا
+
+577
+00:42:37,850 --> 00:42:42,170
+ال goal based agent إنه بيكون فيه عندي goal معين
+
+578
+00:42:42,170 --> 00:42:47,800
+تمام؟و باقي عندي ال utility based و ال learning و
+
+579
+00:42:47,800 --> 00:42:51,140
+ناخد big picture على الموضوع و ال summary خلّي ..
+
+580
+00:42:51,140 --> 00:42:55,920
+خلّينا يعني هذه الأشياء أنه لأنه يعني محتاجة أنه
+
+581
+00:42:55,920 --> 00:43:00,940
+شوية نفصل فيها أنه نحكي عنها المحاضرة الجاية إن
+
+582
+00:43:00,940 --> 00:43:06,260
+شاء الله فيبقى خلّينا نتوقف هنا عند هاي ال slide
+
+583
+00:43:06,260 --> 00:43:11,480
+في حدا عنده سؤال أو أي استفسار؟ يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..805055fd3bf24751c74d5c663ce9c41179cf5663
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.json
@@ -0,0 +1 @@
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{"start": 6.53, "end": 6.83, "word": " الرحمن", "probability": 0.9599609375}, {"start": 6.83, "end": 7.19, "word": " الرحيم", "probability": 0.9899088541666666}, {"start": 7.19, "end": 7.55, "word": " نرحب", "probability": 0.8121337890625}, {"start": 7.55, "end": 7.85, "word": " فيكم", "probability": 0.8857421875}, {"start": 7.85, "end": 8.11, "word": " في", "probability": 0.95263671875}, {"start": 8.11, "end": 8.85, "word": " المحاضرة", "probability": 0.964599609375}, {"start": 8.85, "end": 10.79, "word": " التالتة", "probability": 0.94677734375}, {"start": 10.79, "end": 10.95, "word": " في", "probability": 0.908203125}, {"start": 10.95, "end": 11.23, "word": " الذكاء", "probability": 0.9879557291666666}, {"start": 11.23, "end": 11.79, "word": " الاصطناعي", "probability": 0.8702799479166666}, {"start": 11.79, "end": 12.01, "word": " في", "probability": 0.7568359375}, {"start": 12.01, "end": 12.59, "word": " هذه", "probability": 0.51318359375}, {"start": 12.59, "end": 13.55, "word": " 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الأحداث بتتصير بالشكل عشوائي أنه حدا يعدي أو ماحدش أنه يعدي، تمام؟ العامل التالت هو أنه episodic مقابل sequential", "tokens": [17227, 3341, 7872, 49429, 5296, 10721, 22807, 34051, 8032, 1211, 14739, 3224, 39896, 3615, 16254, 11331, 28259, 9154, 3714, 2304, 9640, 3794, 9673, 8592, 40294, 41891, 49429, 5296, 10721, 22807, 37495, 22653, 3714, 43020, 29538, 16247, 24401, 5718, 104, 39894, 2655, 9381, 13546, 20666, 8592, 28820, 6225, 8592, 2407, 16373, 1829, 14739, 3224, 11331, 28259, 37495, 16254, 34051, 19446, 24401, 8592, 14739, 3224, 37495, 16254, 12399, 46811, 10943, 22807, 18863, 10943, 1211, 16712, 6027, 2655, 31439, 14739, 3224, 39200, 299, 3714, 4587, 16758, 1211, 42881], "avg_logprob": -0.1964026091750278, "compression_ratio": 1.6649484536082475, "no_speech_prob": 4.947185516357422e-06, "words": [{"start": 421.2, "end": 422.02, "word": "traffic", "probability": 0.78076171875}, {"start": 422.02, "end": 422.32, "word": " jam", "probability": 0.97021484375}, {"start": 422.32, "end": 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بيقتضي أنه تصير وراها شغلة تانية أما episodic بيكون أن الأحداث عرضية مالهاش علاقة ببعض تمام؟ واضح الأمور لغاية الآن؟ أما العامل", "tokens": [595, 271, 378, 299, 20449, 1863, 7578, 29910, 23275, 14739, 16247, 24401, 5718, 104, 39894, 30544, 8978, 11296, 6225, 43042, 10632, 4032, 15042, 41185, 8592, 8978, 11296, 6055, 3794, 1211, 3794, 1211, 5551, 15042, 2423, 42881, 14739, 3224, 4724, 1829, 30544, 8978, 11296, 6055, 3794, 1211, 3794, 1211, 8978, 16247, 24401, 5718, 104, 37495, 22653, 45164, 20328, 9640, 2655, 13412, 17082, 37977, 23758, 4724, 1829, 38149, 11242, 1829, 14739, 3224, 6055, 9381, 13546, 4032, 23557, 11296, 13412, 17082, 37977, 6055, 7649, 10632, 5551, 15042, 39200, 299, 4724, 1829, 30544, 14739, 16247, 24401, 5718, 104, 6225, 43042, 10632, 19446, 43761, 33599, 11203, 995, 28671, 4724, 3555, 3615, 11242, 46811, 10943, 22807, 4032, 46958, 5016, 16247, 2304, 13063, 5296, 17082, 995, 10632, 6024, 48506, 22807, 5551, 15042, 18863, 10943, 1211], "avg_logprob": 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"temperature": 1.0}, {"id": 20, "seek": 47048, "start": 464.08, "end": 470.48, "text": "اللي بعده اللي هو static مقابل dynamic static طبعا ال environment بيكون ثابتة", "tokens": [6027, 20292, 39182, 3224, 13672, 1829, 31439, 13437, 3714, 4587, 16758, 1211, 8546, 13437, 23032, 3555, 3615, 995, 2423, 2823, 4724, 1829, 30544, 38637, 16758, 2655, 3660], "avg_logprob": -0.07010323501058988, "compression_ratio": 1.1428571428571428, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 464.08, "end": 464.48, "word": "اللي", "probability": 0.93994140625}, {"start": 464.48, "end": 464.82, "word": " بعده", "probability": 0.926025390625}, {"start": 464.82, "end": 464.96, "word": " اللي", "probability": 0.9208984375}, {"start": 464.96, "end": 465.12, "word": " هو", "probability": 0.9892578125}, {"start": 465.12, "end": 465.56, "word": " static", "probability": 0.92529296875}, {"start": 465.56, "end": 466.22, "word": " مقابل", "probability": 0.9407958984375}, {"start": 466.22, "end": 466.78, 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.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و .. و", "tokens": [3555, 6027, 46958, 31845, 3660, 5296, 39184, 3069, 13672, 1829, 31439, 3714, 43020, 7251, 3794, 45865, 45164, 41850, 6225, 9640, 5172, 21542, 6027, 3660, 21542, 6027, 10632, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 4386, 4032, 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7578, 34105, 4724, 16254, 5551, 24401, 3215, 29538, 25724, 11622, 19986, 10632, 29538, 3714, 29245, 23328, 3660, 34105], "avg_logprob": -0.15030317875876356, "compression_ratio": 1.5070422535211268, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1870.42, "end": 1870.86, "word": "بدها", "probability": 0.59466552734375}, {"start": 1870.86, "end": 1871.36, "word": " ترجع", "probability": 0.8248697916666666}, {"start": 1871.36, "end": 1871.66, "word": " action", "probability": 0.888671875}, {"start": 1871.66, "end": 1872.06, "word": " معين،", "probability": 0.8414713541666666}, {"start": 1872.06, "end": 1872.18, "word": " شو", "probability": 0.76708984375}, {"start": 1872.18, "end": 1872.98, "word": " تسوي؟", "probability": 0.869873046875}, {"start": 1872.98, "end": 1873.44, "word": " تتحرك", "probability": 0.9669189453125}, {"start": 1873.44, "end": 1873.8, "word": " يمين،", "probability": 0.85693359375}, {"start": 1873.8, "end": 1874.18, "word": " تتحرك", "probability": 0.99462890625}, {"start": 1874.18, "end": 1874.62, "word": " شمال،", "probability": 0.91015625}, {"start": 1874.62, "end": 1875.32, "word": " تنظف،", "probability": 0.90185546875}, {"start": 1875.32, "end": 1875.44, "word": " شو", "probability": 0.9501953125}, {"start": 1875.44, "end": 1876.36, "word": " تسوي؟", "probability": 0.9605712890625}, {"start": 1876.36, "end": 1877.44, "word": " تمام؟", "probability": 0.748046875}, {"start": 1877.44, "end": 1877.74, "word": " يبقى", "probability": 0.965087890625}, {"start": 1877.74, "end": 1877.94, "word": " هنا", "probability": 0.98779296875}, {"start": 1877.94, "end": 1878.36, "word": " بدي", "probability": 0.76416015625}, {"start": 1878.36, "end": 1879.2, "word": " أحدد", "probability": 0.9386393229166666}, {"start": 1879.2, "end": 1879.98, "word": " هذه", "probability": 0.95068359375}, {"start": 1879.98, "end": 1880.5, "word": " الجزئية", "probability": 0.9539794921875}, {"start": 1880.5, "end": 1880.74, "word": " هذه", "probability": 0.37158203125}, {"start": 1880.74, "end": 1881.62, "word": " موجودة", "probability": 0.8846435546875}, {"start": 1881.62, "end": 1881.8, "word": " هنا", "probability": 0.99462890625}], "temperature": 1.0}, {"id": 78, "seek": 191204, "start": 1883.84, "end": 1912.04, "text": "if status is dirty then return سك ال action سك يعني انه يشفط يعني هي عبارة عن vacuum cleaner يعني .. يعني انه بده يشفط الغبار او الوسخ تمام؟ فبالتالي ان ال action سك يعني اتضلك مكانك و اعمل ال action انه سك اشفط ال .. ال .. الاوساخ دول", "tokens": [351, 6558, 307, 9360, 550, 2736, 8608, 4117, 2423, 3069, 8608, 4117, 37495, 22653, 16472, 3224, 7251, 8592, 5172, 9566, 37495, 22653, 39896, 6225, 3555, 9640, 3660, 18871, 14224, 16532, 37495, 22653, 4386, 37495, 22653, 16472, 3224, 47525, 3224, 7251, 8592, 5172, 9566, 6024, 118, 3555, 9640, 1975, 2407, 2423, 41779, 9778, 46811, 10943, 22807, 6156, 3555, 6027, 2655, 6027, 1829, 16472, 2423, 3069, 8608, 4117, 37495, 22653, 1975, 2655, 11242, 23275, 3714, 41361, 4117, 4032, 1975, 25957, 1211, 2423, 3069, 16472, 3224, 8608, 4117, 1975, 8592, 5172, 9566, 2423, 4386, 2423, 4386, 42963, 2407, 3794, 47283, 11778, 12610], "avg_logprob": -0.21453124701976775, "compression_ratio": 1.841025641025641, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1883.84, "end": 1884.18, "word": "if", "probability": 0.43603515625}, {"start": 1884.18, "end": 1884.76, "word": " status", "probability": 0.9228515625}, {"start": 1884.76, "end": 1885.06, "word": " is", "probability": 0.95361328125}, {"start": 1885.06, "end": 1885.5, "word": " dirty", "probability": 0.7958984375}, {"start": 1885.5, "end": 1886.56, "word": " then", "probability": 0.73828125}, {"start": 1886.56, "end": 1887.26, "word": " return", "probability": 0.93359375}, {"start": 1887.26, "end": 1888.12, "word": " سك", "probability": 0.51080322265625}, {"start": 1888.12, "end": 1889.4, "word": " ال", "probability": 0.61572265625}, {"start": 1889.4, "end": 1889.72, "word": " action", "probability": 0.83203125}, {"start": 1889.72, "end": 1890.82, "word": " سك", "probability": 0.890625}, {"start": 1890.82, "end": 1891.08, "word": " يعني", "probability": 0.96435546875}, {"start": 1891.08, "end": 1891.64, "word": " انه", "probability": 0.6541748046875}, {"start": 1891.64, "end": 1893.02, "word": " يشفط", "probability": 0.97802734375}, {"start": 1893.02, "end": 1893.88, "word": " يعني", "probability": 0.91845703125}, {"start": 1893.88, "end": 1894.22, "word": " هي", "probability": 0.8857421875}, {"start": 1894.22, "end": 1894.52, "word": " عبارة", "probability": 0.991455078125}, {"start": 1894.52, "end": 1894.66, "word": " عن", "probability": 0.99658203125}, {"start": 1894.66, "end": 1894.96, "word": " vacuum", "probability": 0.94384765625}, {"start": 1894.96, "end": 1895.46, "word": " cleaner", "probability": 0.92529296875}, {"start": 1895.46, "end": 1896.24, "word": " يعني", "probability": 0.96044921875}, {"start": 1896.24, "end": 1896.5, "word": " ..", "probability": 0.327392578125}, {"start": 1896.5, "end": 1897.26, "word": " يعني", "probability": 0.9111328125}, {"start": 1897.26, "end": 1897.7, "word": " انه", "probability": 0.803955078125}, {"start": 1897.7, "end": 1898.04, "word": " بده", "probability": 0.643310546875}, {"start": 1898.04, "end": 1898.36, "word": " يشفط", "probability": 0.9964599609375}, {"start": 1898.36, "end": 1899.1, "word": " الغبار", "probability": 0.8262939453125}, {"start": 1899.1, "end": 1899.38, "word": " او", "probability": 0.825927734375}, {"start": 1899.38, "end": 1900.74, "word": " الوسخ", "probability": 0.82666015625}, {"start": 1900.74, "end": 1902.68, "word": " تمام؟", "probability": 0.6708170572916666}, {"start": 1902.68, "end": 1903.58, "word": " فبالتالي", "probability": 0.9768880208333334}, {"start": 1903.58, "end": 1903.74, "word": " ان", "probability": 0.8486328125}, {"start": 1903.74, "end": 1903.84, "word": " ال", "probability": 0.96875}, {"start": 1903.84, "end": 1904.14, "word": " action", "probability": 0.98388671875}, {"start": 1904.14, "end": 1904.58, "word": " سك", "probability": 0.685791015625}, {"start": 1904.58, "end": 1905.26, "word": " يعني", "probability": 0.98291015625}, {"start": 1905.26, "end": 1905.68, "word": " اتضلك", "probability": 0.6202392578125}, {"start": 1905.68, "end": 1906.3, "word": " مكانك", "probability": 0.99609375}, {"start": 1906.3, "end": 1907.34, "word": " و", "probability": 0.407470703125}, {"start": 1907.34, "end": 1907.64, "word": " اعمل", "probability": 0.9480794270833334}, {"start": 1907.64, "end": 1907.74, "word": " ال", "probability": 0.9931640625}, {"start": 1907.74, "end": 1908.0, "word": " action", "probability": 0.98388671875}, {"start": 1908.0, "end": 1908.3, "word": " انه", "probability": 0.91796875}, {"start": 1908.3, "end": 1908.52, "word": " سك", "probability": 0.927001953125}, {"start": 1908.52, "end": 1909.06, "word": " اشفط", "probability": 0.851318359375}, {"start": 1909.06, "end": 1910.16, "word": " ال", "probability": 0.8203125}, {"start": 1910.16, "end": 1910.16, "word": " ..", "probability": 0.8798828125}, {"start": 1910.16, "end": 1910.68, "word": " ال", "probability": 0.6904296875}, {"start": 1910.68, "end": 1910.68, "word": " ..", "probability": 0.89306640625}, {"start": 1910.68, "end": 1911.76, "word": " الاوساخ", "probability": 0.5938720703125}, {"start": 1911.76, "end": 1912.04, "word": " دول", "probability": 0.677490234375}], "temperature": 1.0}, {"id": 79, "seek": 194041, "start": 1912.53, "end": 1940.41, "text": "إذا ال location A تمام else طبعاً لما أحكي else في المفهوم البرمجة شو معنى هذا الكلام الحالة المغايرة إيش هي الحالة المغايرة أنه يكون هذا ال condition false إيش معناته إيش عكس ال dirty clean تمام فبالتالي إنه else", "tokens": [28814, 15730, 2423, 4914, 316, 46811, 10943, 1646, 23032, 3555, 3615, 995, 14111, 5296, 15042, 5551, 5016, 4117, 1829, 1646, 8978, 9673, 5172, 3224, 20498, 2423, 26890, 2304, 7435, 3660, 13412, 2407, 20449, 1863, 7578, 23758, 2423, 28820, 10943, 21542, 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طبعاً", "probability": 0.834716796875}, {"start": 1918.85, "end": 1918.97, "word": " لما", "probability": 0.9365234375}, {"start": 1918.97, "end": 1919.35, "word": " أحكي", "probability": 0.9453125}, {"start": 1919.35, "end": 1919.59, "word": " else", "probability": 0.89501953125}, {"start": 1919.59, "end": 1919.73, "word": " في", "probability": 0.89306640625}, {"start": 1919.73, "end": 1921.33, "word": " المفهوم", "probability": 0.8328857421875}, {"start": 1921.33, "end": 1921.73, "word": " البرمجة", "probability": 0.8451171875}, {"start": 1921.73, "end": 1921.91, "word": " شو", "probability": 0.5892333984375}, {"start": 1921.91, "end": 1922.07, "word": " معنى", "probability": 0.7481282552083334}, {"start": 1922.07, "end": 1922.25, "word": " هذا", "probability": 0.6611328125}, {"start": 1922.25, "end": 1922.61, "word": " الكلام", "probability": 0.9705403645833334}, {"start": 1922.61, "end": 1926.77, "word": " الحالة", "probability": 0.8338216145833334}, {"start": 1926.77, "end": 1927.27, "word": " المغايرة", "probability": 0.83367919921875}, {"start": 1927.27, "end": 1927.59, "word": " إيش", "probability": 0.7285970052083334}, {"start": 1927.59, "end": 1927.73, "word": " هي", "probability": 0.9521484375}, {"start": 1927.73, "end": 1928.05, "word": " الحالة", "probability": 0.9912109375}, {"start": 1928.05, "end": 1928.53, "word": " المغايرة", "probability": 0.970458984375}, {"start": 1928.53, "end": 1929.49, "word": " أنه", "probability": 0.65283203125}, {"start": 1929.49, "end": 1929.71, "word": " يكون", "probability": 0.81103515625}, {"start": 1929.71, "end": 1929.91, "word": " هذا", "probability": 0.91748046875}, {"start": 1929.91, "end": 1930.01, "word": " ال", "probability": 0.91259765625}, {"start": 1930.01, "end": 1930.37, "word": " condition", "probability": 0.98974609375}, {"start": 1930.37, "end": 1931.77, "word": " false", "probability": 0.303955078125}, {"start": 1931.77, "end": 1932.23, "word": " إيش", "probability": 0.9109700520833334}, {"start": 1932.23, "end": 1932.67, "word": " معناته", "probability": 0.9327799479166666}, {"start": 1932.67, "end": 1935.95, "word": " إيش", "probability": 0.829345703125}, {"start": 1935.95, "end": 1936.27, "word": " عكس", "probability": 0.9954427083333334}, {"start": 1936.27, "end": 1936.43, "word": " ال", "probability": 0.96484375}, {"start": 1936.43, "end": 1936.73, "word": " dirty", "probability": 0.64892578125}, {"start": 1936.73, "end": 1937.95, "word": " clean", "probability": 0.60498046875}, {"start": 1937.95, "end": 1938.97, "word": " تمام", "probability": 0.91552734375}, {"start": 1938.97, "end": 1939.73, "word": " فبالتالي", "probability": 0.96484375}, {"start": 1939.73, "end": 1940.09, "word": " إنه", "probability": 0.6717529296875}, {"start": 1940.09, "end": 1940.41, "word": " else", "probability": 0.896484375}], "temperature": 1.0}, {"id": 80, "seek": 195810, "start": 1940.98, "end": 1958.1, "text": "بكون ارجعت للمنطقة هذه و بكون متأكد ان ال status clean و هنا انا كنت في ال location ايه؟ معناه ذلك ان انا في ال location ايه؟ و ايش كمان؟ clean معناه ذلك ان ال reaction right else تمام؟", "tokens": [3555, 30544, 1975, 47341, 34268, 5296, 19528, 1863, 9566, 28671, 29538, 4032, 4724, 30544, 44650, 10721, 4117, 3215, 16472, 2423, 6558, 2541, 4032, 34105, 1975, 8315, 9122, 29399, 8978, 2423, 4914, 1975, 1829, 3224, 22807, 20449, 8315, 3224, 29910, 23275, 16472, 1975, 8315, 8978, 2423, 4914, 1975, 1829, 3224, 22807, 4032, 1975, 1829, 8592, 9122, 2304, 7649, 22807, 2541, 20449, 8315, 3224, 29910, 23275, 16472, 2423, 5480, 558, 1646, 46811, 10943, 22807], "avg_logprob": -0.24422089204396288, "compression_ratio": 1.7048192771084338, "no_speech_prob": 1.3113021850585938e-06, "words": [{"start": 1940.98, "end": 1941.42, "word": "بكون", "probability": 0.901611328125}, {"start": 1941.42, "end": 1941.82, "word": " ارجعت", "probability": 0.4973551432291667}, {"start": 1941.82, "end": 1942.24, "word": " للمنطقة", "probability": 0.88779296875}, {"start": 1942.24, "end": 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في", "probability": 0.90380859375}, {"start": 1946.62, "end": 1946.68, "word": " ال", "probability": 0.81103515625}, {"start": 1946.68, "end": 1947.04, "word": " location", "probability": 0.990234375}, {"start": 1947.04, "end": 1947.38, "word": " ايه؟", "probability": 0.78466796875}, {"start": 1947.38, "end": 1947.6, "word": " معناه", "probability": 0.88037109375}, {"start": 1947.6, "end": 1947.78, "word": " ذلك", "probability": 0.962158203125}, {"start": 1947.78, "end": 1947.88, "word": " ان", "probability": 0.86328125}, {"start": 1947.88, "end": 1947.98, "word": " انا", "probability": 0.86279296875}, {"start": 1947.98, "end": 1948.08, "word": " في", "probability": 0.96533203125}, {"start": 1948.08, "end": 1948.14, "word": " ال", "probability": 0.94580078125}, {"start": 1948.14, "end": 1948.48, "word": " location", "probability": 0.9931640625}, {"start": 1948.48, "end": 1949.0, "word": " ايه؟", "probability": 0.91943359375}, {"start": 1949.0, "end": 1949.06, "word": " و", 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اللوح", "probability": 0.9290364583333334}], "temperature": 1.0}, {"id": 94, "seek": 234069, "start": 2317.81, "end": 2340.69, "text": "إنه لو بيكون في عندي state معينة طبعا ممكن أنتقل من ال state هذه ل state تانية و من ال state التانية هذه هيك بدي أكون سهم هذه ممكن أنتقل ل state تالتة إذا أنا كنت في ال state هذه ممكن أرجع لل state هذه بهذا الشكل هنا أقاس واحد هنا أقاس اتنين هنا أقاس تلاتة", "tokens": [28814, 1863, 3224, 45164, 4724, 1829, 30544, 8978, 18871, 16254, 1785, 20449, 9957, 3660, 23032, 3555, 3615, 995, 3714, 43020, 14739, 2655, 4587, 1211, 9154, 2423, 1785, 29538, 5296, 1785, 6055, 7649, 10632, 4032, 9154, 2423, 1785, 16712, 7649, 10632, 29538, 39896, 4117, 4724, 16254, 5551, 30544, 8608, 16095, 29538, 3714, 43020, 14739, 2655, 4587, 1211, 5296, 1785, 6055, 6027, 2655, 3660, 11933, 15730, 41850, 9122, 29399, 8978, 2423, 1785, 29538, 3714, 43020, 5551, 47341, 3615, 24976, 1785, 29538, 39627, 15730, 25124, 28820, 34105, 5551, 4587, 32277, 36764, 24401, 34105, 5551, 4587, 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في عندي خيار أنه أنا أروح لـ S1 أو S4 وهكذا إذا هذه المعلومات كلها معروفة بشكل مسبق معناه ذلك أنه بيصير ال model هذا Markov model", "tokens": [6027, 39184, 1785, 29538, 4724, 28543, 2288, 8592, 5551, 47341, 3615, 9154, 318, 17, 5296, 39184, 318, 18, 4724, 3794, 8978, 18871, 16254, 16490, 1829, 9640, 14739, 3224, 41850, 5551, 32887, 5016, 5296, 39184, 318, 16, 34051, 318, 19, 37037, 4117, 15730, 11933, 15730, 29538, 9673, 30241, 20498, 9307, 28242, 11296, 20449, 32887, 5172, 3660, 4724, 8592, 28820, 3714, 35457, 4587, 20449, 8315, 3224, 29910, 23275, 14739, 3224, 4724, 1829, 9381, 13546, 2423, 2316, 23758, 3934, 5179, 2316], "avg_logprob": -0.17167721783058554, "compression_ratio": 1.4756756756756757, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2342.89, "end": 2343.19, "word": "الـ", "probability": 0.729736328125}, {"start": 2343.19, "end": 2343.49, "word": " state", "probability": 0.56884765625}, {"start": 2343.49, "end": 2343.95, "word": " هذه", "probability": 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معروفة بشكل مسبق والانتقالات بينتها يعني معروفة بشكل مسبق معناه ذلك أنه انه الانتقال من S1 ل S4 مباشرة مستحيل أو هل في انتقال مثلا من S2 ل S4 بشكل مباشر لأ أنا بعرف أنه لازم أمر بـ S2 S2 احتمال أرجع هنا", "tokens": [9566, 3555, 3615, 995, 28242, 2423, 4368, 41850, 18871, 16254, 20449, 32887, 5172, 3660, 4724, 8592, 28820, 3714, 35457, 4587, 16070, 2304, 30241, 20498, 9307, 29538, 20449, 32887, 5172, 3660, 4724, 8592, 28820, 3714, 35457, 4587, 16070, 7649, 2655, 4587, 6027, 9307, 49374, 2655, 11296, 37495, 22653, 20449, 32887, 5172, 3660, 4724, 8592, 28820, 3714, 35457, 4587, 20449, 8315, 3224, 29910, 23275, 14739, 3224, 16472, 3224, 2423, 7649, 2655, 4587, 6027, 9154, 318, 16, 5296, 318, 19, 3714, 3555, 33599, 25720, 3714, 14851, 5016, 26895, 34051, 8032, 1211, 8978, 16472, 2655, 4587, 6027, 50113, 15040, 9154, 318, 17, 5296, 318, 19, 4724, 8592, 28820, 3714, 3555, 33599, 2288, 5296, 10721, 41850, 45030, 28480, 14739, 3224, 5296, 31377, 2304, 5551, 29973, 4724, 39184, 318, 17, 318, 17, 1975, 33753, 2304, 6027, 5551, 47341, 3615, 34105], "avg_logprob": -0.1270833326710595, "compression_ratio": 2.078341013824885, "no_speech_prob": 8.940696716308594e-07, "words": [{"start": 2369.57, "end": 2369.91, "word": "طبعا", "probability": 0.77911376953125}, {"start": 2369.91, "end": 2370.13, "word": " كل", "probability": 0.49462890625}, {"start": 2370.13, "end": 2370.29, "word": " ال", "probability": 0.98291015625}, {"start": 2370.29, "end": 2370.63, "word": " states", "probability": 0.9296875}, {"start": 2370.63, "end": 2370.83, "word": " أنا", "probability": 0.5556640625}, {"start": 2370.83, "end": 2371.07, "word": " عندي", "probability": 0.92724609375}, {"start": 2371.07, "end": 2371.45, "word": " معروفة", "probability": 0.9813232421875}, {"start": 2371.45, "end": 2371.79, "word": " بشكل", "probability": 0.9869791666666666}, {"start": 2371.79, "end": 2372.21, "word": " مسبق", "probability": 0.953125}, {"start": 2372.21, "end": 2372.73, "word": " والمعلومات", "probability": 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2378.17, "word": " ذلك", "probability": 0.977783203125}, {"start": 2378.17, "end": 2378.41, "word": " أنه", "probability": 0.5338134765625}, {"start": 2378.41, "end": 2379.17, "word": " انه", "probability": 0.5377197265625}, {"start": 2379.17, "end": 2379.67, "word": " الانتقال", "probability": 0.9748046875}, {"start": 2379.67, "end": 2379.83, "word": " من", "probability": 0.97216796875}, {"start": 2379.83, "end": 2380.21, "word": " S1", "probability": 0.8701171875}, {"start": 2380.21, "end": 2380.43, "word": " ل", "probability": 0.92236328125}, {"start": 2380.43, "end": 2380.91, "word": " S4", "probability": 0.84765625}, {"start": 2380.91, "end": 2381.47, "word": " مباشرة", "probability": 0.9661865234375}, {"start": 2381.47, "end": 2382.03, "word": " مستحيل", "probability": 0.9906005859375}, {"start": 2382.03, "end": 2383.35, "word": " أو", "probability": 0.77587890625}, {"start": 2383.35, "end": 2383.63, "word": " هل", "probability": 0.988525390625}, {"start": 2383.63, "end": 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أنه", "probability": 0.823486328125}, {"start": 2388.41, "end": 2388.99, "word": " لازم", "probability": 0.9939778645833334}, {"start": 2388.99, "end": 2389.27, "word": " أمر", "probability": 0.786865234375}, {"start": 2389.27, "end": 2389.63, "word": " بـ", "probability": 0.833984375}, {"start": 2389.63, "end": 2390.21, "word": " S2", "probability": 0.7398681640625}, {"start": 2390.21, "end": 2390.79, "word": " S2", "probability": 0.80126953125}, {"start": 2390.79, "end": 2391.21, "word": " احتمال", "probability": 0.85516357421875}, {"start": 2391.21, "end": 2391.51, "word": " أرجع", "probability": 0.91162109375}, {"start": 2391.51, "end": 2391.71, "word": " هنا", "probability": 0.99755859375}], "temperature": 1.0}, {"id": 97, "seek": 242207, "start": 2393.11, "end": 2422.07, "text": "أو أنه أروح هنا S3 ممكن أرجع ل S1 S3 بروح ل S4 و هكذا هي ساهم زي هيك تمام؟ واضح؟ و هذا ساهم زي هيك واضح؟ طيب نشوف الآن أنه في ال game theory أنه ال states و ال memory", "tokens": [10721, 2407, 14739, 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0.719970703125}, {"start": 2395.63, "end": 2395.95, "word": " ممكن", "probability": 0.872314453125}, {"start": 2395.95, "end": 2396.21, "word": " أرجع", "probability": 0.96044921875}, {"start": 2396.21, "end": 2396.33, "word": " ل", "probability": 0.83056640625}, {"start": 2396.33, "end": 2397.01, "word": " S1", "probability": 0.885986328125}, {"start": 2397.01, "end": 2397.77, "word": " S3", "probability": 0.888916015625}, {"start": 2397.77, "end": 2398.67, "word": " بروح", "probability": 0.9332682291666666}, {"start": 2398.67, "end": 2398.77, "word": " ل", "probability": 0.98095703125}, {"start": 2398.77, "end": 2399.19, "word": " S4", "probability": 0.9638671875}, {"start": 2399.19, "end": 2399.39, "word": " و", "probability": 0.6103515625}, {"start": 2399.39, "end": 2399.71, "word": " هكذا", "probability": 0.8600260416666666}, {"start": 2399.71, "end": 2399.95, "word": " هي", "probability": 0.1851806640625}, {"start": 2399.95, "end": 2400.21, "word": " ساهم", "probability": 0.8766276041666666}, {"start": 2400.21, "end": 2400.43, "word": " زي", "probability": 0.98876953125}, {"start": 2400.43, "end": 2401.27, "word": " هيك", "probability": 0.904052734375}, {"start": 2401.27, "end": 2402.69, "word": " تمام؟", "probability": 0.7415364583333334}, {"start": 2402.69, "end": 2403.29, "word": " واضح؟", "probability": 0.9400634765625}, {"start": 2403.29, "end": 2403.39, "word": " و", "probability": 0.8857421875}, {"start": 2403.39, "end": 2403.51, "word": " هذا", "probability": 0.63818359375}, {"start": 2403.51, "end": 2403.83, "word": " ساهم", "probability": 0.9503580729166666}, {"start": 2403.83, "end": 2404.03, "word": " زي", "probability": 0.995849609375}, {"start": 2404.03, "end": 2404.73, "word": " هيك", "probability": 0.9921875}, {"start": 2404.73, "end": 2411.73, "word": " واضح؟", "probability": 0.9215087890625}, {"start": 2411.73, "end": 2414.01, "word": " طيب", "probability": 0.9041341145833334}, {"start": 2414.01, "end": 2418.23, "word": " نشوف", "probability": 0.8671875}, {"start": 2418.23, "end": 2418.71, "word": " الآن", "probability": 0.810302734375}, {"start": 2418.71, "end": 2419.43, "word": " أنه", "probability": 0.732421875}, {"start": 2419.43, "end": 2419.79, "word": " في", "probability": 0.9619140625}, {"start": 2419.79, "end": 2419.89, "word": " ال", "probability": 0.7841796875}, {"start": 2419.89, "end": 2420.09, "word": " game", "probability": 0.8447265625}, {"start": 2420.09, "end": 2420.49, "word": " theory", "probability": 0.86328125}, {"start": 2420.49, "end": 2421.13, "word": " أنه", "probability": 0.721435546875}, {"start": 2421.13, "end": 2421.19, "word": " ال", "probability": 0.96337890625}, {"start": 2421.19, "end": 2421.53, "word": " states", "probability": 0.97265625}, {"start": 2421.53, "end": 2421.73, "word": " و", "probability": 0.7880859375}, {"start": 2421.73, "end": 2421.79, "word": " ال", "probability": 0.77880859375}, {"start": 2421.79, "end": 2422.07, "word": " memory", "probability": 0.9775390625}], "temperature": 1.0}, {"id": 98, "seek": 245131, "start": 2424.35, "end": 2451.31, "text": "إذا الـ states تحتوي معلومات على الـ percept والـ action اللي قدّت لهذا الـ percept معناه ذلك إنه الـ status base بنسميه perfect إنه في عنده perfect recall perfect recall المقصود فيها إنه هي perfect information زائد إنه fully observability زائد deterministic action كمان مرة في ال game theory", "tokens": [28814, 15730, 2423, 39184, 4368, 6055, 33753, 45865, 20449, 1211, 20498, 9307, 15844, 2423, 39184, 43276, 16070, 39184, 3069, 13672, 1829, 12174, 3215, 11703, 2655, 46740, 15730, 2423, 39184, 43276, 20449, 8315, 3224, 29910, 23275, 36145, 3224, 2423, 39184, 6558, 3096, 44945, 38251, 1829, 3224, 2176, 36145, 3224, 8978, 43242, 3224, 2176, 9901, 2176, 9901, 9673, 4587, 9381, 23328, 8978, 11296, 36145, 3224, 39896, 2176, 1589, 30767, 16373, 3215, 36145, 3224, 4498, 9951, 2310, 30767, 16373, 3215, 15957, 3142, 3069, 9122, 2304, 7649, 3714, 25720, 8978, 2423, 1216, 5261], "avg_logprob": -0.14010417378611034, "compression_ratio": 1.6890756302521008, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2424.35, "end": 2424.67, "word": "إذا", "probability": 0.97509765625}, {"start": 2424.67, "end": 2424.85, "word": " الـ", "probability": 0.87255859375}, {"start": 2424.85, "end": 2425.31, "word": " states", "probability": 0.42822265625}, {"start": 2425.31, "end": 2426.83, "word": " تحتوي", "probability": 0.92041015625}, {"start": 2426.83, "end": 2427.53, "word": " معلومات", "probability": 0.9892578125}, {"start": 2427.53, "end": 2427.79, "word": " على", "probability": 0.74951171875}, {"start": 2427.79, "end": 2427.97, "word": " الـ", "probability": 0.892333984375}, {"start": 2427.97, "end": 2428.35, "word": " percept", "probability": 0.52978515625}, {"start": 2428.35, "end": 2429.43, "word": " والـ", "probability": 0.535888671875}, {"start": 2429.43, "end": 2429.85, "word": " action", "probability": 0.955078125}, {"start": 2429.85, "end": 2430.65, "word": " اللي", "probability": 0.916015625}, {"start": 2430.65, "end": 2431.19, "word": " قدّت", "probability": 0.889404296875}, {"start": 2431.19, "end": 2432.73, "word": " لهذا", "probability": 0.954833984375}, {"start": 2432.73, "end": 2432.89, "word": " الـ", "probability": 0.97265625}, {"start": 2432.89, "end": 2433.23, "word": " percept", "probability": 0.669921875}, {"start": 2433.23, "end": 2434.21, "word": " معناه", "probability": 0.9070638020833334}, {"start": 2434.21, "end": 2434.43, "word": " ذلك", "probability": 0.95654296875}, {"start": 2434.43, "end": 2434.63, "word": " إنه", "probability": 0.752197265625}, {"start": 2434.63, "end": 2434.81, "word": " الـ", "probability": 0.798095703125}, {"start": 2434.81, "end": 2435.05, "word": " status", "probability": 0.9033203125}, {"start": 2435.05, "end": 2435.63, "word": " base", "probability": 0.7197265625}, {"start": 2435.63, "end": 2436.93, "word": " بنسميه", "probability": 0.9122314453125}, {"start": 2436.93, "end": 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2542.19, "word": " في", "probability": 0.90673828125}, {"start": 2542.19, "end": 2542.27, "word": " ال", "probability": 0.92431640625}, {"start": 2542.27, "end": 2542.61, "word": " environment", "probability": 0.87939453125}, {"start": 2542.61, "end": 2549.59, "word": " تمام؟", "probability": 0.68115234375}, {"start": 2549.59, "end": 2554.11, "word": " طيب", "probability": 0.9334309895833334}, {"start": 2554.11, "end": 2554.35, "word": " إحنا", "probability": 0.7466227213541666}, {"start": 2554.35, "end": 2554.65, "word": " باقي", "probability": 0.7273763020833334}, {"start": 2554.65, "end": 2557.85, "word": " عندنا", "probability": 0.7939453125}, {"start": 2557.85, "end": 2558.17, "word": " ال", "probability": 0.9482421875}, {"start": 2558.17, "end": 2558.41, "word": " goal", "probability": 0.970703125}, {"start": 2558.41, "end": 2558.75, "word": " based", "probability": 0.6669921875}, {"start": 2558.75, "end": 2559.37, "word": " agent", "probability": 0.91845703125}, {"start": 2559.37, "end": 2560.83, "word": " إنه", "probability": 0.602294921875}, {"start": 2560.83, "end": 2561.09, "word": " بيكون", "probability": 0.962890625}, {"start": 2561.09, "end": 2561.25, "word": " فيه", "probability": 0.80908203125}, {"start": 2561.25, "end": 2561.43, "word": " عندي", "probability": 0.60028076171875}, {"start": 2561.43, "end": 2561.63, "word": " goal", "probability": 0.978515625}, {"start": 2561.63, "end": 2562.17, "word": " معين", "probability": 0.9853515625}, {"start": 2562.17, "end": 2563.81, "word": " تمام؟", "probability": 0.9041341145833334}], "temperature": 1.0}, {"id": 103, "seek": 259148, "start": 2564.24, "end": 2591.48, "text": "و باقي عندي ال utility based و ال learning و ناخد big picture على الموضوع و ال summary خلّي .. خلّينا يعني هذه الأشياء أنه لأنه يعني محتاجة أنه شوية نفصل فيها أنه نحكي عنها المحاضرة الجاية إن شاء الله فيبقى خلّينا نتوقف هنا عند هاي ال slide في حدا عنده سؤال أو أي استفسار؟ يعطيكم العفو", "tokens": [2407, 4724, 995, 38436, 18871, 16254, 2423, 14877, 2361, 4032, 2423, 2539, 4032, 8717, 47283, 3215, 955, 3036, 15844, 9673, 2407, 11242, 45367, 4032, 2423, 12691, 16490, 1211, 11703, 1829, 4386, 16490, 1211, 11703, 1829, 8315, 37495, 22653, 29538, 16247, 8592, 1829, 16606, 14739, 3224, 5296, 33456, 3224, 37495, 22653, 3714, 33753, 26108, 3660, 14739, 3224, 13412, 2407, 10632, 8717, 5172, 36520, 8978, 11296, 14739, 3224, 8717, 5016, 4117, 1829, 18871, 11296, 9673, 5016, 46958, 25720, 25724, 995, 10632, 36145, 13412, 16606, 21984, 6156, 1829, 3555, 4587, 7578, 16490, 1211, 11703, 1829, 8315, 8717, 2655, 30543, 5172, 34105, 43242, 8032, 47302, 2423, 4137, 8978, 11331, 28259, 43242, 3224, 8608, 33604, 6027, 34051, 36632, 44713, 36178, 9640, 22807, 37495, 9566, 1829, 24793, 18863, 5172, 2407], "avg_logprob": -0.16500000524520875, "compression_ratio": 1.6906474820143884, "no_speech_prob": 7.033348083496094e-06, "words": [{"start": 2564.24, "end": 2564.46, "word": "و", "probability": 0.490478515625}, {"start": 2564.46, "end": 2564.76, "word": " باقي", "probability": 0.79150390625}, {"start": 2564.76, "end": 2565.24, "word": " عندي", "probability": 0.8427734375}, {"start": 2565.24, "end": 2565.4, "word": " ال", "probability": 0.99560546875}, {"start": 2565.4, "end": 2565.76, "word": " utility", "probability": 0.7333984375}, {"start": 2565.76, "end": 2566.3, "word": " based", "probability": 0.5849609375}, {"start": 2566.3, "end": 2566.44, "word": " و", "probability": 0.84814453125}, {"start": 2566.44, "end": 2566.52, "word": " ال", "probability": 0.83056640625}, {"start": 2566.52, "end": 2567.0, "word": " learning", "probability": 0.9560546875}, {"start": 2567.0, "end": 2567.8, "word": " و", "probability": 0.9306640625}, {"start": 2567.8, "end": 2568.12, "word": " ناخد", "probability": 0.9527994791666666}, {"start": 2568.12, "end": 2568.32, "word": " big", "probability": 0.89599609375}, {"start": 2568.32, "end": 2568.68, "word": " picture", "probability": 0.94091796875}, {"start": 2568.68, "end": 2568.94, "word": " على", "probability": 0.7060546875}, {"start": 2568.94, "end": 2569.74, "word": " الموضوع", "probability": 0.9989013671875}, {"start": 2569.74, "end": 2570.14, "word": " و", "probability": 0.59619140625}, {"start": 2570.14, "end": 2570.18, "word": " ال", "probability": 0.943359375}, {"start": 2570.18, "end": 2570.48, "word": " summary", "probability": 0.9404296875}, {"start": 2570.48, "end": 2571.1, "word": " خلّي", "probability": 0.67706298828125}, {"start": 2571.1, "end": 2571.14, "word": " ..", "probability": 0.81201171875}, {"start": 2571.14, "end": 2571.78, "word": " خلّينا", "probability": 0.94765625}, {"start": 2571.78, "end": 2572.48, "word": " يعني", "probability": 0.934326171875}, {"start": 2572.48, "end": 2573.02, "word": " هذه", "probability": 0.56005859375}, {"start": 2573.02, "end": 2573.48, "word": " الأشياء", "probability": 0.994140625}, {"start": 2573.48, "end": 2573.92, "word": " أنه", "probability": 0.70703125}, {"start": 2573.92, "end": 2574.62, "word": " لأنه", "probability": 0.65869140625}, {"start": 2574.62, "end": 2575.12, "word": " يعني", "probability": 0.973388671875}, {"start": 2575.12, "end": 2575.76, "word": " محتاجة", "probability": 0.9810791015625}, {"start": 2575.76, "end": 2575.92, "word": " أنه", "probability": 0.853759765625}, {"start": 2575.92, "end": 2576.3, "word": " شوية", "probability": 0.9454752604166666}, {"start": 2576.3, "end": 2577.5, "word": " نفصل", "probability": 0.90087890625}, {"start": 2577.5, "end": 2577.84, "word": " فيها", "probability": 0.994873046875}, {"start": 2577.84, "end": 2578.34, "word": " أنه", "probability": 0.8544921875}, {"start": 2578.34, "end": 2579.08, "word": " نحكي", "probability": 0.9951171875}, {"start": 2579.08, "end": 2579.32, "word": " عنها", "probability": 0.997314453125}, {"start": 2579.32, "end": 2579.98, "word": " المحاضرة", "probability": 0.9400634765625}, {"start": 2579.98, "end": 2580.8, "word": " الجاية", "probability": 0.89208984375}, {"start": 2580.8, "end": 2580.94, "word": " إن", "probability": 0.57470703125}, {"start": 2580.94, "end": 2581.04, "word": " شاء", "probability": 0.9775390625}, {"start": 2581.04, "end": 2581.16, "word": " الله", "probability": 0.96240234375}, {"start": 2581.16, "end": 2581.74, "word": " فيبقى", "probability": 0.85576171875}, {"start": 2581.74, "end": 2582.08, "word": " خلّينا", "probability": 0.8673828125}, {"start": 2582.08, "end": 2582.58, "word": " نتوقف", "probability": 0.99267578125}, {"start": 2582.58, "end": 2582.86, "word": " هنا", "probability": 0.998046875}, {"start": 2582.86, "end": 2585.42, "word": " عند", "probability": 0.8125}, {"start": 2585.42, "end": 2585.66, "word": " هاي", "probability": 0.712890625}, {"start": 2585.66, "end": 2585.82, "word": " ال", "probability": 0.95458984375}, {"start": 2585.82, "end": 2586.26, "word": " slide", "probability": 0.9736328125}, {"start": 2586.26, "end": 2586.58, "word": " في", "probability": 0.493408203125}, {"start": 2586.58, "end": 2586.84, "word": " حدا", "probability": 0.743408203125}, {"start": 2586.84, "end": 2587.16, "word": " عنده", "probability": 0.9658203125}, {"start": 2587.16, "end": 2587.66, "word": " سؤال", "probability": 0.9967447916666666}, {"start": 2587.66, "end": 2588.08, "word": " أو", "probability": 0.8505859375}, {"start": 2588.08, "end": 2588.3, "word": " أي", "probability": 0.59423828125}, {"start": 2588.3, "end": 2590.8, "word": " استفسار؟", "probability": 0.84765625}, {"start": 2590.8, "end": 2591.2, "word": " يعطيكم", "probability": 0.73828125}, {"start": 2591.2, "end": 2591.48, "word": " العفو", "probability": 0.7667643229166666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2592.4150625, "duration_after_vad": 2483.844374999991}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..193b3b2b9fd81c6b2558014ddbb813634059a7cf
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/TKJf9_KSjPI_raw.srt
@@ -0,0 +1,2336 @@
+1
+00:00:05,490 --> 00:00:08,850
+بسم الله الرحمن الرحيم نرحب فيكم في المحاضرة
+
+2
+00:00:08,850 --> 00:00:14,310
+التالتة في الذكاء الاصطناعي في هذه المحاضرة احنا ب
+
+3
+00:00:14,310 --> 00:00:20,130
+.. يعني راح نكمل الـ PS الـ PS اللي هو performance
+
+4
+00:00:20,130 --> 00:00:24,060
+major environment actuators sensorsيعني كنا بنحكي
+
+5
+00:00:24,060 --> 00:00:27,820
+في موضوع الـ Intelligent Agents الـ Intelligent
+
+6
+00:00:27,820 --> 00:00:31,540
+Agents إنه أنا بحتاج إنه أنا أعمل إعدادات لهذه
+
+7
+00:00:31,540 --> 00:00:33,800
+الشغلات الخامسة اللي هو الـ Performance Measure و
+
+8
+00:00:33,800 --> 00:00:36,220
+ال Environment و ال Actuators و ال Sensors أو
+
+9
+00:00:36,220 --> 00:00:41,900
+الأربعة تحديدًا تمام؟ و أخدنا أمثلة على هذه
+
+10
+00:00:41,900 --> 00:00:45,220
+الشغلات يعني إنه أخدنا مثل في الـ Automated Taxi
+
+11
+00:00:45,220 --> 00:00:48,240
+Driver و ال Part Picking Report و ال Interactive
+
+12
+00:00:48,240 --> 00:00:56,440
+English Totterتمام بدأنا ناخد هذه الشغلات يعني هذا
+
+13
+00:00:56,440 --> 00:01:00,520
+الموضوع زي ما حكينا أنه هو محط أسئلة أنه أنا يعني
+
+14
+00:01:00,520 --> 00:01:04,060
+باجي بفترض أنه بديكي سؤال في intelligent agent
+
+15
+00:01:04,060 --> 00:01:07,220
+معين فبدك تعمليله تصميم فالتصميم هذا لازم أنه أنت
+
+16
+00:01:07,220 --> 00:01:10,720
+تعملي إعدادات للأربعة شغلات هدول يعني على سبيل
+
+17
+00:01:10,720 --> 00:01:13,600
+المثال في ال taxi driver حكينا أنه
+
+18
+00:01:19,600 --> 00:01:23,740
+إنه ال .. ال performance major تبعه ال B تبعته إنه
+
+19
+00:01:23,740 --> 00:01:28,680
+لازم يكون أنا عندي safe fast legal و comfortable
+
+20
+00:01:28,680 --> 00:01:32,660
+trip و maximize profit لأنه أنا لو بدي أصمم لو بدي
+
+21
+00:01:32,660 --> 00:01:36,120
+أدي السيارة تبعتي ل taxi driver إنه آخر النهار
+
+22
+00:01:36,120 --> 00:01:40,320
+يفترض إنه يرجعلي إن السيارة سليمة و إنه جداش الغلة
+
+23
+00:01:40,320 --> 00:01:43,960
+اللي هو جابها و يرجع .. يرجعلي بدون مخالفات و
+
+24
+00:01:43,960 --> 00:01:48,520
+ترجعلي إنه يعني إنه ال .. الركاب مبسوطين معاه إن
+
+25
+00:01:48,520 --> 00:01:54,540
+الرحلةمريحة و سريعة و كل هذه الأشياء طبعا ال
+
+26
+00:01:54,540 --> 00:01:58,040
+environment اللي هو بيشتغل فيها في ال road في
+
+27
+00:01:58,040 --> 00:02:04,920
+الطرق و أي منطقة بيكون فيها traffic يعني حركة مرور
+
+28
+00:02:04,920 --> 00:02:09,040
+بالإضافة لما ماري المشاة و بتعامل مع customers و
+
+29
+00:02:09,040 --> 00:02:12,620
+حكينا أن ال actuators اللي هو بتعامل معاها اللي هي
+
+30
+00:02:12,620 --> 00:02:17,830
+عجلة القيادةوالتسارع على وسط البنزين يعني طبعا و
+
+31
+00:02:17,830 --> 00:02:21,550
+ال brake الفرامل و ال signal كل الإشارات اللي بتجي
+
+32
+00:02:21,550 --> 00:02:26,930
+من ال .. ال .. ال .. ال traffic لا .. ال .. ال ..
+
+33
+00:02:26,930 --> 00:02:30,070
+الإشارات اللي هو بعملها طبعا اللي هو يعني ان هو
+
+34
+00:02:30,070 --> 00:02:33,150
+يعني ممكن ان هو لو بده يمي اليمين او يشمال
+
+35
+00:02:33,150 --> 00:02:38,350
+بالاضافة ل ال .. ال horn اللي هو البوق تبع التحذير
+
+36
+00:02:38,350 --> 00:02:41,990
+تبع السيارة طبعا ال sensors اللي موجودة عنده طبعا
+
+37
+00:02:41,990 --> 00:02:46,750
+ال cameraSonar عشان يحدد قداش المسافة بينه وبين
+
+38
+00:02:46,750 --> 00:02:51,350
+السيارة اللي قبله و اللي بعده Speedometer مقياس
+
+39
+00:02:51,350 --> 00:02:55,830
+عجلة اتساره أو السرعة و ال GPS و الاخره من هاي
+
+40
+00:02:55,830 --> 00:02:59,530
+المثال التاني اللي هو ال part picking robot هو
+
+41
+00:02:59,530 --> 00:03:03,250
+عبارة عن robot بيشتغل في خط إنتاج و كيف أنا ممكن
+
+42
+00:03:03,250 --> 00:03:08,250
+أقيس الأداء تبعه ممكن أقيس الأداء تبعه من خلال ان
+
+43
+00:03:08,250 --> 00:03:12,830
+انا بدي أعد قداش الأجزاء اللي جمحها بشكل صحيحوالـ
+
+44
+00:03:12,830 --> 00:03:15,690
+Environment الـ Conveyor Pelt الـ Pelt اللي هو
+
+45
+00:03:15,690 --> 00:03:19,830
+الحزام أو السير اللي بيكون يعني موجود في خط
+
+46
+00:03:19,830 --> 00:03:23,870
+الإنتاج بالإضافة لل parts اللي هو بده يجمعها الـ
+
+47
+00:03:23,870 --> 00:03:29,110
+Actuators تبعته طبعا عبارة عن دراع قالية و طبعا
+
+48
+00:03:29,110 --> 00:03:34,090
+jointed arm and hand يعني إنه متصلة مع بعض و ال
+
+49
+00:03:34,090 --> 00:03:40,090
+sensors إنه كاميرا عشان يحددال parts اللي بده
+
+50
+00:03:40,090 --> 00:03:43,030
+يلتقطها يتعرف عليها بالاضافة لازم يكون في عنده
+
+51
+00:03:43,030 --> 00:03:48,350
+مستشعر قاس الزاوية تبع ال joint تبع المفصل الذراع
+
+52
+00:03:48,350 --> 00:03:53,090
+اللي هو بيشتغل فيها Interactive English Tutorإيش
+
+53
+00:03:53,090 --> 00:04:00,250
+حكينا؟ إنه ال B تبعته هي عبارة عن إنه جداش عدد
+
+54
+00:04:00,250 --> 00:04:03,910
+الطلاب أو جداش إنه حسن في ال score تبع الطلاب في
+
+55
+00:04:03,910 --> 00:04:06,690
+.. في اللغة الإنجليزية لإنه أنا بدي أجيب مدرس
+
+56
+00:04:06,690 --> 00:04:11,150
+خصوصي فكيف بدي أقيس أدائه؟ إنه جداش .. يعني حسن في
+
+57
+00:04:11,150 --> 00:04:15,910
+أدائي في درجة الامتحان اللي .. اللي .. الامتحانات
+
+58
+00:04:15,910 --> 00:04:19,410
+اللي أنا بتقدملهاتمام؟ طبعا بتعامل ال environment
+
+59
+00:04:19,410 --> 00:04:22,290
+هو مشموع مع الطلاب ال actuators تبعته لأنه بيكون
+
+60
+00:04:22,290 --> 00:04:25,030
+هو عبارة عن software أصلا اللي هو شاشة العرض
+
+61
+00:04:25,030 --> 00:04:28,790
+بالإضافة للتمارين و ال suggestions و ال
+
+62
+00:04:28,790 --> 00:04:31,570
+corrections لأنه على سبيل المثال بطلب مني أكتب
+
+63
+00:04:31,570 --> 00:04:34,610
+paragraph فممكن أن هو يعملي correction لو كان في
+
+64
+00:04:34,610 --> 00:04:38,010
+عندي خطأ في ال grammar أو أي خطأ إملأي بهذا الشكل
+
+65
+00:04:38,010 --> 00:04:41,490
+طبعا ال sensors بتعامل من خلال keyboard و
+
+66
+00:04:41,490 --> 00:04:45,660
+microphone لأنه أنا ممكن أعمل conversationتمام؟ و
+
+67
+00:04:45,660 --> 00:04:50,200
+ممكن أنه يعني أكتب ال text من خلال ال keyboard و
+
+68
+00:04:50,200 --> 00:04:54,540
+بورجيتكم المرة الماضية تطبيق Elsa اللي هو أصلا
+
+69
+00:04:54,540 --> 00:04:58,160
+ممكن أن أنت تنزليه على ال smartphone عندك فالتطبيق
+
+70
+00:04:58,160 --> 00:05:03,520
+هذا فعلا أنه ممكن أنه أعمل محادثة و يقيص جداش
+
+71
+00:05:03,520 --> 00:05:06,560
+مقدار ال accent تبعتي و يقول جداش المستوى تبعي و
+
+72
+00:05:06,560 --> 00:05:11,820
+إيش الشغلات اللي يفترض أنه أحسن حالي فيها طيب الآن
+
+73
+00:05:11,820 --> 00:05:14,260
+بدنا نحكي عن أنواع ال environments
+
+74
+00:05:17,190 --> 00:05:20,370
+تمام؟ طبعا ال environments الأنواع تبعتها أنه بدي
+
+75
+00:05:20,370 --> 00:05:23,950
+أحددها من ناحية أنه هل هي fully observable أو
+
+76
+00:05:23,950 --> 00:05:28,970
+deterministic أو episodic، static، discrete،
+
+77
+00:05:28,970 --> 00:05:32,730
+single agent أو multi agent؟طبعاً من ناحية الـ
+
+78
+00:05:32,730 --> 00:05:35,530
+fully observable بدي أنا أشوف إن ال environment
+
+79
+00:05:35,530 --> 00:05:38,250
+هذه هل هي fully observable أو partially
+
+80
+00:05:38,250 --> 00:05:43,270
+observable؟ عفوا،
+
+81
+00:05:43,270 --> 00:05:46,670
+معنى هذا الكلام إنه كل الأشياء اللي موجودة في ال
+
+82
+00:05:46,670 --> 00:05:50,130
+environment أنا عندي ممكن إن أنا أستشعرها ولا جزء
+
+83
+00:05:50,130 --> 00:05:55,070
+منهايعني على سبيل المثال الـ vacuum cleaner robot
+
+84
+00:05:55,070 --> 00:05:58,230
+الـ robot اللي بنظف لو كان مثلا بيشتغل في أرضية
+
+85
+00:05:58,230 --> 00:06:02,930
+المطار هل في عنده يعني معلوق يعني معرفة بكل
+
+86
+00:06:02,930 --> 00:06:05,730
+المناطق اللي موجودة في المطار ولا بس بالمنطقة اللي
+
+87
+00:06:05,730 --> 00:06:09,810
+موجودة حواليه مثلا في مساحة معينة اللي هي المدى
+
+88
+00:06:09,810 --> 00:06:13,050
+تبع الكاميرا اللي هو أو ال sensors اللي موجودة
+
+89
+00:06:13,050 --> 00:06:14,730
+عنده هاي معنى الكلام
+
+90
+00:06:18,620 --> 00:06:21,240
+الشغل التاني أو العامل التاني اللي بيحدد نوع ال
+
+91
+00:06:21,240 --> 00:06:25,300
+environment إنه هل هي deterministic أو stochastic
+
+92
+00:06:25,300 --> 00:06:30,360
+deterministic إنه بتكون محددة إنه يعني التفاعل في
+
+93
+00:06:30,360 --> 00:06:34,140
+ال environment هدى محدد يعني مقابل ذلك إنه ممكن
+
+94
+00:06:34,140 --> 00:06:37,740
+يكون في أنا عندي عشوائيةيعني على سبيل المثال في
+
+95
+00:06:37,740 --> 00:06:42,840
+الـ traffic road أو في الطرق لو بدي أحكي على الـ
+
+96
+00:06:42,840 --> 00:06:49,260
+taxi driver robot هل هي الـ deterministic الأحداث
+
+97
+00:06:49,260 --> 00:06:53,640
+اللي موجودة هناك ولا stochastic، عشوائية؟ أكيد
+
+98
+00:06:53,640 --> 00:06:56,880
+بطبيعة الحال عشوائية لأنه أنا بكون ماشي في طريق
+
+99
+00:06:56,880 --> 00:07:00,640
+مابكونش عارف إنه هل هيكون في traffic يعني زحمة هنا
+
+100
+00:07:01,200 --> 00:07:05,680
+traffic jam ولا لأ؟ أو هل أنه هيعدي حدا من ممارس
+
+101
+00:07:05,680 --> 00:07:08,220
+المشاهدة ولا لأ؟ يعني ممكن هذه الأحداث بتتصير
+
+102
+00:07:08,220 --> 00:07:12,320
+بالشكل عشوائي أنه حدا يعدي أو ماحدش أنه يعدي،
+
+103
+00:07:12,320 --> 00:07:18,220
+تمام؟ العامل التالت هو أنه episodic مقابل
+
+104
+00:07:18,220 --> 00:07:21,880
+sequentialepisodic معنى ذلك أن الأحداث بتكون فيها
+
+105
+00:07:21,880 --> 00:07:25,940
+عرضية ومافيش فيها تسلسل أما ال sequential أنه
+
+106
+00:07:25,940 --> 00:07:29,160
+بيكون فيها تسلسل في الأحداث يعني لو صارت شغلة هذا
+
+107
+00:07:29,160 --> 00:07:33,480
+بيقتضي أنه تصير وراها شغلة تانية أما episodic
+
+108
+00:07:33,480 --> 00:07:39,580
+بيكون أن الأحداث عرضية مالهاش علاقة ببعض تمام؟
+
+109
+00:07:39,580 --> 00:07:44,960
+واضح الأمور لغاية الآن؟ أما العاملاللي بعده اللي
+
+110
+00:07:44,960 --> 00:07:49,380
+هو static مقابل dynamic static طبعا ال environment
+
+111
+00:07:49,380 --> 00:07:54,750
+بيكون ثابتةيعني الـ actions فيها معروفة تمام و ال
+
+112
+00:07:54,750 --> 00:07:58,050
+states تبعتها معروفة مقابل إنه هي dynamic إنه
+
+113
+00:07:58,050 --> 00:08:02,610
+بتكون فيها ال .. ال action و ال .. و ال .. و إنه
+
+114
+00:08:02,610 --> 00:08:08,810
+فيها حيوية فيها حركة تمام طبعاً بدي كذلك أطلع على
+
+115
+00:08:08,810 --> 00:08:12,150
+هذا ال factor اللي هو discrete مقابل continuous هل
+
+116
+00:08:12,150 --> 00:08:15,990
+الأحداث اللي بتكون موجودة عندى يعني بتصير إنه
+
+117
+00:08:15,990 --> 00:08:20,500
+أحداث بشكل متقطع ولاcontinuous بشكل مستمر يعني على
+
+118
+00:08:20,500 --> 00:08:23,260
+سبيل المثال لو كان في عندي agent بيتحكم مثلا في
+
+119
+00:08:23,260 --> 00:08:28,340
+درجة حرارة حرارة الغرفة طبعا هو بيقيص درجة الحرارة
+
+120
+00:08:28,340 --> 00:08:31,400
+من خلال sensor وبيقيصها في ال real-time معناه ذلك
+
+121
+00:08:31,400 --> 00:08:35,780
+ان هي continuous ولا مقابل انه يكون في عندي agent
+
+122
+00:08:35,780 --> 00:08:40,420
+تاني بيشتغل بنظام انه هو بده ينظف فبالتالي انه كل
+
+123
+00:08:40,420 --> 00:08:44,540
+فترةيعني كل خمس دقائق مثلا أو كل عشر دقائق بده
+
+124
+00:08:44,540 --> 00:08:47,180
+يروح يتطلع يشوف إيش الأحداث الموجودة في ال
+
+125
+00:08:47,180 --> 00:08:50,140
+environment وبناء عليه إن هو ياخد action معين فهذا
+
+126
+00:08:50,140 --> 00:08:55,840
+discrete فالأحداث بتكون discrete تمام؟ أخر factor
+
+127
+00:08:55,840 --> 00:08:59,360
+اللي هو single agent مقابل multi agent single
+
+128
+00:08:59,360 --> 00:09:03,480
+agent حكينا إنه بيكون أنا عندي agent محدد ل task
+
+129
+00:09:03,480 --> 00:09:07,680
+محددة بس تمام؟ و multi agent بيكون أنا فيه عندي
+
+130
+00:09:07,680 --> 00:09:11,920
+multiple agents إنه مركبة في في هذا ال robotبحيث
+
+131
+00:09:11,920 --> 00:09:15,200
+إن هي تقدي task معينة وحكينا إنه ال performance
+
+132
+00:09:15,200 --> 00:09:18,280
+عادة لما يكون في عندي single agent بيكون أنه أفضل
+
+133
+00:09:18,280 --> 00:09:22,160
+بكتير لما يكون عندي multiple agents هذا بخصوص ال
+
+134
+00:09:22,160 --> 00:09:29,180
+environment كيف بيجي السؤال يعني على سبيل المثال
+
+135
+00:09:29,180 --> 00:09:33,180
+أنا في عندي هنا في تحت في الأمثلة تمام
+
+136
+00:09:34,320 --> 00:09:37,940
+إنه هذي عبارة عن agents إنه يعني المطلوب مني إنه
+
+137
+00:09:37,940 --> 00:09:40,620
+أنا أقرر إن ال environment هذي partially
+
+138
+00:09:40,620 --> 00:09:45,540
+observable ولا fully observable طبعا هاي عبارة عن
+
+139
+00:09:45,540 --> 00:09:51,160
+games computer games طبعا إنه هذي crossword pokers
+
+140
+00:09:51,160 --> 00:09:57,560
+backgammon taxi driver اللي هو عبارة عن agent شفنا
+
+141
+00:09:57,560 --> 00:10:02,480
+مثال عنه سابقا part picking robot هذا برضه كذلك
+
+142
+00:10:02,480 --> 00:10:06,080
+إنه هو شفناهطبعاً من ناحية ال environment كيف أحدد
+
+143
+00:10:06,080 --> 00:10:10,000
+إنه هي fully observable ولا partially observable؟
+
+144
+00:10:10,000 --> 00:10:12,980
+بدي أسأل هذا السؤال is everything an agent
+
+145
+00:10:12,980 --> 00:10:17,960
+requires to choose its action available من خلال ال
+
+146
+00:10:17,960 --> 00:10:21,680
+sensors تبعته؟
+
+147
+00:10:21,680 --> 00:10:24,720
+يعني هل عنده perfect أو full information؟
+
+148
+00:10:27,220 --> 00:10:30,340
+طبعاً بيعتمد في حالة تاكسي driver طبعاً هذه
+
+149
+00:10:30,340 --> 00:10:32,520
+المعلومات مش موجودة من خلال ال sensors مش كل
+
+150
+00:10:32,520 --> 00:10:35,820
+المعلومات موجودة من خلال ال sensors أما ال part
+
+151
+00:10:35,820 --> 00:10:38,360
+picking robot أن هو بيشتغل في زي ما حكينا انه في
+
+152
+00:10:38,360 --> 00:10:41,200
+خط إنتاج بس ال environment تبعته اللي هو عبارة عن
+
+153
+00:10:41,200 --> 00:10:44,500
+ال built السير اللي بيمشي تمام و ال parts اللي
+
+154
+00:10:44,500 --> 00:10:46,480
+بتكون موجودة عليه فبالتالي كل ال information
+
+155
+00:10:47,290 --> 00:10:50,270
+accessible من خلال ال sensors أما ال taxi driver
+
+156
+00:10:50,270 --> 00:10:54,470
+فيه أن عندي information بتكون مش accessible من
+
+157
+00:10:54,470 --> 00:11:00,010
+خلال ال sensors يعني مثلا يعني قد يكون أنه مثلا أن
+
+158
+00:11:00,010 --> 00:11:02,670
+هنا في عندي زحمة لجدام أنا عندي في الطريق و أنا مش
+
+159
+00:11:02,670 --> 00:11:06,850
+شايفها تمام أو أنه ممكن يكون في عندي مثلا
+
+160
+00:11:06,850 --> 00:11:10,610
+condition معين في الطقس أنا مقدرش أن أنا أستشعره
+
+161
+00:11:10,610 --> 00:11:13,210
+بال sensors تبعتي فبالتالي هنا ال taxi driver
+
+162
+00:11:13,210 --> 00:11:16,300
+عبارة عن partiallyobservable أما الbar picking
+
+163
+00:11:16,300 --> 00:11:22,760
+robot fully observable تمام okay
+
+164
+00:11:25,160 --> 00:11:30,920
+طيب، في حال إنه كانت إن ال environment partially
+
+165
+00:11:30,920 --> 00:11:34,760
+observable، شو بيعني هذا الكلام؟ معناه ذلك إنه ال
+
+166
+00:11:34,760 --> 00:11:41,180
+agent ممكن إنه هو بيحتاج إنه يعمل guesses على ال
+
+167
+00:11:41,180 --> 00:11:44,780
+world حوالينه، يعني بيده يعمل assumptions معينة و
+
+168
+00:11:44,780 --> 00:11:47,780
+بيمشي على هذه الassumptions قد تكون صحيحة أو قد
+
+169
+00:11:47,780 --> 00:11:54,240
+تكون خاطئة، تمام؟ طيب، نجي للنوع التاني، بنفصل فيه
+
+170
+00:11:54,600 --> 00:11:57,340
+كيف بدي أحدد إن الـ Environment دي deterministic
+
+171
+00:11:57,340 --> 00:12:03,060
+أو Stochastic؟ بدي أروح أسأل هذا السؤال Does that
+
+172
+00:12:03,060 --> 00:12:09,440
+change in the world state؟ تمام، هل التغيير في
+
+173
+00:12:09,440 --> 00:12:12,860
+الحالة تبع ال world أو العالم اللي موجود حوليا أو
+
+174
+00:12:12,860 --> 00:12:17,120
+ال environment بيعتمد فقط على ال current state و
+
+175
+00:12:17,120 --> 00:12:21,850
+ال agent action؟إذا كان yes معنادالك إنه هي
+
+176
+00:12:21,850 --> 00:12:24,850
+deterministic إذا كان no معنادالك إنه non
+
+177
+00:12:24,850 --> 00:12:27,050
+-deterministic فبالتالي في ال non-deterministic
+
+178
+00:12:27,050 --> 00:12:31,630
+إنه بيكون في عندي شغلات خارج عن ال control تبع ال
+
+179
+00:12:31,630 --> 00:12:35,470
+agent إيش ال control تبع ال agent؟ اللي هو ال
+
+180
+00:12:35,470 --> 00:12:38,310
+current state بقدر يستشعر ال current state الحالة
+
+181
+00:12:38,310 --> 00:12:43,030
+الحالية بالإضافة لإيش كمان؟بالاضافة لـ action اللي
+
+182
+00:12:43,030 --> 00:12:47,010
+هو ممكن يسوي لو أنا عارف الحالة الحالية و .. و ..
+
+183
+00:12:47,010 --> 00:12:49,930
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+184
+00:12:49,930 --> 00:12:50,110
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+185
+00:12:50,110 --> 00:12:50,350
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+186
+00:12:50,350 --> 00:12:51,030
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+187
+00:12:51,030 --> 00:12:51,070
+و .. و .. و .. و .. و .. و .. و .. و .. و .. و ..
+
+188
+00:12:51,070 --> 00:12:54,810
+و .. و .. و .. و
+
+189
+00:12:54,810 --> 00:12:57,810
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+190
+00:12:57,810 --> 00:12:58,290
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+191
+00:12:58,290 --> 00:12:58,290
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+192
+00:12:58,290 --> 00:12:59,190
+.. و .. و .. و .. و .. و .. و .. و .. و .. و .. و
+
+193
+00:12:59,190 --> 00:13:04,110
+.. و .. و .. و
+
+194
+00:13:06,800 --> 00:13:10,880
+طيب، في حال إنه كان الوضع عندي non-deterministic
+
+195
+00:13:10,880 --> 00:13:14,260
+يعني stochastic معناه ذلك إنه لازم يتطلب عندي إنه
+
+196
+00:13:14,260 --> 00:13:18,860
+يكون utility function إيش الوظيفة تبعتها؟ إنه تحذر
+
+197
+00:13:18,860 --> 00:13:23,760
+أو تخمن إيش التغيير اللي بيكون موجود في ال state
+
+198
+00:13:23,760 --> 00:13:29,340
+لو عملت ال action الفلاني طبعا، هذا guess، قد يكون
+
+199
+00:13:29,340 --> 00:13:32,900
+خاطئ بس لازم تكون في عندي function تعمل guess إنه
+
+200
+00:13:32,900 --> 00:13:36,340
+أنا لو عملت ال action هذا شو رح يصير؟لو فتحت
+
+201
+00:13:36,340 --> 00:13:40,120
+الحنفية مثلا شو رح يصير؟ لو أنا كنت عارف الـ state
+
+202
+00:13:40,120 --> 00:13:45,880
+أنه هتنزل من يام أنا ذلك أنه هذي deterministic لكن
+
+203
+00:13:45,880 --> 00:13:48,760
+لو .. لو .. لو .. لو .. لو نفترض جدلا أنه الـ
+
+204
+00:13:48,760 --> 00:13:51,680
+state هذي أنه أنا بدي أفتح شغل معين مش معروف إيش
+
+205
+00:13:51,680 --> 00:13:54,740
+ال action اللي ممكن يطلع عليه ممكن ينفجر في وجهي
+
+206
+00:13:54,740 --> 00:13:59,240
+حاجة ممكن أنه أه تفتح قدامي طريقة جديدة ممكن يصير
+
+207
+00:13:59,240 --> 00:14:01,720
+كذا فبالتالي بدي يكون في عندي utility function
+
+208
+00:14:01,720 --> 00:14:06,670
+تعمل guessلل current .. لل .. لل .. لل next state
+
+209
+00:14:06,670 --> 00:14:11,070
+طبعا هذا الكلام خلينا نشوفه وين في هدول ال agents
+
+210
+00:14:11,070 --> 00:14:16,910
+هدول بالمناسبة انه عبارة عن games زي ما حكينا
+
+211
+00:14:16,910 --> 00:14:23,270
+تمام؟ و ال cross word هذه عبارة عن game لتحذير
+
+212
+00:14:23,270 --> 00:14:26,310
+الكلمات فبالتالي انه هي deterministic هذه ال poker
+
+213
+00:14:26,310 --> 00:14:30,930
+stochastic ال backgammon stochastic taxi driver
+
+214
+00:14:30,930 --> 00:14:34,890
+stochastic عشوائيةيعني أنا بعرفش إذا أنا عملت
+
+215
+00:14:34,890 --> 00:14:38,970
+action معين إيش ال next state يعني لو أنا قررت إن
+
+216
+00:14:38,970 --> 00:14:44,450
+أنا أتوقف فجأة ممكن يصير حادث اللي ورايا يخبط فيا
+
+217
+00:14:44,450 --> 00:14:47,330
+وممكن مايصيرش ولا إشي stochastic، بعرفش إيش ال
+
+218
+00:14:47,330 --> 00:14:53,690
+next state تمام؟ ال part picking robot كذلك إنه
+
+219
+00:14:53,690 --> 00:14:56,130
+stochastic لو أنا عملت action معين بعرفش إيش
+
+220
+00:14:56,130 --> 00:15:01,070
+العواقب تبعتهيعني لإن هو مبرمج إن هو ياخد الأجزاء
+
+221
+00:15:01,070 --> 00:15:04,490
+هذه ويجمحها طب لو عمل action تاني غير هذه الشغلات
+
+222
+00:15:04,490 --> 00:15:11,630
+أيش النتيجة؟ مش عارف، عشوائية، تمام؟ طيب، نجي لل
+
+223
+00:15:11,630 --> 00:15:18,850
+factor اللي بعده episodic و sequential كيف بدي
+
+224
+00:15:18,850 --> 00:15:23,530
+أحدد إنه ال environment هذه episodic أو
+
+225
+00:15:23,530 --> 00:15:28,240
+sequential؟ بدي أسأل هذا السؤالis the choice of
+
+226
+00:15:28,240 --> 00:15:32,660
+the current action depends بيعتمد على ال previous
+
+227
+00:15:32,660 --> 00:15:42,280
+action إذا أه بيكون sequential إذا
+
+228
+00:15:42,280 --> 00:15:46,400
+لأ معناه ذلك إنه ال environment episodic عرضية
+
+229
+00:15:46,400 --> 00:15:49,780
+الأحداث بتكون فيها عرضية أما إذا بيعتمد على ال
+
+230
+00:15:49,780 --> 00:15:53,860
+action السابقة تمام معناه ذلك إنه بيكون sequential
+
+231
+00:15:53,860 --> 00:15:57,940
+فيها تسلسل في الأحداث معناه ذلك إنه التسلسلبيأثر
+
+232
+00:15:57,940 --> 00:16:03,480
+على ال current state تمام؟ إذا كان عندي non
+
+233
+00:16:03,480 --> 00:16:06,520
+-episodic معناه ذلك إنه sequential لازم يكون في
+
+234
+00:16:06,520 --> 00:16:10,820
+عندي plan بشكل مسبق لأن أنا عارف تسلسل الأحداث لو
+
+235
+00:16:10,820 --> 00:16:13,540
+أنا عملت هيك رح يصير هيك لو عملت هيك رح يصير هيك
+
+236
+00:16:13,540 --> 00:16:17,540
+فلازم يكون في عندي plan عشان أقدر إن أنا أخد ال
+
+237
+00:16:17,540 --> 00:16:22,440
+actions مدام إنه تسلسل الأحداث معروف فلازم يكون في
+
+238
+00:16:22,440 --> 00:16:30,260
+عندي plan نيجي نشوف taxi driversequential ولا
+
+239
+00:16:30,260 --> 00:16:36,140
+episodic؟ sequential الأحداث تبعته تسلسلية إنه لو
+
+240
+00:16:36,140 --> 00:16:42,040
+أخدت يعني إنه يعني ال current
+
+241
+00:16:42,040 --> 00:16:52,200
+action بيعتمد على ال previous action طيب
+
+242
+00:16:52,200 --> 00:16:58,470
+static أو dynamic؟ كيف أحدد؟بدي أسأل هذا السؤال إن
+
+243
+00:16:58,470 --> 00:17:04,190
+static environment does not change while the agent
+
+244
+00:17:04,190 --> 00:17:16,370
+is deliberating over what to do معناه ذلك إن ال
+
+245
+00:17:16,370 --> 00:17:20,990
+environment ما بتتغير في
+
+246
+00:17:20,990 --> 00:17:27,190
+الوقت اللي ال agentبيكون حر ان هو يختار ال .. ال
+
+247
+00:17:27,190 --> 00:17:32,310
+.. الاشي اللي هو بدوياه طبعا؟ معنى ذلك انه high
+
+248
+00:17:32,310 --> 00:17:39,010
+static كمان مرة في ال static environment ال
+
+249
+00:17:39,010 --> 00:17:45,730
+environment ما بتتغير في حال ان ال agent كان حر ان
+
+250
+00:17:45,730 --> 00:17:48,850
+هو يختار ال actions اللي بدوياه لأن الأحداث يعني
+
+251
+00:17:48,850 --> 00:17:54,060
+الحالة تبعتها فيها بتكون ثابتة أما ال dynamicبنان
+
+252
+00:17:54,060 --> 00:17:58,640
+على الأحداث بيكون انا فيه عندي تغيير يبقى ال agent
+
+253
+00:17:58,640 --> 00:18:04,000
+لازم يعمل consult لل ward و بعدها يختار action
+
+254
+00:18:04,000 --> 00:18:09,080
+معين طبعا ممكن تكون ان انا عندي environment semi
+
+255
+00:18:09,080 --> 00:18:14,340
+-dynamic يعني
+
+256
+00:18:14,340 --> 00:18:16,500
+نص بالنص طبعا
+
+257
+00:18:21,290 --> 00:18:26,850
+نشوف .. يعني أمثلة طبعا الأحداث أنا عندي في ال
+
+258
+00:18:26,850 --> 00:18:30,310
+taxi driver dynamic أو البيئة بتكون أنا عندي
+
+259
+00:18:30,310 --> 00:18:35,530
+dynamic تمام؟
+
+260
+00:18:35,530 --> 00:18:40,830
+طيب
+
+261
+00:18:40,830 --> 00:18:44,890
+discrete
+
+262
+00:18:44,890 --> 00:18:54,220
+أو continuous؟ إذا كانت أنا عنديال perceptions و
+
+263
+00:18:54,220 --> 00:18:59,840
+ال actions limited numbers يعني limited في عددها و
+
+264
+00:18:59,840 --> 00:19:05,920
+كمان distinct و clearly defined تمام؟ هذا بيكون
+
+265
+00:19:05,920 --> 00:19:09,120
+discrete يبقى في ال discrete environment إيش
+
+266
+00:19:09,120 --> 00:19:15,600
+بيكون؟ ال actions عددها limitedتمام؟ و ال states
+
+267
+00:19:15,600 --> 00:19:19,860
+عددها أو ال perceptions عددها limited و كمان ان
+
+268
+00:19:19,860 --> 00:19:23,560
+هدول الشغلتين اللي هو ال actions و ال perceptions
+
+269
+00:19:23,560 --> 00:19:28,100
+clearly defined معناه ذلك ان هي discrete خلاص ان
+
+270
+00:19:28,100 --> 00:19:36,000
+هي .. انه محددة اما لو كانت ان هي عبارة عن range
+
+271
+00:19:36,000 --> 00:19:42,290
+of values تمام؟ معناه ذلك ان هي continuousيعني على
+
+272
+00:19:42,290 --> 00:19:45,390
+سبيل المثال أنه أنا ممكن في الـ Taxi Driver في الـ
+
+273
+00:19:45,390 --> 00:19:48,350
+Taxi Driver لو جيت أنا قولت إن والله حالة السرعة
+
+274
+00:19:48,350 --> 00:19:55,350
+تبعتي تلت حالات Slow تمام و Medium مثلا أنه Medium
+
+275
+00:19:55,350 --> 00:20:00,590
+Speed و Fast فبالتالي السرعة تلت حالات في عندي تلت
+
+276
+00:20:00,590 --> 00:20:04,530
+سرعات بس فبالتالي معناه ذلك أنه ال .. ال .. ال ..
+
+277
+00:20:04,530 --> 00:20:11,520
+ال .. ال .. ال .. السرعة أنا عندي discrete بينمالو
+
+278
+00:20:11,520 --> 00:20:14,720
+أنا أجيت أنا قلت أنا عندي السرعة ال range تبعها من
+
+279
+00:20:14,720 --> 00:20:19,200
+zero kilometer لغاية مثلا مائة kilometer و السرعة
+
+280
+00:20:19,200 --> 00:20:22,400
+ممكن تكون أي قيمة من من هذا ال range معناه ذلك
+
+281
+00:20:22,400 --> 00:20:25,540
+أنها continuous السرعة ممكن تكون في أي لحظة مثلا
+
+282
+00:20:25,540 --> 00:20:27,860
+سبعة و سبعين kilometer في الساعة أو خمسة و تلاتين
+
+283
+00:20:27,860 --> 00:20:31,300
+kilometer في الساعة اتنين و تلاتين و نص فبالتالي
+
+284
+00:20:31,300 --> 00:20:34,760
+هذه continuous أما لو كانت أنه مثلا عندي تلت فئات
+
+285
+00:20:34,760 --> 00:20:40,450
+من السرعات معناه ذلك أنها بتكون discrete تمام؟طبعا
+
+286
+00:20:40,450 --> 00:20:44,010
+بطبيعة الحال انه taxi driver continuous لان انا
+
+287
+00:20:44,010 --> 00:20:48,790
+عندي السرعة و ال actions اللي بياخدها انه ممكن
+
+288
+00:20:48,790 --> 00:20:53,050
+تكون تعتمد
+
+289
+00:20:53,050 --> 00:21:00,550
+على ال range من ال value بهذا الشكل طبعا اما مثلا
+
+290
+00:21:00,550 --> 00:21:05,270
+في لعبة زي ال cross world هذه عبارة عن discrete
+
+291
+00:21:05,270 --> 00:21:07,830
+هذه اللعبة discrete و ال poker discrete و ال
+
+292
+00:21:07,830 --> 00:21:08,430
+backgammon
+
+293
+00:21:11,010 --> 00:21:18,290
+backgammon هذه discrete كذلك تمام single agent ولا
+
+294
+00:21:18,290 --> 00:21:24,490
+multiple agent هل ال agent هذا شغال وحده في ال
+
+295
+00:21:24,490 --> 00:21:28,690
+environment ولا في agents تانية شغالة معاه؟
+
+296
+00:21:32,980 --> 00:21:36,540
+طبعا ال taxi driver multi-agent طبعا بطبيعة الحال
+
+297
+00:21:36,540 --> 00:21:40,600
+لأنه بيحتاج لعدة أنظمة أنه نركبها مع بعض تمام؟
+
+298
+00:21:40,600 --> 00:21:45,300
+وبيحتاج أنه يتفاعل مع ال agents ال .. ال .. الأخرى
+
+299
+00:21:45,300 --> 00:21:50,340
+هذه اللعبة single agent تمام؟ ال .. ال park
+
+300
+00:21:50,340 --> 00:21:56,600
+picking robot هذه single agentتمام؟ لو ايجي نلخص
+
+301
+00:21:56,600 --> 00:22:01,820
+هذا الموضوع كله من ناحية انه ال observability أنه
+
+302
+00:22:01,820 --> 00:22:03,820
+observable، fully observable ولا partially
+
+303
+00:22:03,820 --> 00:22:07,540
+observable؟ deterministic ولا stochastic؟ episodic
+
+304
+00:22:07,540 --> 00:22:12,020
+ولا sequential؟ static ولا dynamic؟ discrete ولا
+
+305
+00:22:12,020 --> 00:22:15,400
+continuance؟ ال agent انه single ولا multiple؟
+
+306
+00:22:15,400 --> 00:22:19,050
+لهذه الأشياء كلها فتلاقي أن الملخص هذاكله موجودة
+
+307
+00:22:19,050 --> 00:22:22,790
+عندي في هذا ال table لو رجعتوا للكتاب كذلك ممكن
+
+308
+00:22:22,790 --> 00:22:26,510
+أنه انت تلاقي تفاصيل إضافية تمام لو احتجتي انه
+
+309
+00:22:26,510 --> 00:22:32,890
+يعني انه ت .. يعني ت .. انه تعرفي كيف انه انحدد
+
+310
+00:22:32,890 --> 00:22:37,130
+نوع ال environment ل agent معين فممكن انه ت ..
+
+311
+00:22:37,130 --> 00:22:39,510
+يعني الأمثلة دي كلها موجودة عندك هتلاقيها في
+
+312
+00:22:39,510 --> 00:22:45,990
+الكتاب تمام؟بتفصيل أكتر برجع بذكر مرة تانية أنه
+
+313
+00:22:45,990 --> 00:22:49,850
+هذا محل أسئلة يبقى المطلوب يعني طبيعة الأسئلة اللي
+
+314
+00:22:49,850 --> 00:22:54,550
+بتيجي على ال agent أنه بدي أعطيكم agent معين تمام
+
+315
+00:22:54,550 --> 00:22:58,410
+و بدكم تحددوا ال PS تبعتهإنه كيف بنقيس ال
+
+316
+00:22:58,410 --> 00:23:02,510
+performance يعني ال performance تبعه؟ أيش ال .. ال
+
+317
+00:23:02,510 --> 00:23:05,710
+.. ال environment اللي بيشتغل فيها؟ أيش ال action
+
+318
+00:23:05,710 --> 00:23:10,590
+اللي بيسويها؟ و أيش ال sensors اللي .. أيش ال
+
+319
+00:23:10,590 --> 00:23:15,220
+actuators و أيش ال sensors؟ تمام؟ ال PSوكذلك في
+
+320
+00:23:15,220 --> 00:23:17,960
+الـ Environment ممكن إن احنا نتوسع إنه انحدد الـ
+
+321
+00:23:17,960 --> 00:23:22,460
+Environment هذه من ناحية ال factors هدول الخمسة
+
+322
+00:23:22,460 --> 00:23:24,660
+إنه هل هي fully observable و لا partially
+
+323
+00:23:24,660 --> 00:23:27,620
+observable، deterministic و لا stochastic،
+
+324
+00:23:27,620 --> 00:23:30,820
+episodic و لا sequential، static و لا dynamic، و
+
+325
+00:23:30,820 --> 00:23:35,440
+هكذا، تمام؟ فهي طبيعة الأسئلة يعني اللي بتيجي في
+
+326
+00:23:35,440 --> 00:23:38,300
+في هذا الموضوع
+
+327
+00:23:38,300 --> 00:23:41,900
+‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏‏
+
+328
+00:23:43,720 --> 00:23:50,240
+الـ الـ ال environment إذا كان إن كل ال
+
+329
+00:23:50,240 --> 00:23:53,860
+environment أنا عندي محسوسة أو يعني إنه بقدر أنه
+
+330
+00:23:53,860 --> 00:23:58,340
+أنا يعني أطلع على ال معلومات تبعتها بشكل كامل
+
+331
+00:23:58,340 --> 00:24:01,760
+معناه ذلك إنه بيكون fully observable أما إذا كان
+
+332
+00:24:01,760 --> 00:24:05,260
+ال environment إنه مش كلها بقدر أنه عندي معلومات
+
+333
+00:24:05,260 --> 00:24:09,040
+عنها معناه ذلك إنه بتكون partially observable يعني
+
+334
+00:24:09,040 --> 00:24:13,670
+على سبيل المثال إنهممكن أقول إنه روبوت موجود في
+
+335
+00:24:13,670 --> 00:24:17,850
+غرفة مساحتها تلاتة في تلاتة Cleaning robot طبعا
+
+336
+00:24:17,850 --> 00:24:20,450
+ممكن إنه عنده القدرة إنه مدى ال sensors إنه يعرف
+
+337
+00:24:20,450 --> 00:24:24,170
+إيش الحالة تبع ال environment هذه كلها لأن مساحها
+
+338
+00:24:24,170 --> 00:24:28,430
+معدودة بينما ممكن يكون في عندي vacuum cleaner
+
+339
+00:24:28,430 --> 00:24:32,030
+robot يكون موجود في مطار ومطار مساحته كبيرة جدا
+
+340
+00:24:32,560 --> 00:24:37,060
+فبالتالي بيكونش في عنده يعني إنه كل ال environment
+
+341
+00:24:37,060 --> 00:24:39,880
+تبعته observed في المكان اللي هو موجود فيه يعني
+
+342
+00:24:39,880 --> 00:24:43,480
+ممكن تكون مناطق بيصلهاش ال sensors ومافيش معلومات
+
+343
+00:24:43,480 --> 00:24:46,200
+إنه sensors موجودة هناك تبعتله معلومات إنه تقول
+
+344
+00:24:46,200 --> 00:24:50,380
+إنه والله المنطقة هذه ك clean أو مش clean زي هيك
+
+345
+00:24:50,380 --> 00:24:54,450
+كذلك في السيارةفي الـ Taxi Driver، لو أنا جيت حكيت
+
+346
+00:24:54,450 --> 00:24:59,470
+إنه أنا بقدر أشوف حسب المدى الرؤية تبعتي، حسب مدى
+
+347
+00:24:59,470 --> 00:25:02,990
+الـ الـ الـ الـ sensor تبع الكاميرا تبعتي، تمام؟
+
+348
+00:25:02,990 --> 00:25:07,330
+لكن بعد عشرة كيلومتر، هل أنا بعرف إنه فيه زحمة ولا
+
+349
+00:25:07,330 --> 00:25:11,450
+مافيش؟ مش observable، إلا إذا أنا كنت باخد
+
+350
+00:25:11,450 --> 00:25:14,250
+المعلومات هذه من مصدر تاني، على سبيل المثال من الـ
+
+351
+00:25:14,250 --> 00:25:17,050
+GPS أو من الـ Google Maps، إنه جالي والله بعد عشرة
+
+352
+00:25:17,050 --> 00:25:20,540
+كيلومتر، راح يكون فيه زحمة،فإذا كانت إن المعلومة
+
+353
+00:25:20,540 --> 00:25:23,440
+دي متوفرة معنادلك إنه fully observable مش متوفرة
+
+354
+00:25:23,440 --> 00:25:26,680
+معنادلك إنه partially observable معنادلك إنه مش كل
+
+355
+00:25:26,680 --> 00:25:33,860
+البيئة أنا عندي معلومات بال .. بالحرة تبعتها تمام؟
+
+356
+00:25:33,860 --> 00:25:35,420
+طيب
+
+357
+00:25:38,360 --> 00:25:42,500
+طبعا هنا بدي أحدد أنه يعني بدي أحدد ال choice تبعي
+
+358
+00:25:42,500 --> 00:25:45,700
+بناء على ال uncertainty أنه كدهش مقدار أنه أنا
+
+359
+00:25:45,700 --> 00:25:48,600
+متأكد أو غير متأكد من المعلومات اللي موجودة عندى
+
+360
+00:25:48,600 --> 00:25:51,460
+طبعا إذا كانت ال environment أنا بدي أجي أسأل سؤال
+
+361
+00:25:51,460 --> 00:25:55,080
+هل ال environment fully observable؟ إذا كانت no
+
+362
+00:25:55,080 --> 00:26:00,620
+معنى ذلك أنه بدي أتعامل بمنطق ال uncertaintyال
+
+363
+00:26:00,620 --> 00:26:03,360
+uncertainty أنه هو عبارة عن منطق في الذكاء
+
+364
+00:26:03,360 --> 00:26:06,600
+الاصطناعي بيقدر أنه يعني من خلاله أتعامل مع
+
+365
+00:26:06,600 --> 00:26:11,540
+المعلومات ال uncertain، الغير أكيدة هل ممكن تشتي
+
+366
+00:26:11,540 --> 00:26:17,600
+الدنيا اليوم؟ احتمال، certainty معينة، ممكن تشتي
+
+367
+00:26:17,600 --> 00:26:24,100
+نسبة 70%زي هذا طبعا okay إذا كان yes fully
+
+368
+00:26:24,100 --> 00:26:26,540
+observable بدي أسأل سؤال تاني إنه هل هي
+
+369
+00:26:26,540 --> 00:26:30,000
+deterministic إذا كان no معناه ذلك إنه برضه بكون
+
+370
+00:26:30,000 --> 00:26:33,120
+أنا عندي ال agent اللي لازم يكون فيه عنده خاصية
+
+371
+00:26:33,120 --> 00:26:36,660
+التعامل مع ال uncertainty لأنه مش deterministic
+
+372
+00:26:36,660 --> 00:26:42,380
+إذا كان yes معناه ذلك إنه certainty search معناه
+
+373
+00:26:42,380 --> 00:26:45,060
+ذلك إنه كل الأمور أنا عندي واضحة ومعناه ذلك إن أنا
+
+374
+00:26:45,060 --> 00:26:49,510
+بدي أعمل searchللحل تبعي و أخد ال action بناء على
+
+375
+00:26:49,510 --> 00:26:59,310
+الحل هذا تمام؟ واضح؟ نيجي نحكي على ال agent types
+
+376
+00:26:59,310 --> 00:27:03,350
+أنواع ال agent كما احنا سابقا يعني كملخص حكينا عن
+
+377
+00:27:03,350 --> 00:27:08,040
+أنواع ال environments تمام؟أحنا حكينا إنه في الـ
+
+378
+00:27:08,040 --> 00:27:11,840
+في الـ agent إن أنا بدي أحدد البياس تبعتها واحدة
+
+379
+00:27:11,840 --> 00:27:14,220
+من البياس اللي هي ال environment حددنا إيش هي
+
+380
+00:27:14,220 --> 00:27:17,300
+أنواع ال environment الآن نشوف إيش أنواع ال agents
+
+381
+00:27:17,300 --> 00:27:23,820
+نفسها في عندي أربع أنواع أساسية لل agents، تمام؟
+
+382
+00:27:23,820 --> 00:27:28,100
+إن أول نوع أنا عندي simple reflex agent، النوع
+
+383
+00:27:28,100 --> 00:27:33,390
+التانيreflex agent بس بالإضافة لـ ال .. يعني
+
+384
+00:27:33,390 --> 00:27:36,370
+الإضافة اللي موجودة عليه إنه بيكون في عندي state
+
+385
+00:27:36,370 --> 00:27:40,630
+model تمام؟ وفي عندي goal based agent وفي عندي
+
+386
+00:27:40,630 --> 00:27:43,410
+utility based agent هنشوف الفرق بين هدول التنين
+
+387
+00:27:43,410 --> 00:27:48,090
+لإنه التنين هدول قريبين من بعض تمام؟ هدول كلهم
+
+388
+00:27:48,090 --> 00:27:50,830
+ممكن أن أنا راح أحولهم ل learning agent أيش معناة
+
+389
+00:27:50,830 --> 00:27:54,170
+هذا الكلام؟ إن هم ممكن يتعلموا بنفسهم ويطوروا من
+
+390
+00:27:54,170 --> 00:27:58,570
+أدائهموممكن ما تكونش الخاصية هذه موجودة عنده انه
+
+391
+00:27:58,570 --> 00:28:02,830
+يكون agent بشتغل بشكل ذكي اه بس ماعندهوش القدرة ان
+
+392
+00:28:02,830 --> 00:28:05,950
+هو يتعلم من الأخطاء او من ال environment اللي
+
+393
+00:28:05,950 --> 00:28:10,310
+بتكون موجودة عنده تمام؟
+
+394
+00:28:10,310 --> 00:28:12,350
+واضح؟
+
+395
+00:28:14,380 --> 00:28:18,720
+طيب نجي للنوع الأول النوع الأول هذا أبسط أنواع ال
+
+396
+00:28:18,720 --> 00:28:22,960
+agents فعليا بيكون أنا عندي هاي ال agent هذا ال
+
+397
+00:28:22,960 --> 00:28:26,620
+block هذا كله كامل هو ال agent إيش في عندي في ال
+
+398
+00:28:26,620 --> 00:28:30,660
+agent؟ شغلتان sensors و actuators
+
+399
+00:28:32,900 --> 00:28:36,300
+الـ Sensors اللي من خلالها بستشعر البيئة زي
+
+400
+00:28:36,300 --> 00:28:41,000
+الكاميرا، المايكروفون، الـ Infrared، sensor، كل
+
+401
+00:28:41,000 --> 00:28:44,560
+هذه الأشياء، Thermostat، درجة الحرارة، كل هذه
+
+402
+00:28:44,560 --> 00:28:48,300
+الأشياء، و ال Actuators اللي هي الأذرع الألية
+
+403
+00:28:48,300 --> 00:28:51,580
+تبعتي اللي من خلالها ممكن أنا أتنقل، مش بالضرورة
+
+404
+00:28:51,580 --> 00:28:55,460
+أنه تكون دراع يعني أنه ميكانيكية زي هيك، ممكن تكون
+
+405
+00:28:55,460 --> 00:28:58,800
+عبارة عن عجلات، ممكن تكون يعني أي شيء من هذا
+
+406
+00:28:58,800 --> 00:29:04,700
+القبيل، تمام؟الـ agent بيكون فيه ان عندي condition
+
+407
+00:29:04,700 --> 00:29:10,580
+action rules F و then إذا المنطقة هذه مش clean
+
+408
+00:29:10,580 --> 00:29:17,010
+نظفها إذا درجة الحرارة ارتفعت يبقى نقصهازي هيك،
+
+409
+00:29:17,010 --> 00:29:22,530
+تمام؟ يبقى الـ agent هذا إيش بده يسوي؟ بده يستشعر
+
+410
+00:29:22,530 --> 00:29:25,770
+البيئة اللي موجودة حواليه من خلال الـ sensor ويسأل
+
+411
+00:29:25,770 --> 00:29:33,170
+سؤال إن what the world is look is like now كيف شكل
+
+412
+00:29:33,170 --> 00:29:35,730
+ال environment حاليًا وبيناني على شكل ال
+
+413
+00:29:35,730 --> 00:29:39,070
+environment حاليًا أو يعني .. يعني وضع ال
+
+414
+00:29:39,070 --> 00:29:42,290
+environment حاليًا بده يسأل إن what action should
+
+415
+00:29:42,290 --> 00:29:45,490
+I do؟أنا في عندي مجموعة من ال actions بدوا يختار
+
+416
+00:29:45,490 --> 00:29:48,690
+ال action المناسب طب لو أصيغنا هذا الكلام أنه ك
+
+417
+00:29:48,690 --> 00:29:51,790
+programming ك pseudocode يبقى بدي أعرف هنا
+
+418
+00:29:51,790 --> 00:29:58,030
+function اسمها reflex vacuum agent شو بتاخد؟
+
+419
+00:29:58,030 --> 00:30:02,650
+شغلتين من ال environment إيش هما؟ ال location و ال
+
+420
+00:30:02,650 --> 00:30:06,070
+state ال location أنا وين موجود؟ احنا أخدنا في ال
+
+421
+00:30:06,070 --> 00:30:08,590
+agent ال vacuum cleaner بشكل مبسط إنه في عنده two
+
+422
+00:30:08,590 --> 00:30:12,880
+sides A و B صح؟و ممكن يكون انا عندى اعمله extend
+
+423
+00:30:12,880 --> 00:30:16,680
+انه يكون على جد الغرفة هذه كلها تمام ممكن تكون في
+
+424
+00:30:16,680 --> 00:30:19,320
+تلاتة في تلاتة و التلاتة في تلاتة دى اقسمها
+
+425
+00:30:19,320 --> 00:30:22,580
+لمربعات ممكن يطلع عندى اتناشر مربع عشرين مربع
+
+426
+00:30:22,580 --> 00:30:26,440
+خمسين مربع على جد المساحة الصغيرة اللى انا بقسمها
+
+427
+00:30:26,440 --> 00:30:29,840
+مربعات فبالتالي هنا ال location ممكن ان عندي يطلع
+
+428
+00:30:29,840 --> 00:30:33,080
+اكتر من location عشرين location خمسين location حسب
+
+429
+00:30:33,080 --> 00:30:36,080
+المساحة فهذا ال location و ال state
+
+430
+00:30:39,390 --> 00:30:43,670
+إيش ال state تبع ال location؟ في عندي حلتين clean
+
+431
+00:30:43,670 --> 00:30:49,550
+و dirty clean و dirty طبعاً هاي ال function شو
+
+432
+00:30:49,550 --> 00:30:54,650
+بترجع؟ action يبقى عبارة عندها لبرمجية بشكل مبسط
+
+433
+00:30:54,650 --> 00:31:00,410
+بس تدعيها إيش بديها؟ شغلتان الموقع و ال status و
+
+434
+00:31:00,410 --> 00:31:05,470
+الحالة موقع الحالي و ال status اللي هو clean و لا
+
+435
+00:31:05,470 --> 00:31:11,360
+dirty شو بترجع؟ بناء على ال state هايبدها ترجع
+
+436
+00:31:11,360 --> 00:31:14,620
+action معين، شو تسوي؟ تتحرك يمين، تتحرك شمال،
+
+437
+00:31:14,620 --> 00:31:20,500
+تنظف، شو تسوي؟ تمام؟ يبقى هنا بدي أحدد هذه الجزئية
+
+438
+00:31:20,500 --> 00:31:29,400
+هذه موجودة هناif status is dirty then return سك ال
+
+439
+00:31:29,400 --> 00:31:34,960
+action سك يعني انه يشفط يعني هي عبارة عن vacuum
+
+440
+00:31:34,960 --> 00:31:40,740
+cleaner يعني .. يعني انه بده يشفط الغبار او الوسخ
+
+441
+00:31:40,740 --> 00:31:47,340
+تمام؟ فبالتالي ان ال action سك يعني اتضلك مكانك و
+
+442
+00:31:47,340 --> 00:31:52,040
+اعمل ال action انه سك اشفط ال .. ال .. الاوساخ دول
+
+443
+00:31:52,530 --> 00:31:59,730
+إذا ال location A تمام else طبعاً لما أحكي else في
+
+444
+00:31:59,730 --> 00:32:06,770
+المفهوم البرمجة شو معنى هذا الكلام الحالة
+
+445
+00:32:06,770 --> 00:32:10,010
+المغايرة إيش هي الحالة المغايرة أنه يكون هذا ال
+
+446
+00:32:10,010 --> 00:32:15,950
+condition false إيش معناته إيش
+
+447
+00:32:15,950 --> 00:32:21,420
+عكس ال dirty clean تمام فبالتالي إنه elseبكون
+
+448
+00:32:21,420 --> 00:32:25,040
+ارجعت للمنطقة هذه و بكون متأكد ان ال status clean
+
+449
+00:32:25,040 --> 00:32:27,980
+و هنا انا كنت في ال location ايه؟ معناه ذلك ان انا
+
+450
+00:32:27,980 --> 00:32:30,700
+في ال location ايه؟ و ايش كمان؟ clean معناه ذلك ان
+
+451
+00:32:30,700 --> 00:32:38,100
+ال reaction right else تمام؟
+
+452
+00:32:40,180 --> 00:32:44,760
+الـ location ديرتي ال status ديرتي و ال location
+
+453
+00:32:44,760 --> 00:32:49,660
+مش a يبقى هذا false يبقى هذه الحالة اللي هي b يبقى
+
+454
+00:32:49,660 --> 00:32:54,720
+clean و b معناه ذلك انه ال action right طبعا هذه
+
+455
+00:32:54,720 --> 00:33:00,040
+الرسمة انه ارجع انه اوضحكم إياها زي هيك انا في
+
+456
+00:33:00,040 --> 00:33:08,700
+عندي two sides هذا a وهذا b بهذا الشكلتمام؟ و هنا
+
+457
+00:33:08,700 --> 00:33:13,980
+عندي ال agent بيكون موجود في عنده الخيار يتحرك
+
+458
+00:33:13,980 --> 00:33:18,600
+right أو يتحرك left حسب ال status اللي موجودة هنا
+
+459
+00:33:18,600 --> 00:33:28,300
+ان هنا في أوساخ تمام؟ او مافيش أوساخ طيب
+
+460
+00:33:28,300 --> 00:33:34,700
+فعليا لو احنا طلعنا على هذا ال agent هو انه ال
+
+461
+00:33:34,700 --> 00:33:40,660
+symbolvery limited intelligence لأنه مش هالذكاء
+
+462
+00:33:40,660 --> 00:33:46,340
+اللي موجود فيه انه بص مجرد انه fl تمام هل بيعتمد
+
+463
+00:33:46,340 --> 00:33:50,940
+على ال percept history لو
+
+464
+00:33:50,940 --> 00:33:54,840
+يجينا نتطلعنا في البرمجة تبعتها ايش موجود بتطلع
+
+465
+00:33:54,840 --> 00:33:58,140
+على ال state الحالية على ال location الحالي و ال
+
+466
+00:33:58,140 --> 00:34:01,380
+state هل تطلع على ال actions السابق لأ مفيش فيه
+
+467
+00:34:01,380 --> 00:34:06,900
+percept history تمام فقط ال current perceptفقط
+
+468
+00:34:06,900 --> 00:34:10,720
+لستات الحالية هل بيحتاج ذاكرة عشان يخزن ال
+
+469
+00:34:10,720 --> 00:34:15,920
+history؟ لا، مابيحتاج، تمام؟ مشكلته أنه ممكن أن هو
+
+470
+00:34:15,920 --> 00:34:22,800
+يدخل في infinite loop تمام؟
+
+471
+00:34:22,800 --> 00:34:26,920
+أنه على سبيل المثال ماقدرش أنه يعمل observe لل
+
+472
+00:34:26,920 --> 00:34:31,220
+location وارد ولا مش وارد؟ وارد، ممكن يدخل في loop
+
+473
+00:34:31,220 --> 00:34:34,380
+أنه يظل يروح يمين وشمال، يمين وشمال، يمين وشمال،
+
+474
+00:34:34,380 --> 00:34:43,490
+تمام؟فبالتالي إحنا ممكن نعمل حل لهذا الموضوع إنه
+
+475
+00:34:43,490 --> 00:34:47,290
+نعمل randomize لل action عشان نطلع نعمل break لل
+
+476
+00:34:47,290 --> 00:34:51,690
+loop هاي أو ممكن أحط thermostat
+
+477
+00:34:56,030 --> 00:34:58,970
+يعني مقياس لدرجة الحرارة أو يعني منظم لدرجة
+
+478
+00:34:58,970 --> 00:35:01,970
+الحرارة أنه لو دلوا يروح يمين وشمال معناه ذلك أنه
+
+479
+00:35:01,970 --> 00:35:05,310
+في شي يعني أنه يعني أنه يعمل break لل loop هاي
+
+480
+00:35:05,310 --> 00:35:11,030
+تمام؟ هاي الشغل أحنا شفناها أنه كمثال لل vacuum
+
+481
+00:35:11,030 --> 00:35:18,390
+cleaner هل أنا ممكن أطبقها على الشطرانش؟ ليش لا؟
+
+482
+00:35:18,390 --> 00:35:23,960
+ممكنولكن إنه هي مش فكرة كويسة إن أنا أسويها، إنه
+
+483
+00:35:23,960 --> 00:35:28,800
+من ناحية إمكانية فنية ممكن، لكن إنه هل من الصح إن
+
+484
+00:35:28,800 --> 00:35:31,540
+أنا أسوي شغل زي هيك وما أتطلعش على ال history وما
+
+485
+00:35:31,540 --> 00:35:33,980
+أتطلعش إنه أققش ال actions اللي ممكن تكون موجودة
+
+486
+00:35:33,980 --> 00:35:37,140
+قدام؟ بالإضافة إنه جداش ال possible states اللي
+
+487
+00:35:37,140 --> 00:35:39,800
+موجودة لعندي في الشطرانش، في ال vacuum كليرا، احنا
+
+488
+00:35:39,800 --> 00:35:43,710
+شوفنا أنا عندي location A و Bأما في الشطرانج أنا
+
+489
+00:35:43,710 --> 00:35:45,970
+جديش أنا عندي عدد الخنات في الشطرانج و جديش أنا
+
+490
+00:35:45,970 --> 00:35:49,770
+عندي عدد أحجار الشطرانج فبالتالي ال look up table
+
+491
+00:35:49,770 --> 00:35:57,210
+تبعي راح يكون 35 مرفوع للقوة 100 entry لكل ال game
+
+492
+00:35:57,210 --> 00:36:02,590
+كلها فبالتالي مش من الحكمة أنه أطبق هذا الأسلوب في
+
+493
+00:36:02,590 --> 00:36:04,510
+الشطرانج عندنا نشوف ان شاء الله في ال game I'm
+
+494
+00:36:04,510 --> 00:36:07,870
+playing أن أنا فيه عندي algorithm ممكن أطبقه في
+
+495
+00:36:07,870 --> 00:36:14,450
+الشطرانج اسمه minmaxطبعا؟ طيب، لو أجينا بدنا ندخل
+
+496
+00:36:14,450 --> 00:36:19,390
+الـ history في الموضوع يعني هنا بدي أدخل ال status
+
+497
+00:36:19,390 --> 00:36:25,470
+أنه beyond reflexes خلينا نتذكر أن ال agent
+
+498
+00:36:25,470 --> 00:36:30,150
+function ك formulation تبعها أن هذه ال function
+
+499
+00:36:30,150 --> 00:36:34,370
+نقطتين علاشة بتتطلع على ال percept history وبناء
+
+500
+00:36:34,370 --> 00:36:35,730
+عليه بتاخد action معينة
+
+501
+00:36:38,300 --> 00:36:41,560
+يبقى ال agent program بيحتوي على agent function
+
+502
+00:36:41,560 --> 00:36:46,500
+إيش بتعمل ال function هذه بتعمل maintain لل
+
+503
+00:36:46,500 --> 00:36:50,560
+internal state في ال internal state بيكون في عندي
+
+504
+00:36:50,560 --> 00:36:56,840
+معلومات عن ال external environment يبقى كمان مرة
+
+505
+00:36:56,840 --> 00:37:00,740
+ال agent function أو ال agent program فيه function
+
+506
+00:37:00,740 --> 00:37:04,160
+خاصة اسمها ال agent function اس وظيفتها تعمل
+
+507
+00:37:04,160 --> 00:37:08,290
+maintain لل internal stateمن ضمن الـ Internal
+
+508
+00:37:08,290 --> 00:37:14,610
+State لازم يعني يضم معلومات عن إيش عن الـ External
+
+509
+00:37:14,610 --> 00:37:18,670
+Environment فبالتالي إن الـ State depends على الـ
+
+510
+00:37:18,670 --> 00:37:21,050
+History تبع الـ Percept هنا دخلنا الـ History
+
+511
+00:37:21,050 --> 00:37:28,370
+فبالتالي هاي راح تتغير لهاي إنه الـ Function إنه
+
+512
+00:37:28,370 --> 00:37:31,290
+أيش بدي أسوي؟ بدي أخد الـ Percept History كل ما
+
+513
+00:37:31,290 --> 00:37:35,110
+تلاقي Star معنادلك إنه History بالإضافة لإيش؟ الـ
+
+514
+00:37:35,110 --> 00:37:39,330
+Action Historyعشان اشوف ايش ال current state عشان
+
+515
+00:37:39,330 --> 00:37:44,130
+اخد action معين هذا ال history تبع ال action هذا
+
+516
+00:37:44,130 --> 00:37:50,490
+action الحالي او ال action اللي انا بدي اخده طبعا
+
+517
+00:37:50,490 --> 00:37:54,890
+يبقى هنا ايش الاختلاف من هاي لهاي ان انا دخلت في
+
+518
+00:37:54,890 --> 00:37:57,650
+الموضوع هنا ال history ال history تبع شغل تاني
+
+519
+00:37:57,650 --> 00:38:00,630
+اللي هو ال percept و ال actions السابقة اللي انا
+
+520
+00:38:00,630 --> 00:38:04,690
+اخدها طبعا بيكون انا عندى state معينة عشان اخد ال
+
+521
+00:38:04,690 --> 00:38:04,910
+next
+
+522
+00:38:07,760 --> 00:38:13,640
+action تمام؟ هجيت لو كل ال internal states معروفة
+
+523
+00:38:13,640 --> 00:38:19,920
+بشكل مسبق معناه ذلك أنه بيصير Markovian Markov
+
+524
+00:38:19,920 --> 00:38:25,420
+model أنه على سبيل المثال أنه معلش خليني أنه يعني
+
+525
+00:38:25,420 --> 00:38:28,980
+أوضحلكم إيش ال Markovian model أنه أنا بيكون في
+
+526
+00:38:28,980 --> 00:38:30,760
+عندي أو خليني أوضحلكم إياها على اللوح
+
+527
+00:38:37,810 --> 00:38:41,770
+إنه لو بيكون في عندي state معينة طبعا ممكن أنتقل
+
+528
+00:38:41,770 --> 00:38:44,870
+من ال state هذه ل state تانية و من ال state
+
+529
+00:38:44,870 --> 00:38:48,410
+التانية هذه هيك بدي أكون سهم هذه ممكن أنتقل ل
+
+530
+00:38:48,410 --> 00:38:52,270
+state تالتة إذا أنا كنت في ال state هذه ممكن أرجع
+
+531
+00:38:52,270 --> 00:38:58,150
+لل state هذه بهذا الشكل هنا أقاس واحد هنا أقاس
+
+532
+00:38:58,150 --> 00:39:00,690
+اتنين هنا أقاس تلاتة
+
+533
+00:39:02,890 --> 00:39:07,630
+الـ state هذه بقدرش أرجع من S2 لـ S3 بس في عندي
+
+534
+00:39:07,630 --> 00:39:17,790
+خيار أنه أنا أروح لـ S1 أو S4 وهكذا إذا هذه
+
+535
+00:39:17,790 --> 00:39:21,450
+المعلومات كلها معروفة بشكل مسبق معناه ذلك أنه
+
+536
+00:39:21,450 --> 00:39:23,370
+بيصير ال model هذا Markov model
+
+537
+00:39:29,570 --> 00:39:32,210
+طبعا كل ال states أنا عندي معروفة بشكل مسبق
+
+538
+00:39:32,210 --> 00:39:35,810
+والمعلومات هذه معروفة بشكل مسبق والانتقالات بينتها
+
+539
+00:39:35,810 --> 00:39:39,670
+يعني معروفة بشكل مسبق معناه ذلك أنه انه الانتقال
+
+540
+00:39:39,670 --> 00:39:44,750
+من S1 ل S4 مباشرة مستحيل أو هل في انتقال مثلا من
+
+541
+00:39:44,750 --> 00:39:50,210
+S2 ل S4 بشكل مباشر لأ أنا بعرف أنه لازم أمر بـ S2
+
+542
+00:39:50,210 --> 00:39:56,330
+S2 احتمال أرجع هناأو أنه أروح هنا S3 ممكن أرجع ل
+
+543
+00:39:56,330 --> 00:40:03,290
+S1 S3 بروح ل S4 و هكذا هي ساهم زي هيك تمام؟ واضح؟
+
+544
+00:40:03,290 --> 00:40:11,730
+و هذا ساهم زي هيك واضح؟
+
+545
+00:40:11,730 --> 00:40:18,230
+طيب نشوف
+
+546
+00:40:18,230 --> 00:40:21,790
+الآن أنه في ال game theory أنه ال states و ال
+
+547
+00:40:21,790 --> 00:40:28,350
+memoryإذا الـ states تحتوي معلومات على الـ percept
+
+548
+00:40:28,350 --> 00:40:34,430
+والـ action اللي قدّت لهذا الـ percept معناه ذلك
+
+549
+00:40:34,430 --> 00:40:38,850
+إنه الـ status base بنسميه perfect إنه في عنده
+
+550
+00:40:38,850 --> 00:40:42,010
+perfect recall perfect recall المقصود فيها إنه هي
+
+551
+00:40:42,010 --> 00:40:45,790
+perfect information زائد إنه fully observability
+
+552
+00:40:45,790 --> 00:40:50,950
+زائد deterministic action كمان مرة في ال game
+
+553
+00:40:50,950 --> 00:40:57,410
+theoryإذا كان في عندي states و memory داكرة عن كل
+
+554
+00:40:57,410 --> 00:41:00,650
+ال states السابقة و كل ال action اللي قدت لهذه ال
+
+555
+00:41:00,650 --> 00:41:06,130
+state يبجى هنا إنه في كل state تحتوي معلومات عن ال
+
+556
+00:41:06,130 --> 00:41:10,130
+perception و كل ال action اللي قدت لل state
+
+557
+00:41:10,130 --> 00:41:14,430
+الحالية لل perception الحالي معنى ذلك إنه ال
+
+558
+00:41:14,430 --> 00:41:19,590
+status base تبعي لما أقول status base إيش معناته
+
+559
+00:41:22,380 --> 00:41:25,820
+كل الحالات تبعة الـ Environment لسه احنا يعني
+
+560
+00:41:25,820 --> 00:41:29,240
+هورجيكم ان شاء الله في الـ Status Base أنه احنا
+
+561
+00:41:29,240 --> 00:41:31,460
+هنشوفه في الـ Vacuum Cleaner أنه أيش الـ Status
+
+562
+00:41:31,460 --> 00:41:34,440
+Base في الـ Chess Ranch هنشوفه هنشوفه في لعبة الـ
+
+563
+00:41:34,440 --> 00:41:37,480
+Eight Puzzle أنه أيش الـ Status Base أنه هذه أنه
+
+564
+00:41:37,480 --> 00:41:41,980
+هي اللي هي يعني مجموعة ال States الممكنة ل
+
+565
+00:41:41,980 --> 00:41:46,300
+Environment معينة بالظبط، تمام؟ معناه ذلك أنه الـ
+
+566
+00:41:46,300 --> 00:41:53,970
+Status Base عندها Perfect Recordطيب الـ Perfect
+
+567
+00:41:53,970 --> 00:41:56,950
+Recall مع شألها تانية إيش بيديني Perfect
+
+568
+00:41:56,950 --> 00:42:00,110
+Information يبقى الـ Perfect Information هنا أنه
+
+569
+00:42:00,110 --> 00:42:03,770
+يعني بيكون في عندي Perfect Recall بالإضافة لـ
+
+570
+00:42:03,770 --> 00:42:07,130
+Fully Observability إنه نوع ال environment إنه
+
+571
+00:42:07,130 --> 00:42:11,210
+Fully Observable بالإضافة إنه Deterministic
+
+572
+00:42:11,210 --> 00:42:15,410
+Actions محددة بشكل مسبق وعارف إيش نتيجة طبعتها،
+
+573
+00:42:15,410 --> 00:42:17,790
+طبعا؟ مع أن ذلك إن أنا بيكون في عندي Perfect
+
+574
+00:42:17,790 --> 00:42:22,090
+Information عن كلالأشياء اللي ممكن تصير أنا عندي
+
+575
+00:42:22,090 --> 00:42:29,590
+في ال environment تمام؟
+
+576
+00:42:29,590 --> 00:42:34,110
+طيب
+
+577
+00:42:34,110 --> 00:42:37,850
+إحنا باقي عندنا
+
+578
+00:42:37,850 --> 00:42:42,170
+ال goal based agent إنه بيكون فيه عندي goal معين
+
+579
+00:42:42,170 --> 00:42:47,800
+تمام؟و باقي عندي ال utility based و ال learning و
+
+580
+00:42:47,800 --> 00:42:51,140
+ناخد big picture على الموضوع و ال summary خلّي ..
+
+581
+00:42:51,140 --> 00:42:55,920
+خلّينا يعني هذه الأشياء أنه لأنه يعني محتاجة أنه
+
+582
+00:42:55,920 --> 00:43:00,940
+شوية نفصل فيها أنه نحكي عنها المحاضرة الجاية إن
+
+583
+00:43:00,940 --> 00:43:06,260
+شاء الله فيبقى خلّينا نتوقف هنا عند هاي ال slide
+
+584
+00:43:06,260 --> 00:43:11,480
+في حدا عنده سؤال أو أي استفسار؟ يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo.srt
new file mode 100644
index 0000000000000000000000000000000000000000..3e08459dcfb794d891d8f8c8d08340e46a5dc703
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo.srt
@@ -0,0 +1,1409 @@
+1
+00:00:05,300 --> 00:00:11,080
+صباح الخير طبعاً
+
+2
+00:00:11,080 --> 00:00:16,040
+في أسئلة متكررة أَجْتَنِي بخصوص المحاضرة الماضية أنّ
+
+3
+00:00:16,040 --> 00:00:19,180
+بَدْنا نُمثّل أكثر على evaluation functions لأنّها
+
+4
+00:00:19,180 --> 00:00:22,890
+محلّلة، وهذا النوع من الأسئلة أسئلة تحليلية
+
+5
+00:00:22,890 --> 00:00:30,530
+وما فيش حلّ وحيد لهذا السؤال فـ… بدّي أحاول أُعطيكم
+
+6
+00:00:30,530 --> 00:00:34,730
+بعض الأمثلة أنّ أنتم كيف ممكن أن نعمل evaluation
+
+7
+00:00:34,730 --> 00:00:37,930
+function. خليني على سبيل المثال نبدأ بالـTic-Tac
+
+8
+00:00:37,930 --> 00:00:42,050
+-Toe.  الـTic-Tac-Toe الفكرة تبعتها أنّ أنا بدّي أكون
+
+9
+00:00:42,050 --> 00:00:47,830
+فيه عندي board زي هيك. طبعاً الـlink للشغلات هذه أنا
+
+10
+00:00:47,830 --> 00:00:51,720
+حاطط لكم إياها على الـ… على الـ… على الـ
+
+11
+00:00:51,720 --> 00:00:54,560
+WordPress على المدوّنة، فبالتالي ممكن أن أنتم
+
+12
+00:00:54,560 --> 00:00:57,280
+تتطلعوا عليها زي هيك، وتتمرّنوا عليها، وفي نفس
+
+13
+00:00:57,280 --> 00:01:01,440
+الوقت أن أنتم ممكن تشوفوا أيّ board game ثانية أو
+
+14
+00:01:01,440 --> 00:01:05,300
+أيّ نوع من أنواع الـgames، وتفكّروا يعني هذا سؤال…
+
+15
+00:01:05,300 --> 00:01:09,340
+سؤال تحليلي بيعتمد على التحليل، أو لازم تتمرّنوا على
+
+16
+00:01:09,340 --> 00:01:12,440
+هذا النوع من الأسئلة. الـtic-tac-toe الفكرة تبعتها
+
+17
+00:01:12,440 --> 00:01:20,290
+أنّه بيكون في عندي board زي هيك، تمام؟ بهذا الشكل. طيب
+
+18
+00:01:20,290 --> 00:01:23,630
+كيف بدّي أنا أُعمل evaluation function؟ كيف بدّي أُحدّد
+
+19
+00:01:23,630 --> 00:01:28,350
+أنّه أُعطي score للـboard هاي، تمام؟ أنّ على سبيل
+
+20
+00:01:28,350 --> 00:01:39,510
+الوضع أنا عندي زي هيك، تمام؟ أو board ثانية الوضع
+
+21
+00:01:39,510 --> 00:01:46,800
+فيها أنّ بيكون أنا عندي على سبيل المثال زي هيك، بهذا
+
+22
+00:01:46,800 --> 00:01:51,260
+الشكل. يعني… يعني خلينا أنّ هنا… أنّ أنا عندي
+
+23
+00:01:51,260 --> 00:01:54,960
+كلّ واحد لعب، وهنا أنا الـX لعب مرتين، والـO خليه
+
+24
+00:01:54,960 --> 00:02:02,060
+يلعب على سبيل المثال مرتين.
+
+25
+00:02:02,060 --> 00:02:07,720
+زي هيك، تمام؟ فكيف أُعطي score لهذه، وكيف أُعطي score
+
+26
+00:02:07,720 --> 00:02:08,920
+لهذه؟ فكّروا معي.
+
+27
+00:02:11,840 --> 00:02:30,360
+صعب لما أنا أفتح أنّ هو يلعَب Tic-Tac-Toe في
+
+28
+00:02:30,360 --> 00:02:39,980
+أنا عندي الـwebsite هذا، طبعاً
+
+29
+00:02:39,980 --> 00:02:41,060
+بطبيعة الحال أنّ هو
+
+30
+00:02:44,360 --> 00:02:48,060
+على طول هو يعني بيستجيب، إنّه واضح جداً إنّه أفضل
+
+31
+00:02:48,060 --> 00:02:51,480
+أنا ما دام اخترت هنا أفضل شيء أنا عندي أنّ أنا أختار
+
+32
+00:02:51,480 --> 00:02:56,100
+الـcentral tile أو المكان اللي أنا عندي في المنتصف.
+
+33
+00:02:56,100 --> 00:02:59,160
+فإنّ
+
+34
+00:02:59,160 --> 00:03:02,220
+هو برضه بيفكّر إنّه يعمل زي هيك، يفترض إنّه أنا بدّي
+
+35
+00:03:02,220 --> 00:03:08,470
+أُسَكّر عليه، تمام؟ كيف أُعمل score لشغل زي هيك؟ يعني
+
+36
+00:03:08,470 --> 00:03:12,830
+أنا عندي على سبيل المثال دوري، تمام؟ ودوري أنا
+
+37
+00:03:12,830 --> 00:03:15,370
+فيه عندي ثلاث خيارات، إيش هما؟ أنّ أنا ألعب هنا…
+
+38
+00:03:15,370 --> 00:03:18,590
+ألعب في هذا المكان، أو ألعب في هذا المكان، أو ألعب
+
+39
+00:03:18,590 --> 00:03:22,090
+في هذا المكان. كيف بدّي أُعطي الـscore لعايش الشغل؟
+
+40
+00:03:22,090 --> 00:03:23,510
+فكّروا معي.
+
+41
+00:03:28,840 --> 00:03:32,020
+ماشي، احنا خلينا نفترض أنّ أنا في عندي في board
+
+42
+00:03:32,020 --> 00:03:37,160
+معيّنة، تمام؟ وأنا في عندي ثلاث خيارات. في أنا عندي
+
+43
+00:03:37,160 --> 00:03:40,300
+الخيار أنّ أنا ألعب هنا، أو ألعب هنا، أو ألعب هنا.
+
+44
+00:03:40,300 --> 00:03:45,620
+هجيت أنا بدّي function تحسب أنّ لو لعبت هنا، قدّيش الـ
+
+45
+00:03:45,620 --> 00:03:49,300
+score تبعي. أنّ وضعية الـscore هي دي مش بتحدّد أنّ أنا
+
+46
+00:03:49,300 --> 00:03:52,900
+فائز أو رابح، لأ، بتحدّد وضعية الـboard، أنّ هل هي
+
+47
+00:03:52,900 --> 00:03:58,250
+أفضل بالنسبة لي ولا لأ، أو أنّ أنا عندي two boards
+
+48
+00:03:58,250 --> 00:04:02,210
+بدّي أُقيم بين الـtwo boards، أنّ أنا أقول أنّ اه
+
+49
+00:04:02,210 --> 00:04:06,130
+والله هذه أفضل من هذه. فمين أفضل الـboard لما ألعب
+
+50
+00:04:06,130 --> 00:04:09,950
+هنا، أو الـboard لما نلعب هنا، أو الـboard لما نلعب
+
+51
+00:04:09,950 --> 00:04:15,670
+هنا. بدّي function حسابية بتحدّد لي أنّ طب ماشي، أنّ
+
+52
+00:04:15,670 --> 00:04:21,730
+okay، ألعب هنا، بس كيف بدّي أُحدّد أنّ اه والله هذه
+
+53
+00:04:21,730 --> 00:04:27,200
+الأفضل؟ الـO يعني الموجود في الـrow، أو مثلاً
+
+54
+00:04:27,200 --> 00:04:30,340
+الموجودين في الـcolumn، واللي بيبقى فيه أكثر O هو
+
+55
+00:04:30,340 --> 00:04:35,280
+المربع اللي أنا أحط فيه. يعني تأخذ board فقط؟ يعني
+
+56
+00:04:35,280 --> 00:04:38,240
+أنت بت… أنت بتحكي… أنت بتقترح أنّ أنا بدّي
+
+57
+00:04:38,240 --> 00:04:42,700
+أَطلَع على الـnumber of tiles
+
+58
+00:04:48,410 --> 00:04:53,250
+with O. طبعاً هنا number of tiles اللي بتشكّل straight
+
+59
+00:04:53,250 --> 00:05:01,090
+line. كيف
+
+60
+00:05:01,090 --> 00:05:05,570
+مش شرط؟ أنا فهمت كلامك أنّ… أنا فهمت كلامك أنّ
+
+61
+00:05:05,570 --> 00:05:12,370
+أنت بدّك تطلع على… أو… اه، دي نقطة مُحيّرة، بس اللي
+
+62
+00:05:12,370 --> 00:05:17,540
+بَدّي أَطلَع عليها. بالظبط، بالظبط. يعني أنا بدّي أشوف أنّ
+
+63
+00:05:17,540 --> 00:05:21,780
+في مرحلة متقدّمة، في… في مرحلة أوليّة، يعني أنّ أنا
+
+64
+00:05:21,780 --> 00:05:24,940
+بدّي أختار أنّ أنا على سبيل المثال أنّ أنا عندي الـ
+
+65
+00:05:24,940 --> 00:05:32,120
+board زي هيك، تمام؟ هي الـboard، كم خيار أنا
+
+66
+00:05:32,120 --> 00:05:36,840
+عندي؟ هي واحد، اثنين، ثلاثة، أربعة، خمسة، ستّة،
+
+67
+00:05:36,840 --> 00:05:41,470
+سبعة. يفترض يكون في عندي سبعة scores. أيّ واحدة بدّي
+
+68
+00:05:41,470 --> 00:05:45,590
+أختار؟ بدّي أَطلَع على الـpoint الثانية، تمام؟ أنّ أنا
+
+69
+00:05:45,590 --> 00:05:54,450
+بدّي أَطلَع على الـnumber of tiles، تمام؟
+
+70
+00:05:54,450 --> 00:05:58,750
+with X، واللي بتشكّل برضه في نفس الوجهة، أنّ
+
+71
+00:05:58,750 --> 00:05:59,390
+straight line.
+
+72
+00:06:06,410 --> 00:06:08,950
+بتتذكّروا المرة الماضية لما حكينا أنّ الـchess هي
+
+73
+00:06:08,950 --> 00:06:11,930
+عبارة عن weighted… linear weighted sum، معناه ذلك
+
+74
+00:06:11,930 --> 00:06:14,890
+أنّ أنا بدّي أجمع، هنا بدّنا نجمع نقاط، هدول النقاط
+
+75
+00:06:14,890 --> 00:06:17,490
+هدول ممكن أنّ احنا نصيغها في دالة summation، وندّي
+
+76
+00:06:17,490 --> 00:06:22,490
+weight لكلّ واحدة. طيب هذا عبارة عن مجموع، أجمع
+
+77
+00:06:22,490 --> 00:06:24,930
+هدول النقاط ولا إيش بتقترحوا؟
+
+78
+00:06:30,540 --> 00:06:33,020
+يعني كيف… كيف… كيف أنّ أنا بدّي أختار؟ بدّي
+
+79
+00:06:33,020 --> 00:06:40,240
+أختار أنّ الـ… الـ… الـtile اللي… اللي… اللي
+
+80
+00:06:40,240 --> 00:06:44,720
+…اللي بتشكّل لي straight line، تمام؟ وفي نفس الوقت
+
+81
+00:06:44,720 --> 00:06:52,520
+بدّي أبتعد عن الـtiles اللي أنّ يعني ممكن الـ
+
+82
+00:06:52,520 --> 00:06:56,340
+opponent أنّ هو يعني يعمل فيها O.
+
+83
+00:07:07,880 --> 00:07:12,200
+ممكن نِمْثِل أولوياتنا من الأرض، يعني هدول الثاني بيكون
+
+84
+00:07:12,200 --> 00:07:19,940
+weighted sum؟ ممكن نقول نبحث بالأرض، ولو ما كانش فيه
+
+85
+00:07:19,940 --> 00:07:20,820
+خيال، دول نبحث
+
+86
+00:07:35,910 --> 00:07:41,410
+يعني هنا أنا بدّي أختار الـtile بحيث أنّ تكون عدد
+
+87
+00:07:41,410 --> 00:07:45,290
+الـtiles اللي بتشكّل الـstraight line في الـO أكبر
+
+88
+00:07:45,290 --> 00:07:49,770
+ما يمكن، وفي نفس الوقت أنا بدّي أوصل لفكرة أنّ هو
+
+89
+00:07:49,770 --> 00:07:53,330
+عبارة عن حاصل جمع، مش طرح، أنّ مش مثلاً أنّ هذه minus
+
+90
+00:07:53,330 --> 00:08:00,340
+هذه، مثلاً، شغلة زي هيك، تمام؟ زائد أنّ عدد الـtiles
+
+91
+00:08:00,340 --> 00:08:03,300
+أنّ في… لو اخترت tile معيّنة، أنّ عدد الـtiles
+
+92
+00:08:03,300 --> 00:08:07,080
+اللي بتتشكّل مع الـstraight line، أنّ للـX، يعني على
+
+93
+00:08:07,080 --> 00:08:12,400
+سبيل المثال، باجي خذنا نحسب هاي، لو وضعت أنا عندي
+
+94
+00:08:12,400 --> 00:08:18,040
+هنا، هذه كم عدد الـtiles اللي في الـO بتشكّل
+
+95
+00:08:18,040 --> 00:08:25,130
+straight line؟ اثنين، تمام؟ وهنا عدد الـtiles اللي
+
+96
+00:08:25,130 --> 00:08:32,150
+بتشكّل straight line في الـX قدّيش؟ وين؟ أنا لعبت
+
+97
+00:08:32,150 --> 00:08:36,310
+هنا، إيش أنا في عندي خيارات؟ في عندي خيارات يا هيك
+
+98
+00:08:36,310 --> 00:08:46,930
+يا هيك. في عندي X في الـstraight lines أنا عندي، صح؟
+
+99
+00:08:46,930 --> 00:08:50,570
+طيب هذا الخيار الأول، نيجي للخيار الثاني.
+
+100
+00:08:56,560 --> 00:09:04,560
+وهذا سؤال تحليلي. خيار ثاني، وين ألعب هنا؟ نيجي
+
+101
+00:09:04,560 --> 00:09:09,560
+لخيار الأول، اللي هو عدد الـtiles اللي بتشكّل الـ
+
+102
+00:09:09,560 --> 00:09:13,620
+straight line في الـO قدّيش؟ طبعاً هذا بدّي أقسّمها أنا
+
+103
+00:09:13,620 --> 00:09:19,440
+عندي زي هيك، تمام؟ هذا الـO، وهذا الـX. هنا كم أنا
+
+104
+00:09:19,440 --> 00:09:25,600
+عندي tile في الـX، في الـO عفواً، واحد. زائد في الـX
+
+105
+00:09:28,600 --> 00:09:33,840
+ليش صفر؟ هاي
+
+106
+00:09:33,840 --> 00:09:39,340
+هذا الخيار، تمام؟ وفي عندي الخيار الثاني. هذا الخيار
+
+107
+00:09:39,340 --> 00:09:45,220
+صفر، والخيار هذا قدّيش؟ اثنين.
+
+108
+00:09:45,220 --> 00:09:52,440
+نعم.
+
+109
+00:09:52,440 --> 00:09:55,260
+كيف؟
+
+110
+00:09:58,820 --> 00:10:04,440
+كيف لما حطّيناها فوق ما حسبناها؟ عشان هجيت
+
+111
+00:10:04,440 --> 00:10:11,580
+لما كانت الـX هنا، لما كانت الـX هنا، هجيت لـ
+
+112
+00:10:11,580 --> 00:10:16,500
+straight line، يا إمّا بيكون هيك، أو هيك، أو هيك، طبعاً
+
+113
+00:10:16,500 --> 00:10:19,620
+الـ… الـdiagonal بس بيكون في هذه المنطقة يا هيك
+
+114
+00:10:19,620 --> 00:10:22,080
+يا هيك، بس لكن هنا
+
+115
+00:10:28,370 --> 00:10:34,170
+هنا إيش فيه عندي خيار؟ يا هيك، يا هيك، هيك فيه
+
+116
+00:10:34,170 --> 00:10:39,610
+إكسات؟ هيك فيه إكسات؟
+
+117
+00:10:39,610 --> 00:10:46,710
+طيب هنا يا
+
+118
+00:10:46,710 --> 00:10:53,990
+هيك، يا هيك، يا هيك، صح؟ تمام؟
+
+119
+00:11:02,090 --> 00:11:10,650
+طيب هيك كم؟ صفر، لأنّه ما فيش أنا عندي ولا X أنّ
+
+120
+00:11:10,650 --> 00:11:16,610
+بتشكّل معاها، وهنا هيك برضه صفر، لأنّه أنا في عندي
+
+121
+00:11:16,610 --> 00:11:20,750
+قاعة عينة عندي زي هيك، طب وهيك واحد، ليش؟ لأنّه أنا
+
+122
+00:11:20,750 --> 00:11:24,030
+في عندي فرصة هنا، لأنّ هذا الـtile أنّ فاضي بيصير
+
+123
+00:11:24,030 --> 00:11:28,010
+بهذا الشكل، طبعاً، فبالتالي أنّ اه، ما دام أنّ أنا عندي
+
+124
+00:11:28,010 --> 00:11:32,970
+هذه اثنين، وهذه ثلاثة، يبقى إذا لعبت أنا بالوضعية
+
+125
+00:11:32,970 --> 00:11:37,190
+هذه، هيك
+
+126
+00:11:37,190 --> 00:11:41,410
+بيكون الـscore أنا عنده اثنين، وإذا لعبت بالوضعية
+
+127
+00:11:41,410 --> 00:11:48,010
+هذه، بيكون، تمام؟
+
+128
+00:11:48,010 --> 00:11:55,390
+هيك اثنين، وهيك ثلاثة، صح؟ بس أنا في عندي مشكلة أنّ
+
+129
+00:11:55,390 --> 00:12:00,590
+طريقة الحساب هذه أنّ… هذا لو أنا ما لعبتش هذه، هو
+
+130
+00:12:00,590 --> 00:12:04,190
+هيفوز. لو أنا لعبت هنا، هو هيحطّ الـO هنا، وهو هيفوز.
+
+131
+00:12:04,190 --> 00:12:09,930
+فبدّنا نُعطي weight لهذه أكثر. إيش معنى الكلام هذا؟
+
+132
+00:12:09,930 --> 00:12:15,630
+أنّ بدّنا نُعطي weight، لأنّه أنا أُسَكّر عليه أحسن من أنّ
+
+133
+00:12:15,630 --> 00:12:20,170
+أنا أُعمل، بالظبط، أحطّ X ثانية بهذا الشكل. هيك بِدّت أنّ
+
+134
+00:12:20,170 --> 00:12:24,230
+أنا أوضّح هنا عندي الأمور، تمام؟ بهذا الشكل. هجيت هنا
+
+135
+00:12:26,990 --> 00:12:30,710
+عندكم في الـlink الأول، في implementation بالـJava
+
+136
+00:12:30,710 --> 00:12:39,630
+للـTic-Tac-Toe بهذا الشكل. وهنا أنا في عندي عدّة
+
+137
+00:12:39,630 --> 00:12:50,290
+حالات. هاي الـA، حالة الـA, B, C بهذا
+
+138
+00:12:50,290 --> 00:12:54,030
+الشكل. في أنا عندي هنا في الـtable of content، ممكن
+
+139
+00:12:54,030 --> 00:12:59,470
+أروح على الـheuristic board evaluation function.
+
+140
+00:12:59,470 --> 00:13:05,610
+تمام؟ فبالتالي هنا أنا في عندي score لكلّ position.
+
+141
+00:13:05,610 --> 00:13:09,190
+أنا عندي في الـboard، يعني على سبيل المثال أنّ أنا
+
+142
+00:13:09,190 --> 00:13:15,850
+راح أُعطي plus one hundred point لكلّ ثلاثة in a line
+
+143
+00:13:15,850 --> 00:13:25,190
+للكمبيوتر، تمام؟ وعشرة لـtwo in a line، وواحد لـone
+
+144
+00:13:25,190 --> 00:13:29,760
+in a line، تمام؟ وبدّي أُعطي negative score للـopponent.
+
+145
+00:13:29,760 --> 00:13:35,080
+أنّه ناقص مئة، ناقص عشرة، وناقص واحد، بالترتيب اللي
+
+146
+00:13:35,080 --> 00:13:39,440
+هو ثلاثة in a line، اثنين in a line، ثلاثة in a… ثلاثة in a
+
+147
+00:13:39,440 --> 00:13:45,620
+line، اثنين in a line، واحد in a line، تمام؟ فبهذا
+
+148
+00:13:45,620 --> 00:13:50,180
+الشكل أنّ أنا بكون عندي مجموع الـscore، أنّ الـscores
+
+149
+00:13:50,180 --> 00:13:53,470
+اللي أنا… الـpoints اللي أنا بحصلها، تمام؟
+
+150
+00:13:53,470 --> 00:13:57,290
+بالإضافة للـpoints اللي بيحصلها الـopponent، فبيطلع
+
+151
+00:13:57,290 --> 00:14:01,030
+أنا عندي المجموع، أنّ لكلّ board كده بتطلع الـfinal
+
+152
+00:14:01,030 --> 00:14:06,050
+score بهذا الشكل، تمام؟ هذا الكلام أنّ كـheuristic
+
+153
+00:14:06,050 --> 00:14:09,430
+function. ممكن أُعمل هذا الكلام كـrule based
+
+154
+00:14:09,430 --> 00:14:10,290
+strategy.
+
+155
+00:14:13,430 --> 00:14:17,470
+ممكن. فبالتالي أنّ أنا بروح برتبها حسب الـ
+
+156
+00:14:17,470 --> 00:14:20,090
+importance. أنّ أنا عندي rule number واحد، اثنين،
+
+157
+00:14:20,090 --> 00:14:25,350
+ثلاثة، خمسة rules. rule رقم واحد: if I have a winning
+
+158
+00:14:25,350 --> 00:14:31,090
+move, take it. كيف أُحدّد أنّ winning move؟ أنّ أنا
+
+159
+00:14:31,090 --> 00:14:34,150
+بحقّق straight line دي. هو نفس هذا الكلام اللي أنا
+
+160
+00:14:34,150 --> 00:14:41,610
+بدّي مئة plus مئة لـ… بالظبط، طبعاً هنا للـopponent
+
+161
+00:14:42,610 --> 00:14:45,410
+أنّ أنا بروح بـ… يعني معنى الكلام أنّ أنا راح أخسر
+
+162
+00:14:45,410 --> 00:14:51,470
+مئة نقطة، لو الـopponent قدر أنّ هو يحقّق 3 in… 3
+
+163
+00:14:51,470 --> 00:14:55,130
+in a straight line. فبالتالي أنّ أنا بعمل توازن بين
+
+164
+00:14:55,130 --> 00:14:59,750
+الشغلتين. الـrule رقم 2: if the opponent has a
+
+165
+00:14:59,750 --> 00:15:03,490
+winning move, block it. اللي هو نفس الخيار هذا. يبقى
+
+166
+00:15:05,160 --> 00:15:09,820
+بقدر أنّ أنا أربط، يعني أنّ أنا يا إمّا بستخدم
+
+167
+00:15:09,820 --> 00:15:13,060
+heuristic function، يا إمّا بستخدم rule based
+
+168
+00:15:13,060 --> 00:15:17,960
+strategy. بقدر أربط الشغلتين، باش الـrule واحد والـ
+
+169
+00:15:17,960 --> 00:15:21,060
+rule رقم اثنين. هدول الاثنين اللي هي بالنقطة الأولى
+
+170
+00:15:21,060 --> 00:15:25,180
+هاي، أنّ plus one hundred، وهنا minus one hundred
+
+171
+00:15:25,180 --> 00:15:29,060
+للـopponent. هي نفسها. إيش معنى هذا الكلام؟ معناه
+
+172
+00:1
+
+223
+00:19:58,010 --> 00:20:01,070
+ممكن تكون إن the number of white queens minus the number
+
+224
+00:20:01,070 --> 00:20:05,210
+of black queens. إيش كمان؟ ممكن آخذ النوع الثاني
+
+225
+00:20:05,210 --> 00:20:10,670
+من الـ tiles، الـ horses، و الـ castles، و الـ .. و الـ ..
+
+226
+00:20:10,670 --> 00:20:15,150
+و الجنود، و كل هذه الأمور، تمام؟
+
+227
+00:20:18,670 --> 00:20:26,950
+طيب، في بداية اللعبة لو كان العدد متساوي، كيف أتصرف؟
+
+228
+00:20:26,950 --> 00:20:33,090
+يعني هنا معنى هذا الكلام أن
+
+229
+00:20:33,090 --> 00:20:36,470
+the number of white queens نقص the number of black queens
+
+230
+00:20:36,470 --> 00:20:39,690
+في بداية اللعبة أن هو متساوي، صفر، فبالتالي حتى لو
+
+231
+00:20:39,690 --> 00:20:44,190
+كان الـ weight هنا تسعة، هذه هتصير صفر، و هنا هذه لو
+
+232
+00:20:44,190 --> 00:20:47,510
+اعتبرتها الـ horses، بغض النظر عن الـ weight، هتكون
+
+233
+00:20:47,510 --> 00:20:53,700
+صفر، و هذه برضه هتكون صفر، إلى آخره. طب شو الحل؟ لو
+
+234
+00:20:53,700 --> 00:20:56,920
+أنا بدي أطلع على الـ chess، أن الوضعية أنا عندي زي
+
+235
+00:20:56,920 --> 00:21:02,300
+هيك، التصفيتها في الأول، أن الـ initial board كيف
+
+236
+00:21:02,300 --> 00:21:06,560
+ممكن أحدد أن والله أن الجندي هذا لما بيتحرك أن
+
+237
+00:21:06,560 --> 00:21:09,980
+جديش الـ score تبعه لو اتحرك حركة، و هنا لو اتحرك
+
+238
+00:21:09,980 --> 00:21:13,040
+حركتين؟
+
+239
+00:21:13,040 --> 00:21:16,400
+كيف؟
+
+240
+00:21:16,400 --> 00:21:18,220
+كيف أعمل؟
+
+241
+00:21:31,540 --> 00:21:35,680
+بنخلي الكمبيوتر يفكر، كيف بنا نديله دالة، أن تقوله
+
+242
+00:21:35,680 --> 00:21:39,700
+أن آه، حرك الجندي حركة أو حرك حركتين، مش معقول أن
+
+243
+00:21:39,700 --> 00:21:43,740
+نديله خطة عشوائية في البداية، و بعدها أن لما يصير
+
+244
+00:21:43,740 --> 00:21:47,080
+في خسائر، أن يبدأ يحسب، لأ، بنا نديله خطة من البداية
+
+245
+00:21:47,080 --> 00:21:52,760
+أن يقدر يحسب، يحدد الستراتيجية تبعته من البداية، أن
+
+246
+00:21:52,760 --> 00:21:57,520
+هقوله أن آه، لما تتحرك أنت حركتين، أن في الـ score
+
+247
+00:21:57,520 --> 00:22:00,980
+و أن لما تتحرك حركة، في الـ score، هذه شغلة، و
+
+248
+00:22:00,980 --> 00:22:04,500
+الشغلة الثانية أن أنا لما أحرك جندي هنا، بيفرق
+
+249
+00:22:04,500 --> 00:22:12,220
+كتير عن أن أنا أحرك جندي قدام الوزير أو الملك، ليش؟
+
+250
+00:22:12,220 --> 00:22:14,660
+لأن أنا عندي الجنود في المنطقة هذه اللي لهم أهمية
+
+251
+00:22:14,660 --> 00:22:18,040
+أن هم بيعملوا block للوزير و الملك، بيحموه، لكن هنا
+
+252
+00:22:18,040 --> 00:22:23,310
+هذا لو خسرته، مش مشكلة، ما بتخلصش اللعبة، لكن هاد .. هدول
+
+253
+00:22:23,310 --> 00:22:27,630
+اللي هنا، بتخلص اللعبة، كيف؟
+
+254
+00:22:27,630 --> 00:22:34,270
+ممكن أن تأخذوا التلميح ده، أن في عندي شغلة اسمها
+
+255
+00:22:34,270 --> 00:22:42,320
+موجودة عندكم في هاي الـ link، اسمها طبعا هذا الـ
+
+256
+00:22:42,320 --> 00:22:45,800
+website، chessprogramming، كل ما يتعلق بالـ chess أن
+
+257
+00:22:45,800 --> 00:22:50,160
+كبرمجة، و من ضمنها الـ evaluation function، في عندي
+
+258
+00:22:50,160 --> 00:22:54,440
+حاجة اسمها PS
+
+259
+00:22:54,440 --> 00:23:04,840
+values، و بدي أكون في عندي PS square table، أورجيگم
+
+260
+00:23:04,840 --> 00:23:06,040
+إياه، طبعا هذا الجندي
+
+261
+00:23:10,060 --> 00:23:14,860
+طبعا؟ بدو يكون في عندي matrix زي هيك، أو table، إيش
+
+262
+00:23:14,860 --> 00:23:20,000
+اسمه الـ table هذا، اللي هو Piece Square Tables، إيش
+
+263
+00:23:20,000 --> 00:23:25,460
+بيحتوي؟ بيحتوي على scores، طبعا أنا عندي هنا الـ
+
+264
+00:23:25,460 --> 00:23:29,520
+row، أول zeros، لأن هو أصلا مستحيل يكون موجود فيه
+
+265
+00:23:29,520 --> 00:23:34,980
+في بداية اللعبة، طبعا؟ الجنود بتتحرك لقدام، تمام
+
+266
+00:23:34,980 --> 00:23:38,300
+فبالتالي هذا الـ score بحطه zero، فبالتالي أن خلاص
+
+267
+00:23:38,300 --> 00:23:44,940
+بصفر الـ term هذا كله، تمام. بعدها الصف الثاني بحط
+
+268
+00:23:44,940 --> 00:23:49,240
+score لإلهم، أن هنا هذا الموقع تبعه خمسة، هنا عشرة،
+
+269
+00:23:49,240 --> 00:23:58,040
+عشرة، minus عشرين، minus عشرين، بهذا الشكل، تمام. بعدها
+
+270
+00:23:58,040 --> 00:24:05,350
+أن هنا هذا لو اتحرك، نفس الـ score، تمام؟ هذا لو
+
+271
+00:24:05,350 --> 00:24:11,470
+اتحرك، أن صار الـ score minus 5، تمام؟ هذا لو اتحرك
+
+272
+00:24:11,470 --> 00:24:15,250
+الـ score جديش بيصير؟ minus 10، هذا بيصير الـ score
+
+273
+00:24:15,250 --> 00:24:20,200
+zero. لاحظوا أن المنطقة هذه اللي هي بتكون قدام اللي
+
+274
+00:24:20,200 --> 00:24:26,280
+هو الـ queen و الـ king، و الوزير، أن بيكون أن الـ
+
+275
+00:24:26,280 --> 00:24:30,320
+score تبعهم زي هيك، تمام؟ بهذا الشكل، بعدها أن في
+
+276
+00:24:30,320 --> 00:24:35,300
+مراحل متقدمة، أن هنا بيصير عشرة، عشرين، تلاتين،
+
+277
+00:24:35,300 --> 00:24:39,680
+تلاتين، عشر، عشرين، هنا بيصير في الخمسينات، لأن الجن
+
+278
+00:24:39,680 --> 00:24:41,620
+دي لما نوصل للنهاية، إيش بيصير؟
+
+279
+00:24:45,860 --> 00:24:50,300
+تلعبوا شطرنج indoor؟ بس
+
+280
+00:24:50,300 --> 00:24:53,460
+تبدلوا بالظبط، آه، فبالتالي هنا بيصير الـ score تبعه
+
+281
+00:24:53,460 --> 00:24:56,680
+zero، فبالتالي أن لما نوصل للصفر، الصفر الأخير،
+
+282
+00:24:56,680 --> 00:25:02,420
+فبيكون الـ score تبعه عالي، بهذا الشكل، تمام؟
+
+283
+00:25:05,910 --> 00:25:09,310
+هذه .. هذه، عفوا، هذه تبعت الجنود، تمام؟ بهذا الشكل
+
+284
+00:25:09,310 --> 00:25:16,950
+لأن هنا أنا عندي هذه الـ knights، تمام؟ و هذه تبعت
+
+285
+00:25:16,950 --> 00:25:26,510
+الوزير، تمام؟ و هذه تبعت القلعة،
+
+286
+00:25:26,510 --> 00:25:30,450
+تمام؟ و هذه تبعت الـ queen، بهذا الشكل، فبالتالي أن
+
+287
+00:25:30,450 --> 00:25:35,640
+بروحي لكل واحدة، أن أنا بحركها، بكون أن أنا معرف score
+
+288
+00:25:35,640 --> 00:25:41,600
+بهذا الشكل، لاحظوا أن الـ king، تمام، أن هنا كله بالـ
+
+289
+00:25:41,600 --> 00:25:45,600
+minus، أن هو لو راح لمنطقة، هذه المنطقة هذه خطر، وين
+
+290
+00:25:45,600 --> 00:25:50,420
+إقام، المنطقة اللي عنده هنا بالظبط، بهذا الشكل، تمام
+
+291
+00:25:55,960 --> 00:26:00,340
+فهنا دخلنا مبدأ جديد، بالإضافة للمعادلة اللي إحنا
+
+292
+00:26:00,340 --> 00:26:06,130
+شفناها هنا في الـ slide، اللي هي العدد، الـ number of
+
+293
+00:26:06,130 --> 00:26:09,250
+white queens minus الـ number of black queens، اللي
+
+294
+00:26:09,250 --> 00:26:14,310
+هو كل واحدة، و إحنا دخلنا عامل جديد، أن أنا لكل قطعة
+
+295
+00:26:14,310 --> 00:26:17,830
+أنا عندي، بروح بعمل matrix، و الـ matrix يعني بعمل
+
+296
+00:26:17,830 --> 00:26:20,770
+table، و الـ table هذا أن كل حركة لإله بيكون في
+
+297
+00:26:20,770 --> 00:26:24,750
+عندي score معين، فبالتالي بتفيدني أن في بداية
+
+298
+00:26:24,750 --> 00:26:27,990
+اللعبة، بقدر أن أنا أحرك، تمام؟
+
+299
+00:26:35,970 --> 00:26:38,790
+طبعا هذا يعني أن الـ question مطروح في stack
+
+300
+00:26:38,790 --> 00:26:42,530
+overflow، أن أنا كيف ممكن أعمل evaluation function
+
+301
+00:26:42,530 --> 00:26:46,590
+للـ chess، هنا في .. في هنا عندي بعض الـ guidelines،
+
+302
+00:26:46,590 --> 00:26:48,430
+تمام؟
+
+303
+00:26:52,070 --> 00:26:54,730
+أن هنا في عندي هذه النقاط كلها، بدي آخذها بعين
+
+304
+00:26:54,730 --> 00:26:58,390
+اعتبار، و هنا أن هذا طبعا كاقتراح، و هنا هذا الكلام
+
+305
+00:26:58,390 --> 00:27:02,930
+أن هيوم أعمله implementation بالـ C++، هيوم متواجد
+
+306
+00:27:02,930 --> 00:27:10,070
+على الـ GitHub، بهذا الشكل، تمام؟ فبالتالي أن دخل
+
+307
+00:27:10,070 --> 00:27:13,710
+في الموضوع factors ثانية كتيرة، أن هنا castled
+
+308
+00:27:13,710 --> 00:27:18,610
+kings، number of squares controlled squares، اللي
+
+309
+00:27:18,610 --> 00:27:21,230
+أنا بقدر أتحكم فيها، بقدر أن أنا أحرك فيها القطع
+
+310
+00:27:21,230 --> 00:27:24,690
+تبعي، أن number of attacking squares near enemy
+
+311
+00:27:24,690 --> 00:27:30,130
+king، هذه كلها بتدخل في الموضوع، فبالتالي أنا لما أُصمم
+
+312
+00:27:30,130 --> 00:27:34,230
+لعبة بـ evaluation function متقدمة زي هيك، أكيد
+
+313
+00:27:34,230 --> 00:27:38,390
+بطبيعة الحال أن التخطيط تبعها راح يكون متقدم أكثر
+
+314
+00:27:38,390 --> 00:27:43,070
+بكتير من أن تكون الـ function بسيطة كتير، بيفرق في
+
+315
+00:27:43,070 --> 00:27:49,650
+اللعب، تمام؟ و هذا كلام إنتوا تلمسوه، إذا أنا في بعض
+
+316
+00:27:49,650 --> 00:27:52,330
+الـ games، الـ implementation تبعها، أن أنا باجي
+
+317
+00:27:52,330 --> 00:27:55,490
+بختار في البداية في الشطرنج، أن أنا مستوى تبعي
+
+318
+00:27:55,490 --> 00:28:00,130
+متقدم ولا مبتدأ ولا متوسط، فبالتالي كل ما أنا حاطط
+
+319
+00:28:00,130 --> 00:28:03,350
+أن مستوى متقدم، إيش راح يسوي؟ راح يدخل عوامل أكثر
+
+320
+00:28:03,350 --> 00:28:07,010
+في الـ evaluation function، أن ب .. أن ياخذها في
+
+321
+00:28:07,010 --> 00:28:15,670
+أعلى اعتبار، أخر مثال، الـ eight puzzle، كيف
+
+322
+00:28:15,670 --> 00:28:17,810
+ممكن أن إحنا نسوي في الـ eight puzzle
+
+323
+00:28:27,580 --> 00:28:34,520
+فكروا معايا .. فكروا معايا، قبل ما أمسح اللوح، كيف
+
+324
+00:28:34,520 --> 00:28:37,980
+ممكن نحسب الـ eight puzzle، أن وضعية الـ board هي أو
+
+325
+00:28:37,980 --> 00:28:41,820
+هي؟
+
+326
+00:28:41,820 --> 00:28:46,440
+أو
+
+327
+00:28:46,440 --> 00:28:51,380
+خليني أرسمها أصغر شوية، عشان أرسم تنتين، طبعا الـ
+
+328
+00:28:51,380 --> 00:28:51,740
+goal
+
+329
+00:28:55,470 --> 00:28:59,950
+أن يكون في عندي 1 2 3 4 5 6 7 8،
+
+330
+00:28:59,950 --> 00:29:03,830
+أن الـ blank هنا، و في بعض الألعاب الثانية، أو أن
+
+331
+00:29:03,830 --> 00:29:06,810
+يعني أن في بعض الـ configuration الثانية، أن ممكن
+
+332
+00:29:06,810 --> 00:29:12,090
+يكون الـ goal أنا عندي زي هيك، 1 2 3 4 5 6 7 8،
+
+333
+00:29:12,090 --> 00:29:17,830
+و الـ blank موجود هنا، لنفترض أن أنا في عندي
+
+334
+00:29:17,830 --> 00:29:26,350
+configuration معينة، عسى بالمثال زي هيك، سبعة،
+
+335
+00:29:26,350 --> 00:29:34,750
+تلاتة، واحد، اتنين، الـ blank خليه هنا، أربعة، خمسة،
+
+336
+00:29:34,750 --> 00:29:39,110
+أو خلي الخمسة في النص، أنا بحاول أن يكون في
+
+337
+00:29:39,110 --> 00:29:43,350
+randomization قدر الإمكان، إيش ضايع الأرقام؟
+
+338
+00:29:43,350 --> 00:29:46,290
+ثمانية، و إيش؟ و ستة،
+
+339
+00:29:49,730 --> 00:29:53,010
+Hi، لنفترض أن الـ goal أنا عندي زي هيك، أو لنفترض
+
+340
+00:29:53,010 --> 00:29:57,330
+أن الـ goal، خلينا نفترض أن هاي الـ goal تبعي، تمام؟
+
+341
+00:29:57,330 --> 00:30:01,410
+و سواء هذه أو هذه، ممكن إحنا نشتغل عليها، و في عندي
+
+342
+00:30:01,410 --> 00:30:05,930
+game ثانية، أو board ثانية لنفس الـ game، بس
+
+343
+00:30:05,930 --> 00:30:09,530
+configuration ثانية، شكل ثاني للـ board، أن كيف ..
+
+344
+00:30:09,530 --> 00:30:13,690
+كيف شكلها؟ شكلها أن لنفترض أن الواحد في مكانها،
+
+345
+00:30:13,690 --> 00:30:18,010
+بعديها ثمانية .. ثمانية بعيدة، يفترض أن هي تيجي هنا،
+
+346
+00:30:18,010 --> 00:30:25,900
+تمام؟ و عايش كمان، بعديها عندي السبعة،
+
+347
+00:30:25,900 --> 00:30:33,760
+أخليها بعيدة، تمام؟ أربعة، خمسة،
+
+348
+00:30:33,760 --> 00:30:38,940
+تلاتة، اتنين،
+
+349
+00:30:38,940 --> 00:30:45,740
+ستة، كيف
+
+350
+00:30:45,740 --> 00:30:46,460
+ممكن أحسب؟
+
+351
+00:31:07,050 --> 00:31:11,250
+هيك أنت بتعجّز الأمور، إذا أنا بدي أطلع على الـ ..
+
+352
+00:31:11,250 --> 00:31:14,190
+على الـ plank، أن أنا في عندي مجال أن هذا يتحرك هنا،
+
+353
+00:31:14,190 --> 00:31:17,390
+أو هذا يتحرك هنا، معناه ذلك أن أنا بدي أعجّز الأمور،
+
+354
+00:31:17,390 --> 00:31:23,190
+بدي أرجع أذكرك بخريطة رومانيا، أنا عايش أعتمد على
+
+355
+00:31:23,190 --> 00:31:27,980
+heuristic، straight line distance، هل فعلا فيه
+
+356
+00:31:27,980 --> 00:31:31,680
+straight line بين المدينة هي و المدينة هي؟ طبعا لأ،
+
+357
+00:31:31,680 --> 00:31:36,660
+بس اعتمدت عليه، بس هل فعلا أن ساعدني في تحديد
+
+358
+00:31:36,660 --> 00:31:41,900
+الاختيار؟ ساعد، فبالتالي هنا بدي أطلع على مبدأ الـ
+
+359
+00:31:41,900 --> 00:31:45,160
+relaxation، إيش الـ relaxation؟ أن بدي أشيل الـ
+
+360
+00:31:45,160 --> 00:31:48,340
+constraints، بدي أشيل القيود، في معنى ذلك أن أنا
+
+361
+00:31:48,340 --> 00:31:54,360
+إيش بدي أسوي؟ بدي اروح أحسب، هي مكانها
+
+362
+00:31:56,530 --> 00:32:04,990
+لأ، كده بعيدة عن مكانها؟ واحد، اتنين، زائد، روح على
+
+363
+00:32:04,990 --> 00:32:06,470
+التانية، هاي مكانها؟
+
+364
+00:32:09,110 --> 00:32:12,150
+لأ، كده بعيدة عن مكانها، أن أنا بدأت أتحرك هيك، و
+
+365
+00:32:12,150 --> 00:32:15,470
+بعدين أتحرك هيك، مع أن فيه السبعة بيعملها
+
+366
+00:32:15,470 --> 00:32:20,790
+blocking، ما بقدرش أحركها، بس هنا أن افترضت أن
+
+367
+00:32:20,790 --> 00:32:24,810
+heuristic function heuristic، مجرد أن أسلوب في أن
+
+368
+00:32:24,810 --> 00:32:30,570
+أنا أقيم الـ game، بغض النظر عن القيود اللي موجودة،
+
+369
+00:32:30,570 --> 00:32:35,110
+فبالتالي أن هنا زائد 2، تمام؟ كيف؟
+
+370
+00:32:39,440 --> 00:32:42,140
+أنا حكيت أن الواحد ده تكون هنا، في معنى ذلك أن
+
+371
+00:32:42,140 --> 00:32:45,520
+شغال هنا، تمام؟ و التلاتة وين بدها تكون؟ آه، عفوا،
+
+372
+00:32:45,520 --> 00:32:50,900
+التلاتة بدها تيجي هنا، صح، تمام؟ يبقى هنا زائد واحد،
+
+373
+00:32:50,900 --> 00:32:57,040
+هذه بدها تيجي هنا، شو كمان؟ السبعة، وين المفروض
+
+374
+00:32:57,040 --> 00:33:01,340
+مكانها؟ تحت، تمام؟ المفروض هاي واحد، اتنين،
+
+375
+00:33:01,340 --> 00:33:07,280
+و الثمانية المفروض تيجي هنا، صح؟ زائد واحد،
+
+376
+00:33:10,420 --> 00:33:19,260
+بيطلع لي score، و هنا بروح بحسب، هاي zero، زائد هذه
+
+377
+00:33:19,260 --> 00:33:27,740
+بعيدة، صح؟ واحدة، اتنين، زائد، سبعة، هذه بعيدة كتير، يا
+
+378
+00:33:27,740 --> 00:33:33,160
+هيك، يا هيك، نفس الشيء، هي واحدة، اتنين، تلاتة، أربعة،
+
+379
+00:33:33,160 --> 00:33:38,760
+شايفين كده إيش بتكلف؟ زائد، بيطلع أنا عندي score هنا،
+
+380
+00:33:39,820 --> 00:33:46,600
+الـ score هنا، هل هذا فعلا بيعكس الواقع؟ هل في طريقة
+
+381
+00:33:46,600 --> 00:33:51,700
+ثانية للحساب؟
+
+382
+00:33:51,700 --> 00:33:54,120
+تمام؟ يبقى الـ concept هنا، بدنا نعتمد على الـ
+
+383
+00:33:54,120 --> 00:33:57,540
+relaxation، الـ relaxation، بدنا نتحلل من القيود، و
+
+384
+00:33:57,540 --> 00:34:01,020
+بدي أفترض أن عشان أحرك هذه، بس، هي فعلا كم step
+
+385
+00:34:01,020 --> 00:34:04,080
+بلزمها؟ ممكن أكثر من هيك بكثير، أنا حكيت أن هي أربعة،
+
+386
+00:34:04,080 --> 00:34:10,380
+تمام؟ بسهولة فعلياً بيعكس الواقع، مدام أن هي بعيدة،
+
+387
+00:34:10,380 --> 00:34:13,040
+معناه ذلك أن بلزمها عدد كبير من الـ steps لغاية
+
+388
+00:34:13,040 --> 00:34:18,180
+لما أوصل السبعة لهذا المكان، فبالتالي زي كأنه
+
+389
+00:34:18,180 --> 00:34:23,480
+weight، مش عدد حركات بيمثل، فبالتالي heuristic،
+
+390
+00:34:23,480 --> 00:34:33,460
+ممكن يعتمد عليه، صح؟ تمام؟ فهي .. هي
+
+391
+00:34:33,460 --> 00:34:35,960
+لقيت puzzle، كده عليك، ممكن تطلع عليه كـ
+
+392
+00:34:35,960 --> 00:34:36,380
+implementation
+
+393
+00:34:39,0
+
+445
+00:39:02,520 --> 00:39:08,700
+تمام؟ بيضل أنه هي نقطة مهمة لأنه هي محل أسئلة أكيد
+
+446
+00:39:08,700 --> 00:39:16,180
+يعني أنه راح يكون فيه سؤال عن طبيعة أنه game معينة
+
+447
+00:39:16,180 --> 00:39:20,260
+أنه يكون فيه أنه تعمل evaluation function وعشان
+
+448
+00:39:20,260 --> 00:39:22,620
+تتمرنوا عليها أكثر هتلاقوا فيه عندكم assignment
+
+449
+00:39:22,620 --> 00:39:27,620
+على الـ model assignment هذا أنه بدك تختاري لعبة،
+
+450
+00:39:27,620 --> 00:39:30,000
+أي لعبة أنت بدك إياها و بدك تحاول تحطي لها
+
+451
+00:39:30,000 --> 00:39:32,960
+evaluation function طبعا أنا راح أطلع كده أنه الـ
+
+452
+00:39:32,960 --> 00:39:36,080
+evaluation function هذه أنه أنت عملتي تحليل جيد
+
+453
+00:39:36,080 --> 00:39:41,400
+لها و أن الـ evaluation function هذه منطقية،
+
+454
+00:39:41,400 --> 00:39:46,140
+تمام؟ إذا عندكم أي سؤال، استفسار، نعطيكم ..
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..6eb364a7abc08516a6edbc4d6d6626b00a2af1da
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_postprocess.srt
@@ -0,0 +1,1816 @@
+1
+00:00:05,300 --> 00:00:11,080
+صباح الخير طبعا
+
+2
+00:00:11,080 --> 00:00:16,040
+في أسئلة متكررة إجتني بخصوص المحاضرة الماضية أنه
+
+3
+00:00:16,040 --> 00:00:19,180
+بدنا أمثل أكتر على evaluation functions لأن هي
+
+4
+00:00:19,180 --> 00:00:22,890
+محال أسئلةوهذا النوع من الأسئلة أسئلة تحليلية
+
+5
+00:00:22,890 --> 00:00:30,530
+ومافيش حل وحيد لهذا السؤال ف .. بدي أحاول أعطيكم
+
+6
+00:00:30,530 --> 00:00:34,730
+بعض الأمثلة إنه إنتوا كيف ممكن إنه نعمل evaluation
+
+7
+00:00:34,730 --> 00:00:37,930
+function خليني على سبيل المثال نبدأ بال Tic-Tac
+
+8
+00:00:37,930 --> 00:00:42,050
+-Toe ال Tic-Tac-Toe الفكرة طبعتها إنه أنا بدي أكون
+
+9
+00:00:42,050 --> 00:00:47,830
+فيه عندى board زي هيك طبعا ال link للشغلات هذه أنا
+
+10
+00:00:47,830 --> 00:00:51,720
+حاطيتلكم إياها علىعلى ال .. على ال .. على ال
+
+11
+00:00:51,720 --> 00:00:54,560
+wordpress على المدونة فبالتالي ممكن أن أنتوا
+
+12
+00:00:54,560 --> 00:00:57,280
+تتطلعوا عليها زي هيك و تتمرنوا عليها و في نفس
+
+13
+00:00:57,280 --> 00:01:01,440
+الوقت أن أنتوا ممكن تشوفوا أي board game تانية أو
+
+14
+00:01:01,440 --> 00:01:05,300
+أي نوع من أنواع ال games و تفكروا يعني هذا سؤال ..
+
+15
+00:01:05,300 --> 00:01:09,340
+سؤال تحليلي بيعتمد على التحليل أو لازم تتمرنوا على
+
+16
+00:01:09,340 --> 00:01:12,440
+هذا النوع من الأسئلة ال tic-tac-toe الفكرة تبعتها
+
+17
+00:01:12,440 --> 00:01:20,290
+أنه بيكون في عندي board زي هيك تمام؟ بهذا الشكلطيب
+
+18
+00:01:20,290 --> 00:01:23,630
+كيف بدي انا اعمل evaluation function؟ كيف بدي احدد
+
+19
+00:01:23,630 --> 00:01:28,350
+انه ادي score لل board هاي تمام؟ انه على سبيل
+
+20
+00:01:28,350 --> 00:01:39,510
+الوضع انا عندي زي هيك تمام؟ او board تانية الوضع
+
+21
+00:01:39,510 --> 00:01:46,800
+فيها انه بيكون انا عندي على سبيل المثال زي هيكبهذا
+
+22
+00:01:46,800 --> 00:01:51,260
+الشكل يعني .. يعني خلينا انه هنا .. انه انا عندي
+
+23
+00:01:51,260 --> 00:01:54,960
+كل واحد لعب و هنا انا ال X لعب مرتين و ال O خليه
+
+24
+00:01:54,960 --> 00:02:02,060
+يلعب على سبيل المثال مرتين
+
+25
+00:02:02,060 --> 00:02:07,720
+زي هيك تمام فكيف اعطي score لهذه و كيف اعطي score
+
+26
+00:02:07,720 --> 00:02:08,920
+لهذه فكروا معايا
+
+27
+00:02:11,840 --> 00:02:30,360
+صعب لما انا افتح ان هو play tic-tac-toe في
+
+28
+00:02:30,360 --> 00:02:39,980
+أنا عندي ال website هذا طبعا
+
+29
+00:02:39,980 --> 00:02:41,060
+بطبيعة الحال ان هو
+
+30
+00:02:44,360 --> 00:02:48,060
+على طول هو يعني بيستجيب إنه واضح جدا إن هو أفضل
+
+31
+00:02:48,060 --> 00:02:51,480
+أنا مدام أخترت هنا أفضل إشي أنا عندي إنه أنا أختار
+
+32
+00:02:51,480 --> 00:02:56,100
+الـcentral tile أو المكان اللي أنا عندي في المنتصف
+
+33
+00:02:56,100 --> 00:02:59,160
+فإن
+
+34
+00:02:59,160 --> 00:03:02,220
+هو برضه بيفكر إن هو يعمل زي هيك يفترض إنه أنا بدي
+
+35
+00:03:02,220 --> 00:03:08,470
+أسكر عليه، تمام؟كيف أعمل score لشغل زي هيك؟ يعني
+
+36
+00:03:08,470 --> 00:03:12,830
+أنا عندي على سبيل المثال دوري، تمام؟ و دوري أنا
+
+37
+00:03:12,830 --> 00:03:15,370
+فيه عندي تلت خيارات، إيش هما؟ إن أنا ألعب هنا ..
+
+38
+00:03:15,370 --> 00:03:18,590
+ألعب في هذا المكان أو ألعب في هذا المكان أو ألعب
+
+39
+00:03:18,590 --> 00:03:22,090
+في هذا المكان كيف بدي أد ال score لعايش الشغل؟
+
+40
+00:03:22,090 --> 00:03:23,510
+فكروا معايا
+
+41
+00:03:28,840 --> 00:03:32,020
+ماشي احنا خلينا نفترض انه انا في عندي في board
+
+42
+00:03:32,020 --> 00:03:37,160
+معينة تمام؟ و انا في عندي تلات خيارات في انا عندي
+
+43
+00:03:37,160 --> 00:03:40,300
+الخيار ان انا ألعب هنا او ألعب هنا او ألعب هنا
+
+44
+00:03:40,300 --> 00:03:45,620
+هجيت انا بدي function تحسب انه لو لعبت هنا كدش ال
+
+45
+00:03:45,620 --> 00:03:49,300
+score تبعي ان وضعية ال score هي دي مش بتحدد ان انا
+
+46
+00:03:49,300 --> 00:03:52,900
+فائز او رابح لأ بتحدد وضعية ال board انه هل هي
+
+47
+00:03:52,900 --> 00:03:58,250
+افضل بالنسبة ليولا لأ أو انه انا عندي two boards
+
+48
+00:03:58,250 --> 00:04:02,210
+بدي اقيم between two boards انه انا اقول انه اه
+
+49
+00:04:02,210 --> 00:04:06,130
+والله هذه افضل من هذه فمين افضل ال board لما ألعب
+
+50
+00:04:06,130 --> 00:04:09,950
+هنا او ال board لما نلعب هنا او ال board لما نلعب
+
+51
+00:04:09,950 --> 00:04:15,670
+هنا بدي function حسابية بتحددلي انه طب ماشي انه
+
+52
+00:04:15,670 --> 00:04:21,730
+okay ألعب هنا بس كيف بدي احدد انه اه والله هذه
+
+53
+00:04:21,730 --> 00:04:27,200
+الأفضلالـ O يعني الموجود في الـ row أو مثلا
+
+54
+00:04:27,200 --> 00:04:30,340
+الموجودين في الـ column و اللي بيبقى فيه أكتر O هو
+
+55
+00:04:30,340 --> 00:04:35,280
+المرجل اللي أنا أحط فيه يعني تاخد board فقط؟ يعني
+
+56
+00:04:35,280 --> 00:04:38,240
+أنت بت .. أنت بتحكي .. أنت بتقترحي أنه أنا بدي
+
+57
+00:04:38,240 --> 00:04:42,700
+أطلع على ال number of tiles
+
+58
+00:04:48,410 --> 00:04:53,250
+with o طبعا هنا number of ties اللي بتشكل straight
+
+59
+00:04:53,250 --> 00:05:01,090
+line كيف
+
+60
+00:05:01,090 --> 00:05:05,570
+مش شرط؟ انا فهمت كلامك انه .. انا فهمت كلامك انه
+
+61
+00:05:05,570 --> 00:05:12,370
+انت بده تطلع على .. او .. اه دي نقطة بحير بس اللي
+
+62
+00:05:12,370 --> 00:05:17,540
+بده اطلع عليهابالظبط، بالظبط يعني أنا بدي أشوف إنه
+
+63
+00:05:17,540 --> 00:05:21,780
+في مرحلة متقدمة في .. في مرحلة أولية يعني إنه أنا
+
+64
+00:05:21,780 --> 00:05:24,940
+بدي أختار إنه أنا على سبيل المثال إنه أنا عندي ال
+
+65
+00:05:24,940 --> 00:05:32,120
+board زي هيك، تمام؟ هي ال board، أكم خيار أنا
+
+66
+00:05:32,120 --> 00:05:36,840
+عندي؟ هي واحد، اتنين، تلاتة، أربعة، خمسة، ستة،
+
+67
+00:05:36,840 --> 00:05:41,470
+سبعة، يفترض يكون في عندي سبعة scoresأي واحدة بدي
+
+68
+00:05:41,470 --> 00:05:45,590
+أختار بدي أطلع على ال point التانية تمام؟ انه أنا
+
+69
+00:05:45,590 --> 00:05:54,450
+بدي أطلع على ال number of tiles تمام؟
+
+70
+00:05:54,450 --> 00:05:58,750
+with x و اللي بتشكل برضه في نفس الوجهة انه
+
+71
+00:05:58,750 --> 00:05:59,390
+straight line
+
+72
+00:06:06,410 --> 00:06:08,950
+بتتذكروا المرة الماضية لما حكينا أن ال chess هي
+
+73
+00:06:08,950 --> 00:06:11,930
+عبارة عن weight .. linear weighted sum معناه ذلك
+
+74
+00:06:11,930 --> 00:06:14,890
+أن أنا بدي أجمع، هنا بدنا نجمع نقاط، هدول النقاط
+
+75
+00:06:14,890 --> 00:06:17,490
+هدول ممكن أن أحنا نصيخها في دالة summation و ندي
+
+76
+00:06:17,490 --> 00:06:22,490
+weight لكل واحدة، طيب هذا عبارة عن مجموع، أجمع
+
+77
+00:06:22,490 --> 00:06:24,930
+هدول النقاط ولا إيش بتقترحوا؟
+
+78
+00:06:30,540 --> 00:06:33,020
+يعني كيف .. كيف .. كيف انه انا بدي اختار؟ بدي
+
+79
+00:06:33,020 --> 00:06:40,240
+اختار انه ال .. ال .. ال tile اللي .. اللي .. اللي
+
+80
+00:06:40,240 --> 00:06:44,720
+.. اللي بتشكللي straight line تمام؟ و في نفس الوقت
+
+81
+00:06:44,720 --> 00:06:52,520
+بدي ابتعد عن ال tiles اللي انه يعني ممكن ال
+
+82
+00:06:52,520 --> 00:06:56,340
+opponent ان هو يعني يعمل فيها O
+
+83
+00:07:07,880 --> 00:07:12,200
+ممكن نمت أولوينا من الأرض يعني هدول التاني بيكون
+
+84
+00:07:12,200 --> 00:07:19,940
+weted sun؟ ممكن نقولش نبحث الأرض و لو ماكانش فيه
+
+85
+00:07:19,940 --> 00:07:20,820
+خيال دول نبحث
+
+86
+00:07:35,910 --> 00:07:41,410
+يعني هنا أنا بدي أختار الـ tile بحيث أنه تكون عدد
+
+87
+00:07:41,410 --> 00:07:45,290
+ال ties اللي بتشكل ال straight line في ال O أكبر
+
+88
+00:07:45,290 --> 00:07:49,770
+ما يمكن و في نفس الوجود أنا بدي أصل لفكرة أن هو
+
+89
+00:07:49,770 --> 00:07:53,330
+عبارة عن حصل جمع مش طرح أنه مش مثلا أنه هدي minus
+
+90
+00:07:53,330 --> 00:08:00,340
+هدي مثلاشغلة زي هيك تمام؟ زائد انه عدد ال tiles
+
+91
+00:08:00,340 --> 00:08:03,300
+انه في .. لو اختارت tile معينة انه عدد ال tiles
+
+92
+00:08:03,300 --> 00:08:07,080
+اللي بتتشكل مع ال straight line انه لل X يعني على
+
+93
+00:08:07,080 --> 00:08:12,400
+سبيل المثال باجي خدنا نحسب هاي لو وضعت أنا عندي
+
+94
+00:08:12,400 --> 00:08:18,040
+هنا هذه أكم عدد ال tiles اللي في ال O بتشكل
+
+95
+00:08:18,040 --> 00:08:25,130
+straight line؟ اتنينتمام؟ و هنا عدد ال tiles اللي
+
+96
+00:08:25,130 --> 00:08:32,150
+بتشكل straight line في ال X جداش؟ وين؟ أنا لعبت
+
+97
+00:08:32,150 --> 00:08:36,310
+هنا إيش أنا في عندي خيارات؟ في عندي خيارات يا هيك
+
+98
+00:08:36,310 --> 00:08:46,930
+يا هيك في عندي X في ال straight lines أنا عندي صح؟
+
+99
+00:08:46,930 --> 00:08:50,570
+طيب هذا الخيار الأول نيجي للخيار التاني
+
+100
+00:08:56,560 --> 00:09:04,560
+و هذا سؤال تحليلي خيار تاني وين ألعب هنا نيجي
+
+101
+00:09:04,560 --> 00:09:09,560
+لخيار الأول اللي هو عدد ال tiles اللي بتشكل ال
+
+102
+00:09:09,560 --> 00:09:13,620
+straight line في ال O كدهش طبعا هذا بدي أقسمها أنا
+
+103
+00:09:13,620 --> 00:09:19,440
+عندي زي هيك تمام هذا ال O و هذا ال X هنا كم أنا
+
+104
+00:09:19,440 --> 00:09:25,600
+عندي tile في ال X في ال O عفوا واحد زائد في ال X
+
+105
+00:09:28,600 --> 00:09:33,840
+ليش صفر؟ هاي
+
+106
+00:09:33,840 --> 00:09:39,340
+هذا الخيار تمام و في عندي الخيار التاني هذا الخيار
+
+107
+00:09:39,340 --> 00:09:45,220
+صفر و الخيار هذا كده إيش؟ نين
+
+108
+00:09:45,220 --> 00:09:52,440
+نعم
+
+109
+00:09:52,440 --> 00:09:55,260
+كيف؟
+
+110
+00:09:58,820 --> 00:10:04,440
+كيف لما حطيناها فوق ما حسبناها عشان هجيت
+
+111
+00:10:04,440 --> 00:10:11,580
+لما كانت ال X هنا لما كانت ال X هنا هجيت ل
+
+112
+00:10:11,580 --> 00:10:16,500
+straight line يا إما بيكون هيك أو هيك أو هيك طبعا
+
+113
+00:10:16,500 --> 00:10:19,620
+ال .. ال diagonal بس بيكون في هذه المنطقة يا هيك
+
+114
+00:10:19,620 --> 00:10:22,080
+يا هيك بس لكن هنا
+
+115
+00:10:28,370 --> 00:10:34,170
+هنا إيش فيه عندي خيار؟ يا هيك، يا هيك، هيك فيه
+
+116
+00:10:34,170 --> 00:10:39,610
+إكسات؟ هيك فيه إكسات؟
+
+117
+00:10:39,610 --> 00:10:46,710
+طيب هنا يا
+
+118
+00:10:46,710 --> 00:10:53,990
+هيك، يا هيك، يا هيك، صح؟ تمام؟
+
+119
+00:11:02,090 --> 00:11:10,650
+طيب هيك كم؟ صفر لأنه مافيش انا عندي ولا X انه
+
+120
+00:11:10,650 --> 00:11:16,610
+بتشكل معاها و هنا هيك برضه صفر لأنه انا في عندي
+
+121
+00:11:16,610 --> 00:11:20,750
+قاعة عينة عندي زي هيك طب و هيك واحد ليش لأنه انا
+
+122
+00:11:20,750 --> 00:11:24,030
+في عندي فرصة هنا لأن هذا ال tile انه فاضي بيصير
+
+123
+00:11:24,030 --> 00:11:28,010
+بهذا الشكل طبعا فبالتالي انه اه مادام ان انا عندي
+
+124
+00:11:28,010 --> 00:11:32,970
+هذه اتنين و هذه تلاتة يبقىإذا لعبت أنا بالوضعية
+
+125
+00:11:32,970 --> 00:11:37,190
+هذه هيك
+
+126
+00:11:37,190 --> 00:11:41,410
+بيكون ال score أنا عنده اتنين وإذا لعبت بالوضعية
+
+127
+00:11:41,410 --> 00:11:48,010
+هذه بيكون تمام
+
+128
+00:11:48,010 --> 00:11:55,390
+هيك اتنين و هيك تلاتة صح؟ بس أنا في عندي مشكلة ان
+
+129
+00:11:55,390 --> 00:12:00,590
+طريقة الحساب هذه انههذا لو أنا مالعبتش هذه هو
+
+130
+00:12:00,590 --> 00:12:04,190
+هيفوز لو أنا لعبت هنا هو هيحط ال O هنا وهو هيفوز
+
+131
+00:12:04,190 --> 00:12:09,930
+فبدنا ندى weight لهذه اكتر ايش معناة الكلام هذا
+
+132
+00:12:09,930 --> 00:12:15,630
+انه بدنا ندى weight لانه انا اسكر عليه احسن من ان
+
+133
+00:12:15,630 --> 00:12:20,170
+انا اعمل بالظبط احط X تانية بهذا الشكل هيك بدت ان
+
+134
+00:12:20,170 --> 00:12:24,230
+انا توضح هنا عندي الأمور تمام بهذا الشكل هجيت هنا
+
+135
+00:12:26,990 --> 00:12:30,710
+عندكم في ال link الأول في implementation بال java
+
+136
+00:12:30,710 --> 00:12:39,630
+لل tic-tac-toe بهذا الشكل وهنا انا في عندي عدة
+
+137
+00:12:39,630 --> 00:12:50,290
+حالات هاي ال a حالة ال a,b,c بهذا
+
+138
+00:12:50,290 --> 00:12:54,030
+الشكل في انا عندي هنا في ال table of content ممكن
+
+139
+00:12:54,030 --> 00:12:59,470
+اروح على ال heuristic board evaluationfunction
+
+140
+00:12:59,470 --> 00:13:05,610
+تمام فبالتالي هنا انا في عندي score لكل position
+
+141
+00:13:05,610 --> 00:13:09,190
+انا عندي في ال board يعني على سبيل المثال انه انا
+
+142
+00:13:09,190 --> 00:13:15,850
+راح ادي plus one hundred point لكل تلاتة in a line
+
+143
+00:13:15,850 --> 00:13:25,190
+للكمبيوتر تمام و عشرة ل two in line و واحد ل one
+
+144
+00:13:25,190 --> 00:13:29,760
+on line تمامو بدي أدي negative score لل opponent
+
+145
+00:13:29,760 --> 00:13:35,080
+انه ناقص مية ناقص عشرة و ناقص واحد بالترتيب اللي
+
+146
+00:13:35,080 --> 00:13:39,440
+هو تلاتة in واحد اتنين in واحد اتنين .. تلاتة in a
+
+147
+00:13:39,440 --> 00:13:45,620
+line اتنين in a line واحد in a line تمام؟ فبهذا
+
+148
+00:13:45,620 --> 00:13:50,180
+الشكل ان انا بكون عندي مجموع ال score ان ال scores
+
+149
+00:13:50,180 --> 00:13:53,470
+اللي انا .. ال points اللي انا بحصلهاتمام؟
+
+150
+00:13:53,470 --> 00:13:57,290
+بالاضافة لل points اللي بيحصلها ال opponent فبطلع
+
+151
+00:13:57,290 --> 00:14:01,030
+انا عندي المجموع انه لكل board كده بتطلع ال final
+
+152
+00:14:01,030 --> 00:14:06,050
+score بهذا الشكل تمام؟ هذا الكلام انه ك heuristic
+
+153
+00:14:06,050 --> 00:14:09,430
+function ممكن اعمل هذا الكلام ك rule based
+
+154
+00:14:09,430 --> 00:14:10,290
+strategy
+
+155
+00:14:13,430 --> 00:14:17,470
+ممكن فبالتالي انه انا بروح برتبها حسب ال
+
+156
+00:14:17,470 --> 00:14:20,090
+importance ان انا عندي rule number واحد اتنين
+
+157
+00:14:20,090 --> 00:14:25,350
+تلاتة خمسة rules rule رقم واحد if I have a winning
+
+158
+00:14:25,350 --> 00:14:31,090
+move take it كيف احدد انه winning move انه انا
+
+159
+00:14:31,090 --> 00:14:34,150
+بحقق straight line دي هو نفس هذا الكلام اللي انا
+
+160
+00:14:34,150 --> 00:14:41,610
+بدي مية plus مية ل .. بالظبط طبعا هنا لل opponent
+
+161
+00:14:42,610 --> 00:14:45,410
+إن أنا بروح ب .. يعني معنى الكلام إن أنا راح أخسر
+
+162
+00:14:45,410 --> 00:14:51,470
+100 نقطة لو ال opponent جدر إن هو يحقق 3 in .. 3
+
+163
+00:14:51,470 --> 00:14:55,130
+in a straight line فبالتالي إنه أنا بعمل توازن بين
+
+164
+00:14:55,130 --> 00:14:59,750
+الشغلتين ال rule رقم 2 if the opponent has a
+
+165
+00:14:59,750 --> 00:15:03,490
+winning move block it اللي هو نفس الخيار هذا يبقى
+
+166
+00:15:05,160 --> 00:15:09,820
+بقدر انه انا اربط يعني انه انا يا اما بستخدم
+
+167
+00:15:09,820 --> 00:15:13,060
+heuristic function يا اما بستخدم rule based
+
+168
+00:15:13,060 --> 00:15:17,960
+strategy بقدر اربط الشغلتين باش ال rule واحد و ال
+
+169
+00:15:17,960 --> 00:15:21,060
+rule رقم اتنين هدول التنين اللي هي بالنقطة الأولى
+
+170
+00:15:21,060 --> 00:15:25,180
+هاي انه plus one hundred و هنا minus one hundred
+
+171
+00:15:25,180 --> 00:15:29,060
+لل opponent هي نفسها ايش معناه هذا الكلام؟ معناه
+
+172
+00:15:29,060 --> 00:15:37,110
+هذا الكلام انهلو في انا عندي حركة بتخليني احصل ال
+
+173
+00:15:37,110 --> 00:15:41,950
+tree in a line يبقى هنا بديها اكبر weight اللي هي
+
+174
+00:15:41,950 --> 00:15:46,790
+100 نقطة فبالتالي انه whatever انه كانت انه شكل ال
+
+175
+00:15:46,790 --> 00:15:50,550
+boards التانية يا اما هتاخد عشرة او واحد اكيد هذه
+
+176
+00:15:50,550 --> 00:15:52,850
+هتكون الأكبر فبالتالي انه هذه ال move اللي انا
+
+177
+00:15:52,850 --> 00:15:55,930
+هاخدها و هذا بينطبق على هذه ال rule if a winning
+
+178
+00:15:55,930 --> 00:16:01,740
+move if I have a winning move take itإذا في عندي
+
+179
+00:16:01,740 --> 00:16:06,960
+حركة يفترض إن أنا أخدها بتخليني أفوز باخدها و في
+
+180
+00:16:06,960 --> 00:16:10,220
+نفس الوقت لو ال opponent اللي هو نفس الحالة اللي
+
+181
+00:16:10,220 --> 00:16:13,260
+احنا مرت علينا هنا في اللوح إنه انا لو أنا ما حركت
+
+182
+00:16:13,260 --> 00:16:16,380
+.. ماعملتلهوش block راح أخسر فبالتالي هنا if the
+
+183
+00:16:16,380 --> 00:16:19,520
+opponent has a winning move block it اللي هي نفس
+
+184
+00:16:19,520 --> 00:16:26,670
+الكلام إنه راحاخد او اخسر 100 نقطة لو ال opponent
+
+185
+00:16:26,670 --> 00:16:32,870
+جدر ان هو يعمل ال 3 in a line move
+
+186
+00:16:32,870 --> 00:16:39,350
+تمام رول رقم تلاتة if you can create a fork تمام
+
+187
+00:16:39,350 --> 00:16:41,110
+two winning ways
+
+188
+00:16:43,930 --> 00:16:46,750
+هذا الكلام بينطبق على ال board الفاضية زي ما احنا
+
+189
+00:16:46,750 --> 00:16:50,730
+شوفنا هنا انه انا عندي ال board الفاضية انه بقدر
+
+190
+00:16:50,730 --> 00:16:53,690
+اعمل fork تفريعات كتيرة، ايش معناه هذا الكلام؟ انه
+
+191
+00:16:53,690 --> 00:16:57,610
+انا عندي هنا في ال board الفاضية، يعني بيه هذا
+
+192
+00:16:57,610 --> 00:17:05,190
+الشكل، هيك هنا
+
+193
+00:17:05,190 --> 00:17:12,360
+اكم fork انا بقدر اعملكم تفريعة؟ تنتية، هيك و هيك
+
+194
+00:17:12,360 --> 00:17:32,120
+هنا؟ تلاتة، هيك و هيك و هيك، تمام؟ بعدين Hi,
+
+195
+00:17:32,180 --> 00:17:32,800
+I come forك
+
+196
+00:17:36,360 --> 00:17:42,880
+اربع واحد اتنين تلاتة اربع فبالتالي هنا بدي اطلع
+
+197
+00:17:42,880 --> 00:17:47,340
+على number of forks فبالتالي انه بتطلع على الحركة
+
+198
+00:17:47,340 --> 00:17:49,940
+اللي بتديني اكتر عدد من ال forks طبعا هنا بدي
+
+199
+00:17:49,940 --> 00:17:54,360
+افترض لو .. لو انا .. انا عندي في لعبة معينة في
+
+200
+00:17:54,360 --> 00:18:00,180
+state معينة انه ع سبيل المثال انه هنا هذه اكام
+
+201
+00:18:00,180 --> 00:18:05,890
+fork اتفقنا تلاتة بس لو كان حاطة ال O هنابتصير
+
+202
+00:18:05,890 --> 00:18:10,210
+اتنين بالظبط، تمام؟ فالفكرة في الموضوع انه انا
+
+203
+00:18:10,210 --> 00:18:14,210
+دايما بروح بختار الحركة اللي بتديني forks اكتر،
+
+204
+00:18:14,210 --> 00:18:17,210
+تفريعات اكتر انه بتديني فرصة ان انا اعمل straight
+
+205
+00:18:17,210 --> 00:18:23,590
+line، تمام؟ هذه شغلة، في المقابل، مدام انا بتطلع
+
+206
+00:18:23,590 --> 00:18:28,450
+على الشغل هذه، بدي امنع الخاسم تبعي ان هو يعملها،
+
+207
+00:18:28,450 --> 00:18:33,470
+كيف؟ بعمله block، كيف بعمله block؟ بروح انا بحط X
+
+208
+00:18:34,370 --> 00:18:37,850
+في الأماكن اللي هو ممكن يعمل فيها fork بسكر عليه
+
+209
+00:18:37,850 --> 00:18:43,490
+طبعا فبالتالي هاي ال rules زي ما انتوا شايفين انه
+
+210
+00:18:43,490 --> 00:18:47,350
+ك rule based strategy ممكن ان انا اطبقها هي ممكن
+
+211
+00:18:47,350 --> 00:18:51,710
+اطبقها كheuristic functionفي .. في search
+
+212
+00:18:51,710 --> 00:18:54,650
+algorithm يعني على سبيل المثال في ال best search
+
+213
+00:18:54,650 --> 00:18:58,910
+ممكن ان انا اطبقها او ممكن استخدم هذه ال rule
+
+214
+00:18:58,910 --> 00:19:02,250
+based strategy لو انا بدي استخدم او اخلي expert
+
+215
+00:19:02,250 --> 00:19:06,710
+system ان هو بيطبق هذا الكلام هاي اول مثال على ال
+
+216
+00:19:06,710 --> 00:19:10,610
+tic-tac-toe وشوفنا طريقتين لانه احنا بنعمل
+
+217
+00:19:10,610 --> 00:19:17,170
+evaluation لل board طيب ال chess ال chess شوفناها
+
+218
+00:19:17,170 --> 00:19:18,110
+المحاضرة الماضية
+
+219
+00:19:23,480 --> 00:19:42,280
+في آخر المحاضرة حكينا
+
+220
+00:19:42,280 --> 00:19:42,820
+إيش؟
+
+221
+00:19:47,290 --> 00:19:50,470
+إن هي عبارة عن linear weighted sum لمجموع من ال
+
+222
+00:19:50,470 --> 00:19:58,010
+features W1 في F1 W2 F2 W3 F3 وحاكرا إن F1 إيش
+
+223
+00:19:58,010 --> 00:20:01,070
+ممكن تكون إن number of white queens minus number
+
+224
+00:20:01,070 --> 00:20:05,210
+of black queens إيش كمان؟ ممكن أاخد النوع التانية
+
+225
+00:20:05,210 --> 00:20:10,670
+من ال tiles ال horses و ال castles و ال .. و ال ..
+
+226
+00:20:10,670 --> 00:20:15,150
+و الجنود و كل هذه الأمور تمام؟
+
+227
+00:20:18,670 --> 00:20:26,950
+طيب في بداية اللعبة لو كان العدد متساوي كيف أتصرف؟
+
+228
+00:20:26,950 --> 00:20:33,090
+يعني هنا معنى هذا الكلام ان
+
+229
+00:20:33,090 --> 00:20:36,470
+number of white queens نقص number of black queens
+
+230
+00:20:36,470 --> 00:20:39,690
+في بداية اللعبة ان هو متساوي، صفر فبالتالي حتى لو
+
+231
+00:20:39,690 --> 00:20:44,190
+كان ال weight هنا تسعة هذه هتصير صفر و هنا هذه لو
+
+232
+00:20:44,190 --> 00:20:47,510
+اعتبرتها ال horses بغض النظر عن ال weight هتكون
+
+233
+00:20:47,510 --> 00:20:53,700
+صفروها دي برضه هتكون صفر إلى آخرى، طب شو الحل؟ لو
+
+234
+00:20:53,700 --> 00:20:56,920
+أنا بدي أطلع على ال chess أنه الوضعية أنا عندي زي
+
+235
+00:20:56,920 --> 00:21:02,300
+هيك، التصفيتها في الأول، أنه ال initial board كيف
+
+236
+00:21:02,300 --> 00:21:06,560
+ممكن أحدد أنه والله أنه الجن دي هذا لما بتحرك أنه
+
+237
+00:21:06,560 --> 00:21:09,980
+جديش ال score تبعه لو اتحرك حركة و هنا لو اتحرك
+
+238
+00:21:09,980 --> 00:21:13,040
+حركتين؟
+
+239
+00:21:13,040 --> 00:21:16,400
+كيف؟
+
+240
+00:21:16,400 --> 00:21:18,220
+كيف أعمل؟
+
+241
+00:21:31,540 --> 00:21:35,680
+بنخلي الكمبيوتر يفكر كيف بنا نديله دالة انه تقوله
+
+242
+00:21:35,680 --> 00:21:39,700
+انه اه حرك الجندي حركة او حرك حركتين مش معقول انه
+
+243
+00:21:39,700 --> 00:21:43,740
+نديله خطة عشوائية في البداية و بعدها انه لما يصير
+
+244
+00:21:43,740 --> 00:21:47,080
+في خسائر انه يبدأ يحسب لأ بنا نديله خطة من البداية
+
+245
+00:21:47,080 --> 00:21:52,760
+انه يقدر يحسب يحددالستراتيجية تبعته من البداية انه
+
+246
+00:21:52,760 --> 00:21:57,520
+هقوله انه اه لما اتحرك انت حركتين انه في اله score
+
+247
+00:21:57,520 --> 00:22:00,980
+و انه لما اتحرك حركة في اله score هذه شغلة و
+
+248
+00:22:00,980 --> 00:22:04,500
+الشغلة التانية انه انا لما احرك جندي هنا بيفرق
+
+249
+00:22:04,500 --> 00:22:12,220
+كتير عن ان انا احرك جندي قدام الوزير او الملك ليش؟
+
+250
+00:22:12,220 --> 00:22:14,660
+لأن انا عندي الجنود في المنطقة هذه اللي لهم اهمية
+
+251
+00:22:14,660 --> 00:22:18,040
+ان هم بيعملوا block للوزير و الملك بيحموه لكن هنا
+
+252
+00:22:18,040 --> 00:22:23,310
+هذا لو خسرته مش مشكلةبتخلصش اللعبة لكن هاد .. هدول
+
+253
+00:22:23,310 --> 00:22:27,630
+اللي هنا بتخلص اللعبة كيف؟
+
+254
+00:22:27,630 --> 00:22:34,270
+ممكن انه تاخدوا التلميح ده انه في عندي شغلة اسمها
+
+255
+00:22:34,270 --> 00:22:42,320
+موجودة عندكم في هاي ال linkاسمها طبعا هذا ال
+
+256
+00:22:42,320 --> 00:22:45,800
+website chessprogramming كل ما يتعلق بال chess انه
+
+257
+00:22:45,800 --> 00:22:50,160
+كبرمجة ومن ضمنها ال evaluation function في عندي
+
+258
+00:22:50,160 --> 00:22:54,440
+حاجة اسمها PS
+
+259
+00:22:54,440 --> 00:23:04,840
+values وبدي اكون في عندي PS square table اورجيكم
+
+260
+00:23:04,840 --> 00:23:06,040
+إياه طبعا هذا الجندي
+
+261
+00:23:10,060 --> 00:23:14,860
+طبعا؟ بدو يكون في عندي matrix زي هيك أو table إيش
+
+262
+00:23:14,860 --> 00:23:20,000
+اسمه ال table هذا اللي هو Piece Square Tables إيش
+
+263
+00:23:20,000 --> 00:23:25,460
+بيحتوي؟ بيحتوي على scores طبعا أنا عندي هنا ال
+
+264
+00:23:25,460 --> 00:23:29,520
+role أول zeros لإن هو أصلا مستحيل يكون موجود فيه
+
+265
+00:23:29,520 --> 00:23:34,980
+في بداية اللعبة طبعا؟ الجنود بتتحرك لقدامتمام
+
+266
+00:23:34,980 --> 00:23:38,300
+فبالتالي هذا ال score بحطه zero فبالتالي انه خلاص
+
+267
+00:23:38,300 --> 00:23:44,940
+بصفر ال term هذا كله تمام بعدها الصف التاني بحط
+
+268
+00:23:44,940 --> 00:23:49,240
+score لإلهم انه هنا هذا الموقع تبعه خمسة هنا عشرة
+
+269
+00:23:49,240 --> 00:23:58,040
+عشرة minus عشرين minus عشرين بهذا الشكل تمام بعدها
+
+270
+00:23:58,040 --> 00:24:05,350
+انه هنا هذا لو اتحرك نفس ال scoreتمام؟ هذا لو
+
+271
+00:24:05,350 --> 00:24:11,470
+اتحرك انه صار ال score minus 5 تمام؟ هذا لو اتحرك
+
+272
+00:24:11,470 --> 00:24:15,250
+ال score جداش بيصير minus 10 هذا بيصير ال score
+
+273
+00:24:15,250 --> 00:24:20,200
+zeroلاحظوا أن المنطقة هذه اللي هي بتكون قدام اللي
+
+274
+00:24:20,200 --> 00:24:26,280
+هو ال queen و ال king و ال وزير أنه بيكون أن ال
+
+275
+00:24:26,280 --> 00:24:30,320
+score تبحهم زي هيك تمام؟ بهذا الشكل بعدها أنه في
+
+276
+00:24:30,320 --> 00:24:35,300
+مراحل متقدمة أنه هنا بيصير عشرة عشرين تلاتين
+
+277
+00:24:35,300 --> 00:24:39,680
+تلاتين عشر عشرين هنا بيصير في الخمسينات لأن الجن
+
+278
+00:24:39,680 --> 00:24:41,620
+دي لما نيصل للنهاية أيش بيصير؟
+
+279
+00:24:45,860 --> 00:24:50,300
+تلعبوا شطرانش indoor؟ بس
+
+280
+00:24:50,300 --> 00:24:53,460
+تبدلوا بالظبط اه فبالتالي هنا بيصير ال score تبعه
+
+281
+00:24:53,460 --> 00:24:56,680
+zero فبالتالي انه لما نيصل للصفر الصفر الجبل
+
+282
+00:24:56,680 --> 00:25:02,420
+الأخير فبيكون ال score تبعه عالي بهذا الشكل تمام؟
+
+283
+00:25:05,910 --> 00:25:09,310
+هذه .. هذه عفوا هذه تبعت الجنود تمام؟ بهذا الشكل
+
+284
+00:25:09,310 --> 00:25:16,950
+لأن هنا أنا عندي هذه ال knights تمام؟ وهذه تبعت
+
+285
+00:25:16,950 --> 00:25:26,510
+الوزير تمام؟ وهذه تبعت القلعة
+
+286
+00:25:26,510 --> 00:25:30,450
+تمام؟ وهذه تبعت ال queen بهذا الشكل فبالتالي أنه
+
+287
+00:25:30,450 --> 00:25:35,640
+بروحكل واحدة ان انا بحركها بكون ان انا معرف score
+
+288
+00:25:35,640 --> 00:25:41,600
+بهذا الشكل لاحظوا ان ال king تمام انه هنا كله بال
+
+289
+00:25:41,600 --> 00:25:45,600
+minus ان هو لو راح لمنطقة هذه المنطقة هذه خطر وين
+
+290
+00:25:45,600 --> 00:25:50,420
+اقام المنطقة اللي عنده هنا بالظبط بهذا الشكل تمام
+
+291
+00:25:55,960 --> 00:26:00,340
+فهنا دخلنا مبدأ جديد بالإضافة للمعادلة اللي احنا
+
+292
+00:26:00,340 --> 00:26:06,130
+شوفناها هنا في ال slide اللي هي العددال number of
+
+293
+00:26:06,130 --> 00:26:09,250
+white queens minus ال number of black queens اللي
+
+294
+00:26:09,250 --> 00:26:14,310
+هو كل واحدة و احنا دخلنا عامل جديد ان انا لكل قطعة
+
+295
+00:26:14,310 --> 00:26:17,830
+انا عندي بروح بعمل matrix و ال matrix يعني بعمل
+
+296
+00:26:17,830 --> 00:26:20,770
+table و ال table هذا انه كل حركة لإله بيكون في
+
+297
+00:26:20,770 --> 00:26:24,750
+عندي score معين فبالتالي بتفيدني انه في بداية
+
+298
+00:26:24,750 --> 00:26:27,990
+اللعبة بقدر ان انا احرك تمام؟
+
+299
+00:26:35,970 --> 00:26:38,790
+طبعا هذا يعني ان ال question مطروح في stack
+
+300
+00:26:38,790 --> 00:26:42,530
+overflow ان انا كيف ممكن اعمل evaluation function
+
+301
+00:26:42,530 --> 00:26:46,590
+لل chess هنا في .. في هنا عندي بعض ال guidelines
+
+302
+00:26:46,590 --> 00:26:48,430
+تمام؟
+
+303
+00:26:52,070 --> 00:26:54,730
+إن هنا في عندي هذه النقاط كلها بدي أخدها بعالي
+
+304
+00:26:54,730 --> 00:26:58,390
+اعتبار و هنا إنه هذا طبعا كاقتراح و هنا هذا الكلام
+
+305
+00:26:58,390 --> 00:27:02,930
+إنه هيوم أعمله implementation بال C++ هيوم متواجد
+
+306
+00:27:02,930 --> 00:27:10,070
+على ال GitHub بهذا الشكل، تمام؟ فبالتالي إنه دخل
+
+307
+00:27:10,070 --> 00:27:13,710
+في الموضوع factors تانية كتيرة، إنه هناcastled
+
+308
+00:27:13,710 --> 00:27:18,610
+kings number of squares controlled squares اللي
+
+309
+00:27:18,610 --> 00:27:21,230
+انا بقدر اتحكم فيها بقدر انه انا احرك فيها القطع
+
+310
+00:27:21,230 --> 00:27:24,690
+تبعتي انه number of attacking squares near enemy
+
+311
+00:27:24,690 --> 00:27:30,130
+king هذه كله يدخل في الموضوع فبالتالي انا لما اصمم
+
+312
+00:27:30,130 --> 00:27:34,230
+لعبة ب evaluation function متقدمة زي هيك اكيد
+
+313
+00:27:34,230 --> 00:27:38,390
+بطبيعة الحال ان التخطيط تبعها رح يكون متقدم اكتر
+
+314
+00:27:38,390 --> 00:27:43,070
+بكتير ما انه تكون ال function بسيطة كتيربيفرق في
+
+315
+00:27:43,070 --> 00:27:49,650
+اللعب تمام؟ و هذا كلام انتوا تلمسوهإذا أنا في بعض
+
+316
+00:27:49,650 --> 00:27:52,330
+ال games ال implementation تبعها إنه أنا باجي
+
+317
+00:27:52,330 --> 00:27:55,490
+بختار في البداية في الشطرانج إنه أنا مستوى تبعي
+
+318
+00:27:55,490 --> 00:28:00,130
+متقدم ولا مبتدأ ولا متوسط فبالتالي كل ما أنا حاطيت
+
+319
+00:28:00,130 --> 00:28:03,350
+إنه مستوى متقدم أيش راح يسوي راح يدخل عوامل أكتر
+
+320
+00:28:03,350 --> 00:28:07,010
+في ال evaluation function إنه ب .. إنه ياخدها في
+
+321
+00:28:07,010 --> 00:28:15,670
+اعلى اعتبار أخر مثال ال eight puzzle كيف
+
+322
+00:28:15,670 --> 00:28:17,810
+ممكن إنه احنا نسوي في ال eight puzzle
+
+323
+00:28:27,580 --> 00:28:34,520
+فكروا معايا .. فكروا معايا قبل ما أمسح اللوح كيف
+
+324
+00:28:34,520 --> 00:28:37,980
+ممكن نحسب ال eight puzzle أن وضعية ال board هي أو
+
+325
+00:28:37,980 --> 00:28:41,820
+هي؟
+
+326
+00:28:41,820 --> 00:28:46,440
+أو
+
+327
+00:28:46,440 --> 00:28:51,380
+خليني أرسمها أصغر شوية عشان أرسم تنتين طبعا ال
+
+328
+00:28:51,380 --> 00:28:51,740
+goal
+
+329
+00:28:55,470 --> 00:28:59,950
+ان يكون في عندي 12345678
+
+330
+00:28:59,950 --> 00:29:03,830
+انه ال blank هنا وفي بعض الألعاب التانية او انه
+
+331
+00:29:03,830 --> 00:29:06,810
+يعني انه في بعض ال configuration التانية انه ممكن
+
+332
+00:29:06,810 --> 00:29:12,090
+يكون ال goal انا عندي زي هيك 12345678
+
+333
+00:29:12,090 --> 00:29:17,830
+و ال blank موجود هنا لنفترض ان انا في عندي
+
+334
+00:29:17,830 --> 00:29:26,350
+configuration معينة عسى بالي المثال زي هيكسبعة،
+
+335
+00:29:26,350 --> 00:29:34,750
+تلاتة، واحد، اتنين، ال blank خليه هنا، أربعة، خمسة
+
+336
+00:29:34,750 --> 00:29:39,110
+أو خلي الخمسة في النص، أنا بحاول أن يكون في
+
+337
+00:29:39,110 --> 00:29:43,350
+randomization قدر الإمكان، إيش ضايق الأرقام؟
+
+338
+00:29:43,350 --> 00:29:46,290
+تمانية، وإيش؟ وستة
+
+339
+00:29:49,730 --> 00:29:53,010
+Hi لنفترض انه ال goal انا عندي زي هيك او لنفترض
+
+340
+00:29:53,010 --> 00:29:57,330
+انه ال goal خلينا نفترض انه هاي ال goal تبعي تمام؟
+
+341
+00:29:57,330 --> 00:30:01,410
+و سواء هذه او هذه ممكن احنا نشتغل عليها و في عندي
+
+342
+00:30:01,410 --> 00:30:05,930
+game تانية او board تانية لنفس ال game بس
+
+343
+00:30:05,930 --> 00:30:09,530
+configuration تانية شكل تاني لل board انه كيف ..
+
+344
+00:30:09,530 --> 00:30:13,690
+كيف شكلها؟ شكلها انه لنفترض انه الواحد في مكانها
+
+345
+00:30:13,690 --> 00:30:18,010
+بعديها تمانية .. تمانية بعيدة يفترض ان هي تيجي هنا
+
+346
+00:30:18,010 --> 00:30:25,900
+تمام؟و عايش كمان بعديها عندي السبعة
+
+347
+00:30:25,900 --> 00:30:33,760
+أخليها بعيدة، تمام؟ أربعة، خمسة،
+
+348
+00:30:33,760 --> 00:30:38,940
+تلاتة، اتنين،
+
+349
+00:30:38,940 --> 00:30:45,740
+ستة كيف
+
+350
+00:30:45,740 --> 00:30:46,460
+ممكن أحسب؟
+
+351
+00:31:07,050 --> 00:31:11,250
+هيك أنت بتعجد الأمور إذا أنا بدي أطلع على ال ..
+
+352
+00:31:11,250 --> 00:31:14,190
+على ال plank إن أنا في عندي مجال إن هذا يتحرك هنا
+
+353
+00:31:14,190 --> 00:31:17,390
+أو هذا يتحرك هنا معناه ذلك إن أنا بدي أعجد الأمور
+
+354
+00:31:17,390 --> 00:31:23,190
+بدي أرجع أذكرك بخريطة رومانيا أنا عايش أعتمد على
+
+355
+00:31:23,190 --> 00:31:27,980
+heuristicstraight line distance هل فعلا فيه
+
+356
+00:31:27,980 --> 00:31:31,680
+straight line بين المدينة هي والمدينة هي طبعا لأ
+
+357
+00:31:31,680 --> 00:31:36,660
+بس اعتمدت عليه بس هل فعلا انه ساعدني في تحديد
+
+358
+00:31:36,660 --> 00:31:41,900
+الاختيار ساعد فبالتالي هنا بدي اطلع على مبدأ ال
+
+359
+00:31:41,900 --> 00:31:45,160
+relaxation ايش ال relaxation انه بدي اشيل ال
+
+360
+00:31:45,160 --> 00:31:48,340
+constraints بدي اشيل القيود في معنى ذلك انه انا
+
+361
+00:31:48,340 --> 00:31:54,360
+ايش بدي اسوي بدي اروح احسب هي مكانها
+
+362
+00:31:56,530 --> 00:32:04,990
+لأ كدهش بعيدة عن مكانها؟ واحد اتنين زائد روح على
+
+363
+00:32:04,990 --> 00:32:06,470
+التانية هاي مكانها؟
+
+364
+00:32:09,110 --> 00:32:12,150
+لأ، كدهش بعيدة عن مكانها إن أنا بدأت أتحرك هيك و
+
+365
+00:32:12,150 --> 00:32:15,470
+بعدين أتحرك هيك، مع أنه فيه السبعة بيعملها
+
+366
+00:32:15,470 --> 00:32:20,790
+blocking، بقدرش أحركها، بس هنا إنه افترضت إنه
+
+367
+00:32:20,790 --> 00:32:24,810
+heuristic function heuristic، مجرد إنه أسلوب في إن
+
+368
+00:32:24,810 --> 00:32:30,570
+أنا أقيم ال game، بغض النظر عن القيود اللي موجودة،
+
+369
+00:32:30,570 --> 00:32:35,110
+فبالتالي إنه هنا زائد 2، تمام؟ كيف؟
+
+370
+00:32:39,440 --> 00:32:42,140
+أنا حكيت إن الواحد ده تكون هنا في معنى ذلك إنه
+
+371
+00:32:42,140 --> 00:32:45,520
+شغال هنا، تمام؟ والتلاتة وين بدها تكون؟ أه عفوا،
+
+372
+00:32:45,520 --> 00:32:50,900
+التلاتة بدها تيجي هنا، صح تمام؟ يبقى هنا زائد واحد
+
+373
+00:32:50,900 --> 00:32:57,040
+هذه بدها تيجي هنا، شو كمان؟ السبعة، وين المفروض
+
+374
+00:32:57,040 --> 00:33:01,340
+مكانها؟ تحت، تمام؟ المفروض هاي واحد، اتنين
+
+375
+00:33:01,340 --> 00:33:07,280
+والتمانية المفروض تيجي هنا، صح؟ زائد واحد
+
+376
+00:33:10,420 --> 00:33:19,260
+بطلع لي score و هنا بروح بحسب هاي zero زائد هذه
+
+377
+00:33:19,260 --> 00:33:27,740
+بعيدة صح؟ واحدة اتنين زائد سبعة هذه بعيدة كتير يا
+
+378
+00:33:27,740 --> 00:33:33,160
+هيك يا هيك نفس الاشي هي واحدة اتنين تلاتة اربعة
+
+379
+00:33:33,160 --> 00:33:38,760
+شايفين كده ايش بتكلف؟ زائد بطلع انا عندي score هنا
+
+380
+00:33:39,820 --> 00:33:46,600
+ال score هنا هل هذا فعلا بيعكس الواقع؟ هل في طريقة
+
+381
+00:33:46,600 --> 00:33:51,700
+تانية للحساب؟
+
+382
+00:33:51,700 --> 00:33:54,120
+تمام؟ يبقى ال concept هنا بدنا نعتمد على ال
+
+383
+00:33:54,120 --> 00:33:57,540
+relaxation ال relaxation بدنا نتحلل من القيود و
+
+384
+00:33:57,540 --> 00:34:01,020
+بدي أفترض أنه عشان أحرك هذه بس هي فعلا أكام step
+
+385
+00:34:01,020 --> 00:34:04,080
+بلزمها ممكن أكتر من هيك بكتير أنا حكيت أن هي أربعة
+
+386
+00:34:04,080 --> 00:34:10,380
+تمام؟ بسهو فعلياً بيعكس الواقع، مدام أن هي بعيدة،
+
+387
+00:34:10,380 --> 00:34:13,040
+معناه ذلك أنه بلزمها عدد كبير من ال steps لغاية
+
+388
+00:34:13,040 --> 00:34:18,180
+لما أوصل السابعة لهذا المكان فبالتالي زي كأنه
+
+389
+00:34:18,180 --> 00:34:23,480
+weight، مش عدد حركات بيمثل، فبالتالي heuristic،
+
+390
+00:34:23,480 --> 00:34:33,460
+ممكن يعتمد عليه، صح؟ تمام؟ فهي .. هي
+
+391
+00:34:33,460 --> 00:34:35,960
+لقيت puzzle، كده عليك ممكن تطلع عليه ك
+
+392
+00:34:35,960 --> 00:34:36,380
+implementation
+
+393
+00:34:39,070 --> 00:34:44,050
+طبعا هاي ال initial state و هاي ال goal state طبعا
+
+394
+00:34:44,050 --> 00:34:47,050
+ممكن يكون في عندي أكتر من goal يعني بغض النظر أنه
+
+395
+00:34:47,050 --> 00:34:50,710
+حسب ال configuration تبع ال game و أنا عندي هاي
+
+396
+00:34:50,710 --> 00:34:56,370
+الحركات أنه أربع actions طبعا لو بدي أطبق ال A
+
+397
+00:34:56,370 --> 00:35:01,790
+star algorithm أنه أنا بدي أدخل ال H و ال G طبعا
+
+398
+00:35:01,790 --> 00:35:08,310
+احنا اشتغلنا على ال H بس طبعا فبالتالي هنابيجي
+
+399
+00:35:08,310 --> 00:35:11,990
+بحسب إنه هنا الـG بتساوي Zero والـH بتساوي تلاتة
+
+400
+00:35:11,990 --> 00:35:15,750
+فبالتالي إنه هنا تلاتة أكم خيار أنا عندي، هنا عندي
+
+401
+00:35:15,750 --> 00:35:21,470
+تلات خياراتنتيجة تبدأ لهنا خمسة، هنا تلاتة، هنا
+
+402
+00:35:21,470 --> 00:35:25,990
+خمسة، فبالتالي تلاتة هي الأفضل، بختارها، بعديها
+
+403
+00:35:25,990 --> 00:35:29,230
+بروح، بفرع منها، أكم خيار أنا عندي؟ تلات خيارات،
+
+404
+00:35:29,230 --> 00:35:32,870
+هنا تلاتة، خمسة، خمسة، هذه أكيد الأقل، هي اللي
+
+405
+00:35:32,870 --> 00:35:36,830
+بفرع منها، تمام؟ و هنا أنا عندي خمسة و تلاتة، أكيد
+
+406
+00:35:36,830 --> 00:35:41,310
+بختار هذه and so onفبالتالي ممكن اعتمد انه ابرمجها
+
+407
+00:35:41,310 --> 00:35:46,650
+هذا ال implementation تبعها ك python code تمام؟
+
+408
+00:35:46,650 --> 00:35:52,330
+اضافة لذلك طبعا هذا ال implementation هو متوفر هنا
+
+409
+00:35:52,330 --> 00:35:52,850
+على ال GitHub
+
+410
+00:35:58,750 --> 00:36:01,450
+تمام؟ أيوة ال unpuzzle اللي هي ال eight puzzle ال
+
+411
+00:36:01,450 --> 00:36:05,670
+unpuzzle انه انا بقدر احدد انه انا eight puzzles
+
+412
+00:36:05,670 --> 00:36:10,910
+او خمستاشر او اربعة وعشرين انا بحدد و هنا انه
+
+413
+00:36:10,910 --> 00:36:15,170
+معمول لل a star algorithm و هنا بحسب ال score بهذا
+
+414
+00:36:15,170 --> 00:36:18,610
+الشكل اضافة
+
+415
+00:36:18,610 --> 00:36:27,150
+لذلك في عندكم هناطبعا .. اه مصارلهوش update ..
+
+416
+00:36:27,150 --> 00:36:34,330
+okay ممكن انا اجيبلكم اياه من وين .. ممكن اعمل
+
+417
+00:36:34,330 --> 00:36:38,890
+control F5 افترض ان اجيبه
+
+418
+00:36:41,610 --> 00:36:46,210
+برضه ماعجبوش okay ممكن ان انتوا تفتحوا على ال
+
+419
+00:36:46,210 --> 00:36:50,770
+website تبع الكتاب اللي هو هذا الكتاب اللي هو
+
+420
+00:36:50,770 --> 00:36:54,270
+Russell Novring Artificial Intelligence Modern
+
+421
+00:36:54,270 --> 00:36:58,670
+Approach هاي ال .. ال .. ال website تبع الكتاب و
+
+422
+00:36:58,670 --> 00:37:05,710
+بتروحوا على وين؟ علىهنا هذا ال link اللي هو
+
+423
+00:37:05,710 --> 00:37:11,370
+AIMICode هو عبارة عن مستودع على ال GitHub في عدة
+
+424
+00:37:11,370 --> 00:37:14,370
+مشاريع طبعا هنا Scala، Scala هي عبارة عن لغة
+
+425
+00:37:14,370 --> 00:37:18,090
+برمجة، هنا Python كل ال algorithms اللي موجودة في
+
+426
+00:37:18,090 --> 00:37:23,650
+الكتاب implemented in Python هذه Lisp، Lisp هي
+
+427
+00:37:23,650 --> 00:37:26,650
+عبارة عن برضه لغة برمجة مستخدمة في الذكاء الصناعي
+
+428
+00:37:26,650 --> 00:37:32,360
+Javaطبعا فممكن تشوفوا ال java و ال python لو حابين
+
+429
+00:37:32,360 --> 00:37:40,240
+ان انتوا تتطلعوا عليها فهي مقسمة هنا ان هي حاطة
+
+430
+00:37:40,240 --> 00:37:44,020
+table of content ان ال vacuum cleaner agent هي ال
+
+431
+00:37:44,020 --> 00:37:50,020
+code تبعه زي هيك طبعا فهتلاقوا ان في بعض الأشياء
+
+432
+00:37:50,020 --> 00:37:54,840
+المتعلقة بال games كان notebook علم اعتقد
+
+433
+00:38:08,340 --> 00:38:12,060
+هنا فبالتالي هنا في implementation ل tic-tac-toe
+
+434
+00:38:12,060 --> 00:38:14,760
+فبتطلعوا عليه على تفاصيل ال implementation لو
+
+435
+00:38:14,760 --> 00:38:17,180
+انتوا يعني حابين تطلعوا على ال implementation تبع
+
+436
+00:38:17,180 --> 00:38:20,220
+ال java أكيد تطلعوا على المستودع التاني تبع ال
+
+437
+00:38:20,220 --> 00:38:29,200
+java وهنا طبعا طريقة انه تشغيل aeromania هي ال a
+
+438
+00:38:29,200 --> 00:38:34,690
+star search انه ك implementationالـ tic-tac-toe
+
+439
+00:38:34,690 --> 00:38:41,190
+موجودة هنا كفي ال chapter تبع ال game فبالتالي هذا
+
+440
+00:38:41,190 --> 00:38:47,450
+بيديكم فكرة عن طريقة ال evaluation أو تصميم ال
+
+441
+00:38:47,450 --> 00:38:50,010
+evaluation function وزي ما شوفنا فيه أكتر من طريقة
+
+442
+00:38:50,010 --> 00:38:53,630
+لتصميم ال evaluation function فهو سؤال تحليلي
+
+443
+00:38:53,630 --> 00:38:57,800
+بيعتمد أنه مافيشإجابة واحدة أنه احنا ممكن نعتبرها
+
+444
+00:38:57,800 --> 00:39:02,520
+صحيحة بس باعتمد أنه جداش الحل تبعك راح يكون منطقي،
+
+445
+00:39:02,520 --> 00:39:08,700
+تمام؟ بيضل أنه هي نقطة مهمة لإنه هي محل أسئلة أكيد
+
+446
+00:39:08,700 --> 00:39:16,180
+يعني أنه راح يكون فيه سؤال عن طبيعة أنه game معينة
+
+447
+00:39:16,180 --> 00:39:20,260
+أنه يكون فيه أنه تعمل evaluation function وعشان
+
+448
+00:39:20,260 --> 00:39:22,620
+تتمرنوا عليها أكتر هتلاقوا فيه عندكم assignment
+
+449
+00:39:22,620 --> 00:39:27,620
+على ال modelال assignment هدا أنه بدك تختاري لعبة،
+
+450
+00:39:27,620 --> 00:39:30,000
+أي لعبة أنت بدك إياها و بدك تحاول تحطي لها
+
+451
+00:39:30,000 --> 00:39:32,960
+evaluation function طبعا أنا راح أطلع كدهش أنه ال
+
+452
+00:39:32,960 --> 00:39:36,080
+evaluation function هذه أنه أنت عملتي تحليل جيد
+
+453
+00:39:36,080 --> 00:39:41,400
+لإلها و أنه ال evaluation function هذه منطقية،
+
+454
+00:39:41,400 --> 00:39:46,140
+تمام؟ إذا عندكم أي سؤال، استفسار، نعطيكم ..
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e97111cda46e790717907dc6cc97e39a24afc50
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.json
@@ -0,0 +1 @@
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{"start": 495.3, "end": 495.48, "word": " ال", "probability": 0.9794921875}, {"start": 495.48, "end": 495.8, "word": " tiles", "probability": 0.90087890625}, {"start": 495.8, "end": 496.4, "word": " اللي", "probability": 0.99072265625}, {"start": 496.4, "end": 497.28, "word": " في", "probability": 0.87841796875}, {"start": 497.28, "end": 497.38, "word": " ال", "probability": 0.98681640625}, {"start": 497.38, "end": 497.52, "word": " O", "probability": 0.79541015625}, {"start": 497.52, "end": 498.04, "word": " بتشكل", "probability": 0.9794921875}, {"start": 498.04, "end": 498.54, "word": " straight", "probability": 0.8876953125}, {"start": 498.54, "end": 499.26, "word": " line؟", "probability": 0.74853515625}, {"start": 499.26, "end": 499.96, "word": " اتنين", "probability": 0.79962158203125}], "temperature": 1.0}, {"id": 20, "seek": 53057, "start": 502.15, "end": 530.57, "text": "تمام؟ و هنا عدد ال tiles اللي بتشكل straight line في ال X جداش؟ وين؟ أنا لعبت هنا إيش أنا في عندي خيارات؟ في عندي خيارات يا هيك يا هيك في عندي X في ال straight lines أنا عندي صح؟ طيب هذا الخيار الأول نيجي للخيار التاني", "tokens": [39237, 10943, 22807, 4032, 34105, 6225, 3215, 3215, 2423, 21982, 13672, 1829, 39894, 8592, 28820, 2997, 1622, 8978, 2423, 1783, 10874, 3215, 33599, 22807, 4032, 9957, 22807, 41850, 5296, 3615, 3555, 2655, 34105, 11933, 1829, 8592, 41850, 8978, 18871, 16254, 16490, 1829, 9640, 9307, 22807, 8978, 18871, 16254, 16490, 1829, 9640, 9307, 35186, 39896, 4117, 35186, 39896, 4117, 8978, 18871, 16254, 1783, 8978, 2423, 2997, 3876, 41850, 18871, 16254, 20328, 5016, 22807, 23032, 1829, 3555, 23758, 33962, 1829, 9640, 16247, 12610, 8717, 1829, 7435, 1829, 24976, 9778, 1829, 9640, 16712, 7649, 1829], "avg_logprob": -0.16011425243910923, "compression_ratio": 1.914438502673797, "no_speech_prob": 3.5762786865234375e-07, "words": [{"start": 502.15, "end": 502.83, "word": "تمام؟", "probability": 0.89111328125}, {"start": 502.83, "end": 503.05, "word": " و", "probability": 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ال move اللي انا هاخدها و هذا بينطبق على هذه ال rule if a winning move if I have a winning move take it", "tokens": [1211, 2407, 8978, 1975, 8315, 18871, 16254, 11331, 31747, 3660, 39894, 9778, 1211, 9957, 1829, 1975, 5016, 36520, 2423, 4230, 294, 257, 1622, 7251, 3555, 4587, 7578, 34105, 4724, 16254, 11296, 1975, 4117, 26890, 3364, 13672, 1829, 39896, 2319, 8717, 47432, 3660, 6156, 3555, 6027, 2655, 6027, 1829, 16472, 3224, 2035, 16472, 3224, 25961, 2655, 16472, 3224, 13412, 28820, 2423, 13293, 16712, 7649, 10632, 35186, 1975, 15042, 8032, 2655, 47283, 3215, 6225, 8592, 25720, 1975, 2407, 36764, 24401, 1975, 4117, 25708, 29538, 8032, 2655, 30544, 16247, 4117, 26890, 6156, 3555, 6027, 2655, 6027, 1829, 16472, 3224, 29538, 2423, 1286, 13672, 1829, 1975, 8315, 8032, 47283, 3215, 11296, 4032, 23758, 49374, 9566, 3555, 4587, 15844, 29538, 2423, 4978, 498, 257, 8224, 1286, 498, 286, 362, 257, 8224, 1286, 747, 309], "avg_logprob": -0.14555288748099254, "compression_ratio": 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أنت", "probability": 0.722900390625}, {"start": 2374.58, "end": 2375.38, "word": " عملتي", "probability": 0.9471028645833334}, {"start": 2375.38, "end": 2375.78, "word": " تحليل", "probability": 0.9647216796875}, {"start": 2375.78, "end": 2376.08, "word": " جيد", "probability": 0.9892578125}, {"start": 2376.08, "end": 2376.48, "word": " لإلها", "probability": 0.88623046875}, {"start": 2376.48, "end": 2377.1, "word": " و", "probability": 0.96435546875}, {"start": 2377.1, "end": 2377.48, "word": " أنه", "probability": 0.75830078125}, {"start": 2377.48, "end": 2378.02, "word": " ال", "probability": 0.93017578125}, {"start": 2378.02, "end": 2378.4, "word": " evaluation", "probability": 0.9921875}, {"start": 2378.4, "end": 2378.9, "word": " function", "probability": 0.96875}, {"start": 2378.9, "end": 2379.34, "word": " هذه", "probability": 0.88525390625}, {"start": 2379.34, "end": 2381.4, "word": " منطقية،", "probability": 0.86689453125}, {"start": 2381.4, "end": 2382.48, "word": " تمام؟", "probability": 0.9127604166666666}, {"start": 2382.48, "end": 2382.66, "word": " إذا", "probability": 0.36279296875}, {"start": 2382.66, "end": 2383.06, "word": " عندكم", "probability": 0.973876953125}, {"start": 2383.06, "end": 2383.4, "word": " أي", "probability": 0.7919921875}, {"start": 2383.4, "end": 2384.06, "word": " سؤال،", "probability": 0.8599853515625}, {"start": 2384.06, "end": 2385.58, "word": " استفسار،", "probability": 0.8873291015625}, {"start": 2385.58, "end": 2385.98, "word": " نعطيكم", "probability": 0.79638671875}, {"start": 2385.98, "end": 2386.14, "word": " ..", "probability": 0.11297607421875}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2386.3844375, "duration_after_vad": 2165.881249999993}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..6eb364a7abc08516a6edbc4d6d6626b00a2af1da
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/_VRsjL1owLo_raw.srt
@@ -0,0 +1,1816 @@
+1
+00:00:05,300 --> 00:00:11,080
+صباح الخير طبعا
+
+2
+00:00:11,080 --> 00:00:16,040
+في أسئلة متكررة إجتني بخصوص المحاضرة الماضية أنه
+
+3
+00:00:16,040 --> 00:00:19,180
+بدنا أمثل أكتر على evaluation functions لأن هي
+
+4
+00:00:19,180 --> 00:00:22,890
+محال أسئلةوهذا النوع من الأسئلة أسئلة تحليلية
+
+5
+00:00:22,890 --> 00:00:30,530
+ومافيش حل وحيد لهذا السؤال ف .. بدي أحاول أعطيكم
+
+6
+00:00:30,530 --> 00:00:34,730
+بعض الأمثلة إنه إنتوا كيف ممكن إنه نعمل evaluation
+
+7
+00:00:34,730 --> 00:00:37,930
+function خليني على سبيل المثال نبدأ بال Tic-Tac
+
+8
+00:00:37,930 --> 00:00:42,050
+-Toe ال Tic-Tac-Toe الفكرة طبعتها إنه أنا بدي أكون
+
+9
+00:00:42,050 --> 00:00:47,830
+فيه عندى board زي هيك طبعا ال link للشغلات هذه أنا
+
+10
+00:00:47,830 --> 00:00:51,720
+حاطيتلكم إياها علىعلى ال .. على ال .. على ال
+
+11
+00:00:51,720 --> 00:00:54,560
+wordpress على المدونة فبالتالي ممكن أن أنتوا
+
+12
+00:00:54,560 --> 00:00:57,280
+تتطلعوا عليها زي هيك و تتمرنوا عليها و في نفس
+
+13
+00:00:57,280 --> 00:01:01,440
+الوقت أن أنتوا ممكن تشوفوا أي board game تانية أو
+
+14
+00:01:01,440 --> 00:01:05,300
+أي نوع من أنواع ال games و تفكروا يعني هذا سؤال ..
+
+15
+00:01:05,300 --> 00:01:09,340
+سؤال تحليلي بيعتمد على التحليل أو لازم تتمرنوا على
+
+16
+00:01:09,340 --> 00:01:12,440
+هذا النوع من الأسئلة ال tic-tac-toe الفكرة تبعتها
+
+17
+00:01:12,440 --> 00:01:20,290
+أنه بيكون في عندي board زي هيك تمام؟ بهذا الشكلطيب
+
+18
+00:01:20,290 --> 00:01:23,630
+كيف بدي انا اعمل evaluation function؟ كيف بدي احدد
+
+19
+00:01:23,630 --> 00:01:28,350
+انه ادي score لل board هاي تمام؟ انه على سبيل
+
+20
+00:01:28,350 --> 00:01:39,510
+الوضع انا عندي زي هيك تمام؟ او board تانية الوضع
+
+21
+00:01:39,510 --> 00:01:46,800
+فيها انه بيكون انا عندي على سبيل المثال زي هيكبهذا
+
+22
+00:01:46,800 --> 00:01:51,260
+الشكل يعني .. يعني خلينا انه هنا .. انه انا عندي
+
+23
+00:01:51,260 --> 00:01:54,960
+كل واحد لعب و هنا انا ال X لعب مرتين و ال O خليه
+
+24
+00:01:54,960 --> 00:02:02,060
+يلعب على سبيل المثال مرتين
+
+25
+00:02:02,060 --> 00:02:07,720
+زي هيك تمام فكيف اعطي score لهذه و كيف اعطي score
+
+26
+00:02:07,720 --> 00:02:08,920
+لهذه فكروا معايا
+
+27
+00:02:11,840 --> 00:02:30,360
+صعب لما انا افتح ان هو play tic-tac-toe في
+
+28
+00:02:30,360 --> 00:02:39,980
+أنا عندي ال website هذا طبعا
+
+29
+00:02:39,980 --> 00:02:41,060
+بطبيعة الحال ان هو
+
+30
+00:02:44,360 --> 00:02:48,060
+على طول هو يعني بيستجيب إنه واضح جدا إن هو أفضل
+
+31
+00:02:48,060 --> 00:02:51,480
+أنا مدام أخترت هنا أفضل إشي أنا عندي إنه أنا أختار
+
+32
+00:02:51,480 --> 00:02:56,100
+الـcentral tile أو المكان اللي أنا عندي في المنتصف
+
+33
+00:02:56,100 --> 00:02:59,160
+فإن
+
+34
+00:02:59,160 --> 00:03:02,220
+هو برضه بيفكر إن هو يعمل زي هيك يفترض إنه أنا بدي
+
+35
+00:03:02,220 --> 00:03:08,470
+أسكر عليه، تمام؟كيف أعمل score لشغل زي هيك؟ يعني
+
+36
+00:03:08,470 --> 00:03:12,830
+أنا عندي على سبيل المثال دوري، تمام؟ و دوري أنا
+
+37
+00:03:12,830 --> 00:03:15,370
+فيه عندي تلت خيارات، إيش هما؟ إن أنا ألعب هنا ..
+
+38
+00:03:15,370 --> 00:03:18,590
+ألعب في هذا المكان أو ألعب في هذا المكان أو ألعب
+
+39
+00:03:18,590 --> 00:03:22,090
+في هذا المكان كيف بدي أد ال score لعايش الشغل؟
+
+40
+00:03:22,090 --> 00:03:23,510
+فكروا معايا
+
+41
+00:03:28,840 --> 00:03:32,020
+ماشي احنا خلينا نفترض انه انا في عندي في board
+
+42
+00:03:32,020 --> 00:03:37,160
+معينة تمام؟ و انا في عندي تلات خيارات في انا عندي
+
+43
+00:03:37,160 --> 00:03:40,300
+الخيار ان انا ألعب هنا او ألعب هنا او ألعب هنا
+
+44
+00:03:40,300 --> 00:03:45,620
+هجيت انا بدي function تحسب انه لو لعبت هنا كدش ال
+
+45
+00:03:45,620 --> 00:03:49,300
+score تبعي ان وضعية ال score هي دي مش بتحدد ان انا
+
+46
+00:03:49,300 --> 00:03:52,900
+فائز او رابح لأ بتحدد وضعية ال board انه هل هي
+
+47
+00:03:52,900 --> 00:03:58,250
+افضل بالنسبة ليولا لأ أو انه انا عندي two boards
+
+48
+00:03:58,250 --> 00:04:02,210
+بدي اقيم between two boards انه انا اقول انه اه
+
+49
+00:04:02,210 --> 00:04:06,130
+والله هذه افضل من هذه فمين افضل ال board لما ألعب
+
+50
+00:04:06,130 --> 00:04:09,950
+هنا او ال board لما نلعب هنا او ال board لما نلعب
+
+51
+00:04:09,950 --> 00:04:15,670
+هنا بدي function حسابية بتحددلي انه طب ماشي انه
+
+52
+00:04:15,670 --> 00:04:21,730
+okay ألعب هنا بس كيف بدي احدد انه اه والله هذه
+
+53
+00:04:21,730 --> 00:04:27,200
+الأفضلالـ O يعني الموجود في الـ row أو مثلا
+
+54
+00:04:27,200 --> 00:04:30,340
+الموجودين في الـ column و اللي بيبقى فيه أكتر O هو
+
+55
+00:04:30,340 --> 00:04:35,280
+المرجل اللي أنا أحط فيه يعني تاخد board فقط؟ يعني
+
+56
+00:04:35,280 --> 00:04:38,240
+أنت بت .. أنت بتحكي .. أنت بتقترحي أنه أنا بدي
+
+57
+00:04:38,240 --> 00:04:42,700
+أطلع على ال number of tiles
+
+58
+00:04:48,410 --> 00:04:53,250
+with o طبعا هنا number of ties اللي بتشكل straight
+
+59
+00:04:53,250 --> 00:05:01,090
+line كيف
+
+60
+00:05:01,090 --> 00:05:05,570
+مش شرط؟ انا فهمت كلامك انه .. انا فهمت كلامك انه
+
+61
+00:05:05,570 --> 00:05:12,370
+انت بده تطلع على .. او .. اه دي نقطة بحير بس اللي
+
+62
+00:05:12,370 --> 00:05:17,540
+بده اطلع عليهابالظبط، بالظبط يعني أنا بدي أشوف إنه
+
+63
+00:05:17,540 --> 00:05:21,780
+في مرحلة متقدمة في .. في مرحلة أولية يعني إنه أنا
+
+64
+00:05:21,780 --> 00:05:24,940
+بدي أختار إنه أنا على سبيل المثال إنه أنا عندي ال
+
+65
+00:05:24,940 --> 00:05:32,120
+board زي هيك، تمام؟ هي ال board، أكم خيار أنا
+
+66
+00:05:32,120 --> 00:05:36,840
+عندي؟ هي واحد، اتنين، تلاتة، أربعة، خمسة، ستة،
+
+67
+00:05:36,840 --> 00:05:41,470
+سبعة، يفترض يكون في عندي سبعة scoresأي واحدة بدي
+
+68
+00:05:41,470 --> 00:05:45,590
+أختار بدي أطلع على ال point التانية تمام؟ انه أنا
+
+69
+00:05:45,590 --> 00:05:54,450
+بدي أطلع على ال number of tiles تمام؟
+
+70
+00:05:54,450 --> 00:05:58,750
+with x و اللي بتشكل برضه في نفس الوجهة انه
+
+71
+00:05:58,750 --> 00:05:59,390
+straight line
+
+72
+00:06:06,410 --> 00:06:08,950
+بتتذكروا المرة الماضية لما حكينا أن ال chess هي
+
+73
+00:06:08,950 --> 00:06:11,930
+عبارة عن weight .. linear weighted sum معناه ذلك
+
+74
+00:06:11,930 --> 00:06:14,890
+أن أنا بدي أجمع، هنا بدنا نجمع نقاط، هدول النقاط
+
+75
+00:06:14,890 --> 00:06:17,490
+هدول ممكن أن أحنا نصيخها في دالة summation و ندي
+
+76
+00:06:17,490 --> 00:06:22,490
+weight لكل واحدة، طيب هذا عبارة عن مجموع، أجمع
+
+77
+00:06:22,490 --> 00:06:24,930
+هدول النقاط ولا إيش بتقترحوا؟
+
+78
+00:06:30,540 --> 00:06:33,020
+يعني كيف .. كيف .. كيف انه انا بدي اختار؟ بدي
+
+79
+00:06:33,020 --> 00:06:40,240
+اختار انه ال .. ال .. ال tile اللي .. اللي .. اللي
+
+80
+00:06:40,240 --> 00:06:44,720
+.. اللي بتشكللي straight line تمام؟ و في نفس الوقت
+
+81
+00:06:44,720 --> 00:06:52,520
+بدي ابتعد عن ال tiles اللي انه يعني ممكن ال
+
+82
+00:06:52,520 --> 00:06:56,340
+opponent ان هو يعني يعمل فيها O
+
+83
+00:07:07,880 --> 00:07:12,200
+ممكن نمت أولوينا من الأرض يعني هدول التاني بيكون
+
+84
+00:07:12,200 --> 00:07:19,940
+weted sun؟ ممكن نقولش نبحث الأرض و لو ماكانش فيه
+
+85
+00:07:19,940 --> 00:07:20,820
+خيال دول نبحث
+
+86
+00:07:35,910 --> 00:07:41,410
+يعني هنا أنا بدي أختار الـ tile بحيث أنه تكون عدد
+
+87
+00:07:41,410 --> 00:07:45,290
+ال ties اللي بتشكل ال straight line في ال O أكبر
+
+88
+00:07:45,290 --> 00:07:49,770
+ما يمكن و في نفس الوجود أنا بدي أصل لفكرة أن هو
+
+89
+00:07:49,770 --> 00:07:53,330
+عبارة عن حصل جمع مش طرح أنه مش مثلا أنه هدي minus
+
+90
+00:07:53,330 --> 00:08:00,340
+هدي مثلاشغلة زي هيك تمام؟ زائد انه عدد ال tiles
+
+91
+00:08:00,340 --> 00:08:03,300
+انه في .. لو اختارت tile معينة انه عدد ال tiles
+
+92
+00:08:03,300 --> 00:08:07,080
+اللي بتتشكل مع ال straight line انه لل X يعني على
+
+93
+00:08:07,080 --> 00:08:12,400
+سبيل المثال باجي خدنا نحسب هاي لو وضعت أنا عندي
+
+94
+00:08:12,400 --> 00:08:18,040
+هنا هذه أكم عدد ال tiles اللي في ال O بتشكل
+
+95
+00:08:18,040 --> 00:08:25,130
+straight line؟ اتنينتمام؟ و هنا عدد ال tiles اللي
+
+96
+00:08:25,130 --> 00:08:32,150
+بتشكل straight line في ال X جداش؟ وين؟ أنا لعبت
+
+97
+00:08:32,150 --> 00:08:36,310
+هنا إيش أنا في عندي خيارات؟ في عندي خيارات يا هيك
+
+98
+00:08:36,310 --> 00:08:46,930
+يا هيك في عندي X في ال straight lines أنا عندي صح؟
+
+99
+00:08:46,930 --> 00:08:50,570
+طيب هذا الخيار الأول نيجي للخيار التاني
+
+100
+00:08:56,560 --> 00:09:04,560
+و هذا سؤال تحليلي خيار تاني وين ألعب هنا نيجي
+
+101
+00:09:04,560 --> 00:09:09,560
+لخيار الأول اللي هو عدد ال tiles اللي بتشكل ال
+
+102
+00:09:09,560 --> 00:09:13,620
+straight line في ال O كدهش طبعا هذا بدي أقسمها أنا
+
+103
+00:09:13,620 --> 00:09:19,440
+عندي زي هيك تمام هذا ال O و هذا ال X هنا كم أنا
+
+104
+00:09:19,440 --> 00:09:25,600
+عندي tile في ال X في ال O عفوا واحد زائد في ال X
+
+105
+00:09:28,600 --> 00:09:33,840
+ليش صفر؟ هاي
+
+106
+00:09:33,840 --> 00:09:39,340
+هذا الخيار تمام و في عندي الخيار التاني هذا الخيار
+
+107
+00:09:39,340 --> 00:09:45,220
+صفر و الخيار هذا كده إيش؟ نين
+
+108
+00:09:45,220 --> 00:09:52,440
+نعم
+
+109
+00:09:52,440 --> 00:09:55,260
+كيف؟
+
+110
+00:09:58,820 --> 00:10:04,440
+كيف لما حطيناها فوق ما حسبناها عشان هجيت
+
+111
+00:10:04,440 --> 00:10:11,580
+لما كانت ال X هنا لما كانت ال X هنا هجيت ل
+
+112
+00:10:11,580 --> 00:10:16,500
+straight line يا إما بيكون هيك أو هيك أو هيك طبعا
+
+113
+00:10:16,500 --> 00:10:19,620
+ال .. ال diagonal بس بيكون في هذه المنطقة يا هيك
+
+114
+00:10:19,620 --> 00:10:22,080
+يا هيك بس لكن هنا
+
+115
+00:10:28,370 --> 00:10:34,170
+هنا إيش فيه عندي خيار؟ يا هيك، يا هيك، هيك فيه
+
+116
+00:10:34,170 --> 00:10:39,610
+إكسات؟ هيك فيه إكسات؟
+
+117
+00:10:39,610 --> 00:10:46,710
+طيب هنا يا
+
+118
+00:10:46,710 --> 00:10:53,990
+هيك، يا هيك، يا هيك، صح؟ تمام؟
+
+119
+00:11:02,090 --> 00:11:10,650
+طيب هيك كم؟ صفر لأنه مافيش انا عندي ولا X انه
+
+120
+00:11:10,650 --> 00:11:16,610
+بتشكل معاها و هنا هيك برضه صفر لأنه انا في عندي
+
+121
+00:11:16,610 --> 00:11:20,750
+قاعة عينة عندي زي هيك طب و هيك واحد ليش لأنه انا
+
+122
+00:11:20,750 --> 00:11:24,030
+في عندي فرصة هنا لأن هذا ال tile انه فاضي بيصير
+
+123
+00:11:24,030 --> 00:11:28,010
+بهذا الشكل طبعا فبالتالي انه اه مادام ان انا عندي
+
+124
+00:11:28,010 --> 00:11:32,970
+هذه اتنين و هذه تلاتة يبقىإذا لعبت أنا بالوضعية
+
+125
+00:11:32,970 --> 00:11:37,190
+هذه هيك
+
+126
+00:11:37,190 --> 00:11:41,410
+بيكون ال score أنا عنده اتنين وإذا لعبت بالوضعية
+
+127
+00:11:41,410 --> 00:11:48,010
+هذه بيكون تمام
+
+128
+00:11:48,010 --> 00:11:55,390
+هيك اتنين و هيك تلاتة صح؟ بس أنا في عندي مشكلة ان
+
+129
+00:11:55,390 --> 00:12:00,590
+طريقة الحساب هذه انههذا لو أنا مالعبتش هذه هو
+
+130
+00:12:00,590 --> 00:12:04,190
+هيفوز لو أنا لعبت هنا هو هيحط ال O هنا وهو هيفوز
+
+131
+00:12:04,190 --> 00:12:09,930
+فبدنا ندى weight لهذه اكتر ايش معناة الكلام هذا
+
+132
+00:12:09,930 --> 00:12:15,630
+انه بدنا ندى weight لانه انا اسكر عليه احسن من ان
+
+133
+00:12:15,630 --> 00:12:20,170
+انا اعمل بالظبط احط X تانية بهذا الشكل هيك بدت ان
+
+134
+00:12:20,170 --> 00:12:24,230
+انا توضح هنا عندي الأمور تمام بهذا الشكل هجيت هنا
+
+135
+00:12:26,990 --> 00:12:30,710
+عندكم في ال link الأول في implementation بال java
+
+136
+00:12:30,710 --> 00:12:39,630
+لل tic-tac-toe بهذا الشكل وهنا انا في عندي عدة
+
+137
+00:12:39,630 --> 00:12:50,290
+حالات هاي ال a حالة ال a,b,c بهذا
+
+138
+00:12:50,290 --> 00:12:54,030
+الشكل في انا عندي هنا في ال table of content ممكن
+
+139
+00:12:54,030 --> 00:12:59,470
+اروح على ال heuristic board evaluationfunction
+
+140
+00:12:59,470 --> 00:13:05,610
+تمام فبالتالي هنا انا في عندي score لكل position
+
+141
+00:13:05,610 --> 00:13:09,190
+انا عندي في ال board يعني على سبيل المثال انه انا
+
+142
+00:13:09,190 --> 00:13:15,850
+راح ادي plus one hundred point لكل تلاتة in a line
+
+143
+00:13:15,850 --> 00:13:25,190
+للكمبيوتر تمام و عشرة ل two in line و واحد ل one
+
+144
+00:13:25,190 --> 00:13:29,760
+on line تمامو بدي أدي negative score لل opponent
+
+145
+00:13:29,760 --> 00:13:35,080
+انه ناقص مية ناقص عشرة و ناقص واحد بالترتيب اللي
+
+146
+00:13:35,080 --> 00:13:39,440
+هو تلاتة in واحد اتنين in واحد اتنين .. تلاتة in a
+
+147
+00:13:39,440 --> 00:13:45,620
+line اتنين in a line واحد in a line تمام؟ فبهذا
+
+148
+00:13:45,620 --> 00:13:50,180
+الشكل ان انا بكون عندي مجموع ال score ان ال scores
+
+149
+00:13:50,180 --> 00:13:53,470
+اللي انا .. ال points اللي انا بحصلهاتمام؟
+
+150
+00:13:53,470 --> 00:13:57,290
+بالاضافة لل points اللي بيحصلها ال opponent فبطلع
+
+151
+00:13:57,290 --> 00:14:01,030
+انا عندي المجموع انه لكل board كده بتطلع ال final
+
+152
+00:14:01,030 --> 00:14:06,050
+score بهذا الشكل تمام؟ هذا الكلام انه ك heuristic
+
+153
+00:14:06,050 --> 00:14:09,430
+function ممكن اعمل هذا الكلام ك rule based
+
+154
+00:14:09,430 --> 00:14:10,290
+strategy
+
+155
+00:14:13,430 --> 00:14:17,470
+ممكن فبالتالي انه انا بروح برتبها حسب ال
+
+156
+00:14:17,470 --> 00:14:20,090
+importance ان انا عندي rule number واحد اتنين
+
+157
+00:14:20,090 --> 00:14:25,350
+تلاتة خمسة rules rule رقم واحد if I have a winning
+
+158
+00:14:25,350 --> 00:14:31,090
+move take it كيف احدد انه winning move انه انا
+
+159
+00:14:31,090 --> 00:14:34,150
+بحقق straight line دي هو نفس هذا الكلام اللي انا
+
+160
+00:14:34,150 --> 00:14:41,610
+بدي مية plus مية ل .. بالظبط طبعا هنا لل opponent
+
+161
+00:14:42,610 --> 00:14:45,410
+إن أنا بروح ب .. يعني معنى الكلام إن أنا راح أخسر
+
+162
+00:14:45,410 --> 00:14:51,470
+100 نقطة لو ال opponent جدر إن هو يحقق 3 in .. 3
+
+163
+00:14:51,470 --> 00:14:55,130
+in a straight line فبالتالي إنه أنا بعمل توازن بين
+
+164
+00:14:55,130 --> 00:14:59,750
+الشغلتين ال rule رقم 2 if the opponent has a
+
+165
+00:14:59,750 --> 00:15:03,490
+winning move block it اللي هو نفس الخيار هذا يبقى
+
+166
+00:15:05,160 --> 00:15:09,820
+بقدر انه انا اربط يعني انه انا يا اما بستخدم
+
+167
+00:15:09,820 --> 00:15:13,060
+heuristic function يا اما بستخدم rule based
+
+168
+00:15:13,060 --> 00:15:17,960
+strategy بقدر اربط الشغلتين باش ال rule واحد و ال
+
+169
+00:15:17,960 --> 00:15:21,060
+rule رقم اتنين هدول التنين اللي هي بالنقطة الأولى
+
+170
+00:15:21,060 --> 00:15:25,180
+هاي انه plus one hundred و هنا minus one hundred
+
+171
+00:15:25,180 --> 00:15:29,060
+لل opponent هي نفسها ايش معناه هذا الكلام؟ معناه
+
+172
+00:15:29,060 --> 00:15:37,110
+هذا الكلام انهلو في انا عندي حركة بتخليني احصل ال
+
+173
+00:15:37,110 --> 00:15:41,950
+tree in a line يبقى هنا بديها اكبر weight اللي هي
+
+174
+00:15:41,950 --> 00:15:46,790
+100 نقطة فبالتالي انه whatever انه كانت انه شكل ال
+
+175
+00:15:46,790 --> 00:15:50,550
+boards التانية يا اما هتاخد عشرة او واحد اكيد هذه
+
+176
+00:15:50,550 --> 00:15:52,850
+هتكون الأكبر فبالتالي انه هذه ال move اللي انا
+
+177
+00:15:52,850 --> 00:15:55,930
+هاخدها و هذا بينطبق على هذه ال rule if a winning
+
+178
+00:15:55,930 --> 00:16:01,740
+move if I have a winning move take itإذا في عندي
+
+179
+00:16:01,740 --> 00:16:06,960
+حركة يفترض إن أنا أخدها بتخليني أفوز باخدها و في
+
+180
+00:16:06,960 --> 00:16:10,220
+نفس الوقت لو ال opponent اللي هو نفس الحالة اللي
+
+181
+00:16:10,220 --> 00:16:13,260
+احنا مرت علينا هنا في اللوح إنه انا لو أنا ما حركت
+
+182
+00:16:13,260 --> 00:16:16,380
+.. ماعملتلهوش block راح أخسر فبالتالي هنا if the
+
+183
+00:16:16,380 --> 00:16:19,520
+opponent has a winning move block it اللي هي نفس
+
+184
+00:16:19,520 --> 00:16:26,670
+الكلام إنه راحاخد او اخسر 100 نقطة لو ال opponent
+
+185
+00:16:26,670 --> 00:16:32,870
+جدر ان هو يعمل ال 3 in a line move
+
+186
+00:16:32,870 --> 00:16:39,350
+تمام رول رقم تلاتة if you can create a fork تمام
+
+187
+00:16:39,350 --> 00:16:41,110
+two winning ways
+
+188
+00:16:43,930 --> 00:16:46,750
+هذا الكلام بينطبق على ال board الفاضية زي ما احنا
+
+189
+00:16:46,750 --> 00:16:50,730
+شوفنا هنا انه انا عندي ال board الفاضية انه بقدر
+
+190
+00:16:50,730 --> 00:16:53,690
+اعمل fork تفريعات كتيرة، ايش معناه هذا الكلام؟ انه
+
+191
+00:16:53,690 --> 00:16:57,610
+انا عندي هنا في ال board الفاضية، يعني بيه هذا
+
+192
+00:16:57,610 --> 00:17:05,190
+الشكل، هيك هنا
+
+193
+00:17:05,190 --> 00:17:12,360
+اكم fork انا بقدر اعملكم تفريعة؟ تنتية، هيك و هيك
+
+194
+00:17:12,360 --> 00:17:32,120
+هنا؟ تلاتة، هيك و هيك و هيك، تمام؟ بعدين Hi,
+
+195
+00:17:32,180 --> 00:17:32,800
+I come forك
+
+196
+00:17:36,360 --> 00:17:42,880
+اربع واحد اتنين تلاتة اربع فبالتالي هنا بدي اطلع
+
+197
+00:17:42,880 --> 00:17:47,340
+على number of forks فبالتالي انه بتطلع على الحركة
+
+198
+00:17:47,340 --> 00:17:49,940
+اللي بتديني اكتر عدد من ال forks طبعا هنا بدي
+
+199
+00:17:49,940 --> 00:17:54,360
+افترض لو .. لو انا .. انا عندي في لعبة معينة في
+
+200
+00:17:54,360 --> 00:18:00,180
+state معينة انه ع سبيل المثال انه هنا هذه اكام
+
+201
+00:18:00,180 --> 00:18:05,890
+fork اتفقنا تلاتة بس لو كان حاطة ال O هنابتصير
+
+202
+00:18:05,890 --> 00:18:10,210
+اتنين بالظبط، تمام؟ فالفكرة في الموضوع انه انا
+
+203
+00:18:10,210 --> 00:18:14,210
+دايما بروح بختار الحركة اللي بتديني forks اكتر،
+
+204
+00:18:14,210 --> 00:18:17,210
+تفريعات اكتر انه بتديني فرصة ان انا اعمل straight
+
+205
+00:18:17,210 --> 00:18:23,590
+line، تمام؟ هذه شغلة، في المقابل، مدام انا بتطلع
+
+206
+00:18:23,590 --> 00:18:28,450
+على الشغل هذه، بدي امنع الخاسم تبعي ان هو يعملها،
+
+207
+00:18:28,450 --> 00:18:33,470
+كيف؟ بعمله block، كيف بعمله block؟ بروح انا بحط X
+
+208
+00:18:34,370 --> 00:18:37,850
+في الأماكن اللي هو ممكن يعمل فيها fork بسكر عليه
+
+209
+00:18:37,850 --> 00:18:43,490
+طبعا فبالتالي هاي ال rules زي ما انتوا شايفين انه
+
+210
+00:18:43,490 --> 00:18:47,350
+ك rule based strategy ممكن ان انا اطبقها هي ممكن
+
+211
+00:18:47,350 --> 00:18:51,710
+اطبقها كheuristic functionفي .. في search
+
+212
+00:18:51,710 --> 00:18:54,650
+algorithm يعني على سبيل المثال في ال best search
+
+213
+00:18:54,650 --> 00:18:58,910
+ممكن ان انا اطبقها او ممكن استخدم هذه ال rule
+
+214
+00:18:58,910 --> 00:19:02,250
+based strategy لو انا بدي استخدم او اخلي expert
+
+215
+00:19:02,250 --> 00:19:06,710
+system ان هو بيطبق هذا الكلام هاي اول مثال على ال
+
+216
+00:19:06,710 --> 00:19:10,610
+tic-tac-toe وشوفنا طريقتين لانه احنا بنعمل
+
+217
+00:19:10,610 --> 00:19:17,170
+evaluation لل board طيب ال chess ال chess شوفناها
+
+218
+00:19:17,170 --> 00:19:18,110
+المحاضرة الماضية
+
+219
+00:19:23,480 --> 00:19:42,280
+في آخر المحاضرة حكينا
+
+220
+00:19:42,280 --> 00:19:42,820
+إيش؟
+
+221
+00:19:47,290 --> 00:19:50,470
+إن هي عبارة عن linear weighted sum لمجموع من ال
+
+222
+00:19:50,470 --> 00:19:58,010
+features W1 في F1 W2 F2 W3 F3 وحاكرا إن F1 إيش
+
+223
+00:19:58,010 --> 00:20:01,070
+ممكن تكون إن number of white queens minus number
+
+224
+00:20:01,070 --> 00:20:05,210
+of black queens إيش كمان؟ ممكن أاخد النوع التانية
+
+225
+00:20:05,210 --> 00:20:10,670
+من ال tiles ال horses و ال castles و ال .. و ال ..
+
+226
+00:20:10,670 --> 00:20:15,150
+و الجنود و كل هذه الأمور تمام؟
+
+227
+00:20:18,670 --> 00:20:26,950
+طيب في بداية اللعبة لو كان العدد متساوي كيف أتصرف؟
+
+228
+00:20:26,950 --> 00:20:33,090
+يعني هنا معنى هذا الكلام ان
+
+229
+00:20:33,090 --> 00:20:36,470
+number of white queens نقص number of black queens
+
+230
+00:20:36,470 --> 00:20:39,690
+في بداية اللعبة ان هو متساوي، صفر فبالتالي حتى لو
+
+231
+00:20:39,690 --> 00:20:44,190
+كان ال weight هنا تسعة هذه هتصير صفر و هنا هذه لو
+
+232
+00:20:44,190 --> 00:20:47,510
+اعتبرتها ال horses بغض النظر عن ال weight هتكون
+
+233
+00:20:47,510 --> 00:20:53,700
+صفروها دي برضه هتكون صفر إلى آخرى، طب شو الحل؟ لو
+
+234
+00:20:53,700 --> 00:20:56,920
+أنا بدي أطلع على ال chess أنه الوضعية أنا عندي زي
+
+235
+00:20:56,920 --> 00:21:02,300
+هيك، التصفيتها في الأول، أنه ال initial board كيف
+
+236
+00:21:02,300 --> 00:21:06,560
+ممكن أحدد أنه والله أنه الجن دي هذا لما بتحرك أنه
+
+237
+00:21:06,560 --> 00:21:09,980
+جديش ال score تبعه لو اتحرك حركة و هنا لو اتحرك
+
+238
+00:21:09,980 --> 00:21:13,040
+حركتين؟
+
+239
+00:21:13,040 --> 00:21:16,400
+كيف؟
+
+240
+00:21:16,400 --> 00:21:18,220
+كيف أعمل؟
+
+241
+00:21:31,540 --> 00:21:35,680
+بنخلي الكمبيوتر يفكر كيف بنا نديله دالة انه تقوله
+
+242
+00:21:35,680 --> 00:21:39,700
+انه اه حرك الجندي حركة او حرك حركتين مش معقول انه
+
+243
+00:21:39,700 --> 00:21:43,740
+نديله خطة عشوائية في البداية و بعدها انه لما يصير
+
+244
+00:21:43,740 --> 00:21:47,080
+في خسائر انه يبدأ يحسب لأ بنا نديله خطة من البداية
+
+245
+00:21:47,080 --> 00:21:52,760
+انه يقدر يحسب يحددالستراتيجية تبعته من البداية انه
+
+246
+00:21:52,760 --> 00:21:57,520
+هقوله انه اه لما اتحرك انت حركتين انه في اله score
+
+247
+00:21:57,520 --> 00:22:00,980
+و انه لما اتحرك حركة في اله score هذه شغلة و
+
+248
+00:22:00,980 --> 00:22:04,500
+الشغلة التانية انه انا لما احرك جندي هنا بيفرق
+
+249
+00:22:04,500 --> 00:22:12,220
+كتير عن ان انا احرك جندي قدام الوزير او الملك ليش؟
+
+250
+00:22:12,220 --> 00:22:14,660
+لأن انا عندي الجنود في المنطقة هذه اللي لهم اهمية
+
+251
+00:22:14,660 --> 00:22:18,040
+ان هم بيعملوا block للوزير و الملك بيحموه لكن هنا
+
+252
+00:22:18,040 --> 00:22:23,310
+هذا لو خسرته مش مشكلةبتخلصش اللعبة لكن هاد .. هدول
+
+253
+00:22:23,310 --> 00:22:27,630
+اللي هنا بتخلص اللعبة كيف؟
+
+254
+00:22:27,630 --> 00:22:34,270
+ممكن انه تاخدوا التلميح ده انه في عندي شغلة اسمها
+
+255
+00:22:34,270 --> 00:22:42,320
+موجودة عندكم في هاي ال linkاسمها طبعا هذا ال
+
+256
+00:22:42,320 --> 00:22:45,800
+website chessprogramming كل ما يتعلق بال chess انه
+
+257
+00:22:45,800 --> 00:22:50,160
+كبرمجة ومن ضمنها ال evaluation function في عندي
+
+258
+00:22:50,160 --> 00:22:54,440
+حاجة اسمها PS
+
+259
+00:22:54,440 --> 00:23:04,840
+values وبدي اكون في عندي PS square table اورجيكم
+
+260
+00:23:04,840 --> 00:23:06,040
+إياه طبعا هذا الجندي
+
+261
+00:23:10,060 --> 00:23:14,860
+طبعا؟ بدو يكون في عندي matrix زي هيك أو table إيش
+
+262
+00:23:14,860 --> 00:23:20,000
+اسمه ال table هذا اللي هو Piece Square Tables إيش
+
+263
+00:23:20,000 --> 00:23:25,460
+بيحتوي؟ بيحتوي على scores طبعا أنا عندي هنا ال
+
+264
+00:23:25,460 --> 00:23:29,520
+role أول zeros لإن هو أصلا مستحيل يكون موجود فيه
+
+265
+00:23:29,520 --> 00:23:34,980
+في بداية اللعبة طبعا؟ الجنود بتتحرك لقدامتمام
+
+266
+00:23:34,980 --> 00:23:38,300
+فبالتالي هذا ال score بحطه zero فبالتالي انه خلاص
+
+267
+00:23:38,300 --> 00:23:44,940
+بصفر ال term هذا كله تمام بعدها الصف التاني بحط
+
+268
+00:23:44,940 --> 00:23:49,240
+score لإلهم انه هنا هذا الموقع تبعه خمسة هنا عشرة
+
+269
+00:23:49,240 --> 00:23:58,040
+عشرة minus عشرين minus عشرين بهذا الشكل تمام بعدها
+
+270
+00:23:58,040 --> 00:24:05,350
+انه هنا هذا لو اتحرك نفس ال scoreتمام؟ هذا لو
+
+271
+00:24:05,350 --> 00:24:11,470
+اتحرك انه صار ال score minus 5 تمام؟ هذا لو اتحرك
+
+272
+00:24:11,470 --> 00:24:15,250
+ال score جداش بيصير minus 10 هذا بيصير ال score
+
+273
+00:24:15,250 --> 00:24:20,200
+zeroلاحظوا أن المنطقة هذه اللي هي بتكون قدام اللي
+
+274
+00:24:20,200 --> 00:24:26,280
+هو ال queen و ال king و ال وزير أنه بيكون أن ال
+
+275
+00:24:26,280 --> 00:24:30,320
+score تبحهم زي هيك تمام؟ بهذا الشكل بعدها أنه في
+
+276
+00:24:30,320 --> 00:24:35,300
+مراحل متقدمة أنه هنا بيصير عشرة عشرين تلاتين
+
+277
+00:24:35,300 --> 00:24:39,680
+تلاتين عشر عشرين هنا بيصير في الخمسينات لأن الجن
+
+278
+00:24:39,680 --> 00:24:41,620
+دي لما نيصل للنهاية أيش بيصير؟
+
+279
+00:24:45,860 --> 00:24:50,300
+تلعبوا شطرانش indoor؟ بس
+
+280
+00:24:50,300 --> 00:24:53,460
+تبدلوا بالظبط اه فبالتالي هنا بيصير ال score تبعه
+
+281
+00:24:53,460 --> 00:24:56,680
+zero فبالتالي انه لما نيصل للصفر الصفر الجبل
+
+282
+00:24:56,680 --> 00:25:02,420
+الأخير فبيكون ال score تبعه عالي بهذا الشكل تمام؟
+
+283
+00:25:05,910 --> 00:25:09,310
+هذه .. هذه عفوا هذه تبعت الجنود تمام؟ بهذا الشكل
+
+284
+00:25:09,310 --> 00:25:16,950
+لأن هنا أنا عندي هذه ال knights تمام؟ وهذه تبعت
+
+285
+00:25:16,950 --> 00:25:26,510
+الوزير تمام؟ وهذه تبعت القلعة
+
+286
+00:25:26,510 --> 00:25:30,450
+تمام؟ وهذه تبعت ال queen بهذا الشكل فبالتالي أنه
+
+287
+00:25:30,450 --> 00:25:35,640
+بروحكل واحدة ان انا بحركها بكون ان انا معرف score
+
+288
+00:25:35,640 --> 00:25:41,600
+بهذا الشكل لاحظوا ان ال king تمام انه هنا كله بال
+
+289
+00:25:41,600 --> 00:25:45,600
+minus ان هو لو راح لمنطقة هذه المنطقة هذه خطر وين
+
+290
+00:25:45,600 --> 00:25:50,420
+اقام المنطقة اللي عنده هنا بالظبط بهذا الشكل تمام
+
+291
+00:25:55,960 --> 00:26:00,340
+فهنا دخلنا مبدأ جديد بالإضافة للمعادلة اللي احنا
+
+292
+00:26:00,340 --> 00:26:06,130
+شوفناها هنا في ال slide اللي هي العددال number of
+
+293
+00:26:06,130 --> 00:26:09,250
+white queens minus ال number of black queens اللي
+
+294
+00:26:09,250 --> 00:26:14,310
+هو كل واحدة و احنا دخلنا عامل جديد ان انا لكل قطعة
+
+295
+00:26:14,310 --> 00:26:17,830
+انا عندي بروح بعمل matrix و ال matrix يعني بعمل
+
+296
+00:26:17,830 --> 00:26:20,770
+table و ال table هذا انه كل حركة لإله بيكون في
+
+297
+00:26:20,770 --> 00:26:24,750
+عندي score معين فبالتالي بتفيدني انه في بداية
+
+298
+00:26:24,750 --> 00:26:27,990
+اللعبة بقدر ان انا احرك تمام؟
+
+299
+00:26:35,970 --> 00:26:38,790
+طبعا هذا يعني ان ال question مطروح في stack
+
+300
+00:26:38,790 --> 00:26:42,530
+overflow ان انا كيف ممكن اعمل evaluation function
+
+301
+00:26:42,530 --> 00:26:46,590
+لل chess هنا في .. في هنا عندي بعض ال guidelines
+
+302
+00:26:46,590 --> 00:26:48,430
+تمام؟
+
+303
+00:26:52,070 --> 00:26:54,730
+إن هنا في عندي هذه النقاط كلها بدي أخدها بعالي
+
+304
+00:26:54,730 --> 00:26:58,390
+اعتبار و هنا إنه هذا طبعا كاقتراح و هنا هذا الكلام
+
+305
+00:26:58,390 --> 00:27:02,930
+إنه هيوم أعمله implementation بال C++ هيوم متواجد
+
+306
+00:27:02,930 --> 00:27:10,070
+على ال GitHub بهذا الشكل، تمام؟ فبالتالي إنه دخل
+
+307
+00:27:10,070 --> 00:27:13,710
+في الموضوع factors تانية كتيرة، إنه هناcastled
+
+308
+00:27:13,710 --> 00:27:18,610
+kings number of squares controlled squares اللي
+
+309
+00:27:18,610 --> 00:27:21,230
+انا بقدر اتحكم فيها بقدر انه انا احرك فيها القطع
+
+310
+00:27:21,230 --> 00:27:24,690
+تبعتي انه number of attacking squares near enemy
+
+311
+00:27:24,690 --> 00:27:30,130
+king هذه كله يدخل في الموضوع فبالتالي انا لما اصمم
+
+312
+00:27:30,130 --> 00:27:34,230
+لعبة ب evaluation function متقدمة زي هيك اكيد
+
+313
+00:27:34,230 --> 00:27:38,390
+بطبيعة الحال ان التخطيط تبعها رح يكون متقدم اكتر
+
+314
+00:27:38,390 --> 00:27:43,070
+بكتير ما انه تكون ال function بسيطة كتيربيفرق في
+
+315
+00:27:43,070 --> 00:27:49,650
+اللعب تمام؟ و هذا كلام انتوا تلمسوهإذا أنا في بعض
+
+316
+00:27:49,650 --> 00:27:52,330
+ال games ال implementation تبعها إنه أنا باجي
+
+317
+00:27:52,330 --> 00:27:55,490
+بختار في البداية في الشطرانج إنه أنا مستوى تبعي
+
+318
+00:27:55,490 --> 00:28:00,130
+متقدم ولا مبتدأ ولا متوسط فبالتالي كل ما أنا حاطيت
+
+319
+00:28:00,130 --> 00:28:03,350
+إنه مستوى متقدم أيش راح يسوي راح يدخل عوامل أكتر
+
+320
+00:28:03,350 --> 00:28:07,010
+في ال evaluation function إنه ب .. إنه ياخدها في
+
+321
+00:28:07,010 --> 00:28:15,670
+اعلى اعتبار أخر مثال ال eight puzzle كيف
+
+322
+00:28:15,670 --> 00:28:17,810
+ممكن إنه احنا نسوي في ال eight puzzle
+
+323
+00:28:27,580 --> 00:28:34,520
+فكروا معايا .. فكروا معايا قبل ما أمسح اللوح كيف
+
+324
+00:28:34,520 --> 00:28:37,980
+ممكن نحسب ال eight puzzle أن وضعية ال board هي أو
+
+325
+00:28:37,980 --> 00:28:41,820
+هي؟
+
+326
+00:28:41,820 --> 00:28:46,440
+أو
+
+327
+00:28:46,440 --> 00:28:51,380
+خليني أرسمها أصغر شوية عشان أرسم تنتين طبعا ال
+
+328
+00:28:51,380 --> 00:28:51,740
+goal
+
+329
+00:28:55,470 --> 00:28:59,950
+ان يكون في عندي 12345678
+
+330
+00:28:59,950 --> 00:29:03,830
+انه ال blank هنا وفي بعض الألعاب التانية او انه
+
+331
+00:29:03,830 --> 00:29:06,810
+يعني انه في بعض ال configuration التانية انه ممكن
+
+332
+00:29:06,810 --> 00:29:12,090
+يكون ال goal انا عندي زي هيك 12345678
+
+333
+00:29:12,090 --> 00:29:17,830
+و ال blank موجود هنا لنفترض ان انا في عندي
+
+334
+00:29:17,830 --> 00:29:26,350
+configuration معينة عسى بالي المثال زي هيكسبعة،
+
+335
+00:29:26,350 --> 00:29:34,750
+تلاتة، واحد، اتنين، ال blank خليه هنا، أربعة، خمسة
+
+336
+00:29:34,750 --> 00:29:39,110
+أو خلي الخمسة في النص، أنا بحاول أن يكون في
+
+337
+00:29:39,110 --> 00:29:43,350
+randomization قدر الإمكان، إيش ضايق الأرقام؟
+
+338
+00:29:43,350 --> 00:29:46,290
+تمانية، وإيش؟ وستة
+
+339
+00:29:49,730 --> 00:29:53,010
+Hi لنفترض انه ال goal انا عندي زي هيك او لنفترض
+
+340
+00:29:53,010 --> 00:29:57,330
+انه ال goal خلينا نفترض انه هاي ال goal تبعي تمام؟
+
+341
+00:29:57,330 --> 00:30:01,410
+و سواء هذه او هذه ممكن احنا نشتغل عليها و في عندي
+
+342
+00:30:01,410 --> 00:30:05,930
+game تانية او board تانية لنفس ال game بس
+
+343
+00:30:05,930 --> 00:30:09,530
+configuration تانية شكل تاني لل board انه كيف ..
+
+344
+00:30:09,530 --> 00:30:13,690
+كيف شكلها؟ شكلها انه لنفترض انه الواحد في مكانها
+
+345
+00:30:13,690 --> 00:30:18,010
+بعديها تمانية .. تمانية بعيدة يفترض ان هي تيجي هنا
+
+346
+00:30:18,010 --> 00:30:25,900
+تمام؟و عايش كمان بعديها عندي السبعة
+
+347
+00:30:25,900 --> 00:30:33,760
+أخليها بعيدة، تمام؟ أربعة، خمسة،
+
+348
+00:30:33,760 --> 00:30:38,940
+تلاتة، اتنين،
+
+349
+00:30:38,940 --> 00:30:45,740
+ستة كيف
+
+350
+00:30:45,740 --> 00:30:46,460
+ممكن أحسب؟
+
+351
+00:31:07,050 --> 00:31:11,250
+هيك أنت بتعجد الأمور إذا أنا بدي أطلع على ال ..
+
+352
+00:31:11,250 --> 00:31:14,190
+على ال plank إن أنا في عندي مجال إن هذا يتحرك هنا
+
+353
+00:31:14,190 --> 00:31:17,390
+أو هذا يتحرك هنا معناه ذلك إن أنا بدي أعجد الأمور
+
+354
+00:31:17,390 --> 00:31:23,190
+بدي أرجع أذكرك بخريطة رومانيا أنا عايش أعتمد على
+
+355
+00:31:23,190 --> 00:31:27,980
+heuristicstraight line distance هل فعلا فيه
+
+356
+00:31:27,980 --> 00:31:31,680
+straight line بين المدينة هي والمدينة هي طبعا لأ
+
+357
+00:31:31,680 --> 00:31:36,660
+بس اعتمدت عليه بس هل فعلا انه ساعدني في تحديد
+
+358
+00:31:36,660 --> 00:31:41,900
+الاختيار ساعد فبالتالي هنا بدي اطلع على مبدأ ال
+
+359
+00:31:41,900 --> 00:31:45,160
+relaxation ايش ال relaxation انه بدي اشيل ال
+
+360
+00:31:45,160 --> 00:31:48,340
+constraints بدي اشيل القيود في معنى ذلك انه انا
+
+361
+00:31:48,340 --> 00:31:54,360
+ايش بدي اسوي بدي اروح احسب هي مكانها
+
+362
+00:31:56,530 --> 00:32:04,990
+لأ كدهش بعيدة عن مكانها؟ واحد اتنين زائد روح على
+
+363
+00:32:04,990 --> 00:32:06,470
+التانية هاي مكانها؟
+
+364
+00:32:09,110 --> 00:32:12,150
+لأ، كدهش بعيدة عن مكانها إن أنا بدأت أتحرك هيك و
+
+365
+00:32:12,150 --> 00:32:15,470
+بعدين أتحرك هيك، مع أنه فيه السبعة بيعملها
+
+366
+00:32:15,470 --> 00:32:20,790
+blocking، بقدرش أحركها، بس هنا إنه افترضت إنه
+
+367
+00:32:20,790 --> 00:32:24,810
+heuristic function heuristic، مجرد إنه أسلوب في إن
+
+368
+00:32:24,810 --> 00:32:30,570
+أنا أقيم ال game، بغض النظر عن القيود اللي موجودة،
+
+369
+00:32:30,570 --> 00:32:35,110
+فبالتالي إنه هنا زائد 2، تمام؟ كيف؟
+
+370
+00:32:39,440 --> 00:32:42,140
+أنا حكيت إن الواحد ده تكون هنا في معنى ذلك إنه
+
+371
+00:32:42,140 --> 00:32:45,520
+شغال هنا، تمام؟ والتلاتة وين بدها تكون؟ أه عفوا،
+
+372
+00:32:45,520 --> 00:32:50,900
+التلاتة بدها تيجي هنا، صح تمام؟ يبقى هنا زائد واحد
+
+373
+00:32:50,900 --> 00:32:57,040
+هذه بدها تيجي هنا، شو كمان؟ السبعة، وين المفروض
+
+374
+00:32:57,040 --> 00:33:01,340
+مكانها؟ تحت، تمام؟ المفروض هاي واحد، اتنين
+
+375
+00:33:01,340 --> 00:33:07,280
+والتمانية المفروض تيجي هنا، صح؟ زائد واحد
+
+376
+00:33:10,420 --> 00:33:19,260
+بطلع لي score و هنا بروح بحسب هاي zero زائد هذه
+
+377
+00:33:19,260 --> 00:33:27,740
+بعيدة صح؟ واحدة اتنين زائد سبعة هذه بعيدة كتير يا
+
+378
+00:33:27,740 --> 00:33:33,160
+هيك يا هيك نفس الاشي هي واحدة اتنين تلاتة اربعة
+
+379
+00:33:33,160 --> 00:33:38,760
+شايفين كده ايش بتكلف؟ زائد بطلع انا عندي score هنا
+
+380
+00:33:39,820 --> 00:33:46,600
+ال score هنا هل هذا فعلا بيعكس الواقع؟ هل في طريقة
+
+381
+00:33:46,600 --> 00:33:51,700
+تانية للحساب؟
+
+382
+00:33:51,700 --> 00:33:54,120
+تمام؟ يبقى ال concept هنا بدنا نعتمد على ال
+
+383
+00:33:54,120 --> 00:33:57,540
+relaxation ال relaxation بدنا نتحلل من القيود و
+
+384
+00:33:57,540 --> 00:34:01,020
+بدي أفترض أنه عشان أحرك هذه بس هي فعلا أكام step
+
+385
+00:34:01,020 --> 00:34:04,080
+بلزمها ممكن أكتر من هيك بكتير أنا حكيت أن هي أربعة
+
+386
+00:34:04,080 --> 00:34:10,380
+تمام؟ بسهو فعلياً بيعكس الواقع، مدام أن هي بعيدة،
+
+387
+00:34:10,380 --> 00:34:13,040
+معناه ذلك أنه بلزمها عدد كبير من ال steps لغاية
+
+388
+00:34:13,040 --> 00:34:18,180
+لما أوصل السابعة لهذا المكان فبالتالي زي كأنه
+
+389
+00:34:18,180 --> 00:34:23,480
+weight، مش عدد حركات بيمثل، فبالتالي heuristic،
+
+390
+00:34:23,480 --> 00:34:33,460
+ممكن يعتمد عليه، صح؟ تمام؟ فهي .. هي
+
+391
+00:34:33,460 --> 00:34:35,960
+لقيت puzzle، كده عليك ممكن تطلع عليه ك
+
+392
+00:34:35,960 --> 00:34:36,380
+implementation
+
+393
+00:34:39,070 --> 00:34:44,050
+طبعا هاي ال initial state و هاي ال goal state طبعا
+
+394
+00:34:44,050 --> 00:34:47,050
+ممكن يكون في عندي أكتر من goal يعني بغض النظر أنه
+
+395
+00:34:47,050 --> 00:34:50,710
+حسب ال configuration تبع ال game و أنا عندي هاي
+
+396
+00:34:50,710 --> 00:34:56,370
+الحركات أنه أربع actions طبعا لو بدي أطبق ال A
+
+397
+00:34:56,370 --> 00:35:01,790
+star algorithm أنه أنا بدي أدخل ال H و ال G طبعا
+
+398
+00:35:01,790 --> 00:35:08,310
+احنا اشتغلنا على ال H بس طبعا فبالتالي هنابيجي
+
+399
+00:35:08,310 --> 00:35:11,990
+بحسب إنه هنا الـG بتساوي Zero والـH بتساوي تلاتة
+
+400
+00:35:11,990 --> 00:35:15,750
+فبالتالي إنه هنا تلاتة أكم خيار أنا عندي، هنا عندي
+
+401
+00:35:15,750 --> 00:35:21,470
+تلات خياراتنتيجة تبدأ لهنا خمسة، هنا تلاتة، هنا
+
+402
+00:35:21,470 --> 00:35:25,990
+خمسة، فبالتالي تلاتة هي الأفضل، بختارها، بعديها
+
+403
+00:35:25,990 --> 00:35:29,230
+بروح، بفرع منها، أكم خيار أنا عندي؟ تلات خيارات،
+
+404
+00:35:29,230 --> 00:35:32,870
+هنا تلاتة، خمسة، خمسة، هذه أكيد الأقل، هي اللي
+
+405
+00:35:32,870 --> 00:35:36,830
+بفرع منها، تمام؟ و هنا أنا عندي خمسة و تلاتة، أكيد
+
+406
+00:35:36,830 --> 00:35:41,310
+بختار هذه and so onفبالتالي ممكن اعتمد انه ابرمجها
+
+407
+00:35:41,310 --> 00:35:46,650
+هذا ال implementation تبعها ك python code تمام؟
+
+408
+00:35:46,650 --> 00:35:52,330
+اضافة لذلك طبعا هذا ال implementation هو متوفر هنا
+
+409
+00:35:52,330 --> 00:35:52,850
+على ال GitHub
+
+410
+00:35:58,750 --> 00:36:01,450
+تمام؟ أيوة ال unpuzzle اللي هي ال eight puzzle ال
+
+411
+00:36:01,450 --> 00:36:05,670
+unpuzzle انه انا بقدر احدد انه انا eight puzzles
+
+412
+00:36:05,670 --> 00:36:10,910
+او خمستاشر او اربعة وعشرين انا بحدد و هنا انه
+
+413
+00:36:10,910 --> 00:36:15,170
+معمول لل a star algorithm و هنا بحسب ال score بهذا
+
+414
+00:36:15,170 --> 00:36:18,610
+الشكل اضافة
+
+415
+00:36:18,610 --> 00:36:27,150
+لذلك في عندكم هناطبعا .. اه مصارلهوش update ..
+
+416
+00:36:27,150 --> 00:36:34,330
+okay ممكن انا اجيبلكم اياه من وين .. ممكن اعمل
+
+417
+00:36:34,330 --> 00:36:38,890
+control F5 افترض ان اجيبه
+
+418
+00:36:41,610 --> 00:36:46,210
+برضه ماعجبوش okay ممكن ان انتوا تفتحوا على ال
+
+419
+00:36:46,210 --> 00:36:50,770
+website تبع الكتاب اللي هو هذا الكتاب اللي هو
+
+420
+00:36:50,770 --> 00:36:54,270
+Russell Novring Artificial Intelligence Modern
+
+421
+00:36:54,270 --> 00:36:58,670
+Approach هاي ال .. ال .. ال website تبع الكتاب و
+
+422
+00:36:58,670 --> 00:37:05,710
+بتروحوا على وين؟ علىهنا هذا ال link اللي هو
+
+423
+00:37:05,710 --> 00:37:11,370
+AIMICode هو عبارة عن مستودع على ال GitHub في عدة
+
+424
+00:37:11,370 --> 00:37:14,370
+مشاريع طبعا هنا Scala، Scala هي عبارة عن لغة
+
+425
+00:37:14,370 --> 00:37:18,090
+برمجة، هنا Python كل ال algorithms اللي موجودة في
+
+426
+00:37:18,090 --> 00:37:23,650
+الكتاب implemented in Python هذه Lisp، Lisp هي
+
+427
+00:37:23,650 --> 00:37:26,650
+عبارة عن برضه لغة برمجة مستخدمة في الذكاء الصناعي
+
+428
+00:37:26,650 --> 00:37:32,360
+Javaطبعا فممكن تشوفوا ال java و ال python لو حابين
+
+429
+00:37:32,360 --> 00:37:40,240
+ان انتوا تتطلعوا عليها فهي مقسمة هنا ان هي حاطة
+
+430
+00:37:40,240 --> 00:37:44,020
+table of content ان ال vacuum cleaner agent هي ال
+
+431
+00:37:44,020 --> 00:37:50,020
+code تبعه زي هيك طبعا فهتلاقوا ان في بعض الأشياء
+
+432
+00:37:50,020 --> 00:37:54,840
+المتعلقة بال games كان notebook علم اعتقد
+
+433
+00:38:08,340 --> 00:38:12,060
+هنا فبالتالي هنا في implementation ل tic-tac-toe
+
+434
+00:38:12,060 --> 00:38:14,760
+فبتطلعوا عليه على تفاصيل ال implementation لو
+
+435
+00:38:14,760 --> 00:38:17,180
+انتوا يعني حابين تطلعوا على ال implementation تبع
+
+436
+00:38:17,180 --> 00:38:20,220
+ال java أكيد تطلعوا على المستودع التاني تبع ال
+
+437
+00:38:20,220 --> 00:38:29,200
+java وهنا طبعا طريقة انه تشغيل aeromania هي ال a
+
+438
+00:38:29,200 --> 00:38:34,690
+star search انه ك implementationالـ tic-tac-toe
+
+439
+00:38:34,690 --> 00:38:41,190
+موجودة هنا كفي ال chapter تبع ال game فبالتالي هذا
+
+440
+00:38:41,190 --> 00:38:47,450
+بيديكم فكرة عن طريقة ال evaluation أو تصميم ال
+
+441
+00:38:47,450 --> 00:38:50,010
+evaluation function وزي ما شوفنا فيه أكتر من طريقة
+
+442
+00:38:50,010 --> 00:38:53,630
+لتصميم ال evaluation function فهو سؤال تحليلي
+
+443
+00:38:53,630 --> 00:38:57,800
+بيعتمد أنه مافيشإجابة واحدة أنه احنا ممكن نعتبرها
+
+444
+00:38:57,800 --> 00:39:02,520
+صحيحة بس باعتمد أنه جداش الحل تبعك راح يكون منطقي،
+
+445
+00:39:02,520 --> 00:39:08,700
+تمام؟ بيضل أنه هي نقطة مهمة لإنه هي محل أسئلة أكيد
+
+446
+00:39:08,700 --> 00:39:16,180
+يعني أنه راح يكون فيه سؤال عن طبيعة أنه game معينة
+
+447
+00:39:16,180 --> 00:39:20,260
+أنه يكون فيه أنه تعمل evaluation function وعشان
+
+448
+00:39:20,260 --> 00:39:22,620
+تتمرنوا عليها أكتر هتلاقوا فيه عندكم assignment
+
+449
+00:39:22,620 --> 00:39:27,620
+على ال modelال assignment هدا أنه بدك تختاري لعبة،
+
+450
+00:39:27,620 --> 00:39:30,000
+أي لعبة أنت بدك إياها و بدك تحاول تحطي لها
+
+451
+00:39:30,000 --> 00:39:32,960
+evaluation function طبعا أنا راح أطلع كدهش أنه ال
+
+452
+00:39:32,960 --> 00:39:36,080
+evaluation function هذه أنه أنت عملتي تحليل جيد
+
+453
+00:39:36,080 --> 00:39:41,400
+لإلها و أنه ال evaluation function هذه منطقية،
+
+454
+00:39:41,400 --> 00:39:46,140
+تمام؟ إذا عندكم أي سؤال، استفسار، نعطيكم ..
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b6b6beddf76450883dd45b9965b39c63efc23077
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g.srt
@@ -0,0 +1,1322 @@
+1
+00:00:04,910 --> 00:00:07,670
+بسم الله الرحمن الرحيم، صباح الخير. اليوم، إن شاء
+
+2
+00:00:07,670 --> 00:00:11,250
+الله، بدنا نبدأ في .. في النوع الثاني من
+
+3
+00:00:11,250 --> 00:00:14,370
+استراتيجيات البحث. طبعاً هذا ال .. هذا ال .. هذا
+
+4
+00:00:14,370 --> 00:00:17,650
+الموضوع موجود في الكتاب، في .. في الباب الرابع من
+
+5
+00:00:17,650 --> 00:00:21,570
+كتاب Russell O. Novring Artificial Intelligence
+
+6
+00:00:21,570 --> 00:00:28,790
+A Modern Approach. طبعاً احنا هنحكي في هذا ال .. الباب
+
+7
+00:00:28,790 --> 00:00:33,170
+على الـ Best-First Search و الـ A* ومفهوم الـ
+
+8
+00:00:33,170 --> 00:00:39,830
+heuristic. طيب، في الحقيقة أنا حابب أنه في
+
+9
+00:00:39,830 --> 00:00:46,330
+البداية، أنه احنا يعني نستجمع الصورة الكبيرة في
+
+10
+00:00:46,330 --> 00:00:49,330
+استراتيجيات البحث. احنا يعني ذكرنا أنه في عندنا
+
+11
+00:00:49,330 --> 00:00:53,670
+ثلاثة أنواع من استراتيجيات البحث. عندي
+
+12
+00:00:53,670 --> 00:00:58,270
+النوع الأول Uninformed search أو Blind search، أنه
+
+13
+00:00:58,270 --> 00:01:01,030
+حكينا أنّه هو التعريف تبعه، أنه هو فقط بيتطلع على
+
+14
+00:01:01,030 --> 00:01:04,050
+المعلومات الموجودة في الـ Problem Definition و في
+
+15
+00:01:04,050 --> 00:01:06,850
+منه الـ Strategies اللي احنا درسناها في
+
+16
+00:01:06,850 --> 00:01:10,870
+المحاضرة الماضية. وفي عندي النوع الثاني اللي هو الـ
+
+17
+00:01:10,870 --> 00:01:14,550
+Informed search، اللي هو بيعتمد على الـ Heuristics.
+
+18
+00:01:14,550 --> 00:01:19,370
+في منه two algorithms، اللي هو الـ Best-First Search
+
+19
+00:01:19,370 --> 00:01:26,950
+و الـ A* Strategy. وبعدين في عندي النوع الثالث
+
+20
+00:01:26,950 --> 00:01:29,430
+من الاستراتيجيات اللي هو الـ Adversarial Search
+
+21
+00:01:29,430 --> 00:01:34,220
+اللي بيعتمد على الـ Minmax Algorithm أو أنه فيه يعني
+
+22
+00:01:34,220 --> 00:01:38,560
+هندرس فيه الـ Minmax Algorithm، تمام؟ خلينا نركز في
+
+23
+00:01:38,560 --> 00:01:42,120
+هذا الموضوع على .. على الـ Informed Search زي ما
+
+24
+00:01:42,120 --> 00:01:46,440
+ذكرنا، و نرجع للـ Outline، هنحكي فيه عن الـ .. الـ Best
+
+25
+00:01:46,440 --> 00:01:50,380
+First Search و الـ A* Heuristic و الـ A*
+
+26
+00:01:50,380 --> 00:01:55,810
+Search و الـ Heuristics. طيب، عشان أنه برضه احنا يعني
+
+27
+00:01:55,810 --> 00:01:59,810
+نسترجع الـ Big Picture، أنه احنا وين موجودين، وين
+
+28
+00:01:59,810 --> 00:02:02,310
+ممكن أطبّق هذه الاستراتيجيات، ممكن أطبّق هذه
+
+29
+00:02:02,310 --> 00:02:06,550
+الاستراتيجيات في .. في .. في هذه البيئة اللي هو زي
+
+30
+00:02:06,550 --> 00:02:09,090
+ما اتفقنا: Fully Observable, Deterministic,
+
+31
+00:02:09,230 --> 00:02:13,570
+Sequential, Discrete. برضه هنا ممكن أطبّق هنا
+
+32
+00:02:13,570 --> 00:02:17,110
+Planning, Heuristic الـ .. الـ Planning بالإضافة للـ
+
+33
+00:02:17,110 --> 00:02:21,690
+Heuristic Search. هذه هي مواصفات البيئة أو خصائص
+
+34
+00:02:21,690 --> 00:02:26,890
+البيئة اللي احنا بنشتغل فيها، طبعاً. طيب، عشان احنا
+
+35
+00:02:26,890 --> 00:02:35,490
+نرجع نسترجع ايش هو هذا الـ Literature
+
+36
+00:02:35,490 --> 00:02:39,130
+الكلام اللي احنا درسناه سابقاً، ولكن أنه للمراجعة، للتذكير،
+
+37
+00:02:39,130 --> 00:02:42,010
+عشان أنه احنا نعرف معناه: Order of Nodes.
+
+38
+00:02:42,010 --> 00:02:47,030
+الاستراتيجية هي متعلقة بالـ Search Strategy is
+
+39
+00:02:47,030 --> 00:02:49,750
+defined by picking the order of node expansion.
+
+40
+00:02:49,750 --> 00:02:53,490
+تمام؟ وهي شفنا الـ Algorithm، أنه أنا عندي ..
+
+41
+00:02:53,490 --> 00:02:57,650
+بعطيله الـ Problem بالإضافة للـ Strategy، تمام؟ وهنا
+
+42
+00:02:57,650 --> 00:03:00,930
+في عندي Loop بشكل مستمر، إذا ما فيش عندي Candidate
+
+43
+00:03:00,930 --> 00:03:05,530
+Nodes للـ Expansion، معناه ذلك أنه عمل Expand لكل الـ
+
+44
+00:03:05,530 --> 00:03:10,720
+Nodes وما رجعش حاجة. طبعاً، إذا الشرط هذا ما تحققش، هينفذ
+
+45
+00:03:10,720 --> 00:03:15,620
+هذا الكلام. هذول الثلاث جمل، أنه بختار Leaf Node للـ
+
+46
+00:03:15,620 --> 00:03:19,440
+Expansion. طبعاً هذا الكلام حسب استراتيجية معينة،
+
+47
+00:03:19,440 --> 00:03:23,000
+وفق الاستراتيجيات اللي احنا سردناها كلها، تمام. إذا
+
+48
+00:03:23,000 --> 00:03:26,140
+الـ Node بتحتوي على الـ Goal State، بروح برجع الـ
+
+49
+00:03:26,140 --> 00:03:30,040
+Corresponding Solution. إذا هي مش الـ Goal State،
+
+50
+00:03:30,040 --> 00:03:36,230
+Else، بروح بعمل Expand للـ Node، تمام، وبضيف الـ Result
+
+51
+00:03:36,230 --> 00:03:39,110
+للـ Search Tree، أنه الـ Pentagon عندي Subtree.
+
+52
+00:03:39,110 --> 00:03:44,670
+فبالتالي، هنا احنا بنركز على هذه الجملة: أنه بختار
+
+53
+00:03:44,670 --> 00:03:47,810
+Node للـ Expansion حسب الـ Strategy، واللي هيتغير
+
+54
+00:03:47,810 --> 00:03:50,810
+معايا في الموضوع هنا هو نفس الـ Algorithm. أنا ممكن
+
+55
+00:03:50,810 --> 00:03:55,050
+أستخدمه، ولكن اختيار الـ Node هو اللي هيفرق معايا، و
+
+56
+00:03:55,050 --> 00:04:00,310
+هيكون أنه حسب الـ Strategy. يبقى هنا: Which nodes to
+
+57
+00:04:00,310 --> 00:04:07,170
+check first. طيب، نيجي الآن لمفهوم الـ Linguistics أو
+
+58
+00:04:07,170 --> 00:04:12,970
+Knowledge. طبعاً في كتاب اسمه Human Problem Solving
+
+59
+00:04:12,970 --> 00:04:21,210
+لسايمون ونويل سنة 1972، كان بيحكي فيه عن فكرة
+
+60
+00:04:21,210 --> 00:04:24,230
+الـ Linguistics أو مفهوم الـ Linguistics، ايش هو مفهوم
+
+61
+00:04:24,230 --> 00:04:29,900
+الـ Linguistics؟ أنه هو فعلياً مرتبط بالذكاء، يعني لما
+
+62
+00:04:29,900 --> 00:04:37,580
+يكون في ذكاء عند شخص معين، طبعاً باستخدام الـ
+
+63
+00:04:37,580 --> 00:04:40,980
+Heuristics. الـ Heuristics معناها أنه ممكن نرجمها
+
+64
+00:04:40,980 --> 00:04:48,560
+أنه هي الحدس، أو طريقة التفكير، أو استنتاج، أو استدراك،
+
+65
+00:04:48,560 --> 00:04:55,500
+استدلال، يعني، تمام؟ فبالتالي، أو فطنة، فبالتالي
+
+66
+00:04:55,500 --> 00:05:01,500
+كل هذه المرادفات هي للـ Heuristics. فبالتالي،
+
+67
+00:05:01,500 --> 00:05:05,760
+ممكن أنه يستخدم هذه الـ Heuristics عشان يوجد الـ
+
+68
+00:05:05,760 --> 00:05:13,370
+Promising State Fast، عشان يوجد الـ States اللي يعني
+
+69
+00:05:13,370 --> 00:05:17,810
+شكلها أنه هي ممكن أنها تجرّبني للحل بشكل أفضل،
+
+70
+00:05:17,810 --> 00:05:26,930
+تمام؟ يعني بدل
+
+71
+00:05:26,930 --> 00:05:34,450
+ما أنا أعتمد على Algorithm
+
+72
+00:05:34,450 --> 00:05:40,570
+معين، سواء Pre-defined أو Defined، تمام؟ ليش .. ليش ..
+
+73
+00:05:40,570 --> 00:05:43,410
+ليش .. ليش أنا أطلع على الـ Nodes وألاقي أن الـ
+
+74
+00:05:43,410 --> 00:05:50,130
+Nodes هذه، مين هي أفضل واحدة فيهم، واضح؟
+
+75
+00:05:50,130 --> 00:06:01,810
+يعني في .. في خوارزمية الـ .. الـ Depth-First أو
+
+76
+00:06:01,810 --> 00:06:05,810
+الـ Breadth-First، أنه بعمل Expand لهذا الـ Root Node،
+
+77
+00:06:05,810 --> 00:06:11,860
+بعمل Expand لكل الـ Nodes في هذا المستوى، بس يخلص،
+
+78
+00:06:11,860 --> 00:06:17,680
+بروح بنتقل للمستوى اللي بعده، بس يخلص، فبالتالي هو
+
+79
+00:06:17,680 --> 00:06:21,200
+يعني بيشتغل Uninformed. معنا ذلك أنه خلاص بيشتغل
+
+80
+00:06:21,200 --> 00:06:24,300
+بالطريقة هذه، ما فيش عنده طريقة ثانية. هذا بالنسبة للـ
+
+81
+00:06:24,300 --> 00:06:27,360
+Breadth. أما الـ Depth، كيف بيشتغل؟ أنه بيشتغل على
+
+82
+00:06:27,360 --> 00:06:31,080
+العمق. طب أنا لو اطلعت على السؤال، طب أنا بدل ما أنا
+
+83
+00:06:31,080 --> 00:06:34,780
+اشتغل سواء أن أنا بشتغل بالعمق أو بشتغل بشكل عرضي،
+
+84
+00:06:34,780 --> 00:06:39,310
+ليش ما أطلع على كل Node باستخدام الـ Heuristic، و
+
+85
+00:06:39,310 --> 00:06:42,810
+أقول أنه اه والله هذه أفضل من هاي ومن هاي؟
+
+86
+00:06:46,480 --> 00:06:51,060
+كيف؟ بالضبط .. بالضبط. فهذا هو مفهوم الـ .. الـ Informed
+
+87
+00:06:51,060 --> 00:06:53,340
+Search Strategy أو مفهوم الـ Heuristic، أنه أنا
+
+88
+00:06:53,340 --> 00:06:57,580
+بدي أشغل مخي وأقرر أنه مين أفضل: هاي ولا هاي ولا
+
+89
+00:06:57,580 --> 00:07:01,720
+هاي. طبعاً هذا الكلام بيعتمد على الحدس أو على الفطنة
+
+90
+00:07:01,720 --> 00:07:04,940
+أو على الذكاء. فعشان هيك أنه هاي .. هاي معناها الـ
+
+91
+00:07:04,940 --> 00:07:08,600
+Heuristics. طبعاً فهذا هو المفهوم.
+
+92
+00:07:13,580 --> 00:07:19,820
+نيجي نشوف أول Algorithm اللي هو الـ Best الـ
+
+93
+00:07:19,820 --> 00:07:24,880
+Best-First Search. طبعاً الفكرة في الموضوع أنه أنا
+
+94
+00:07:24,880 --> 00:07:27,840
+عشان أقرر أنه والله هذه الـ Node أفضل أو هذه الـ
+
+95
+00:07:27,840 --> 00:07:30,300
+Node أفضل أو هذه الـ Node أفضل، شو بحتاج لـ
+
+96
+00:07:30,300 --> 00:07:34,120
+Evaluation Function، دالة بتعطيني لكل Node Score
+
+97
+00:07:34,120 --> 00:07:40,610
+معين. طبعاً هذه الدالة شو بتعمل؟ Estimation، بتعمل
+
+98
+00:07:40,610 --> 00:07:44,090
+Estimation لـ Desirability، أنه قد ايش هذه الـ Node
+
+99
+00:07:44,090 --> 00:07:48,290
+مرغوبة أو أنها مفضلة، أنها بتقودني لاتجاه الحل
+
+100
+00:07:48,290 --> 00:07:55,750
+المطلوب. طبعاً الـ Implementation، يعني لو بدي أعمل
+
+101
+00:07:55,750 --> 00:08:01,090
+Implementation لهذه الشغل برمجياً، كيف ممكن أسويها؟
+
+102
+00:08:01,090 --> 00:08:03,510
+بروح بعمل Estimation لكل الـ Nodes. يعني أنا عندي
+
+103
+00:08:03,510 --> 00:08:04,630
+هنا بهذا الشكل.
+
+104
+00:08:07,940 --> 00:08:16,360
+عندي هي الـ Root Node، تمام. هذه حكيت خمسة عشر، هذه سبعة،
+
+105
+00:08:16,360 --> 00:08:19,780
+وعشرين، وهذه اثنين وثلاثين.
+
+106
+00:08:22,380 --> 00:08:24,840
+شو معناه هذا الكلام؟ أنه أنا في الـ Implementation،
+
+107
+00:08:24,840 --> 00:08:28,400
+بدي بروح ب .. بروح أنا بحطها في .. يعني بروح برتب
+
+108
+00:08:28,400 --> 00:08:33,640
+الـ Node حسب الـ Score. أنا في عندي هنا N واحد، تمام؟
+
+109
+00:08:33,640 --> 00:08:39,850
+وهنا على سبيل المثال N اثنين، وهنا N ثلاثة. فأروح
+
+110
+00:08:39,850 --> 00:08:43,750
+بعمل Sort للـ Nodes هذه حسب الـ Value هذه بالضبط.
+
+111
+00:08:43,750 --> 00:08:46,830
+فبالتالي بيكون أنا عندي N ثلاثة في البداية، بعدها N
+
+112
+00:08:46,830 --> 00:08:50,970
+اثنين، بعدها بيكون في عندي N واحد. فبالتالي بعمل
+
+113
+00:08:50,970 --> 00:08:56,950
+Expand لهذه بهذا الشكل، تمام؟ هنا ليش؟ لأنه لها
+
+114
+00:08:56,950 --> 00:09:00,820
+Score أعلى. مرات بتكون الـ Desirability أنه تكون الـ
+
+115
+00:09:00,820 --> 00:09:04,720
+Value أقل، فبتكون أنه حسب. فهي الفكرة في الموضوع، أنه
+
+116
+00:09:04,720 --> 00:09:07,640
+الـ Implementation بيكون عبارة يعني سهل جداً، أنه
+
+117
+00:09:07,640 --> 00:09:11,020
+مجرد أنه أرتّب الـ Node حسب الـ Score تبعها. فبالتالي،
+
+118
+00:09:11,020 --> 00:09:15,820
+بعمل Expand للـ Node اللي موجودة في الـ Front، طبعاً.
+
+119
+00:09:15,820 --> 00:09:18,780
+هنا في Special Case اللي هو الـ Greedy Best
+
+120
+00:09:18,780 --> 00:09:19,900
+Search.
+
+121
+00:09:22,240 --> 00:09:25,340
+مفهوم الـ Greedy Algorithm، أعتقد أن أنتم درستوه في
+
+122
+00:09:25,340 --> 00:09:28,900
+مادة الـ Algorithms أو الـ Data Structures. شو مفهوم
+
+123
+00:09:28,900 --> 00:09:37,820
+الـ Greedy Algorithms؟ يعني
+
+124
+00:09:37,820 --> 00:09:40,500
+في الـ Best-First، أنا فيه عندي نوعين، فيه عندي الـ
+
+125
+00:09:40,500 --> 00:09:43,440
+Greedy Algorithm و الـ A*. ايش مفهوم الـ Greedy
+
+126
+00:09:43,440 --> 00:09:45,940
+Algorithms؟ مفهوم الـ Greedy Algorithms، إن هي
+
+127
+00:09:45,940 --> 00:09:52,640
+فعلياً بتتطلع على .. على .. على الـ Optimal Solution،
+
+128
+00:09:52,640 --> 00:09:59,280
+ولكن على المدى القصير، تمام؟ في المقابل، الـ Non-
+
+129
+00:09:59,280 --> 00:10:02,480
+Greedy Algorithms، إن هي بتتطلع على الحل على المدى
+
+130
+00:10:02,480 --> 00:10:06,540
+البعيد. يعني، على سبيل المثال، قد يكون أنه مرة ثانية
+
+131
+00:10:06,540 --> 00:10:13,360
+هذه الـ Node الظاهر أنها هي الأفضل في المرحلة هذه، بس
+
+132
+00:10:13,360 --> 00:10:17,240
+بعد هيك ممكن أنا لو عملت Expand للـ Node، إنه يجيني
+
+133
+00:10:17,240 --> 00:10:21,320
+لأ، والله هذه صحيح أنها هي أقل واحدة، بس فيما بعد راح
+
+134
+00:10:21,320 --> 00:10:25,640
+يتحسن الوضع. فالـ Greedy Search هو زي كأنه طماع، أنه
+
+135
+00:10:25,640 --> 00:10:29,490
+بتطلع على الشغل اللي موجودة بين يديه، تمام؟ أو
+
+136
+00:10:29,490 --> 00:10:32,890
+بتطلع بين رجليه، أنه هو ما بتطلعش لقدام، أنه ايش الأفضل
+
+137
+00:10:32,890 --> 00:10:37,270
+قدام. صحيح أنها هذه قيمتها أقل أو أكثر، عفواً، في ..
+
+138
+00:10:37,270 --> 00:10:40,210
+في .. في هذه المرحلة، بس بعد هيك ممكن يكون الوضع
+
+139
+00:10:40,210 --> 00:10:43,830
+عنده أسوأ. فيما بعد، في المقابل، أن هذه ممكن تكون
+
+140
+00:10:43,830 --> 00:10:49,590
+القيمة تبعها أعلى، عفواً، أقل، وتؤدي لحل أفضل
+
+141
+00:10:49,590 --> 00:10:53,110
+فيما بعد. هذه مفهوم الـ Greedy Algorithm. الـ Greedy
+
+142
+00:10:53,110 --> 00:10:55,430
+Algorithm خلاص بتطلع على المرحلة هذه، وبتعمل
+
+143
+00:10:55,430 --> 00:11:00,190
+Expansion على هذا الأساس. طبعاً بمعنى آخر، بتدور على
+
+144
+00:11:00,190 --> 00:11:03,930
+الـ Local Optimum. الـ Local Optimum، أنه مرحلياً، مش
+
+145
+00:11:03,930 --> 00:11:10,370
+أنه بتطلع على الخطوات فيما بعد. طيب، نيجي نطبق هذا
+
+146
+00:11:10,370 --> 00:11:15,230
+الكلام، نطبق هذا الكلام على خريطة رومانيا. طبعاً،
+
+147
+00:11:15,230 --> 00:11:18,150
+خريطة رومانيا زي ما أنتم شايفين، أن أنا في عندي
+
+148
+00:11:18,150 --> 00:11:25,650
+المدن زي هيك، تمام، وعندي الـ Cost بين كل مدينة و
+
+149
+00:11:25,650 --> 00:11:30,250
+مدينة. بدي أضيف حاجة جديدة اسمها Straight Line
+
+150
+00:11:30,250 --> 00:11:34,070
+Distance to Bucharest. شو هو مفهوم الـ Straight Line
+
+151
+00:11:34,070 --> 00:11:40,190
+Distance؟ هاي Bucharest، تمام؟
+
+152
+00:11:40,190 --> 00:11:42,830
+يعني، على سبيل المثال، أنّه نعتبر الـ Straight Line
+
+153
+00:11:42,830 --> 00:11:49,730
+Distance هي زي هيك، بهذا الشكل.  تمام، سورية، أنه هاي
+
+154
+00:11:49,730 --> 00:11:53,730
+الـ Straight Line Distance، بهذا الشكل. مع أنه أنا
+
+155
+00:11:53,730 --> 00:11:57,090
+يفترض لما بدي أتحرك لها، بتحرك لها باتجاه .. يعني بـ
+
+156
+00:11:57,090 --> 00:12:00,410
+.. بـ .. بدي .. بدي .. بدي أتبع الـ Route، الطريق.
+
+157
+00:12:01,880 --> 00:12:12,200
+تمام؟ فبالتالي، أراد 366، المسافة بين أراد وهي و
+
+158
+00:12:12,200 --> 00:12:20,000
+بوخارست. الـ Straight Line 366، بوخارست لبوخارست صفر، تمام؟
+
+159
+00:12:20,000 --> 00:12:25,840
+كروفيا 160، دوبلتا
+
+160
+00:12:25,840 --> 00:12:35,520
+242، وهكذا. للـ Greedy Best-First Search، يعني الـ
+
+161
+00:12:35,520 --> 00:12:39,480
+Evaluation Function، بدي أضحّي .. بدي أعرفها، أنها هي
+
+162
+00:12:39,480 --> 00:12:44,740
+Fn، تمام؟ هي عبارة عن Hn، والـ H جاية من الـ
+
+163
+00:12:44,740 --> 00:12:48,200
+Heuristic. ايش الفكرة تبعي؟ أن أنا أجيت أطلع، بدل
+
+164
+00:12:48,200 --> 00:12:51,700
+ما والله أعمل Expand لكل الـ Nodes، أنه بشكل عرضي، أو
+
+165
+00:12:51,700 --> 00:12:56,140
+بشكل .. أنه اتجاه بالعمق، بروح أشوف مين أقرب واحدة
+
+166
+00:12:56,140 --> 00:13:01,760
+لبوخارست، للـ Destination، وأقرب واحدة كيف بدي أحطها؟
+
+167
+00:13:01,760 --> 00:13:06,660
+بدي أحطها يعني Function، أنه بسيطة جداً، أن أنا بدي
+
+168
+00:13:06,660 --> 00:13:09,720
+أعتبرها أنها الـ Straight Line Distance. طبعاً، هذي ..
+
+169
+00:13:09,720 --> 00:13:12,980
+هذي .. هذي الطريقة، أو هذا الـ Heuristic، أنه بفيد ولا
+
+170
+00:13:12,980 --> 00:13:16,780
+بفيدش؟ بفيد نوعاً ما، بس هل فيه اللي أحسن منه؟ أكيد فيه
+
+171
+00:13:16,780 --> 00:13:19,060
+أحسن منه. مش دائماً الـ Straight Line Distance
+
+172
+00:13:19,060 --> 00:13:23,480
+بتعطيني أفضل شيء. فعشان هيك، أن هو ممكن يكون في عندي
+
+173
+00:13:23,480 --> 00:13:30,070
+Heuristics مختلفة، تمام؟ فبالتالي هنا، أن هو عبارة عن
+
+174
+00:13:30,070 --> 00:13:35,290
+Estimation للـ Cost من N للـ Goal. بيعني الشكل.
+
+175
+0
+
+223
+00:17:32,640 --> 00:17:36,980
+أنتَ تحلّي، يعني أنَّ عندي different goals
+
+224
+00:17:36,980 --> 00:17:37,620
+مختلفة
+
+225
+00:17:41,040 --> 00:17:44,160
+كل مرة أنَّ أنا أُحَط مدينة مختلفة، وبدي أحاول أحلها
+
+226
+00:17:44,160 --> 00:17:48,140
+بخوارزميات الـ assignment واضح، وممكن تستخدموا
+
+227
+00:17:48,140 --> 00:17:52,400
+هذه الـ tool فعلاً في حل هذه المشاكل، في حل هذا الـ
+
+228
+00:17:52,400 --> 00:18:00,320
+assignment تمام، نجي نشوف الخصائص تبعتهم، أربع
+
+229
+00:18:00,320 --> 00:18:03,280
+خصائص إحنا شفناها لكل algorithm: الـ completeness و
+
+230
+00:18:03,280 --> 00:18:05,900
+الـ time complexity و الـ space complexity و الـ
+
+231
+00:18:05,900 --> 00:18:11,290
+optimality تمام؟ طبعاً الـ algorithm هذا complete؟ لا
+
+232
+00:18:11,290 --> 00:18:15,030
+ليش؟ لأنّه بطبيعة الحال أنَّ أنا ممكن أدخل في loop
+
+233
+00:18:15,030 --> 00:18:19,230
+يعني على سبيل المثال، لو كانت في عندي هذه المدينة
+
+234
+00:18:19,230 --> 00:18:22,430
+هي الـ goal تبعي، مدينة هذه، نشوفها وين على الخريطة
+
+235
+00:18:22,430 --> 00:18:28,810
+كيف؟
+
+236
+00:18:28,810 --> 00:18:32,830
+هنا
+
+237
+00:18:35,590 --> 00:18:41,610
+هاي؟ مستحيل أن يكون هو الأقصر، على فرض أنّه يعني
+
+238
+00:18:41,610 --> 00:18:44,950
+بالقياس للمدن هذه اللي شايف اسمه أه صحيح، يعني هذه
+
+239
+00:18:44,950 --> 00:18:48,330
+حالة، خلّيني أشوف الخريطة، المدينة اللي حكى عنها
+
+240
+00:18:48,330 --> 00:18:58,230
+اللي هو... اللي هي... هاي تمام؟
+
+241
+00:18:58,230 --> 00:19:00,070
+لأنّه أنا عندي في المدينة هاي
+
+242
+00:19:06,570 --> 00:19:11,350
+أنَّ أنا ممكن أدخل في loop زي هيك، سواء رُحت بهذا
+
+243
+00:19:11,350 --> 00:19:15,670
+الاتجاه، أو سواء رُحت بالاتجاه المعاكس، فهنا عندي
+
+244
+00:19:15,670 --> 00:19:19,610
+loop واضح؟
+
+245
+00:19:19,610 --> 00:19:24,750
+تمام؟
+
+246
+00:19:24,750 --> 00:19:31,510
+فبالتالي هنا بروح على إياسي، نمت، إياسي، نمت بهذا
+
+247
+00:19:31,510 --> 00:19:34,510
+الشكل، إنّه بتشكل إنّه كـ loop
+
+248
+00:19:43,160 --> 00:19:50,000
+تخيلين معايا كيف ولا لا؟
+
+249
+00:19:50,000 --> 00:19:56,140
+تخيلوا
+
+250
+00:19:56,140 --> 00:20:01,480
+معايا الحالة بهذا الشكل طبعاً
+
+251
+00:20:01,480 --> 00:20:04,120
+هذه الـ goal
+
+252
+00:20:07,890 --> 00:20:12,430
+تمام؟ و قعدت destination يعني، و الـ initial state
+
+253
+00:20:12,430 --> 00:20:16,770
+أنا وين موجود؟ هنا، أو
+
+254
+00:20:16,770 --> 00:20:26,150
+عفواً، أنا وين موجود؟ موجود في...
+
+255
+00:20:26,150 --> 00:20:29,670
+في
+
+256
+00:20:29,670 --> 00:20:38,390
+Iasi، هاي المدينة، هاي طبعاً، إيش في عندي خيار؟ خيار
+
+257
+00:20:38,390 --> 00:20:40,990
+أروح بهذا الاتجاه، جداش الـ straight line distance
+
+258
+00:20:40,990 --> 00:20:46,510
+هي، وهنا جداش الـ straight line distance، هي مين
+
+259
+00:20:46,510 --> 00:20:52,110
+الأقصر؟ طبعاً هاي، طيب، اتحركت لنمت، إيش في عندي
+
+260
+00:20:52,110 --> 00:21:01,800
+خيارات؟ بالضبط، طبعاً فبرجع هنا بالضبط، فبيصير أنّه يا
+
+261
+00:21:01,800 --> 00:21:05,420
+إما بنزل تحت، يا إما بروح على نمط بحكي الـ straight
+
+262
+00:21:05,420 --> 00:21:12,040
+line distance، فبالتالي بدخل في loop، تمام، الـ time
+
+263
+00:21:12,040 --> 00:21:17,280
+complexity P مرفوعة للقوة M، و الـ P اللي هو
+
+264
+00:21:17,280 --> 00:21:21,560
+branching factor، و الـ M هي الـ maximum depth للـ
+
+265
+00:21:21,560 --> 00:21:26,480
+solution، طبعاً، ولكن الـ heuristic بيعطيني dramatic
+
+266
+00:21:26,480 --> 00:21:29,800
+improvement من ناحية الـ time complexity، لأنّه فعلاً
+
+267
+00:21:29,800 --> 00:21:35,520
+بيعتمد على heuristic، و الـ space هو P مرفوعة للقوة
+
+268
+00:21:35,520 --> 00:21:39,840
+M، طبعاً أنّه بيحتاج أنّه يخلي كل الـ nodes في الذاكرة
+
+269
+00:21:39,840 --> 00:21:45,740
+optimal؟ لا، والسبب في ذلك... مش ده optimal، يعني أنّه هو
+
+270
+00:21:45,740 --> 00:21:48,860
+مش دائماً أنّه بيلاقي الـ least cost solution، ليش؟ شو
+
+271
+00:21:48,860 --> 00:21:49,340
+السبب؟
+
+272
+00:21:55,080 --> 00:21:58,460
+على الـ... على heuristic function، بيعتمد على الـ
+
+273
+00:21:58,460 --> 00:22:00,580
+heuristic function، فبالتالي إذا كانت الـ heuristic
+
+274
+00:22:00,580 --> 00:22:04,000
+... الـ heuristic function جداش إنّه هي perfect، إنّه
+
+275
+00:22:04,000 --> 00:22:07,020
+... وممكن ما تكونش perfect، فبالتالي مدام إنّه
+
+276
+00:22:07,020 --> 00:22:09,080
+بيعتمد على الـ heuristic function، فبالتالي مش دائماً
+
+277
+00:22:09,080 --> 00:22:16,540
+أنّه بيجد لي الـ... الـ... الـ optimal solution، طيب نيجي
+
+278
+00:22:16,540 --> 00:22:19,140
+للنوع الثاني من الـ algorithm اللي هو الـ A star
+
+279
+00:22:19,140 --> 00:22:25,100
+يبقى إحنا هنا في الـ informed search، خلّصنا... فهمنا
+
+280
+00:22:25,100 --> 00:22:29,320
+مفهوم الـ heuristic تمام؟ وشُفنا إنّه الـ greedy best
+
+281
+00:22:29,320 --> 00:22:33,160
+first algorithm إنّه علاش بتطلع... بتطلع على أفضل
+
+282
+00:22:33,160 --> 00:22:37,700
+node أنا بدي أعملها expand باستخدام الـ H function،
+
+283
+00:22:37,700 --> 00:22:40,960
+الـ heuristic function، لما بدي أجيز كده،  مقدار هذه
+
+284
+00:22:40,960 --> 00:22:46,010
+الـ node desirable، فهنا عندي نوع ثاني تمام؟ النوع
+
+285
+00:22:46,010 --> 00:22:48,430
+الثاني اللي هو الـ A star algorithm، النوع الثاني
+
+286
+00:22:48,430 --> 00:22:54,570
+هذا في عنده نظرة لقدام، فبالتالي الفكرة طبعته أنّه
+
+287
+00:22:54,570 --> 00:23:02,290
+بدي أجنّب أعمل expand لـ path أنّه هي expensive، بدي
+
+288
+00:23:02,290 --> 00:23:04,930
+أضيف شغلة جديدة، فبالتالي هي شغلة أنّه very
+
+289
+00:23:04,930 --> 00:23:10,070
+important، صحيح أنّه هدي المسافة يعني... يعني node
+
+290
+00:23:10,070 --> 00:23:12,610
+معينة، أنّه ممكن تكون هي أقرب الـ straight line
+
+291
+00:23:12,610 --> 00:23:15,650
+distance لبخارست، لكن أنّه أنا أروح لها very
+
+292
+00:23:15,650 --> 00:23:20,130
+expensive تمام؟ أنّه ممكن تكون على سبيل المثال أنّه
+
+293
+00:23:20,130 --> 00:23:24,150
+يعني الطريق وعرة، أو طريق جبلية، طالعة زي هيك
+
+294
+00:23:25,690 --> 00:23:28,290
+فبالتالي الـ evaluation function، بدي أدخل فيها شغل
+
+295
+00:23:28,290 --> 00:23:33,170
+ثاني، الـ Fn، الـ Fn كانت في الـ best first عبارة عن
+
+296
+00:23:33,170 --> 00:23:38,830
+إيش الـ H لوحدها، أما هنا إيش صار؟ Gn زائد الـ Hn، الـ
+
+297
+00:23:38,830 --> 00:23:44,990
+Gn هي عبارة عن الـ cost so far to reach N تمام؟ هي
+
+298
+00:23:44,990 --> 00:23:50,990
+التكلفة لغاية لما أصل للـ node N، أما الـ H هي الـ
+
+299
+00:23:50,990 --> 00:23:56,920
+cost من N للـ destination تمام؟ فبالتالي بدي أحسب الـ
+
+300
+00:23:56,920 --> 00:24:01,240
+total cost للـ goal، و الـ total cost للـ goal اللي هو
+
+301
+00:24:01,240 --> 00:24:07,000
+بيشمل الانتقال لـ node معينة N، بالإضافة للمسافة من
+
+302
+00:24:07,000 --> 00:24:08,400
+الـ node high للـ destination
+
+303
+00:24:11,480 --> 00:24:15,720
+يعني بدي أرجع على الخريطة هاي، إيش بدي أدخل في
+
+304
+00:24:15,720 --> 00:24:18,920
+الموضوع؟ إحنا كنا ندخل الـ straight line distance
+
+305
+00:24:18,920 --> 00:24:21,100
+زي هيك، إيش بدي أدخل في الموضوع؟ الـ straight line
+
+306
+00:24:21,100 --> 00:24:25,640
+distance بالإضافة لـ الـ cost، يعني على سبيل المثال
+
+307
+00:24:25,640 --> 00:24:33,830
+أنا وين موجود؟ موجود في هذه المدينة تمام؟ هاي
+
+308
+00:24:33,830 --> 00:24:38,550
+المدينة، إنّه في عندي خيار أن أعمل expand هنا، وأعمل
+
+309
+00:24:38,550 --> 00:24:42,990
+expand هنا صح؟ بدي أطلع على straight line distance
+
+310
+00:24:42,990 --> 00:24:48,350
+لبخارست، هاي هادي، و هاي هادي تمام؟ وإيش أزيد
+
+311
+00:24:48,350 --> 00:24:54,330
+عليها؟ قداش تكلفة الانتقال من الـ initial state
+
+312
+00:24:54,330 --> 00:24:59,070
+لهاي المدن اللي هو هادي 111، و 118، مش أنا حكيت أن
+
+313
+00:24:59,070 --> 00:25:03,000
+أنا ممكن أن أنتقل هيك أو هيك، حسبنا الـ straight line
+
+314
+00:25:03,000 --> 00:25:06,960
+distance، إيش بدي أضيف عليها؟ الـ 111 والـ 118،
+
+315
+00:25:06,960 --> 00:25:12,220
+لكل حالة طبعاً، بشكل منفصل، فبالتالي
+
+316
+00:25:12,220 --> 00:25:17,240
+هنا، بدي أصبح عندي عبارة عن مجموع شغلتين، اللي هو
+
+317
+00:25:17,240 --> 00:25:21,220
+الـ G والـ H، الـ H إحنا عرفناها straight line
+
+318
+00:25:21,220 --> 00:25:28,400
+distance، يبقى هنا أنا موجود في أراد، تمام؟ قداش
+
+319
+00:25:28,400 --> 00:25:33,640
+التكلفة لانتقال لأراد؟ صفر، زائد الـ straight line
+
+320
+00:25:33,640 --> 00:25:44,040
+distance 366، بعد هيك نيجي هذه الـ F، وهذه الـ 140
+
+321
+00:25:44,040 --> 00:25:48,280
+اللي هو تكلفة الانتقال من أراضي لـ سي بوي، اللي هي
+
+322
+00:25:48,280 --> 00:25:56,540
+الـ G، وهذه الـ H، الـ straight line distance 253، 329
+
+323
+00:25:56,540 --> 00:26:08,080
+وهنا نفس الشيء، هذه F، هذه G، وهذه H، FGH
+
+324
+00:26:08,080 --> 00:26:19,120
+طبعاً زائد هنا، إذا زائد، عفواً، تساوي I زائد، كده يطلع
+
+325
+00:26:19,120 --> 00:26:23,800
+لـ عندي الـ total 393، 449
+
+326
+00:26:23,800 --> 00:26:28,260
+واربعين، 449، هاي الأفضل صح، بناءً
+
+327
+00:26:28,260 --> 00:26:37,400
+على الشغلتين بنعملها expand، بعديها إيش بنسوي؟ بنحسب
+
+328
+00:26:37,400 --> 00:26:42,560
+هاي عبارة عن الـ G اللي هو التكلفة لانتقال من سيبوي
+
+329
+00:26:42,560 --> 00:26:50,160
+لأراضي 28، وهذه من سي بوي لفرجاس 239
+
+330
+00:26:50,160 --> 00:26:57,240
+وهذه 291، وهذه 220، بنضيف عليهم الـ straight line
+
+331
+00:26:57,240 --> 00:26:59,700
+distance، straight line distance، straight line
+
+332
+00:26:59,700 --> 00:27:10,500
+distance، بتطلع عندي الناتج 646، 415، 671، 413، 415
+
+333
+00:27:10,500 --> 00:27:11,480
+ولا 413
+
+334
+00:27:13,900 --> 00:27:17,880
+415، مع إنّه في best first إيش اخترت؟ أنا اخترت هاي
+
+335
+00:27:17,880 --> 00:27:21,280
+فاكرين؟ هنشوف هالـ gate في الـ slide، فبالتالي هنا مع
+
+336
+00:27:21,280 --> 00:27:24,740
+الـ A star بتطلع أن عندي هاي أفضل، ليش؟ لأنّه في عنده
+
+337
+00:27:24,740 --> 00:27:29,940
+نظرة لقدام، إنّه هذه التكلفة تبعها أقلش، لأنّه التكلفة
+
+338
+00:27:29,940 --> 00:27:35,500
+لإنّ أنا أروح لفرجاس أكتر بكثير من إنّ أنا أروح لهذه
+
+339
+00:27:35,500 --> 00:27:41,420
+المدينة، ومنها أروح لبخارست، فأربعمية تلاتاش منها
+
+340
+00:27:41,420 --> 00:27:47,540
+بروح على تلات خيارات، هدول التلات مدن 520
+
+341
+00:27:47,540 --> 00:27:52,060
+ولا 470، ولا 534
+
+342
+00:27:52,060 --> 00:28:02,740
+واربعين، طبعاً 714 بتستي تمام، و
+
+343
+00:28:02,740 --> 00:28:08,500
+بعديها، خي أنا عندي بصل لبخارست، يعني أنا من بتستي
+
+344
+00:28:08,500 --> 00:28:15,260
+ممكن أروح لبخارست 418، كروفيا، وهاي
+
+345
+00:28:15,260 --> 00:28:19,000
+المدينة، فبالتالي هاي الـ goal تبعي، قداش وصلنا له
+
+346
+00:28:19,000 --> 00:28:26,650
+باستخدام الـ A star 418، لكن باستخدام يعني هذا الكلام
+
+347
+00:28:26,650 --> 00:28:36,510
+هذا المسار زي هيك، هذا بالـ A star طبعاً
+
+348
+00:28:36,510 --> 00:28:45,270
+أما هذا المسار زي هيك، هذا الـ best first، قداش
+
+349
+00:28:45,270 --> 00:28:50,220
+التكلفات تبعته 450، يعني بيبقى مين أفضل؟ مين أقل
+
+350
+00:28:50,220 --> 00:28:54,600
+تكلفة؟ أكيد الـ A star، عنده نظرة يعني بتطلع لقدام
+
+351
+00:28:54,600 --> 00:28:58,720
+أما الـ greedy algorithm، أو الـ best first algorithm
+
+352
+00:28:58,720 --> 00:29:03,440
+بتطلع إنّه بين هدول المدن، إنّه اكتشف إنّه هاي أفضل، مع
+
+353
+00:29:03,440 --> 00:29:10,140
+إنّه ممكن يكون في عندي حل ثاني هو الأفضل، طيب
+
+354
+00:29:10,140 --> 00:29:13,980
+شوف
+
+355
+00:29:13,980 --> 00:29:17,820
+الخصائص تبعته، complete yes
+
+356
+00:29:18,760 --> 00:29:24,360
+طبعاً إلا إذا في حالة خاصة إنّه في عندي infinite
+
+357
+00:29:24,360 --> 00:29:30,620
+nodes، الـ time exponential طبعاً، و الـ space بيحتاج
+
+358
+00:29:30,620 --> 00:29:34,900
+كل الـ states في الذاكرة، طبعاً optimal، دائماً بوجد
+
+359
+00:29:34,900 --> 00:29:42,100
+أفضل حل، في حال كان الـ nodes finite طبعاً
+
+360
+00:29:42,100 --> 00:29:49,660
+يبقى هنا إحنا شُفنا في... اللي هي في... في... في الـ
+
+361
+00:29:49,660 --> 00:29:56,420
+informed search، شُفنا خوارزميتين تمام، اللي هي الـ A
+
+362
+00:29:56,420 --> 00:30:02,520
+star و الـ best first، تمام؟ و الاثنين بيعتمدوا على
+
+363
+00:30:02,520 --> 00:30:05,600
+مفهوم الـ heuristic، بس تفاصيل الـ heuristic بتختلف
+
+364
+00:30:05,600 --> 00:30:09,900
+من algorithm لـ algorithm ثانية، فالـ best first
+
+365
+00:30:09,900 --> 00:30:14,780
+لأنّه بيعتمد على الـ H heuristic function فقط طبعاً
+
+366
+00:30:14,780 --> 00:30:18,960
+أما الـ A star بيعتمد على الـ heuristic function الـ h
+
+367
+00:30:18,960 --> 00:30:23,460
+والـ g بالضبط
+
+368
+00:30:23,460 --> 00:30:30,810
+في كلا الحالتين، الـ heuristic أكيد بشكل دراماتيكي
+
+369
+00:30:30,810 --> 00:30:34,490
+بيعمل reduce للـ search cost، أفضل من كل الـ search
+
+370
+00:30:34,490 --> 00:30:37,630
+algorithms اللي إحنا أخذناها سابقاً، اللي هي الـ
+
+371
+00:30:37,630 --> 00:30:41,390
+uninformed أو الـ blind search strategies، كلها أفضل
+
+372
+00:30:41,390 --> 00:30:45,090
+منها تمام، ومن ناحية الـ optimality أنّه complete
+
+373
+00:30:45,090 --> 00:30:49,790
+و optimal، وهو الأفضل، أن أنا ممكن أن أنا أستخدمه
+
+374
+00:30:49,790 --> 00:30:57,980
+تمام، هيك بنكون إحنا خلّصنا الـ... بالضبط، الاستراتيجية
+
+375
+00:30:57,980 --> 00:31:03,520
+الثانية، بدي أرجع أذكر أن إحنا المحاضرة
+
+376
+00:31:03,520 --> 00:31:05,960
+الجاية إن شاء الله بدنا نتعرض للـ adversarial
+
+377
+00:31:05,960 --> 00:31:10,360
+search أو الـ minimax algorithm، في حد عنده سؤال؟
+
+378
+00:31:10,360 --> 00:31:11,700
+يعطيكم العافية
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..d97f9cb68e322ac0f3fff4bcd5f1d6fa3bde5fa1
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_postprocess.srt
@@ -0,0 +1,1512 @@
+1
+00:00:04,910 --> 00:00:07,670
+بسم الله الرحمن الرحيم الصباح الخير اليوم ان شاء
+
+2
+00:00:07,670 --> 00:00:11,250
+الله بدنا نبدأ في .. في النوع التاني من
+
+3
+00:00:11,250 --> 00:00:14,370
+استراتيجيات البحث طبعا هذا ال .. هذا ال .. هذا
+
+4
+00:00:14,370 --> 00:00:17,650
+الموضوع موجود في الكتاب في .. في الباب الرابع من
+
+5
+00:00:17,650 --> 00:00:21,570
+كتاب Russell O. Novring Artificial Intelligence
+
+6
+00:00:21,570 --> 00:00:28,790
+Modern Approach طبعا احنا هنحكي في هذا ال .. الباب
+
+7
+00:00:28,790 --> 00:00:33,170
+على ال best first search و ال A star ومفهوم له ..
+
+8
+00:00:33,170 --> 00:00:39,830
+له heuristicطيب في الحقيقة احنا أنا حابب انه في
+
+9
+00:00:39,830 --> 00:00:46,330
+البداية انه احنا يعني نستجمع الصورة الكبيرة في
+
+10
+00:00:46,330 --> 00:00:49,330
+استراتيجيات البحث احنا يعني ذكرنا انه في عندنا
+
+11
+00:00:49,330 --> 00:00:53,670
+استراتيجيات البحث فينا عندي تلت أنواع في عندي
+
+12
+00:00:53,670 --> 00:00:58,270
+النوع الأول uninformed search أو blind search انه
+
+13
+00:00:58,270 --> 00:01:01,030
+حكينا ان هو التعريف تبعه ان هو فقط بيتطلع على
+
+14
+00:01:01,030 --> 00:01:04,050
+المعلومات الموجودة في ال problem definitionو في
+
+15
+00:01:04,050 --> 00:01:06,850
+منه high ال strategies اللي احنا درسناها في
+
+16
+00:01:06,850 --> 00:01:10,870
+المحاضرة الماضية و في عندي النوع التاني اللي هو ال
+
+17
+00:01:10,870 --> 00:01:14,550
+informed search اللي هو بيعتمد على ال heuristics
+
+18
+00:01:14,550 --> 00:01:19,370
+في منه two algorithms اللي هو ال best first search
+
+19
+00:01:19,370 --> 00:01:26,950
+و ال A star strategy و بعدين في عندي النوع التالت
+
+20
+00:01:26,950 --> 00:01:29,430
+من الاستراتيجيات اللي هو ال adversarial search
+
+21
+00:01:29,430 --> 00:01:34,220
+اللي بيعتمد علىال minmax algorithm أو انه فيه يعني
+
+22
+00:01:34,220 --> 00:01:38,560
+هندرس فيه ال minmax algorithm تمام؟ خلّينا نركز في
+
+23
+00:01:38,560 --> 00:01:42,120
+هذا الموضوع على .. على ال informed search زي ما
+
+24
+00:01:42,120 --> 00:01:46,440
+ذكرنا و نرجع لل outline هنحكي فيه عن ال .. ال best
+
+25
+00:01:46,440 --> 00:01:50,380
+first search و ال a star heuristic و ال a star
+
+26
+00:01:50,380 --> 00:01:55,810
+search و ال heuristicsطيب عشان انه برضه احنا يعني
+
+27
+00:01:55,810 --> 00:01:59,810
+نسترجع ال big picture انه احنا وين موجودين وين
+
+28
+00:01:59,810 --> 00:02:02,310
+ممكن اطبق هذه ال استراتيجيات ممكن اطبق هذه
+
+29
+00:02:02,310 --> 00:02:06,550
+الاستراتيجيات في .. في .. في هذه البيئة اللي هو زي
+
+30
+00:02:06,550 --> 00:02:09,090
+ما اتفقنا احنا fully observable, deterministic,
+
+31
+00:02:09,230 --> 00:02:13,570
+sequential, discrete برضه هنا ممكن اطبق هنا
+
+32
+00:02:13,570 --> 00:02:17,110
+planning, heuristic ال .. ال planning بالإضافة ال
+
+33
+00:02:17,110 --> 00:02:21,690
+heuristic searchفهذه هي مواصفات البيئة أو خصائص
+
+34
+00:02:21,690 --> 00:02:26,890
+البيئة اللي احنا بنشتغل فيها طبعا؟ طيب عشان احنا
+
+35
+00:02:26,890 --> 00:02:35,490
+نرجع نسترجع ايش هو literature هذا
+
+36
+00:02:35,490 --> 00:02:39,130
+كلام احنا درسناه سابقا ولكن انه للمراجعة للتذكير
+
+37
+00:02:39,130 --> 00:02:42,010
+عشان انه احنا نعرفشه معناه ال order of notes
+
+38
+00:02:42,010 --> 00:02:47,030
+الاستراتيجية هي متعلقة بالـ search strategy is
+
+39
+00:02:47,030 --> 00:02:49,750
+defined by picking the order of node expansion
+
+40
+00:02:49,750 --> 00:02:53,490
+تمام؟ و هى شوفنا ال algorithm أنه أنا عندى ..
+
+41
+00:02:53,490 --> 00:02:57,650
+بعطيله ال problem بالإضافة لل strategy تمام؟ و هنا
+
+42
+00:02:57,650 --> 00:03:00,930
+فينا عندي loop بشكل مستمر إذا مافيش عندي candidate
+
+43
+00:03:00,930 --> 00:03:05,530
+nodes لل expansion معناه ذلك أنه عمل expand لكل ال
+
+44
+00:03:05,530 --> 00:03:10,720
+nodes و مالجعش حلطبعا إذا الشرط هذا ماتحققش هينفذ
+
+45
+00:03:10,720 --> 00:03:15,620
+هذا الكلام هذول التلات جمل انه بختار leave node ل
+
+46
+00:03:15,620 --> 00:03:19,440
+ال expansion طبعا هذا الكلام حسب استراتيجية معينة
+
+47
+00:03:19,440 --> 00:03:23,000
+وفق ال استراتيجيات اللي احنا سردناها كلها تمام إذا
+
+48
+00:03:23,000 --> 00:03:26,140
+ال node بتحتوي على ال goal state بروح برجع ال
+
+49
+00:03:26,140 --> 00:03:30,040
+corresponding solution إذا هي مش ال goal state
+
+50
+00:03:30,040 --> 00:03:36,230
+else بروح بعمل expand ل nodeتمام و بضيف ال result
+
+51
+00:03:36,230 --> 00:03:39,110
+لل search tree انه ال pentagon عندى sub tree
+
+52
+00:03:39,110 --> 00:03:44,670
+فبالتالي هنا احنا بنركز على هذه الجملة انه بختار
+
+53
+00:03:44,670 --> 00:03:47,810
+node ال expansion حسب ال strategy و اللي هيتغير
+
+54
+00:03:47,810 --> 00:03:50,810
+معايا في الموضوع هنا هو نفس ال algorithm انا ممكن
+
+55
+00:03:50,810 --> 00:03:55,050
+استخدمه ولكن اختيار ال node هو اللي هيفرج معايا و
+
+56
+00:03:55,050 --> 00:04:00,310
+هيكون انه حسب ال strategy يبقى هنا which nodes to
+
+57
+00:04:00,310 --> 00:04:07,170
+check firstطيب نيجي الأن لمفهوم linguistics أو
+
+58
+00:04:07,170 --> 00:04:12,970
+knowledge طبعا في كتاب اسمه human problem solving
+
+59
+00:04:12,970 --> 00:04:21,210
+لسايمون و نويل سنة 1972 كان بيحكي فيه عن فكرة
+
+60
+00:04:21,210 --> 00:04:24,230
+linguistics أو مفهوم linguistics إيش هو مفهوم
+
+61
+00:04:24,230 --> 00:04:29,900
+linguistics؟إنه هو فعليا مرتبط بالذكاء يعني لما
+
+62
+00:04:29,900 --> 00:04:37,580
+يكون في ذكاء عند شخص معين طبعا باستخدام ال
+
+63
+00:04:37,580 --> 00:04:40,980
+heuristics ال heuristics معناها أنه ممكن ترجمها
+
+64
+00:04:40,980 --> 00:04:48,560
+أنه هي الحدث أو طريق التفكيرأو استنتاج أو استدراك
+
+65
+00:04:48,560 --> 00:04:55,500
+استدلال يعني، تمام؟ فبالتالي أنه أو فتنة فبالتالي
+
+66
+00:04:55,500 --> 00:05:01,500
+كل هذه المرادفات هي لل heuristics فبالتالي
+
+67
+00:05:01,500 --> 00:05:05,760
+ممكن أنه يستخدم هذه ال heuristics عشان يوجد ال
+
+68
+00:05:05,760 --> 00:05:13,370
+promising state fast عشان يوجد ال states اللييعني
+
+69
+00:05:13,370 --> 00:05:17,810
+شكلها أنه هي ممكن أنه هي تجربني للحل بشكل أفضل،
+
+70
+00:05:17,810 --> 00:05:26,930
+تمام؟ يعني بدل
+
+71
+00:05:26,930 --> 00:05:34,450
+ما أنا أعتمد على algorithm
+
+72
+00:05:34,450 --> 00:05:40,570
+معين سواء pre-death أو death، تمام؟ليش .. ليش ..
+
+73
+00:05:40,570 --> 00:05:43,410
+ليش .. ليش أنا أطلع على ال nodes و ألاقي أن ال
+
+74
+00:05:43,410 --> 00:05:50,130
+nodes هذه مين هي أفضل واحدة فيهم واضح؟
+
+75
+00:05:50,130 --> 00:06:01,810
+يعني في .. في خوارزمية ال .. ال depth first أو
+
+76
+00:06:01,810 --> 00:06:05,810
+ال breadth first أنه بعمل expand هذا ال root node
+
+77
+00:06:05,810 --> 00:06:11,860
+بعمل expandلكل ال nodes في هذا المستوى بس يخلص
+
+78
+00:06:11,860 --> 00:06:17,680
+بروح بنتقل للمستوى اللي بعده بس يخلص فبالتالي هو
+
+79
+00:06:17,680 --> 00:06:21,200
+يعني بيشتغل uninformed معنا ذلك ان هو خلاص بيشتغل
+
+80
+00:06:21,200 --> 00:06:24,300
+بالقالية هذه مافيش عنده قالية تانية هذا بالنسبة لل
+
+81
+00:06:24,300 --> 00:06:27,360
+breadth أما ال depth كيف بيشتغل انه بيشتغل على
+
+82
+00:06:27,360 --> 00:06:31,080
+العمق طب انا لو اطلحت السؤال طب انا بدل ما انا
+
+83
+00:06:31,080 --> 00:06:34,780
+اشتغل سواء ان انا بشتغل بالعمق او بشتغل بشكل عرضي
+
+84
+00:06:34,780 --> 00:06:39,310
+ليش ما اطلع على كل nodeباستخدام ال heuristic و
+
+85
+00:06:39,310 --> 00:06:42,810
+اقول انه اه والله هذه افضل من هاي و من هاي
+
+86
+00:06:46,480 --> 00:06:51,060
+كيف؟ بظبط .. بظبط فهذا هو مفهوم ال .. ال informed
+
+87
+00:06:51,060 --> 00:06:53,340
+search strategy أو المفهوم ال heuristic أنه أنا
+
+88
+00:06:53,340 --> 00:06:57,580
+بدي أشغل مخي و أقرر أنه مين أفضل هاي ولا هاي ولا
+
+89
+00:06:57,580 --> 00:07:01,720
+هاي طبعا هذا الكلام بيعتمد على الحدث أو على الفتنة
+
+90
+00:07:01,720 --> 00:07:04,940
+أو على الذكاء فعشان هيك أنه هاي .. هاي معنات ال
+
+91
+00:07:04,940 --> 00:07:08,600
+heuristics طبعا فهذا هو المفهوم
+
+92
+00:07:13,580 --> 00:07:19,820
+نجي نشوف أول algorithm اللي هو ال best ال
+
+93
+00:07:19,820 --> 00:07:24,880
+best first search طبعا الفكرة في الموضوع أنه أنا
+
+94
+00:07:24,880 --> 00:07:27,840
+عشان أقرر أنه والله هذه ال node أفضل أو هذه ال
+
+95
+00:07:27,840 --> 00:07:30,300
+node أفضل أو هذه ال node أفضل شو بحتاج ل
+
+96
+00:07:30,300 --> 00:07:34,120
+evaluation function دالة بتديني لكل node score
+
+97
+00:07:34,120 --> 00:07:40,610
+معين طبعا هذه الدالةشو بتعمل estimation؟ بتعمل
+
+98
+00:07:40,610 --> 00:07:44,090
+estimation لـ desirability أنه كدهش ال node هذه
+
+99
+00:07:44,090 --> 00:07:48,290
+مرغوبة أو أنها مفضلة أنها بتقدني لاتجاه الحل
+
+100
+00:07:48,290 --> 00:07:55,750
+المطلوب طبعا ال implementation يعني لو بدي أعمل
+
+101
+00:07:55,750 --> 00:08:01,090
+implementation لهذه الشغل برمجيا كيف ممكن أسويها؟
+
+102
+00:08:01,090 --> 00:08:03,510
+بروح بعمل estimation لكل ال nodes يعني أنا عندي
+
+103
+00:08:03,510 --> 00:08:04,630
+هنا بهذا الشكل
+
+104
+00:08:07,940 --> 00:08:16,360
+عندى هى ال root node تمام هدى حكيت خمستعش هدى سبعة
+
+105
+00:08:16,360 --> 00:08:19,780
+و عشرين وهدى اتنين و تلاتين
+
+106
+00:08:22,380 --> 00:08:24,840
+شو معناته هذا الكلام انه انا في ال implementation
+
+107
+00:08:24,840 --> 00:08:28,400
+بدي بروح ب .. بروح انا بحطها في .. يعني بروح برتب
+
+108
+00:08:28,400 --> 00:08:33,640
+ال note حسب ال score انا في عندى هنا n واحد تمام؟
+
+109
+00:08:33,640 --> 00:08:39,850
+و هنا على سبيل المثال n اتنين و هنا n تلاتةفأروح
+
+110
+00:08:39,850 --> 00:08:43,750
+بعمل sort لل notes هذه حسب ال value هذه بالظبط
+
+111
+00:08:43,750 --> 00:08:46,830
+فبالتالي بيكون أنا عندي N تلاتة في البداية بعدها N
+
+112
+00:08:46,830 --> 00:08:50,970
+اتنين بعدها بيكون في عندي N واحد فبالتالي بعمل
+
+113
+00:08:50,970 --> 00:08:56,950
+expand لهذه بهذا الشكل تمام؟ هنا ليش؟ لأنه لها
+
+114
+00:08:56,950 --> 00:09:00,820
+score أعلىمرات بتكون الـ desirability أنه تكون ال
+
+115
+00:09:00,820 --> 00:09:04,720
+value أقل فبتكون أنه حسب فهي الفكرة في الموضوع أنه
+
+116
+00:09:04,720 --> 00:09:07,640
+ال implementation بيكون عبارة يعني سهل جدا أنه
+
+117
+00:09:07,640 --> 00:09:11,020
+مجرد أنه أرتب ال node حسب ال score تبعها فبالتالي
+
+118
+00:09:11,020 --> 00:09:15,820
+بعمل expand لل node اللي موجودة في ال front طبعا
+
+119
+00:09:15,820 --> 00:09:18,780
+هنا في 9D special case اللي هو ال greedy best
+
+120
+00:09:18,780 --> 00:09:19,900
+search
+
+121
+00:09:22,240 --> 00:09:25,340
+مفهوم ال greedy algorithm اعتقد ان انتوا درستوه في
+
+122
+00:09:25,340 --> 00:09:28,900
+مادة ال algorithms او ال data structure شو مفهوم
+
+123
+00:09:28,900 --> 00:09:37,820
+ال greedy algorithms يعني
+
+124
+00:09:37,820 --> 00:09:40,500
+في ال best first انا فيه عندي نوعين، فيه عندي ال
+
+125
+00:09:40,500 --> 00:09:43,440
+greedy algorithm و ال A starإيش مفهوم الـ greedy
+
+126
+00:09:43,440 --> 00:09:45,940
+algorithms؟ مفهوم الـ greedy algorithms إن هي
+
+127
+00:09:45,940 --> 00:09:52,640
+فعليا بتتطلع على .. على .. على ال optimal solution
+
+128
+00:09:52,640 --> 00:09:59,280
+ولكن على المدى القصير، تمام؟ في المقابل الـ non
+
+129
+00:09:59,280 --> 00:10:02,480
+-greedy algorithms إن هي بتتطلع على الحل على المدى
+
+130
+00:10:02,480 --> 00:10:06,540
+البعيد، يعني على سبيل المثال قد يكون إنه مرة تانية
+
+131
+00:10:06,540 --> 00:10:13,360
+هذه ال nodeالظاهر إنه هي الأفضل في المرحلة هذه بس
+
+132
+00:10:13,360 --> 00:10:17,240
+بعد هيك ممكن أنا لو عملت expand لل node إنه يجيني
+
+133
+00:10:17,240 --> 00:10:21,320
+لأ والله هذه صحيح إنه هي أقل واحدة بس فيما بعد راح
+
+134
+00:10:21,320 --> 00:10:25,640
+يتحسن الوضع فال greedy search هو زي كأنه طمأة أنه
+
+135
+00:10:25,640 --> 00:10:29,490
+بتطلع على الشغل اللي موجودة بين إيديهتمام؟ أو
+
+136
+00:10:29,490 --> 00:10:32,890
+بتطلع بين رجليه أنه هو بتطلعش لقدام أنه أيش الأفضل
+
+137
+00:10:32,890 --> 00:10:37,270
+لقدام صحيح أنه هذه قيمتها أقل أو أكتر عفوا في ..
+
+138
+00:10:37,270 --> 00:10:40,210
+في .. في هذه المرحلة بس بعد هيك ممكن يكون الوضع
+
+139
+00:10:40,210 --> 00:10:43,830
+عنده أسوأ فيما بعد في المقابل أنه هذه ممكن تكون
+
+140
+00:10:43,830 --> 00:10:49,590
+القيمة تبعتها أعلى عفوا أقل و تأديلي لحال أفضل
+
+141
+00:10:49,590 --> 00:10:53,110
+فيما بعد فهذه مفهوم ال greedy algorithm ال greedy
+
+142
+00:10:53,110 --> 00:10:55,430
+algorithm خلاص بتطلع على المرحلة هذه و بعمل
+
+143
+00:10:55,430 --> 00:11:00,190
+expansion على هذا الأساسطبعا بمعنى اخر بتدور على
+
+144
+00:11:00,190 --> 00:11:03,930
+ال local optimum ال local optimum انه مرحليا مش
+
+145
+00:11:03,930 --> 00:11:10,370
+انه بتطلع على خطوات فيما بعد طيب نيجي نطبق هذا
+
+146
+00:11:10,370 --> 00:11:15,230
+الكلام نطبق هذا الكلام على خريطة رومانيا طبعا
+
+147
+00:11:15,230 --> 00:11:18,150
+خريطة رومانيا زي ما انتوا شايفين ان انا في عندي
+
+148
+00:11:18,150 --> 00:11:25,650
+المدن زي هيك تمام و عندي ال cost بين كل مدينة و
+
+149
+00:11:25,650 --> 00:11:30,250
+مدينةبدي أضيف حاجة جديدة اسمها straight line
+
+150
+00:11:30,250 --> 00:11:34,070
+distance to Bucharest شو هو مفهوم ال straight line
+
+151
+00:11:34,070 --> 00:11:40,190
+distance؟ هاي Bucharest تمام؟
+
+152
+00:11:40,190 --> 00:11:42,830
+يعني على سبيل مثال أنه نمت ال straight line
+
+153
+00:11:42,830 --> 00:11:49,730
+distance هي زي هيك، بيه هذا الشكل تمي سورة أنه هاي
+
+154
+00:11:49,730 --> 00:11:53,730
+ال straight line distance، بيه هذا الشكلمع إنه أنا
+
+155
+00:11:53,730 --> 00:11:57,090
+يفترض لما بدي أتحركلها، بتحركلها باتجاه .. يعني ب
+
+156
+00:11:57,090 --> 00:12:00,410
+.. ب .. بدي .. بدي .. بدي أتبع ال route، الطريق
+
+157
+00:12:01,880 --> 00:12:12,200
+تمام؟ فبالتالي أراد 366 المسافة بين أراد هيها و
+
+158
+00:12:12,200 --> 00:12:20,000
+بوخرست ال straight 366 بوخرست لبوخرست zero تمام؟
+
+159
+00:12:20,000 --> 00:12:25,840
+كروفيا 160 دوبلتا
+
+160
+00:12:25,840 --> 00:12:35,520
+242 و هكذافالجريدي best first search يعني ال
+
+161
+00:12:35,520 --> 00:12:39,480
+evaluation function بدي أضحى .. بدي أعرفها أنه هي
+
+162
+00:12:39,480 --> 00:12:44,740
+Fn تمام؟ هي عبارة عن Hn و ال H جاية من ال
+
+163
+00:12:44,740 --> 00:12:48,200
+heuristic إيش الفكرة تبعتي؟ إن أنا إجيت أطلع بدل
+
+164
+00:12:48,200 --> 00:12:51,700
+ما والله أعمل expand لكل ال nodes أنه بشكل عرضي أو
+
+165
+00:12:51,700 --> 00:12:56,140
+بشكل .. أنه أتجاه بالعنق بروح أشوف مين أقرب واحدة
+
+166
+00:12:56,140 --> 00:13:01,760
+لبخارست لل destinationو اقرب واحدة كيف بدي احطها؟
+
+167
+00:13:01,760 --> 00:13:06,660
+بدي احطها يعني function انه بسيطة جدا انه انا بدي
+
+168
+00:13:06,660 --> 00:13:09,720
+اعتبرها انه ال straight line distance طبعا هد ..
+
+169
+00:13:09,720 --> 00:13:12,980
+هد .. هد الطريقة او هد ال heuristic انه بفيد ولا
+
+170
+00:13:12,980 --> 00:13:16,780
+بفيدش؟ بفيد نوعا ما بس هل في انه احسن منه؟ اكيد في
+
+171
+00:13:16,780 --> 00:13:19,060
+احسن منه مش دايما ال straight line distance
+
+172
+00:13:19,060 --> 00:13:23,480
+بتعطيني افضل شيء فعشان هيك ان هو ممكن يكون في عندي
+
+173
+00:13:23,480 --> 00:13:30,070
+heuristics مختلفةتمام؟ فبالتالي هنا ان هو عبارة عن
+
+174
+00:13:30,070 --> 00:13:35,290
+estimation ل ال cost ل from N لل goal بيعنى الشكل
+
+175
+00:13:35,290 --> 00:13:40,910
+فبالتالي ال HSDSLD اللي هو straight line distance
+
+176
+00:13:40,910 --> 00:13:43,890
+هي عبارة عن straight line distance from N to
+
+177
+00:13:43,890 --> 00:13:47,710
+Bucharest ممكن اعرفها شغل تاني اي شغل تاني ممكن
+
+178
+00:13:47,710 --> 00:13:55,150
+اعرفهايعني انه انا احطها لأنه يعني تصميم يعني
+
+179
+00:13:55,150 --> 00:13:58,850
+اعداد هذه الشغلات طبعا انه هيكون انه من وظيفتي ان
+
+180
+00:13:58,850 --> 00:14:03,370
+انا ان انا احدد انه اعرف هاي ال function تمام
+
+181
+00:14:03,370 --> 00:14:07,630
+فبالتالي المبدأ تبعه او الفتنة تبعته ان صح التعبير
+
+182
+00:14:07,630 --> 00:14:12,350
+انه expand the nodes that appears to be closest to
+
+183
+00:14:12,350 --> 00:14:17,800
+the goal يعني على سبيل المثالتمام؟ إنه أنا موجود
+
+184
+00:14:17,800 --> 00:14:23,920
+في أراضي أنا في عندي خيار أعمل expand هنا أو هنا
+
+185
+00:14:23,920 --> 00:14:28,760
+أو هنا إيش الحكمة أو الفطمة بتقول إنه أنا أروح
+
+186
+00:14:28,760 --> 00:14:32,740
+أبعد فوق اللي أصلا بعيد عن بوخرست ولا أروح باتجاه
+
+187
+00:14:32,740 --> 00:14:36,760
+المدينة اللي جريبة من بوخرست ولا أروح بهذا الاتجاه
+
+188
+00:14:36,760 --> 00:14:44,580
+هذا بدي أستبعدهتمام؟ وهذا وهذا يعني انه الواضح انه
+
+189
+00:14:44,580 --> 00:14:47,900
+هذا هو الأقرب لكن قد يكون انه لو انا في عندي
+
+190
+00:14:47,900 --> 00:14:50,540
+اعدادات تانية للخريطة انه قد يكون انه هذا المسار
+
+191
+00:14:50,540 --> 00:14:56,520
+انه افضل لبوخرست في حال انه مثلا على سبيل المثال
+
+192
+00:14:56,520 --> 00:15:00,680
+كان في يعني مسار اقصر او ال cost هذي بدي اخدها
+
+193
+00:15:00,680 --> 00:15:04,420
+بالاعتبار تمام؟
+
+194
+00:15:04,420 --> 00:15:10,280
+يبقى هنا المسافة من أراضيلا بوخرس جداش تلات مية و
+
+195
+00:15:10,280 --> 00:15:12,640
+ستة و ستة منين جبتها من الجدول هذا straight line
+
+196
+00:15:12,640 --> 00:15:16,780
+distance تمام
+
+197
+00:15:16,780 --> 00:15:20,500
+ايش الخيارات اللي موجودة عندي زي ما اتفقنا تلات
+
+198
+00:15:20,500 --> 00:15:26,290
+مدنCboy تمثارة وزر نت باجي بشوف كل node بقيس ال
+
+199
+00:15:26,290 --> 00:15:29,330
+desirability تبعتها أو بستخدم ال heuristic
+
+200
+00:15:29,330 --> 00:15:33,330
+function عشان اشوف
+
+201
+00:15:33,330 --> 00:15:40,050
+اي واحد اقرب منها لبوخرست شوفت Cboy لجيت انه ال
+
+202
+00:15:40,050 --> 00:15:47,710
+straight line distance 253 تمثارة 329 وزر نت 374
+
+203
+00:15:49,770 --> 00:15:54,910
+مين أقرب؟ أكيد أكيد بطبيعة الحاسي boy فبروح بختار
+
+204
+00:15:54,910 --> 00:15:59,130
+بعمل expand ل high خلاص أنه طريقة ال expand بشكل
+
+205
+00:15:59,130 --> 00:16:05,130
+pre depth أو على شكل أنه ال depth يعني بتطلع أنه
+
+206
+00:16:05,130 --> 00:16:09,820
+احنا نتطلع له فبصير بتطلع أنه ال scoreأو الـ H
+
+207
+00:16:09,820 --> 00:16:13,940
+function أنه هنا عندي الـ H بقدر اعتبرها وهي الـ H
+
+208
+00:16:13,940 --> 00:16:17,160
+وهنا هي الـ H ال estimation لل function فبالتالي
+
+209
+00:16:17,160 --> 00:16:20,980
+الـ H هي أقل واحدة وهي الأكتر مرغوبة فبالتالي
+
+210
+00:16:20,980 --> 00:16:25,280
+بعملها expand بنعمل expand أيش بطلع عندي أنه أنا
+
+211
+00:16:25,280 --> 00:16:31,800
+ممكن أرجع لأراضي366 زادت المسافة أكيد تمام؟ وفي
+
+212
+00:16:31,800 --> 00:16:42,860
+هنا دي فرجاس 167 .. 176 عفوا و ريدا 380 و ريمي ..
+
+213
+00:16:42,860 --> 00:16:49,200
+ريمي .. ريمك .. و فيليس .. فيليسا 193 فبالتالي أي
+
+214
+00:16:49,200 --> 00:16:56,460
+واحدة أفضل بدي أطلع بين هدولأي واحدة فيهم أنه
+
+215
+00:16:56,460 --> 00:17:01,380
+desirable أكتر فراجاس فبروح بعمل expand لهذه
+
+216
+00:17:01,380 --> 00:17:07,420
+النقطة عملنا expand لفراجاس فبالتالي أنه أنا عايش
+
+217
+00:17:07,420 --> 00:17:12,380
+الخيار عندي أن أنا أرجع ل سي بوي253 المسافة زادت
+
+218
+00:17:12,380 --> 00:17:16,900
+تمام او بوخرست صارت المسافة zero فبالتالي هذا هو
+
+219
+00:17:16,900 --> 00:17:23,600
+الحل المطلوب تمام و زي ما يعني حكيتلكم انه في
+
+220
+00:17:23,600 --> 00:17:25,940
+عندكم assignment نازل على ال model ال assignment
+
+221
+00:17:25,940 --> 00:17:29,500
+هذا انه في عندكم two assignments واحدة من ال
+
+222
+00:17:29,500 --> 00:17:32,640
+assignments ان انت تحطي خريطة بوخرست و تحاولي ان
+
+223
+00:17:32,640 --> 00:17:36,980
+انت تحلي انه يعني في ان عندي different goals
+
+224
+00:17:36,980 --> 00:17:37,620
+مختلفة
+
+225
+00:17:41,040 --> 00:17:44,160
+كل مرة أن أنا بحط مدينة مختلفة و بدي أحاول أحلها
+
+226
+00:17:44,160 --> 00:17:48,140
+بخوارز ميتان ال assignment واضح و ممكن تستخدموا
+
+227
+00:17:48,140 --> 00:17:52,400
+هذه ال tool فعلا في حل هذه المشاكل في حل هذا ال
+
+228
+00:17:52,400 --> 00:18:00,320
+assignment تمام نجي نشوف الخصائص تبعتهم أربع
+
+229
+00:18:00,320 --> 00:18:03,280
+خصائص احنا شفناها لكل algorithm ال completeness و
+
+230
+00:18:03,280 --> 00:18:05,900
+ال time complexity و ال space complexity و ال
+
+231
+00:18:05,900 --> 00:18:11,290
+optimalityتمام؟ طبعا ال algorithm هذا complete؟ لأ
+
+232
+00:18:11,290 --> 00:18:15,030
+ليش؟ لأنه بطبيعة الحال أنه أنا ممكن أدخل في loop
+
+233
+00:18:15,030 --> 00:18:19,230
+يعني على سبيل المثال لو كانت في عندي هذه المدينة
+
+234
+00:18:19,230 --> 00:18:22,430
+هي ال goal تبعي مدينة هذه نشوفها وين على الخريطة
+
+235
+00:18:22,430 --> 00:18:28,810
+كيف؟
+
+236
+00:18:28,810 --> 00:18:32,830
+هنا
+
+237
+00:18:35,590 --> 00:18:41,610
+هاي؟ مستحيل أن يكون هو الأقصر على فرض أنه يعني
+
+238
+00:18:41,610 --> 00:18:44,950
+بالقياس للمدن هذه اللي شايف اسمه أه صحيح يعني هذه
+
+239
+00:18:44,950 --> 00:18:48,330
+حالة خلّيني أشوف الخريطة المدينة اللي حكى عنها
+
+240
+00:18:48,330 --> 00:18:58,230
+اللي هو .. اللي هي .. هاي تمام؟
+
+241
+00:18:58,230 --> 00:19:00,070
+لأنه أنا عندي في المدينة هاي
+
+242
+00:19:06,570 --> 00:19:11,350
+إن أنا ممكن أدخل في loop زي هيك سواء روحت بهذا
+
+243
+00:19:11,350 --> 00:19:15,670
+الاتجاه أو سواء روحت بالاتجاه المعاكس فهنا عندي
+
+244
+00:19:15,670 --> 00:19:19,610
+loop واضح؟
+
+245
+00:19:19,610 --> 00:19:24,750
+تمام؟
+
+246
+00:19:24,750 --> 00:19:31,510
+فبالتالي هنا بروح على إياسي نمت إياسي نمت بهذا
+
+247
+00:19:31,510 --> 00:19:34,510
+الشكل إنه بتشكل انه ك loop
+
+248
+00:19:43,160 --> 00:19:50,000
+تخيلين معايا كيف ولا لا؟
+
+249
+00:19:50,000 --> 00:19:56,140
+تخيلوا
+
+250
+00:19:56,140 --> 00:20:01,480
+معايا الحالة بهذا الشكل طبعا
+
+251
+00:20:01,480 --> 00:20:04,120
+هذه ال goal
+
+252
+00:20:07,890 --> 00:20:12,430
+تمام؟ و قعدت destination يعني و ال initial state
+
+253
+00:20:12,430 --> 00:20:16,770
+أنا وين موجود؟ هنا أو
+
+254
+00:20:16,770 --> 00:20:26,150
+عفوا أنا وين موجود؟ موجود في ..
+
+255
+00:20:26,150 --> 00:20:29,670
+في
+
+256
+00:20:29,670 --> 00:20:38,390
+Iasi، هاي المدينة، هايطبعا إيش في عندي خيار؟ خيار
+
+257
+00:20:38,390 --> 00:20:40,990
+أروح بهذا الاتجاه، جداش ال straight line distance
+
+258
+00:20:40,990 --> 00:20:46,510
+هي و هنا جداش ال straight line distance هي مين
+
+259
+00:20:46,510 --> 00:20:52,110
+الأقصر؟ طبعا هاي طيب، اتحركت لنمت، إيش في عندي
+
+260
+00:20:52,110 --> 00:21:01,800
+خيارات؟ بالظبط، طبعا فبرجع هنابالظبط فبصير انه يا
+
+261
+00:21:01,800 --> 00:21:05,420
+اما بنزل تحت يا اما بروح على نمط بحكي ال straight
+
+262
+00:21:05,420 --> 00:21:12,040
+line distance فبالتالي بدخل في loop تمام ال time
+
+263
+00:21:12,040 --> 00:21:17,280
+complexityP مرفوعة للقوة M و ال P اللي هو
+
+264
+00:21:17,280 --> 00:21:21,560
+branching factor و ال M هي ال maximum depth لل
+
+265
+00:21:21,560 --> 00:21:26,480
+solution طبعا ولكن ال heuristic بيعطيني dramatic
+
+266
+00:21:26,480 --> 00:21:29,800
+improvement من ناحية ال time complexity لأنه فعلا
+
+267
+00:21:29,800 --> 00:21:35,520
+بيعتمد على heuristic و ال space هو P مرفوعة للقوة
+
+268
+00:21:35,520 --> 00:21:39,840
+M طبعا انه بيحتاج انه يخلي كل ال nodes في الذاكرة
+
+269
+00:21:39,840 --> 00:21:45,740
+optimal لأ و السبب في ذلكمش ده optimal يعني ان هو
+
+270
+00:21:45,740 --> 00:21:48,860
+مش دايما انه بيلاقي ال least cost solution ليش؟ شو
+
+271
+00:21:48,860 --> 00:21:49,340
+السبب؟
+
+272
+00:21:55,080 --> 00:21:58,460
+على ال .. على heuristic function بيعتمد على ال
+
+273
+00:21:58,460 --> 00:22:00,580
+heuristic function فبالتالي إذا كانت ال heuristic
+
+274
+00:22:00,580 --> 00:22:04,000
+.. ال heuristic function جديش إنه هي perfect إنه
+
+275
+00:22:04,000 --> 00:22:07,020
+.. و ممكن ما تكونش perfect فبالتالي مدام إنه
+
+276
+00:22:07,020 --> 00:22:09,080
+بيعتمد على ال heuristic function فبالتالي مش دايما
+
+277
+00:22:09,080 --> 00:22:16,540
+إنه بيجدلي ال .. ال .. ال optimal solution طيبنيجي
+
+278
+00:22:16,540 --> 00:22:19,140
+للنوع التاني من ال algorithm اللي هو ال A star
+
+279
+00:22:19,140 --> 00:22:25,100
+يبقى إحنا هنا في ال informed search خلصنا .. فهمنا
+
+280
+00:22:25,100 --> 00:22:29,320
+مفهوم ال heuristic تمام؟ وشوفنا إنه ال greedy best
+
+281
+00:22:29,320 --> 00:22:33,160
+first algorithm إنه علاش بتطلع .. بتطلع على أفضل
+
+282
+00:22:33,160 --> 00:22:37,700
+node أنا بدي أعملها expand باستخدام ال H function
+
+283
+00:22:37,700 --> 00:22:40,960
+ال heuristic function لما بدي أجيز كدهش مقدار هذه
+
+284
+00:22:40,960 --> 00:22:46,010
+ال node desirable فهنا عندي نوع تاني تمام؟النوع
+
+285
+00:22:46,010 --> 00:22:48,430
+التاني اللي هو ال A star algorithm النوع التاني
+
+286
+00:22:48,430 --> 00:22:54,570
+هذا في عنده نظرة لقدام فبالتالي الفكرة طبعته انه
+
+287
+00:22:54,570 --> 00:23:02,290
+بدي اجنب اعمل expand ل path انه هي expensiveبدي
+
+288
+00:23:02,290 --> 00:23:04,930
+أضيف شغلة جديدة فبالتالي هي شغلة انه very
+
+289
+00:23:04,930 --> 00:23:10,070
+important صحيح انه هدي المسافة يعني .. يعني node
+
+290
+00:23:10,070 --> 00:23:12,610
+معينة انه ممكن تكون هي أقرب ال straight line
+
+291
+00:23:12,610 --> 00:23:15,650
+distance لبخارست لكن انه انا اروحلها very
+
+292
+00:23:15,650 --> 00:23:20,130
+expensive تمام؟ انه ممكن تكون على سبيل المثال انه
+
+293
+00:23:20,130 --> 00:23:24,150
+يعني الطريق وعرة او طريق جبلية طالعة زي هيك
+
+294
+00:23:25,690 --> 00:23:28,290
+فبالتالي ال evaluation function بدي أدخل فيها شغل
+
+295
+00:23:28,290 --> 00:23:33,170
+تاني ال Fn ال Fn كانت في ال best first عبارة عن
+
+296
+00:23:33,170 --> 00:23:38,830
+إيش ال H لوحدها أما هنا إيش صار Gn زائد ال Hn ال
+
+297
+00:23:38,830 --> 00:23:44,990
+Gn هي عبارة عن ال cost so far to reach N تمام؟ هي
+
+298
+00:23:44,990 --> 00:23:50,990
+التكلفة لغاية لما أصل لل node N أما ال H هي ال
+
+299
+00:23:50,990 --> 00:23:56,920
+cost من N لل destinationتمام؟ فبالتالي بدي أحسب ال
+
+300
+00:23:56,920 --> 00:24:01,240
+total cost لل goal و ال total cost لل goal اللي هو
+
+301
+00:24:01,240 --> 00:24:07,000
+بيشمل الانتقال ل node معينة N بالإضافة للمسافة من
+
+302
+00:24:07,000 --> 00:24:08,400
+ال node high لل destination
+
+303
+00:24:11,480 --> 00:24:15,720
+يعني بدي أرجع على الخريطة هاي، إيش بدي أدخل في
+
+304
+00:24:15,720 --> 00:24:18,920
+الموضوع؟ احنا كنا ندخل ال straight line distance
+
+305
+00:24:18,920 --> 00:24:21,100
+زي هيك، إيش بدي أدخل في الموضوع؟ ال straight line
+
+306
+00:24:21,100 --> 00:24:25,640
+distance بالإضافة ل ال cost، يعني على سبيل المثال
+
+307
+00:24:25,640 --> 00:24:33,830
+أنا وين موجود؟ موجود في هذه المدينةتمام؟ هاي
+
+308
+00:24:33,830 --> 00:24:38,550
+المدينة انه في عندي خيار ان اعمل expand هنا و اعمل
+
+309
+00:24:38,550 --> 00:24:42,990
+expand هنا صح؟ بدي اطلع على straight line distance
+
+310
+00:24:42,990 --> 00:24:48,350
+لبو خارست هاي هادي و هاي هادي تمام؟ و ايش ازيد
+
+311
+00:24:48,350 --> 00:24:54,330
+عليها؟ قداش تكلفة الانتقال من ال initial state
+
+312
+00:24:54,330 --> 00:24:59,070
+لهاي المدن اللي هو هادي 111 و 118 مش انا حكيت ان
+
+313
+00:24:59,070 --> 00:25:03,000
+انا ممكن انتقل هيك او هيكحسبنا الـ straight line
+
+314
+00:25:03,000 --> 00:25:06,960
+distance، أيش بدي أضيف عليها؟ الـ 111 والـ 118،
+
+315
+00:25:06,960 --> 00:25:12,220
+لكل حالة طبعا، بشكل منفصل فبالتالي
+
+316
+00:25:12,220 --> 00:25:17,240
+هنا، بدي أصبح عندي عبارة عن مجموع شغلتين، اللي هو
+
+317
+00:25:17,240 --> 00:25:21,220
+الـ G والـ H، الـ H أحنا عرفناها straight line
+
+318
+00:25:21,220 --> 00:25:28,400
+distance يبقى هنا أنا موجود في أراد، تمام؟ كدهش
+
+319
+00:25:28,400 --> 00:25:33,640
+التكلفة لانتقال لأراد؟ Zeroزائد ال straight line
+
+320
+00:25:33,640 --> 00:25:44,040
+distance 366 بعد هيك نيجي هذه ال F وهذه ال 140
+
+321
+00:25:44,040 --> 00:25:48,280
+اللي هو تكلفة الانتقال من أراضي ل سي بوي اللي هي
+
+322
+00:25:48,280 --> 00:25:56,540
+ال G وهذه ال H ال straight line distance 253 329
+
+323
+00:25:56,540 --> 00:26:08,080
+وهنا نفس الشيء هذه Fهذه G وهذه H FGH
+
+324
+00:26:08,080 --> 00:26:19,120
+طبعا زائد هنا اذا زائد عفوا تساوي I زائد كده يطلع
+
+325
+00:26:19,120 --> 00:26:23,800
+لعندي ال total 300تلاتة وتسعين اربعمية وتسعة
+
+326
+00:26:23,800 --> 00:26:28,260
+واربعين اربعمية وتسعة واربعين هاي الأفضل صح بناء
+
+327
+00:26:28,260 --> 00:26:37,400
+على الشغلتين بنعملها expand بعديها ايش بنسوي بنحسب
+
+328
+00:26:37,400 --> 00:26:42,560
+هاي عبارة عن ال G اللي هو التكلفة لانتقال من سيبوي
+
+329
+00:26:42,560 --> 00:26:50,160
+لأراضي متين و تمانينوهذه من سي بوي لفرجاس من 239
+
+330
+00:26:50,160 --> 00:26:57,240
+وهذه 291 وهذه 220 بنضيف عليهم ال straight line
+
+331
+00:26:57,240 --> 00:26:59,700
+distance straight line distance straight line
+
+332
+00:26:59,700 --> 00:27:10,500
+distance بتلعنى عندي الناتج 646 415 671 413 415
+
+333
+00:27:10,500 --> 00:27:11,480
+ولا 413
+
+334
+00:27:13,900 --> 00:27:17,880
+415 مع انه في best first ايش اخترت انا اخترت هاي
+
+335
+00:27:17,880 --> 00:27:21,280
+فاكرين؟ هنشوف هال gate في ال slide فبالتالي هنا مع
+
+336
+00:27:21,280 --> 00:27:24,740
+ال A star تطلع ان عندي هاي افضل ليش؟ لأنه في عنده
+
+337
+00:27:24,740 --> 00:27:29,940
+نظرة لقدام انههذه التكلفة تبعتها أقلش لأنه التكلفة
+
+338
+00:27:29,940 --> 00:27:35,500
+لإن أنا أروح لفرجاس أكتر بكتير من إن أنا أروح لهذه
+
+339
+00:27:35,500 --> 00:27:41,420
+المدينة ومنها أروح لبخارست فاربعمية تلتاش منها
+
+340
+00:27:41,420 --> 00:27:47,540
+بروح على تلت خيارات هدول التلت مدن خمسمية وستة
+
+341
+00:27:47,540 --> 00:27:52,060
+وعشرين ولا اربعمية وسبعتاش ولا خمسميةوتلاتة
+
+342
+00:27:52,060 --> 00:28:02,740
+واربعين طبعا سبعمية واربعتاش بتستي تمام و
+
+343
+00:28:02,740 --> 00:28:08,500
+بعديها خي انا عندى بصل لبخرست يعني انا من بتستي
+
+344
+00:28:08,500 --> 00:28:15,260
+ممكن اروح لبخرست اربعمية و تمانتاش كروفيا و هاي
+
+345
+00:28:15,260 --> 00:28:19,000
+المدينة فبالتالي هاي ال goal تبعى كدهش وصلنا له
+
+346
+00:28:19,000 --> 00:28:26,650
+باستخدام ال A star418 لكن باستخدام يعني هذا الكلام
+
+347
+00:28:26,650 --> 00:28:36,510
+هذا المسار زي هيك هذا بال a star طبعا
+
+348
+00:28:36,510 --> 00:28:45,270
+اما هذا المسار زي هيك هذا ال best first جداش
+
+349
+00:28:45,270 --> 00:28:50,220
+التكلفات تبعته 450يعني بيبقى مين أفضل مين أقل
+
+350
+00:28:50,220 --> 00:28:54,600
+تكلفة أكيد ال A star عنده نظرة يعني بتطلع لجدام
+
+351
+00:28:54,600 --> 00:28:58,720
+أما ال greedy algorithm أو ال best فاشت algorithm
+
+352
+00:28:58,720 --> 00:29:03,440
+اتطلع أنه بين هدول المدن أنه اكتشف أنه هاي أفضل مع
+
+353
+00:29:03,440 --> 00:29:10,140
+أنه ممكن يكون في عندي حل تاني هو الأفضل طيب
+
+354
+00:29:10,140 --> 00:29:13,980
+شوف
+
+355
+00:29:13,980 --> 00:29:17,820
+الخصائص تبعته complete yes
+
+356
+00:29:18,760 --> 00:29:24,360
+طبعا الا اذا في حالة خاصة انه فينا عندي infinite
+
+357
+00:29:24,360 --> 00:29:30,620
+nodes ال time exponential طبعا و ال space بيحتاج
+
+358
+00:29:30,620 --> 00:29:34,900
+كل ال stays في الداكرة طبعا optimal دايما بوجد
+
+359
+00:29:34,900 --> 00:29:42,100
+افضل حل في حال كان ال nodes finite طبعا
+
+360
+00:29:42,100 --> 00:29:49,660
+يبقى هنا احنا شوفنا فياللي هي في .. في .. في ال
+
+361
+00:29:49,660 --> 00:29:56,420
+informed search شوفنا خوارزميتين تمام اللي هي ال A
+
+362
+00:29:56,420 --> 00:30:02,520
+star و ال best first تمام و التانين بيعتمدوا على
+
+363
+00:30:02,520 --> 00:30:05,600
+مفهوم ال heuristic بس تفاصيل ال heuristic بتختلف
+
+364
+00:30:05,600 --> 00:30:09,900
+من algorithm ل algorithm تانية فال best first
+
+365
+00:30:09,900 --> 00:30:14,780
+علشان بيعتمد على ال Hheuristic function فقط طبعا
+
+366
+00:30:14,780 --> 00:30:18,960
+اما ال a star بيعتمد على heuristic function ال h
+
+367
+00:30:18,960 --> 00:30:23,460
+وال g بالظبط
+
+368
+00:30:23,460 --> 00:30:30,810
+في كلا الحالتين ال heuristic اكيد بشكلدراماتيكي
+
+369
+00:30:30,810 --> 00:30:34,490
+بيعمل reduce لل search cost أفضل من كل ال search
+
+370
+00:30:34,490 --> 00:30:37,630
+algorithms اللي احنا أخدناها سابقا اللي هي ال
+
+371
+00:30:37,630 --> 00:30:41,390
+uninformed أو ال blind search strategies كلها أفضل
+
+372
+00:30:41,390 --> 00:30:45,090
+منها تمام و من ناحية ال optimality ان هو complete
+
+373
+00:30:45,090 --> 00:30:49,790
+و optimal و هو الأفضل ان انا ممكن ان انا استخدمه
+
+374
+00:30:49,790 --> 00:30:57,980
+تمام هيك بنكون احنا خلصنا البالظبط الاستراتيجية
+
+375
+00:30:57,980 --> 00:31:03,520
+التانية بدي ارجع اذكر ان احنا المحاضرة
+
+376
+00:31:03,520 --> 00:31:05,960
+الجاية ان شاء الله بدنا نتعرض لل adversarial
+
+377
+00:31:05,960 --> 00:31:10,360
+search او ال minimax algorithm فى حد عنده سؤال
+
+378
+00:31:10,360 --> 00:31:11,700
+يعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..b09b94d3b67bd9bdca9e6fed5570be65ec24a274
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.json
@@ -0,0 +1 @@
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1470.0, "text": "يعني بدي أرجع على الخريطة هاي، إيش بدي أدخل في الموضوع؟ احنا كنا ندخل ال straight line distance زي هيك، إيش بدي أدخل في الموضوع؟ ال straight line distance بالإضافة ل ال cost، يعني على سبيل المثال أنا وين موجود؟ موجود في هذه المدينة", "tokens": [40228, 22653, 4724, 16254, 5551, 47341, 3615, 15844, 33962, 16572, 9566, 3660, 8032, 47302, 12399, 11933, 1829, 8592, 4724, 16254, 5551, 3215, 9778, 1211, 8978, 9673, 2407, 11242, 45367, 22807, 1975, 5016, 8315, 9122, 8315, 8717, 3215, 9778, 1211, 2423, 2997, 1622, 4560, 30767, 1829, 39896, 4117, 12399, 11933, 1829, 8592, 4724, 16254, 5551, 3215, 9778, 1211, 8978, 9673, 2407, 11242, 45367, 22807, 2423, 2997, 1622, 4560, 20666, 28814, 11242, 31845, 3660, 5296, 2423, 2063, 12399, 37495, 22653, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 41850, 4032, 9957, 3714, 29245, 23328, 22807, 3714, 29245, 23328, 8978, 29538, 9673, 3215, 9957, 3660], "avg_logprob": -0.10684742552100443, "compression_ratio": 1.9035532994923858, 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تكلفة الانتقال من ال initial state لهاي المدن اللي هو هادي 111 و 118 مش انا حكيت ان انا ممكن انتقل هيك او هيك", "tokens": [39237, 10943, 22807, 8032, 47302, 9673, 3215, 9957, 3660, 16472, 3224, 8978, 18871, 16254, 16490, 1829, 9640, 16472, 1975, 25957, 1211, 5268, 34105, 4032, 1975, 25957, 1211, 5268, 34105, 20328, 5016, 22807, 4724, 16254, 1975, 9566, 1211, 3615, 15844, 2997, 1622, 4560, 5296, 3555, 2407, 16490, 9640, 14851, 8032, 47302, 8032, 995, 16254, 4032, 8032, 47302, 8032, 995, 16254, 46811, 10943, 22807, 4032, 1975, 1829, 8592, 1975, 11622, 25708, 25894, 11296, 22807, 12174, 3215, 33599, 6055, 28820, 5172, 3660, 2423, 7649, 2655, 4587, 6027, 9154, 2423, 5883, 1785, 5296, 11296, 1829, 9673, 3215, 1863, 13672, 1829, 31439, 8032, 995, 16254, 2975, 16, 4032, 2975, 23, 37893, 1975, 8315, 11331, 4117, 36081, 16472, 1975, 8315, 3714, 43020, 16472, 2655, 4587, 1211, 39896, 4117, 1975, 2407, 39896, 4117], "avg_logprob": -0.19106790892721162, "compression_ratio": 1.8152610441767068, 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star عنده نظرة يعني بتطلع لجدام أما ال greedy algorithm أو ال best فاشت algorithm اتطلع أنه بين هدول المدن أنه اكتشف أنه هاي أفضل مع أنه ممكن يكون في عندي حل تاني هو الأفضل طيب شوف الخصائص تبعته complete yes", "tokens": [40228, 22653, 4724, 1829, 3555, 4587, 7578, 3714, 9957, 5551, 5172, 11242, 1211, 3714, 9957, 5551, 4587, 1211, 6055, 28820, 5172, 3660, 5551, 4117, 25708, 2423, 316, 3543, 43242, 3224, 8717, 19913, 25720, 37495, 22653, 39894, 9566, 1211, 3615, 5296, 7435, 3215, 10943, 5551, 15042, 2423, 28228, 9284, 34051, 2423, 1151, 6156, 33599, 2655, 9284, 1975, 2655, 9566, 1211, 3615, 14739, 3224, 49374, 8032, 3215, 12610, 9673, 3215, 1863, 14739, 3224, 1975, 4117, 2655, 8592, 5172, 14739, 3224, 8032, 47302, 5551, 5172, 11242, 1211, 20449, 14739, 3224, 3714, 43020, 7251, 30544, 8978, 18871, 16254, 11331, 1211, 6055, 7649, 1829, 31439, 16247, 5172, 11242, 1211, 23032, 1829, 3555, 13412, 38688, 33962, 9381, 16373, 9381, 6055, 3555, 34268, 3224, 3566, 2086], "avg_logprob": 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"probability": 0.460205078125}, {"start": 1777.5, "end": 1777.7, "word": " ال", "probability": 0.93310546875}, {"start": 1777.7, "end": 1777.98, "word": " nodes", "probability": 0.9541015625}, {"start": 1777.98, "end": 1778.6, "word": " finite", "probability": 0.98486328125}, {"start": 1778.6, "end": 1782.1, "word": " طبعا", "probability": 0.955322265625}, {"start": 1782.1, "end": 1783.42, "word": " يبقى", "probability": 0.53057861328125}, {"start": 1783.42, "end": 1783.62, "word": " هنا", "probability": 0.97998046875}, {"start": 1783.62, "end": 1784.0, "word": " احنا", "probability": 0.9796549479166666}, {"start": 1784.0, "end": 1784.72, "word": " شوفنا", "probability": 0.8916015625}, {"start": 1784.72, "end": 1785.8, "word": " في", "probability": 0.978515625}], "temperature": 1.0}, {"id": 74, "seek": 181204, "start": 1787.58, "end": 1812.04, "text": "اللي هي في .. في .. في ال informed search شوفنا خوارزميتين تمام اللي هي ال A star و ال best first تمام و التانين بيعتمدوا على مفهوم ال 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1842.51, "word": " تمام", "probability": 0.848388671875}, {"start": 1842.51, "end": 1842.89, "word": " و", "probability": 0.75}, {"start": 1842.89, "end": 1842.99, "word": " من", "probability": 0.53955078125}, {"start": 1842.99, "end": 1843.35, "word": " ناحية", "probability": 0.9879557291666666}, {"start": 1843.35, "end": 1843.49, "word": " ال", "probability": 0.986328125}, {"start": 1843.49, "end": 1844.05, "word": " optimality", "probability": 0.8779296875}, {"start": 1844.05, "end": 1844.31, "word": " ان", "probability": 0.2763671875}, {"start": 1844.31, "end": 1844.53, "word": " هو", "probability": 0.6669921875}, {"start": 1844.53, "end": 1845.09, "word": " complete", "probability": 0.9287109375}, {"start": 1845.09, "end": 1845.23, "word": " و", "probability": 0.9638671875}, {"start": 1845.23, "end": 1845.65, "word": " optimal", "probability": 0.9345703125}, {"start": 1845.65, "end": 1846.07, "word": " و", "probability": 0.406494140625}, {"start": 1846.07, "end": 1846.29, "word": " هو", "probability": 0.99072265625}, {"start": 1846.29, "end": 1847.03, "word": " الأفضل", "probability": 0.987548828125}, {"start": 1847.03, "end": 1847.23, "word": " ان", "probability": 0.69775390625}, {"start": 1847.23, "end": 1847.41, "word": " انا", "probability": 0.801025390625}, {"start": 1847.41, "end": 1847.75, "word": " ممكن", "probability": 0.9580078125}, {"start": 1847.75, "end": 1848.05, "word": " ان", "probability": 0.736328125}, {"start": 1848.05, "end": 1848.39, "word": " انا", "probability": 0.873291015625}, {"start": 1848.39, "end": 1849.79, "word": " استخدمه", "probability": 0.9384765625}, {"start": 1849.79, "end": 1850.75, "word": " تمام", "probability": 0.918701171875}, {"start": 1850.75, "end": 1852.91, "word": " هيك", "probability": 0.644775390625}, {"start": 1852.91, "end": 1853.23, "word": " بنكون", "probability": 0.92333984375}, {"start": 1853.23, "end": 1853.47, "word": " احنا", "probability": 0.9430338541666666}, {"start": 1853.47, "end": 1854.11, "word": " 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"end": 1864.24, "word": " الله", "probability": 0.94921875}, {"start": 1864.24, "end": 1864.62, "word": " بدنا", "probability": 0.792236328125}, {"start": 1864.62, "end": 1865.16, "word": " نتعرض", "probability": 0.9881591796875}, {"start": 1865.16, "end": 1865.34, "word": " لل", "probability": 0.712890625}, {"start": 1865.34, "end": 1865.96, "word": " adversarial", "probability": 0.74462890625}, {"start": 1865.96, "end": 1866.42, "word": " search", "probability": 0.98681640625}, {"start": 1866.42, "end": 1866.62, "word": " او", "probability": 0.7330322265625}, {"start": 1866.62, "end": 1866.72, "word": " ال", "probability": 0.888671875}, {"start": 1866.72, "end": 1867.3, "word": " minimax", "probability": 0.56451416015625}, {"start": 1867.3, "end": 1868.12, "word": " algorithm", "probability": 0.95166015625}, {"start": 1868.12, "end": 1869.24, "word": " فى", "probability": 0.6317138671875}, {"start": 1869.24, "end": 1869.46, "word": " حد", "probability": 0.70556640625}, {"start": 1869.46, "end": 1869.86, "word": " عنده", "probability": 0.984130859375}, {"start": 1869.86, "end": 1870.36, "word": " سؤال", "probability": 0.9964192708333334}, {"start": 1870.36, "end": 1871.7, "word": " يعطيكم", "probability": 0.76971435546875}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 1872.1320625, "duration_after_vad": 1782.2206249999965}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..d97f9cb68e322ac0f3fff4bcd5f1d6fa3bde5fa1
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/dIk6u3Fdm3g_raw.srt
@@ -0,0 +1,1512 @@
+1
+00:00:04,910 --> 00:00:07,670
+بسم الله الرحمن الرحيم الصباح الخير اليوم ان شاء
+
+2
+00:00:07,670 --> 00:00:11,250
+الله بدنا نبدأ في .. في النوع التاني من
+
+3
+00:00:11,250 --> 00:00:14,370
+استراتيجيات البحث طبعا هذا ال .. هذا ال .. هذا
+
+4
+00:00:14,370 --> 00:00:17,650
+الموضوع موجود في الكتاب في .. في الباب الرابع من
+
+5
+00:00:17,650 --> 00:00:21,570
+كتاب Russell O. Novring Artificial Intelligence
+
+6
+00:00:21,570 --> 00:00:28,790
+Modern Approach طبعا احنا هنحكي في هذا ال .. الباب
+
+7
+00:00:28,790 --> 00:00:33,170
+على ال best first search و ال A star ومفهوم له ..
+
+8
+00:00:33,170 --> 00:00:39,830
+له heuristicطيب في الحقيقة احنا أنا حابب انه في
+
+9
+00:00:39,830 --> 00:00:46,330
+البداية انه احنا يعني نستجمع الصورة الكبيرة في
+
+10
+00:00:46,330 --> 00:00:49,330
+استراتيجيات البحث احنا يعني ذكرنا انه في عندنا
+
+11
+00:00:49,330 --> 00:00:53,670
+استراتيجيات البحث فينا عندي تلت أنواع في عندي
+
+12
+00:00:53,670 --> 00:00:58,270
+النوع الأول uninformed search أو blind search انه
+
+13
+00:00:58,270 --> 00:01:01,030
+حكينا ان هو التعريف تبعه ان هو فقط بيتطلع على
+
+14
+00:01:01,030 --> 00:01:04,050
+المعلومات الموجودة في ال problem definitionو في
+
+15
+00:01:04,050 --> 00:01:06,850
+منه high ال strategies اللي احنا درسناها في
+
+16
+00:01:06,850 --> 00:01:10,870
+المحاضرة الماضية و في عندي النوع التاني اللي هو ال
+
+17
+00:01:10,870 --> 00:01:14,550
+informed search اللي هو بيعتمد على ال heuristics
+
+18
+00:01:14,550 --> 00:01:19,370
+في منه two algorithms اللي هو ال best first search
+
+19
+00:01:19,370 --> 00:01:26,950
+و ال A star strategy و بعدين في عندي النوع التالت
+
+20
+00:01:26,950 --> 00:01:29,430
+من الاستراتيجيات اللي هو ال adversarial search
+
+21
+00:01:29,430 --> 00:01:34,220
+اللي بيعتمد علىال minmax algorithm أو انه فيه يعني
+
+22
+00:01:34,220 --> 00:01:38,560
+هندرس فيه ال minmax algorithm تمام؟ خلّينا نركز في
+
+23
+00:01:38,560 --> 00:01:42,120
+هذا الموضوع على .. على ال informed search زي ما
+
+24
+00:01:42,120 --> 00:01:46,440
+ذكرنا و نرجع لل outline هنحكي فيه عن ال .. ال best
+
+25
+00:01:46,440 --> 00:01:50,380
+first search و ال a star heuristic و ال a star
+
+26
+00:01:50,380 --> 00:01:55,810
+search و ال heuristicsطيب عشان انه برضه احنا يعني
+
+27
+00:01:55,810 --> 00:01:59,810
+نسترجع ال big picture انه احنا وين موجودين وين
+
+28
+00:01:59,810 --> 00:02:02,310
+ممكن اطبق هذه ال استراتيجيات ممكن اطبق هذه
+
+29
+00:02:02,310 --> 00:02:06,550
+الاستراتيجيات في .. في .. في هذه البيئة اللي هو زي
+
+30
+00:02:06,550 --> 00:02:09,090
+ما اتفقنا احنا fully observable, deterministic,
+
+31
+00:02:09,230 --> 00:02:13,570
+sequential, discrete برضه هنا ممكن اطبق هنا
+
+32
+00:02:13,570 --> 00:02:17,110
+planning, heuristic ال .. ال planning بالإضافة ال
+
+33
+00:02:17,110 --> 00:02:21,690
+heuristic searchفهذه هي مواصفات البيئة أو خصائص
+
+34
+00:02:21,690 --> 00:02:26,890
+البيئة اللي احنا بنشتغل فيها طبعا؟ طيب عشان احنا
+
+35
+00:02:26,890 --> 00:02:35,490
+نرجع نسترجع ايش هو literature هذا
+
+36
+00:02:35,490 --> 00:02:39,130
+كلام احنا درسناه سابقا ولكن انه للمراجعة للتذكير
+
+37
+00:02:39,130 --> 00:02:42,010
+عشان انه احنا نعرفشه معناه ال order of notes
+
+38
+00:02:42,010 --> 00:02:47,030
+الاستراتيجية هي متعلقة بالـ search strategy is
+
+39
+00:02:47,030 --> 00:02:49,750
+defined by picking the order of node expansion
+
+40
+00:02:49,750 --> 00:02:53,490
+تمام؟ و هى شوفنا ال algorithm أنه أنا عندى ..
+
+41
+00:02:53,490 --> 00:02:57,650
+بعطيله ال problem بالإضافة لل strategy تمام؟ و هنا
+
+42
+00:02:57,650 --> 00:03:00,930
+فينا عندي loop بشكل مستمر إذا مافيش عندي candidate
+
+43
+00:03:00,930 --> 00:03:05,530
+nodes لل expansion معناه ذلك أنه عمل expand لكل ال
+
+44
+00:03:05,530 --> 00:03:10,720
+nodes و مالجعش حلطبعا إذا الشرط هذا ماتحققش هينفذ
+
+45
+00:03:10,720 --> 00:03:15,620
+هذا الكلام هذول التلات جمل انه بختار leave node ل
+
+46
+00:03:15,620 --> 00:03:19,440
+ال expansion طبعا هذا الكلام حسب استراتيجية معينة
+
+47
+00:03:19,440 --> 00:03:23,000
+وفق ال استراتيجيات اللي احنا سردناها كلها تمام إذا
+
+48
+00:03:23,000 --> 00:03:26,140
+ال node بتحتوي على ال goal state بروح برجع ال
+
+49
+00:03:26,140 --> 00:03:30,040
+corresponding solution إذا هي مش ال goal state
+
+50
+00:03:30,040 --> 00:03:36,230
+else بروح بعمل expand ل nodeتمام و بضيف ال result
+
+51
+00:03:36,230 --> 00:03:39,110
+لل search tree انه ال pentagon عندى sub tree
+
+52
+00:03:39,110 --> 00:03:44,670
+فبالتالي هنا احنا بنركز على هذه الجملة انه بختار
+
+53
+00:03:44,670 --> 00:03:47,810
+node ال expansion حسب ال strategy و اللي هيتغير
+
+54
+00:03:47,810 --> 00:03:50,810
+معايا في الموضوع هنا هو نفس ال algorithm انا ممكن
+
+55
+00:03:50,810 --> 00:03:55,050
+استخدمه ولكن اختيار ال node هو اللي هيفرج معايا و
+
+56
+00:03:55,050 --> 00:04:00,310
+هيكون انه حسب ال strategy يبقى هنا which nodes to
+
+57
+00:04:00,310 --> 00:04:07,170
+check firstطيب نيجي الأن لمفهوم linguistics أو
+
+58
+00:04:07,170 --> 00:04:12,970
+knowledge طبعا في كتاب اسمه human problem solving
+
+59
+00:04:12,970 --> 00:04:21,210
+لسايمون و نويل سنة 1972 كان بيحكي فيه عن فكرة
+
+60
+00:04:21,210 --> 00:04:24,230
+linguistics أو مفهوم linguistics إيش هو مفهوم
+
+61
+00:04:24,230 --> 00:04:29,900
+linguistics؟إنه هو فعليا مرتبط بالذكاء يعني لما
+
+62
+00:04:29,900 --> 00:04:37,580
+يكون في ذكاء عند شخص معين طبعا باستخدام ال
+
+63
+00:04:37,580 --> 00:04:40,980
+heuristics ال heuristics معناها أنه ممكن ترجمها
+
+64
+00:04:40,980 --> 00:04:48,560
+أنه هي الحدث أو طريق التفكيرأو استنتاج أو استدراك
+
+65
+00:04:48,560 --> 00:04:55,500
+استدلال يعني، تمام؟ فبالتالي أنه أو فتنة فبالتالي
+
+66
+00:04:55,500 --> 00:05:01,500
+كل هذه المرادفات هي لل heuristics فبالتالي
+
+67
+00:05:01,500 --> 00:05:05,760
+ممكن أنه يستخدم هذه ال heuristics عشان يوجد ال
+
+68
+00:05:05,760 --> 00:05:13,370
+promising state fast عشان يوجد ال states اللييعني
+
+69
+00:05:13,370 --> 00:05:17,810
+شكلها أنه هي ممكن أنه هي تجربني للحل بشكل أفضل،
+
+70
+00:05:17,810 --> 00:05:26,930
+تمام؟ يعني بدل
+
+71
+00:05:26,930 --> 00:05:34,450
+ما أنا أعتمد على algorithm
+
+72
+00:05:34,450 --> 00:05:40,570
+معين سواء pre-death أو death، تمام؟ليش .. ليش ..
+
+73
+00:05:40,570 --> 00:05:43,410
+ليش .. ليش أنا أطلع على ال nodes و ألاقي أن ال
+
+74
+00:05:43,410 --> 00:05:50,130
+nodes هذه مين هي أفضل واحدة فيهم واضح؟
+
+75
+00:05:50,130 --> 00:06:01,810
+يعني في .. في خوارزمية ال .. ال depth first أو
+
+76
+00:06:01,810 --> 00:06:05,810
+ال breadth first أنه بعمل expand هذا ال root node
+
+77
+00:06:05,810 --> 00:06:11,860
+بعمل expandلكل ال nodes في هذا المستوى بس يخلص
+
+78
+00:06:11,860 --> 00:06:17,680
+بروح بنتقل للمستوى اللي بعده بس يخلص فبالتالي هو
+
+79
+00:06:17,680 --> 00:06:21,200
+يعني بيشتغل uninformed معنا ذلك ان هو خلاص بيشتغل
+
+80
+00:06:21,200 --> 00:06:24,300
+بالقالية هذه مافيش عنده قالية تانية هذا بالنسبة لل
+
+81
+00:06:24,300 --> 00:06:27,360
+breadth أما ال depth كيف بيشتغل انه بيشتغل على
+
+82
+00:06:27,360 --> 00:06:31,080
+العمق طب انا لو اطلحت السؤال طب انا بدل ما انا
+
+83
+00:06:31,080 --> 00:06:34,780
+اشتغل سواء ان انا بشتغل بالعمق او بشتغل بشكل عرضي
+
+84
+00:06:34,780 --> 00:06:39,310
+ليش ما اطلع على كل nodeباستخدام ال heuristic و
+
+85
+00:06:39,310 --> 00:06:42,810
+اقول انه اه والله هذه افضل من هاي و من هاي
+
+86
+00:06:46,480 --> 00:06:51,060
+كيف؟ بظبط .. بظبط فهذا هو مفهوم ال .. ال informed
+
+87
+00:06:51,060 --> 00:06:53,340
+search strategy أو المفهوم ال heuristic أنه أنا
+
+88
+00:06:53,340 --> 00:06:57,580
+بدي أشغل مخي و أقرر أنه مين أفضل هاي ولا هاي ولا
+
+89
+00:06:57,580 --> 00:07:01,720
+هاي طبعا هذا الكلام بيعتمد على الحدث أو على الفتنة
+
+90
+00:07:01,720 --> 00:07:04,940
+أو على الذكاء فعشان هيك أنه هاي .. هاي معنات ال
+
+91
+00:07:04,940 --> 00:07:08,600
+heuristics طبعا فهذا هو المفهوم
+
+92
+00:07:13,580 --> 00:07:19,820
+نجي نشوف أول algorithm اللي هو ال best ال
+
+93
+00:07:19,820 --> 00:07:24,880
+best first search طبعا الفكرة في الموضوع أنه أنا
+
+94
+00:07:24,880 --> 00:07:27,840
+عشان أقرر أنه والله هذه ال node أفضل أو هذه ال
+
+95
+00:07:27,840 --> 00:07:30,300
+node أفضل أو هذه ال node أفضل شو بحتاج ل
+
+96
+00:07:30,300 --> 00:07:34,120
+evaluation function دالة بتديني لكل node score
+
+97
+00:07:34,120 --> 00:07:40,610
+معين طبعا هذه الدالةشو بتعمل estimation؟ بتعمل
+
+98
+00:07:40,610 --> 00:07:44,090
+estimation لـ desirability أنه كدهش ال node هذه
+
+99
+00:07:44,090 --> 00:07:48,290
+مرغوبة أو أنها مفضلة أنها بتقدني لاتجاه الحل
+
+100
+00:07:48,290 --> 00:07:55,750
+المطلوب طبعا ال implementation يعني لو بدي أعمل
+
+101
+00:07:55,750 --> 00:08:01,090
+implementation لهذه الشغل برمجيا كيف ممكن أسويها؟
+
+102
+00:08:01,090 --> 00:08:03,510
+بروح بعمل estimation لكل ال nodes يعني أنا عندي
+
+103
+00:08:03,510 --> 00:08:04,630
+هنا بهذا الشكل
+
+104
+00:08:07,940 --> 00:08:16,360
+عندى هى ال root node تمام هدى حكيت خمستعش هدى سبعة
+
+105
+00:08:16,360 --> 00:08:19,780
+و عشرين وهدى اتنين و تلاتين
+
+106
+00:08:22,380 --> 00:08:24,840
+شو معناته هذا الكلام انه انا في ال implementation
+
+107
+00:08:24,840 --> 00:08:28,400
+بدي بروح ب .. بروح انا بحطها في .. يعني بروح برتب
+
+108
+00:08:28,400 --> 00:08:33,640
+ال note حسب ال score انا في عندى هنا n واحد تمام؟
+
+109
+00:08:33,640 --> 00:08:39,850
+و هنا على سبيل المثال n اتنين و هنا n تلاتةفأروح
+
+110
+00:08:39,850 --> 00:08:43,750
+بعمل sort لل notes هذه حسب ال value هذه بالظبط
+
+111
+00:08:43,750 --> 00:08:46,830
+فبالتالي بيكون أنا عندي N تلاتة في البداية بعدها N
+
+112
+00:08:46,830 --> 00:08:50,970
+اتنين بعدها بيكون في عندي N واحد فبالتالي بعمل
+
+113
+00:08:50,970 --> 00:08:56,950
+expand لهذه بهذا الشكل تمام؟ هنا ليش؟ لأنه لها
+
+114
+00:08:56,950 --> 00:09:00,820
+score أعلىمرات بتكون الـ desirability أنه تكون ال
+
+115
+00:09:00,820 --> 00:09:04,720
+value أقل فبتكون أنه حسب فهي الفكرة في الموضوع أنه
+
+116
+00:09:04,720 --> 00:09:07,640
+ال implementation بيكون عبارة يعني سهل جدا أنه
+
+117
+00:09:07,640 --> 00:09:11,020
+مجرد أنه أرتب ال node حسب ال score تبعها فبالتالي
+
+118
+00:09:11,020 --> 00:09:15,820
+بعمل expand لل node اللي موجودة في ال front طبعا
+
+119
+00:09:15,820 --> 00:09:18,780
+هنا في 9D special case اللي هو ال greedy best
+
+120
+00:09:18,780 --> 00:09:19,900
+search
+
+121
+00:09:22,240 --> 00:09:25,340
+مفهوم ال greedy algorithm اعتقد ان انتوا درستوه في
+
+122
+00:09:25,340 --> 00:09:28,900
+مادة ال algorithms او ال data structure شو مفهوم
+
+123
+00:09:28,900 --> 00:09:37,820
+ال greedy algorithms يعني
+
+124
+00:09:37,820 --> 00:09:40,500
+في ال best first انا فيه عندي نوعين، فيه عندي ال
+
+125
+00:09:40,500 --> 00:09:43,440
+greedy algorithm و ال A starإيش مفهوم الـ greedy
+
+126
+00:09:43,440 --> 00:09:45,940
+algorithms؟ مفهوم الـ greedy algorithms إن هي
+
+127
+00:09:45,940 --> 00:09:52,640
+فعليا بتتطلع على .. على .. على ال optimal solution
+
+128
+00:09:52,640 --> 00:09:59,280
+ولكن على المدى القصير، تمام؟ في المقابل الـ non
+
+129
+00:09:59,280 --> 00:10:02,480
+-greedy algorithms إن هي بتتطلع على الحل على المدى
+
+130
+00:10:02,480 --> 00:10:06,540
+البعيد، يعني على سبيل المثال قد يكون إنه مرة تانية
+
+131
+00:10:06,540 --> 00:10:13,360
+هذه ال nodeالظاهر إنه هي الأفضل في المرحلة هذه بس
+
+132
+00:10:13,360 --> 00:10:17,240
+بعد هيك ممكن أنا لو عملت expand لل node إنه يجيني
+
+133
+00:10:17,240 --> 00:10:21,320
+لأ والله هذه صحيح إنه هي أقل واحدة بس فيما بعد راح
+
+134
+00:10:21,320 --> 00:10:25,640
+يتحسن الوضع فال greedy search هو زي كأنه طمأة أنه
+
+135
+00:10:25,640 --> 00:10:29,490
+بتطلع على الشغل اللي موجودة بين إيديهتمام؟ أو
+
+136
+00:10:29,490 --> 00:10:32,890
+بتطلع بين رجليه أنه هو بتطلعش لقدام أنه أيش الأفضل
+
+137
+00:10:32,890 --> 00:10:37,270
+لقدام صحيح أنه هذه قيمتها أقل أو أكتر عفوا في ..
+
+138
+00:10:37,270 --> 00:10:40,210
+في .. في هذه المرحلة بس بعد هيك ممكن يكون الوضع
+
+139
+00:10:40,210 --> 00:10:43,830
+عنده أسوأ فيما بعد في المقابل أنه هذه ممكن تكون
+
+140
+00:10:43,830 --> 00:10:49,590
+القيمة تبعتها أعلى عفوا أقل و تأديلي لحال أفضل
+
+141
+00:10:49,590 --> 00:10:53,110
+فيما بعد فهذه مفهوم ال greedy algorithm ال greedy
+
+142
+00:10:53,110 --> 00:10:55,430
+algorithm خلاص بتطلع على المرحلة هذه و بعمل
+
+143
+00:10:55,430 --> 00:11:00,190
+expansion على هذا الأساسطبعا بمعنى اخر بتدور على
+
+144
+00:11:00,190 --> 00:11:03,930
+ال local optimum ال local optimum انه مرحليا مش
+
+145
+00:11:03,930 --> 00:11:10,370
+انه بتطلع على خطوات فيما بعد طيب نيجي نطبق هذا
+
+146
+00:11:10,370 --> 00:11:15,230
+الكلام نطبق هذا الكلام على خريطة رومانيا طبعا
+
+147
+00:11:15,230 --> 00:11:18,150
+خريطة رومانيا زي ما انتوا شايفين ان انا في عندي
+
+148
+00:11:18,150 --> 00:11:25,650
+المدن زي هيك تمام و عندي ال cost بين كل مدينة و
+
+149
+00:11:25,650 --> 00:11:30,250
+مدينةبدي أضيف حاجة جديدة اسمها straight line
+
+150
+00:11:30,250 --> 00:11:34,070
+distance to Bucharest شو هو مفهوم ال straight line
+
+151
+00:11:34,070 --> 00:11:40,190
+distance؟ هاي Bucharest تمام؟
+
+152
+00:11:40,190 --> 00:11:42,830
+يعني على سبيل مثال أنه نمت ال straight line
+
+153
+00:11:42,830 --> 00:11:49,730
+distance هي زي هيك، بيه هذا الشكل تمي سورة أنه هاي
+
+154
+00:11:49,730 --> 00:11:53,730
+ال straight line distance، بيه هذا الشكلمع إنه أنا
+
+155
+00:11:53,730 --> 00:11:57,090
+يفترض لما بدي أتحركلها، بتحركلها باتجاه .. يعني ب
+
+156
+00:11:57,090 --> 00:12:00,410
+.. ب .. بدي .. بدي .. بدي أتبع ال route، الطريق
+
+157
+00:12:01,880 --> 00:12:12,200
+تمام؟ فبالتالي أراد 366 المسافة بين أراد هيها و
+
+158
+00:12:12,200 --> 00:12:20,000
+بوخرست ال straight 366 بوخرست لبوخرست zero تمام؟
+
+159
+00:12:20,000 --> 00:12:25,840
+كروفيا 160 دوبلتا
+
+160
+00:12:25,840 --> 00:12:35,520
+242 و هكذافالجريدي best first search يعني ال
+
+161
+00:12:35,520 --> 00:12:39,480
+evaluation function بدي أضحى .. بدي أعرفها أنه هي
+
+162
+00:12:39,480 --> 00:12:44,740
+Fn تمام؟ هي عبارة عن Hn و ال H جاية من ال
+
+163
+00:12:44,740 --> 00:12:48,200
+heuristic إيش الفكرة تبعتي؟ إن أنا إجيت أطلع بدل
+
+164
+00:12:48,200 --> 00:12:51,700
+ما والله أعمل expand لكل ال nodes أنه بشكل عرضي أو
+
+165
+00:12:51,700 --> 00:12:56,140
+بشكل .. أنه أتجاه بالعنق بروح أشوف مين أقرب واحدة
+
+166
+00:12:56,140 --> 00:13:01,760
+لبخارست لل destinationو اقرب واحدة كيف بدي احطها؟
+
+167
+00:13:01,760 --> 00:13:06,660
+بدي احطها يعني function انه بسيطة جدا انه انا بدي
+
+168
+00:13:06,660 --> 00:13:09,720
+اعتبرها انه ال straight line distance طبعا هد ..
+
+169
+00:13:09,720 --> 00:13:12,980
+هد .. هد الطريقة او هد ال heuristic انه بفيد ولا
+
+170
+00:13:12,980 --> 00:13:16,780
+بفيدش؟ بفيد نوعا ما بس هل في انه احسن منه؟ اكيد في
+
+171
+00:13:16,780 --> 00:13:19,060
+احسن منه مش دايما ال straight line distance
+
+172
+00:13:19,060 --> 00:13:23,480
+بتعطيني افضل شيء فعشان هيك ان هو ممكن يكون في عندي
+
+173
+00:13:23,480 --> 00:13:30,070
+heuristics مختلفةتمام؟ فبالتالي هنا ان هو عبارة عن
+
+174
+00:13:30,070 --> 00:13:35,290
+estimation ل ال cost ل from N لل goal بيعنى الشكل
+
+175
+00:13:35,290 --> 00:13:40,910
+فبالتالي ال HSDSLD اللي هو straight line distance
+
+176
+00:13:40,910 --> 00:13:43,890
+هي عبارة عن straight line distance from N to
+
+177
+00:13:43,890 --> 00:13:47,710
+Bucharest ممكن اعرفها شغل تاني اي شغل تاني ممكن
+
+178
+00:13:47,710 --> 00:13:55,150
+اعرفهايعني انه انا احطها لأنه يعني تصميم يعني
+
+179
+00:13:55,150 --> 00:13:58,850
+اعداد هذه الشغلات طبعا انه هيكون انه من وظيفتي ان
+
+180
+00:13:58,850 --> 00:14:03,370
+انا ان انا احدد انه اعرف هاي ال function تمام
+
+181
+00:14:03,370 --> 00:14:07,630
+فبالتالي المبدأ تبعه او الفتنة تبعته ان صح التعبير
+
+182
+00:14:07,630 --> 00:14:12,350
+انه expand the nodes that appears to be closest to
+
+183
+00:14:12,350 --> 00:14:17,800
+the goal يعني على سبيل المثالتمام؟ إنه أنا موجود
+
+184
+00:14:17,800 --> 00:14:23,920
+في أراضي أنا في عندي خيار أعمل expand هنا أو هنا
+
+185
+00:14:23,920 --> 00:14:28,760
+أو هنا إيش الحكمة أو الفطمة بتقول إنه أنا أروح
+
+186
+00:14:28,760 --> 00:14:32,740
+أبعد فوق اللي أصلا بعيد عن بوخرست ولا أروح باتجاه
+
+187
+00:14:32,740 --> 00:14:36,760
+المدينة اللي جريبة من بوخرست ولا أروح بهذا الاتجاه
+
+188
+00:14:36,760 --> 00:14:44,580
+هذا بدي أستبعدهتمام؟ وهذا وهذا يعني انه الواضح انه
+
+189
+00:14:44,580 --> 00:14:47,900
+هذا هو الأقرب لكن قد يكون انه لو انا في عندي
+
+190
+00:14:47,900 --> 00:14:50,540
+اعدادات تانية للخريطة انه قد يكون انه هذا المسار
+
+191
+00:14:50,540 --> 00:14:56,520
+انه افضل لبوخرست في حال انه مثلا على سبيل المثال
+
+192
+00:14:56,520 --> 00:15:00,680
+كان في يعني مسار اقصر او ال cost هذي بدي اخدها
+
+193
+00:15:00,680 --> 00:15:04,420
+بالاعتبار تمام؟
+
+194
+00:15:04,420 --> 00:15:10,280
+يبقى هنا المسافة من أراضيلا بوخرس جداش تلات مية و
+
+195
+00:15:10,280 --> 00:15:12,640
+ستة و ستة منين جبتها من الجدول هذا straight line
+
+196
+00:15:12,640 --> 00:15:16,780
+distance تمام
+
+197
+00:15:16,780 --> 00:15:20,500
+ايش الخيارات اللي موجودة عندي زي ما اتفقنا تلات
+
+198
+00:15:20,500 --> 00:15:26,290
+مدنCboy تمثارة وزر نت باجي بشوف كل node بقيس ال
+
+199
+00:15:26,290 --> 00:15:29,330
+desirability تبعتها أو بستخدم ال heuristic
+
+200
+00:15:29,330 --> 00:15:33,330
+function عشان اشوف
+
+201
+00:15:33,330 --> 00:15:40,050
+اي واحد اقرب منها لبوخرست شوفت Cboy لجيت انه ال
+
+202
+00:15:40,050 --> 00:15:47,710
+straight line distance 253 تمثارة 329 وزر نت 374
+
+203
+00:15:49,770 --> 00:15:54,910
+مين أقرب؟ أكيد أكيد بطبيعة الحاسي boy فبروح بختار
+
+204
+00:15:54,910 --> 00:15:59,130
+بعمل expand ل high خلاص أنه طريقة ال expand بشكل
+
+205
+00:15:59,130 --> 00:16:05,130
+pre depth أو على شكل أنه ال depth يعني بتطلع أنه
+
+206
+00:16:05,130 --> 00:16:09,820
+احنا نتطلع له فبصير بتطلع أنه ال scoreأو الـ H
+
+207
+00:16:09,820 --> 00:16:13,940
+function أنه هنا عندي الـ H بقدر اعتبرها وهي الـ H
+
+208
+00:16:13,940 --> 00:16:17,160
+وهنا هي الـ H ال estimation لل function فبالتالي
+
+209
+00:16:17,160 --> 00:16:20,980
+الـ H هي أقل واحدة وهي الأكتر مرغوبة فبالتالي
+
+210
+00:16:20,980 --> 00:16:25,280
+بعملها expand بنعمل expand أيش بطلع عندي أنه أنا
+
+211
+00:16:25,280 --> 00:16:31,800
+ممكن أرجع لأراضي366 زادت المسافة أكيد تمام؟ وفي
+
+212
+00:16:31,800 --> 00:16:42,860
+هنا دي فرجاس 167 .. 176 عفوا و ريدا 380 و ريمي ..
+
+213
+00:16:42,860 --> 00:16:49,200
+ريمي .. ريمك .. و فيليس .. فيليسا 193 فبالتالي أي
+
+214
+00:16:49,200 --> 00:16:56,460
+واحدة أفضل بدي أطلع بين هدولأي واحدة فيهم أنه
+
+215
+00:16:56,460 --> 00:17:01,380
+desirable أكتر فراجاس فبروح بعمل expand لهذه
+
+216
+00:17:01,380 --> 00:17:07,420
+النقطة عملنا expand لفراجاس فبالتالي أنه أنا عايش
+
+217
+00:17:07,420 --> 00:17:12,380
+الخيار عندي أن أنا أرجع ل سي بوي253 المسافة زادت
+
+218
+00:17:12,380 --> 00:17:16,900
+تمام او بوخرست صارت المسافة zero فبالتالي هذا هو
+
+219
+00:17:16,900 --> 00:17:23,600
+الحل المطلوب تمام و زي ما يعني حكيتلكم انه في
+
+220
+00:17:23,600 --> 00:17:25,940
+عندكم assignment نازل على ال model ال assignment
+
+221
+00:17:25,940 --> 00:17:29,500
+هذا انه في عندكم two assignments واحدة من ال
+
+222
+00:17:29,500 --> 00:17:32,640
+assignments ان انت تحطي خريطة بوخرست و تحاولي ان
+
+223
+00:17:32,640 --> 00:17:36,980
+انت تحلي انه يعني في ان عندي different goals
+
+224
+00:17:36,980 --> 00:17:37,620
+مختلفة
+
+225
+00:17:41,040 --> 00:17:44,160
+كل مرة أن أنا بحط مدينة مختلفة و بدي أحاول أحلها
+
+226
+00:17:44,160 --> 00:17:48,140
+بخوارز ميتان ال assignment واضح و ممكن تستخدموا
+
+227
+00:17:48,140 --> 00:17:52,400
+هذه ال tool فعلا في حل هذه المشاكل في حل هذا ال
+
+228
+00:17:52,400 --> 00:18:00,320
+assignment تمام نجي نشوف الخصائص تبعتهم أربع
+
+229
+00:18:00,320 --> 00:18:03,280
+خصائص احنا شفناها لكل algorithm ال completeness و
+
+230
+00:18:03,280 --> 00:18:05,900
+ال time complexity و ال space complexity و ال
+
+231
+00:18:05,900 --> 00:18:11,290
+optimalityتمام؟ طبعا ال algorithm هذا complete؟ لأ
+
+232
+00:18:11,290 --> 00:18:15,030
+ليش؟ لأنه بطبيعة الحال أنه أنا ممكن أدخل في loop
+
+233
+00:18:15,030 --> 00:18:19,230
+يعني على سبيل المثال لو كانت في عندي هذه المدينة
+
+234
+00:18:19,230 --> 00:18:22,430
+هي ال goal تبعي مدينة هذه نشوفها وين على الخريطة
+
+235
+00:18:22,430 --> 00:18:28,810
+كيف؟
+
+236
+00:18:28,810 --> 00:18:32,830
+هنا
+
+237
+00:18:35,590 --> 00:18:41,610
+هاي؟ مستحيل أن يكون هو الأقصر على فرض أنه يعني
+
+238
+00:18:41,610 --> 00:18:44,950
+بالقياس للمدن هذه اللي شايف اسمه أه صحيح يعني هذه
+
+239
+00:18:44,950 --> 00:18:48,330
+حالة خلّيني أشوف الخريطة المدينة اللي حكى عنها
+
+240
+00:18:48,330 --> 00:18:58,230
+اللي هو .. اللي هي .. هاي تمام؟
+
+241
+00:18:58,230 --> 00:19:00,070
+لأنه أنا عندي في المدينة هاي
+
+242
+00:19:06,570 --> 00:19:11,350
+إن أنا ممكن أدخل في loop زي هيك سواء روحت بهذا
+
+243
+00:19:11,350 --> 00:19:15,670
+الاتجاه أو سواء روحت بالاتجاه المعاكس فهنا عندي
+
+244
+00:19:15,670 --> 00:19:19,610
+loop واضح؟
+
+245
+00:19:19,610 --> 00:19:24,750
+تمام؟
+
+246
+00:19:24,750 --> 00:19:31,510
+فبالتالي هنا بروح على إياسي نمت إياسي نمت بهذا
+
+247
+00:19:31,510 --> 00:19:34,510
+الشكل إنه بتشكل انه ك loop
+
+248
+00:19:43,160 --> 00:19:50,000
+تخيلين معايا كيف ولا لا؟
+
+249
+00:19:50,000 --> 00:19:56,140
+تخيلوا
+
+250
+00:19:56,140 --> 00:20:01,480
+معايا الحالة بهذا الشكل طبعا
+
+251
+00:20:01,480 --> 00:20:04,120
+هذه ال goal
+
+252
+00:20:07,890 --> 00:20:12,430
+تمام؟ و قعدت destination يعني و ال initial state
+
+253
+00:20:12,430 --> 00:20:16,770
+أنا وين موجود؟ هنا أو
+
+254
+00:20:16,770 --> 00:20:26,150
+عفوا أنا وين موجود؟ موجود في ..
+
+255
+00:20:26,150 --> 00:20:29,670
+في
+
+256
+00:20:29,670 --> 00:20:38,390
+Iasi، هاي المدينة، هايطبعا إيش في عندي خيار؟ خيار
+
+257
+00:20:38,390 --> 00:20:40,990
+أروح بهذا الاتجاه، جداش ال straight line distance
+
+258
+00:20:40,990 --> 00:20:46,510
+هي و هنا جداش ال straight line distance هي مين
+
+259
+00:20:46,510 --> 00:20:52,110
+الأقصر؟ طبعا هاي طيب، اتحركت لنمت، إيش في عندي
+
+260
+00:20:52,110 --> 00:21:01,800
+خيارات؟ بالظبط، طبعا فبرجع هنابالظبط فبصير انه يا
+
+261
+00:21:01,800 --> 00:21:05,420
+اما بنزل تحت يا اما بروح على نمط بحكي ال straight
+
+262
+00:21:05,420 --> 00:21:12,040
+line distance فبالتالي بدخل في loop تمام ال time
+
+263
+00:21:12,040 --> 00:21:17,280
+complexityP مرفوعة للقوة M و ال P اللي هو
+
+264
+00:21:17,280 --> 00:21:21,560
+branching factor و ال M هي ال maximum depth لل
+
+265
+00:21:21,560 --> 00:21:26,480
+solution طبعا ولكن ال heuristic بيعطيني dramatic
+
+266
+00:21:26,480 --> 00:21:29,800
+improvement من ناحية ال time complexity لأنه فعلا
+
+267
+00:21:29,800 --> 00:21:35,520
+بيعتمد على heuristic و ال space هو P مرفوعة للقوة
+
+268
+00:21:35,520 --> 00:21:39,840
+M طبعا انه بيحتاج انه يخلي كل ال nodes في الذاكرة
+
+269
+00:21:39,840 --> 00:21:45,740
+optimal لأ و السبب في ذلكمش ده optimal يعني ان هو
+
+270
+00:21:45,740 --> 00:21:48,860
+مش دايما انه بيلاقي ال least cost solution ليش؟ شو
+
+271
+00:21:48,860 --> 00:21:49,340
+السبب؟
+
+272
+00:21:55,080 --> 00:21:58,460
+على ال .. على heuristic function بيعتمد على ال
+
+273
+00:21:58,460 --> 00:22:00,580
+heuristic function فبالتالي إذا كانت ال heuristic
+
+274
+00:22:00,580 --> 00:22:04,000
+.. ال heuristic function جديش إنه هي perfect إنه
+
+275
+00:22:04,000 --> 00:22:07,020
+.. و ممكن ما تكونش perfect فبالتالي مدام إنه
+
+276
+00:22:07,020 --> 00:22:09,080
+بيعتمد على ال heuristic function فبالتالي مش دايما
+
+277
+00:22:09,080 --> 00:22:16,540
+إنه بيجدلي ال .. ال .. ال optimal solution طيبنيجي
+
+278
+00:22:16,540 --> 00:22:19,140
+للنوع التاني من ال algorithm اللي هو ال A star
+
+279
+00:22:19,140 --> 00:22:25,100
+يبقى إحنا هنا في ال informed search خلصنا .. فهمنا
+
+280
+00:22:25,100 --> 00:22:29,320
+مفهوم ال heuristic تمام؟ وشوفنا إنه ال greedy best
+
+281
+00:22:29,320 --> 00:22:33,160
+first algorithm إنه علاش بتطلع .. بتطلع على أفضل
+
+282
+00:22:33,160 --> 00:22:37,700
+node أنا بدي أعملها expand باستخدام ال H function
+
+283
+00:22:37,700 --> 00:22:40,960
+ال heuristic function لما بدي أجيز كدهش مقدار هذه
+
+284
+00:22:40,960 --> 00:22:46,010
+ال node desirable فهنا عندي نوع تاني تمام؟النوع
+
+285
+00:22:46,010 --> 00:22:48,430
+التاني اللي هو ال A star algorithm النوع التاني
+
+286
+00:22:48,430 --> 00:22:54,570
+هذا في عنده نظرة لقدام فبالتالي الفكرة طبعته انه
+
+287
+00:22:54,570 --> 00:23:02,290
+بدي اجنب اعمل expand ل path انه هي expensiveبدي
+
+288
+00:23:02,290 --> 00:23:04,930
+أضيف شغلة جديدة فبالتالي هي شغلة انه very
+
+289
+00:23:04,930 --> 00:23:10,070
+important صحيح انه هدي المسافة يعني .. يعني node
+
+290
+00:23:10,070 --> 00:23:12,610
+معينة انه ممكن تكون هي أقرب ال straight line
+
+291
+00:23:12,610 --> 00:23:15,650
+distance لبخارست لكن انه انا اروحلها very
+
+292
+00:23:15,650 --> 00:23:20,130
+expensive تمام؟ انه ممكن تكون على سبيل المثال انه
+
+293
+00:23:20,130 --> 00:23:24,150
+يعني الطريق وعرة او طريق جبلية طالعة زي هيك
+
+294
+00:23:25,690 --> 00:23:28,290
+فبالتالي ال evaluation function بدي أدخل فيها شغل
+
+295
+00:23:28,290 --> 00:23:33,170
+تاني ال Fn ال Fn كانت في ال best first عبارة عن
+
+296
+00:23:33,170 --> 00:23:38,830
+إيش ال H لوحدها أما هنا إيش صار Gn زائد ال Hn ال
+
+297
+00:23:38,830 --> 00:23:44,990
+Gn هي عبارة عن ال cost so far to reach N تمام؟ هي
+
+298
+00:23:44,990 --> 00:23:50,990
+التكلفة لغاية لما أصل لل node N أما ال H هي ال
+
+299
+00:23:50,990 --> 00:23:56,920
+cost من N لل destinationتمام؟ فبالتالي بدي أحسب ال
+
+300
+00:23:56,920 --> 00:24:01,240
+total cost لل goal و ال total cost لل goal اللي هو
+
+301
+00:24:01,240 --> 00:24:07,000
+بيشمل الانتقال ل node معينة N بالإضافة للمسافة من
+
+302
+00:24:07,000 --> 00:24:08,400
+ال node high لل destination
+
+303
+00:24:11,480 --> 00:24:15,720
+يعني بدي أرجع على الخريطة هاي، إيش بدي أدخل في
+
+304
+00:24:15,720 --> 00:24:18,920
+الموضوع؟ احنا كنا ندخل ال straight line distance
+
+305
+00:24:18,920 --> 00:24:21,100
+زي هيك، إيش بدي أدخل في الموضوع؟ ال straight line
+
+306
+00:24:21,100 --> 00:24:25,640
+distance بالإضافة ل ال cost، يعني على سبيل المثال
+
+307
+00:24:25,640 --> 00:24:33,830
+أنا وين موجود؟ موجود في هذه المدينةتمام؟ هاي
+
+308
+00:24:33,830 --> 00:24:38,550
+المدينة انه في عندي خيار ان اعمل expand هنا و اعمل
+
+309
+00:24:38,550 --> 00:24:42,990
+expand هنا صح؟ بدي اطلع على straight line distance
+
+310
+00:24:42,990 --> 00:24:48,350
+لبو خارست هاي هادي و هاي هادي تمام؟ و ايش ازيد
+
+311
+00:24:48,350 --> 00:24:54,330
+عليها؟ قداش تكلفة الانتقال من ال initial state
+
+312
+00:24:54,330 --> 00:24:59,070
+لهاي المدن اللي هو هادي 111 و 118 مش انا حكيت ان
+
+313
+00:24:59,070 --> 00:25:03,000
+انا ممكن انتقل هيك او هيكحسبنا الـ straight line
+
+314
+00:25:03,000 --> 00:25:06,960
+distance، أيش بدي أضيف عليها؟ الـ 111 والـ 118،
+
+315
+00:25:06,960 --> 00:25:12,220
+لكل حالة طبعا، بشكل منفصل فبالتالي
+
+316
+00:25:12,220 --> 00:25:17,240
+هنا، بدي أصبح عندي عبارة عن مجموع شغلتين، اللي هو
+
+317
+00:25:17,240 --> 00:25:21,220
+الـ G والـ H، الـ H أحنا عرفناها straight line
+
+318
+00:25:21,220 --> 00:25:28,400
+distance يبقى هنا أنا موجود في أراد، تمام؟ كدهش
+
+319
+00:25:28,400 --> 00:25:33,640
+التكلفة لانتقال لأراد؟ Zeroزائد ال straight line
+
+320
+00:25:33,640 --> 00:25:44,040
+distance 366 بعد هيك نيجي هذه ال F وهذه ال 140
+
+321
+00:25:44,040 --> 00:25:48,280
+اللي هو تكلفة الانتقال من أراضي ل سي بوي اللي هي
+
+322
+00:25:48,280 --> 00:25:56,540
+ال G وهذه ال H ال straight line distance 253 329
+
+323
+00:25:56,540 --> 00:26:08,080
+وهنا نفس الشيء هذه Fهذه G وهذه H FGH
+
+324
+00:26:08,080 --> 00:26:19,120
+طبعا زائد هنا اذا زائد عفوا تساوي I زائد كده يطلع
+
+325
+00:26:19,120 --> 00:26:23,800
+لعندي ال total 300تلاتة وتسعين اربعمية وتسعة
+
+326
+00:26:23,800 --> 00:26:28,260
+واربعين اربعمية وتسعة واربعين هاي الأفضل صح بناء
+
+327
+00:26:28,260 --> 00:26:37,400
+على الشغلتين بنعملها expand بعديها ايش بنسوي بنحسب
+
+328
+00:26:37,400 --> 00:26:42,560
+هاي عبارة عن ال G اللي هو التكلفة لانتقال من سيبوي
+
+329
+00:26:42,560 --> 00:26:50,160
+لأراضي متين و تمانينوهذه من سي بوي لفرجاس من 239
+
+330
+00:26:50,160 --> 00:26:57,240
+وهذه 291 وهذه 220 بنضيف عليهم ال straight line
+
+331
+00:26:57,240 --> 00:26:59,700
+distance straight line distance straight line
+
+332
+00:26:59,700 --> 00:27:10,500
+distance بتلعنى عندي الناتج 646 415 671 413 415
+
+333
+00:27:10,500 --> 00:27:11,480
+ولا 413
+
+334
+00:27:13,900 --> 00:27:17,880
+415 مع انه في best first ايش اخترت انا اخترت هاي
+
+335
+00:27:17,880 --> 00:27:21,280
+فاكرين؟ هنشوف هال gate في ال slide فبالتالي هنا مع
+
+336
+00:27:21,280 --> 00:27:24,740
+ال A star تطلع ان عندي هاي افضل ليش؟ لأنه في عنده
+
+337
+00:27:24,740 --> 00:27:29,940
+نظرة لقدام انههذه التكلفة تبعتها أقلش لأنه التكلفة
+
+338
+00:27:29,940 --> 00:27:35,500
+لإن أنا أروح لفرجاس أكتر بكتير من إن أنا أروح لهذه
+
+339
+00:27:35,500 --> 00:27:41,420
+المدينة ومنها أروح لبخارست فاربعمية تلتاش منها
+
+340
+00:27:41,420 --> 00:27:47,540
+بروح على تلت خيارات هدول التلت مدن خمسمية وستة
+
+341
+00:27:47,540 --> 00:27:52,060
+وعشرين ولا اربعمية وسبعتاش ولا خمسميةوتلاتة
+
+342
+00:27:52,060 --> 00:28:02,740
+واربعين طبعا سبعمية واربعتاش بتستي تمام و
+
+343
+00:28:02,740 --> 00:28:08,500
+بعديها خي انا عندى بصل لبخرست يعني انا من بتستي
+
+344
+00:28:08,500 --> 00:28:15,260
+ممكن اروح لبخرست اربعمية و تمانتاش كروفيا و هاي
+
+345
+00:28:15,260 --> 00:28:19,000
+المدينة فبالتالي هاي ال goal تبعى كدهش وصلنا له
+
+346
+00:28:19,000 --> 00:28:26,650
+باستخدام ال A star418 لكن باستخدام يعني هذا الكلام
+
+347
+00:28:26,650 --> 00:28:36,510
+هذا المسار زي هيك هذا بال a star طبعا
+
+348
+00:28:36,510 --> 00:28:45,270
+اما هذا المسار زي هيك هذا ال best first جداش
+
+349
+00:28:45,270 --> 00:28:50,220
+التكلفات تبعته 450يعني بيبقى مين أفضل مين أقل
+
+350
+00:28:50,220 --> 00:28:54,600
+تكلفة أكيد ال A star عنده نظرة يعني بتطلع لجدام
+
+351
+00:28:54,600 --> 00:28:58,720
+أما ال greedy algorithm أو ال best فاشت algorithm
+
+352
+00:28:58,720 --> 00:29:03,440
+اتطلع أنه بين هدول المدن أنه اكتشف أنه هاي أفضل مع
+
+353
+00:29:03,440 --> 00:29:10,140
+أنه ممكن يكون في عندي حل تاني هو الأفضل طيب
+
+354
+00:29:10,140 --> 00:29:13,980
+شوف
+
+355
+00:29:13,980 --> 00:29:17,820
+الخصائص تبعته complete yes
+
+356
+00:29:18,760 --> 00:29:24,360
+طبعا الا اذا في حالة خاصة انه فينا عندي infinite
+
+357
+00:29:24,360 --> 00:29:30,620
+nodes ال time exponential طبعا و ال space بيحتاج
+
+358
+00:29:30,620 --> 00:29:34,900
+كل ال stays في الداكرة طبعا optimal دايما بوجد
+
+359
+00:29:34,900 --> 00:29:42,100
+افضل حل في حال كان ال nodes finite طبعا
+
+360
+00:29:42,100 --> 00:29:49,660
+يبقى هنا احنا شوفنا فياللي هي في .. في .. في ال
+
+361
+00:29:49,660 --> 00:29:56,420
+informed search شوفنا خوارزميتين تمام اللي هي ال A
+
+362
+00:29:56,420 --> 00:30:02,520
+star و ال best first تمام و التانين بيعتمدوا على
+
+363
+00:30:02,520 --> 00:30:05,600
+مفهوم ال heuristic بس تفاصيل ال heuristic بتختلف
+
+364
+00:30:05,600 --> 00:30:09,900
+من algorithm ل algorithm تانية فال best first
+
+365
+00:30:09,900 --> 00:30:14,780
+علشان بيعتمد على ال Hheuristic function فقط طبعا
+
+366
+00:30:14,780 --> 00:30:18,960
+اما ال a star بيعتمد على heuristic function ال h
+
+367
+00:30:18,960 --> 00:30:23,460
+وال g بالظبط
+
+368
+00:30:23,460 --> 00:30:30,810
+في كلا الحالتين ال heuristic اكيد بشكلدراماتيكي
+
+369
+00:30:30,810 --> 00:30:34,490
+بيعمل reduce لل search cost أفضل من كل ال search
+
+370
+00:30:34,490 --> 00:30:37,630
+algorithms اللي احنا أخدناها سابقا اللي هي ال
+
+371
+00:30:37,630 --> 00:30:41,390
+uninformed أو ال blind search strategies كلها أفضل
+
+372
+00:30:41,390 --> 00:30:45,090
+منها تمام و من ناحية ال optimality ان هو complete
+
+373
+00:30:45,090 --> 00:30:49,790
+و optimal و هو الأفضل ان انا ممكن ان انا استخدمه
+
+374
+00:30:49,790 --> 00:30:57,980
+تمام هيك بنكون احنا خلصنا البالظبط الاستراتيجية
+
+375
+00:30:57,980 --> 00:31:03,520
+التانية بدي ارجع اذكر ان احنا المحاضرة
+
+376
+00:31:03,520 --> 00:31:05,960
+الجاية ان شاء الله بدنا نتعرض لل adversarial
+
+377
+00:31:05,960 --> 00:31:10,360
+search او ال minimax algorithm فى حد عنده سؤال
+
+378
+00:31:10,360 --> 00:31:11,700
+يعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E.srt
new file mode 100644
index 0000000000000000000000000000000000000000..e322ebf20e2ea58d1ffaccebd9a24735e3df5229
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E.srt
@@ -0,0 +1,1599 @@
+
+1
+00:00:05,180 --> 00:00:10,940
+بسم الله الرحمن الرحيم اليوم في .. هي المخاطرة في
+
+2
+00:00:10,940 --> 00:00:13,360
+مساواقة الذكاء الاصطناعي إن شاء الله بدنا نكمل في
+
+3
+00:00:13,360 --> 00:00:16,780
+موضوع الـ search algorithm عشان احنا نُجمّل الموضوع
+
+4
+00:00:16,780 --> 00:00:20,360
+أخذنا الـ uninformed search و الـ informed search و
+
+5
+00:00:20,360 --> 00:00:23,120
+الآن بدنا نأخذ النوع الثالث من الـ search
+
+6
+00:00:23,120 --> 00:00:27,320
+strategies واللي هو اسمه adversarial search game
+
+7
+00:00:27,320 --> 00:00:33,760
+search أو بمعنى آخر أنه راح نشوف كيف بنطبق هذا الـ
+
+8
+00:00:33,760 --> 00:00:37,740
+search strategies على الـ game playing طبعاً هذا من
+
+9
+00:00:37,740 --> 00:00:41,760
+الباب السادس من كتاب artificial intelligence
+
+10
+00:00:41,760 --> 00:00:47,960
+modern approach طبعاً وعشان احنا نكون كذلك في الـ احنا
+
+11
+00:00:47,960 --> 00:00:50,620
+عارفين في أي environment احنا بنشتغل، احنا بنشتغل
+
+12
+00:00:50,620 --> 00:00:54,750
+في هاي الـ environment، تمام؟ اللي هو fully
+
+13
+00:00:54,750 --> 00:01:01,770
+observable، تمام؟ multi-agent لأنه احنا في عندنا
+
+14
+00:01:01,770 --> 00:01:05,290
+two players يفترض أنهم بيلعبوا ضد بعض، sequential
+
+15
+00:01:05,290 --> 00:01:10,390
+discrete، فبالتالي هنا game tree search هي هذا
+
+16
+00:01:10,390 --> 00:01:14,870
+الشكل، تمام؟
+
+17
+00:01:14,870 --> 00:01:16,830
+طيب
+
+18
+00:01:19,040 --> 00:01:22,280
+الـ adversarial search، adversarial أن أنا يعني ..
+
+19
+00:01:22,280 --> 00:01:26,100
+adversarial بت .. بت .. بتيجي معناها أنه يعني زي
+
+20
+00:01:26,100 --> 00:01:28,960
+معناه أنه الخصم، أنه أنا بدي أعمل .. أنه ألعب ضد
+
+21
+00:01:28,960 --> 00:01:31,680
+الخصم، adversarial .. adversarial search أن أنا
+
+22
+00:01:31,680 --> 00:01:35,440
+بدي أعمل search وفي حالة أن أنا بلعب ضد خصم
+
+23
+00:01:35,440 --> 00:01:39,960
+معين، تمام؟ المشكلة أنه احنا لما نيجي نحاول احنا
+
+24
+00:01:39,960 --> 00:01:46,220
+بنعمل plan، تمام؟ في .. و في .. في .. في عالم و
+
+25
+00:01:46,220 --> 00:01:49,140
+العالم هذا بيكون فيه أنا عندي other agent برضه
+
+26
+00:01:49,140 --> 00:01:52,700
+بتعمل planning بس الـ planning هذا ضدنا، against
+
+27
+00:01:52,700 --> 00:01:58,060
+أصلاً و يعني مثال جيد على هذا الشيء .. على هذا
+
+28
+00:01:58,060 --> 00:02:03,560
+الشيء اللي هو الـ board games سواء كانت tic-tac-toe
+
+29
+00:02:03,560 --> 00:02:06,140
+أو chess أنه أنا بيكون فيه عندي two players بيلعبوا
+
+30
+00:02:06,140 --> 00:02:06,660
+ضد بعض
+
+31
+00:02:10,550 --> 00:02:13,250
+طيب الآن بدنا نشوف إيش الـ assumptions اللي موجودة
+
+32
+00:02:13,250 --> 00:02:16,630
+عندي، الفرضيات، أنه أنا بدي أفترض إن أنا في عندي
+
+33
+00:02:16,630 --> 00:02:21,090
+two agents و الـ actions تبعتهم alternate، معناه ذلك
+
+34
+00:02:21,090 --> 00:02:24,980
+إنهم بيتبادلوا، معناه ذلك إن أنا في عندي دوري بيجي
+
+35
+00:02:24,980 --> 00:02:27,820
+دوري أنا بلعب، بعديها بيجي دور الخصم هو بلعب،
+
+36
+00:02:27,820 --> 00:02:31,120
+بعديها برجع أنا بلعب، هو بلعب، هي معناتها alternate
+
+37
+00:02:31,120 --> 00:02:36,080
+بتناوبوا في اللعب أو بتناوبوا في الـ actions، تمام؟
+
+38
+00:02:36,080 --> 00:02:38,780
+وفي عندي كذلك من ضمن الـ assumptions أنا في عندي
+
+39
+00:02:38,780 --> 00:02:45,600
+حاجة اسمها utility values لكل agent، تمام؟ و .. و
+
+40
+00:02:45,600 --> 00:02:52,780
+.. و .. و .. للـ agent نفسه وللـ opponent، تمام؟ وهنا
+
+41
+00:02:52,780 --> 00:02:57,260
+يعني في عندي حالة اسمها adversarial situation و
+
+42
+00:02:57,260 --> 00:03:01,700
+الفكرة هنا إن أنا بدي أحاول إن الـ utility values
+
+43
+00:03:01,700 --> 00:03:06,160
+اللي عندي إن أنا أخليها أكبر ما يمكن، وللخصم ما
+
+44
+00:03:06,160 --> 00:03:09,840
+أخليها أقل ما يمكن، و الـ environment طبعاً بطبيعة
+
+45
+00:03:09,840 --> 00:03:12,280
+الحال اللي هو fully observable environment
+
+46
+00:03:15,570 --> 00:03:22,490
+طيب بنقارن الـ search strategies العادية بالـ game
+
+47
+00:03:22,490 --> 00:03:26,710
+playing، أن أنا هنا الـ search لما بيكون في عندي خصم
+
+48
+00:03:26,710 --> 00:03:29,350
+لما بيكون في عندي adversary، وهنا لما بيكون في
+
+49
+00:03:29,350 --> 00:03:32,570
+عندي adversary، طبعاً هنا الـ solution زي ما تعلمنا
+
+50
+00:03:32,570 --> 00:03:36,310
+هو عبارة عن heuristic method للـ finding للـ goal
+
+51
+00:03:36,310 --> 00:03:40,770
+يعني هذا هو الفرق الأول، أن أنا عندي هنا heuristic
+
+52
+00:03:40,770 --> 00:03:45,360
+لكن هنا أن الـ solution هو عبارة عن strategy، تمام؟ و
+
+53
+00:03:45,360 --> 00:03:49,080
+الـ .. الـ strategy هذه بتحدد الـ move تبعي لـ every
+
+54
+00:03:49,080 --> 00:03:55,080
+possible opponent reply في حال أن هو الـ opponent
+
+55
+00:03:55,080 --> 00:03:56,060
+أن هو unpredictable
+
+56
+00:03:58,840 --> 00:04:02,940
+فهذا هو الفرق الأول، يعني بمعنى آخر أنه أنا في عندي
+
+57
+00:04:02,940 --> 00:04:05,680
+احتمالات أنه أنا لما على سبيل المثال في الـ tic-tac
+
+58
+00:04:05,680 --> 00:04:09,920
+-toe لو أنا خطيت أنا في المكان هذا لنوضح لكم إياه
+
+59
+00:04:09,920 --> 00:04:23,800
+على اللوحة، هنا في الـ tic-tac-toe لو
+
+60
+00:04:23,800 --> 00:04:27,900
+أنا على سبيل المثال أنه لعبت هنا X
+
+61
+00:04:29,360 --> 00:04:37,000
+بيجي دوره هو، طبعاً دوره هو، كم احتمال عنده؟ ثمانية
+
+62
+00:04:37,000 --> 00:04:41,560
+بالضبط، أي حاجة مع ده high tile فبالتالي بدي يكون
+
+63
+00:04:41,560 --> 00:04:45,980
+أنه يلعب
+
+64
+00:04:45,980 --> 00:04:51,840
+هنا، يلعب
+
+65
+00:04:51,840 --> 00:04:57,500
+هنا، وهكذا، بهذا الشكل طبعاً فعندي، تمام، احتمالات
+
+66
+00:04:57,500 --> 00:05:03,140
+فالفكرة في الموضوع هنا أنه على أساس أن أنا لعبت
+
+67
+00:05:03,140 --> 00:05:09,080
+هادي وهو لعب هادي مثلاً، طبعاً كيف بدي أرد عليه لو
+
+68
+00:05:09,080 --> 00:05:13,660
+لعب هاي، وكيف بدي أكون الرد عليه لو لعب هاي، هاي
+
+69
+00:05:13,660 --> 00:05:18,600
+معناه أن لكل move هو بيعملها الـ component بيكون
+
+70
+00:05:18,600 --> 00:05:22,100
+فيه أنا عندي reply مناسب بهذا الشكل، لأنه على سبيل
+
+71
+00:05:22,100 --> 00:05:25,080
+المثال أنه هي اللعبة اللي أنا اخترتها وهي
+
+72
+00:05:25,080 --> 00:05:29,060
+الاحتمالات كلها، طيب هو لو رد بهذا الأسلوب، إيش الرد
+
+73
+00:05:29,060 --> 00:05:33,520
+الأفضل بالنسبة لي؟ لو هو لعب بهذه الطريقة، إيش؟
+
+74
+00:05:33,990 --> 00:05:36,730
+أفضل حركة بالنسبة لي؟ هي معناته ده الكلام اللي
+
+75
+00:05:36,730 --> 00:05:41,730
+هي عبارة عن strategy بتكون بناءً على unpredictable
+
+76
+00:05:41,730 --> 00:05:46,090
+opponent، مش عارف أيّ حركة راح يلعب، لكن هنا احنا فينا
+
+77
+00:05:46,090 --> 00:05:49,810
+heuristic function و بنقدر نوجد الـ goal للنهاية
+
+78
+00:05:49,810 --> 00:05:53,830
+تمام؟ وعادة هنا الـ heuristic function زي ما احنا
+
+79
+00:05:53,830 --> 00:05:59,570
+شايفين أنه بتوجد الـ optimal solution، لكن هنا الـ
+
+80
+00:05:59,570 --> 00:06:03,270
+optimality بتعتمد على الـ opponent نفسه، على الخصم
+
+81
+00:06:03,270 --> 00:06:08,410
+opponent، يعني الخصم، يبقى أول حاجة احنا قررنا الـ
+
+82
+00:06:08,410 --> 00:06:12,330
+solution، أنه هنا اتفقنا أن هو عبارة عن heuristic، و
+
+83
+00:06:12,330 --> 00:06:16,330
+هنا عبارة عن strategy، و الـ opponent unpredictable
+
+84
+00:06:16,330 --> 00:06:19,730
+يعني مش عارف إيش الـ action تبعه، ممكن يكون الشغل
+
+85
+00:06:19,730 --> 00:06:23,110
+الثاني، أنه هنا الـ heuristic ده زي ما اتعودنا في الـ
+
+86
+00:06:23,110 --> 00:06:26,530
+A*، أن هو بيوجد الـ optimal solution، لكن هنا الـ
+
+87
+00:06:26,530 --> 00:06:31,960
+optimality بتعتمد على الـ opponent، هنا فيه أن عندي
+
+88
+00:06:31,960 --> 00:06:34,820
+evaluation function، شو وظيفتها؟ أنه بتعمل
+
+89
+00:06:34,820 --> 00:06:40,310
+estimation للـ cost من الـ goal خلال الـ nodes كلها، مش
+
+90
+00:06:40,310 --> 00:06:43,810
+احنا شوفنا أن احنا كيف نحسب الـ .. الـ .. الـ ..
+
+91
+00:06:43,810 --> 00:06:49,550
+بالضبط، أن أنا عندي الـ evaluation function، الـ f(n) في
+
+92
+00:06:49,550 --> 00:06:53,390
+الـ A* عبارة عن إيش؟ الـ g + الـ h، أنه بيحسب
+
+93
+00:06:53,390 --> 00:06:58,550
+كده، إيش الـ cost للانتقال لـ node معينة بالإضافة
+
+94
+00:06:58,550 --> 00:07:02,610
+للمسافة من الـ node هذه للـ goal، طبعاً الـ straight
+
+95
+00:07:02,610 --> 00:07:03,270
+line distance
+
+96
+00:07:07,860 --> 00:07:09,920
+وهنا أمثل على هذا الموضوع اللي هو الـ path،
+
+97
+00:07:10,020 --> 00:07:12,600
+planning، switch، scheduling، activity، وأخذنا
+
+98
+00:07:12,600 --> 00:07:17,020
+أمثلة كثيرة، لكن الإضافة أنا عندي هنا في الموضوع أنه
+
+99
+00:07:17,020 --> 00:07:21,500
+الـ evaluation function بتعمل evaluate للـ goodness
+
+100
+00:07:21,500 --> 00:07:28,910
+للـ game position، إيش معناه هذا الكلام؟ أنه أنا
+
+101
+00:07:28,910 --> 00:07:32,950
+بحاول أن أنا أُقيم كل board، أنه جيد إيش، أنه هي دي good
+
+102
+00:07:32,950 --> 00:07:37,230
+بالنسبة لي، بهذا الشكل، يعني على سبيل المثال في الـ
+
+103
+00:07:37,230 --> 00:07:42,150
+tic-tac-toe أو في الـ XO، أنه أنا باجي بقارن أنه طيب
+
+104
+00:07:42,150 --> 00:07:46,820
+ماشي، لو لعب زي هيك، جيد إيش؟ بكون وضعي أنا، جيد إيش؟ أنه هذا
+
+105
+00:07:46,820 --> 00:07:50,140
+جيد، بأعطيله هنا evaluation function على سبيل
+
+106
+00:07:50,140 --> 00:07:53,760
+المثال بجي أقول أنه والله هذه الـ evaluation
+
+107
+00:07:53,760 --> 00:07:56,920
+function تبعتها سبعة، أنه هي جيد إيش، أنه هي كويسة
+
+108
+00:07:56,920 --> 00:08:02,040
+بالنسبة لي، سبعة، هنا مثلاً ثلاثة ونصف، هنا أربعة، و
+
+109
+00:08:02,040 --> 00:08:08,040
+هكذا، لكن الـ evaluation function هنا بتعمل ليه؟ الـ
+
+110
+00:08:08,040 --> 00:08:14,670
+estimation للـ cost للـ goal للنهاية، لكن هنا أنه كل
+
+111
+00:08:14,670 --> 00:08:17,510
+واحدة بتعطيني estimation function، يعني هنا بجي
+
+112
+00:08:17,510 --> 00:08:23,470
+يفترض يكون في عندي score مثلاً سبعة points، واحد
+
+113
+00:08:23,470 --> 00:08:29,910
+أربعة مثلاً، هنا تسعة، وهكذا، فبالتالي هنا كل board
+
+114
+00:08:29,910 --> 00:08:34,030
+بيكون فيها evaluation function، هذه شغلة، الشغلة
+
+115
+00:08:34,030 --> 00:08:40,010
+الثانية أن أنا في عندي time limit، هذه قيد بالنسبة
+
+116
+00:08:40,010 --> 00:08:43,750
+لي، ليش؟ لأن احنا بنلعب أدوار، هو بيلعب دور، مش راح يظل
+
+117
+00:08:43,750 --> 00:08:47,230
+يستناني إلى ما لانهاية، فبالتالي أنا عندي time limit
+
+118
+00:08:47,230 --> 00:08:50,350
+ليش؟ لأن عملية الـ search في هذه الـ trip بتأخذ وقت
+
+119
+00:08:50,350 --> 00:08:57,990
+فبالتالي أنا بدي أوجد حل، أفضل board أو أفضل يعني
+
+120
+00:08:57,990 --> 00:09:02,110
+أنه good situation بالنسبة لي، تمام، في وقت قصير
+
+121
+00:09:02,110 --> 00:09:06,050
+أنه خلاص بدي، يفترض أن أنا ألعب دور تبعي خلال
+
+122
+00:09:06,050 --> 00:09:10,740
+دقيقة ما يزيدش، أنا هذا الكلام، تمام؟ إيش في أنا عندي
+
+123
+00:09:10,740 --> 00:09:16,220
+أمثلة على هذا الكلام؟ في عندي هذه الألعاب اللي هي
+
+124
+00:09:16,220 --> 00:09:22,800
+الـ checkers و الـ othello و الـ backgammon اللي هي
+
+125
+00:09:22,800 --> 00:09:27,040
+طاولة الزهر، تمام؟ لأنها بتعتمد أنه فيها أدوار
+
+126
+00:09:27,040 --> 00:09:30,100
+طيب،
+
+127
+00:09:30,100 --> 00:09:33,220
+ناجي نشوف إيش أنواع الألعاب أو إيش أنواع الـ games؟
+
+128
+00:09:36,380 --> 00:09:41,900
+ممكن نعتبر شو؟ هي الـ monopoly، بالضبط هي الـ
+
+129
+00:09:41,900 --> 00:09:46,120
+monopoly هي واحدة من الـ game هذه لأنها بتعتمد على
+
+130
+00:09:46,120 --> 00:09:50,840
+الأدوار، بالضبط، هذه واحدة من الـ game، الـ backgammon
+
+131
+00:09:50,840 --> 00:10:00,020
+طاولة الزهر، تمام، خلّيني
+
+132
+00:10:00,020 --> 00:10:04,080
+أشوف أنواع الـ games من ناحية أربع خصائص اللي هي
+
+133
+00:10:04,080 --> 00:10:10,380
+deterministic أو تعتمد على الـ chance، ومن ناحية أنه
+
+134
+00:10:10,380 --> 00:10:17,980
+perfect information و imperfect information، تمام؟
+
+135
+00:10:17,980 --> 00:10:23,570
+يعني على سبيل المثال deterministic وإلا الـ chance
+
+136
+00:10:23,570 --> 00:10:27,330
+.. deterministic أن الحركات كلها معروفة، لكن الـ
+
+137
+00:10:27,330 --> 00:10:30,610
+chance بتعتمد أن الحركة تبعي الجاية بتعتمد على
+
+138
+00:10:30,610 --> 00:10:33,870
+الحظ، زي ما يكون في عندي حجر نرد وأرميه زي هيك
+
+139
+00:10:33,870 --> 00:10:36,670
+أنا مش عارف الحركة الجاية راح تكون بالنسبة لي بتعتمد
+
+140
+00:10:36,670 --> 00:10:40,810
+على الحظ، على حسب الحجر اللي أرميه، زي لعبة الطاولة
+
+141
+00:10:41,420 --> 00:10:45,100
+طاولة الزهر أو الـ monopoly، الـ monopoly اللي هي عدد
+
+142
+00:10:45,100 --> 00:10:48,340
+الـ steps اللي أنا بدي أتحركها مش عارف، فبالتالي هذه
+
+143
+00:10:48,340 --> 00:10:51,700
+بتعتمد على الـ chance، أما deterministic زي ما
+
+144
+00:10:51,700 --> 00:10:54,560
+شوفنا هنا في الـ tic-tac-toe، deterministic ولا لا؟
+
+145
+00:10:54,560 --> 00:10:59,280
+حركات معروفة، يا إما هنا أو هنا أو هنا، تسعة خيارات
+
+146
+00:10:59,280 --> 00:11:03,580
+وبعديها لما أنتم تنتقلوا للـ level اللي بعده بيصير ثمانية
+
+147
+00:11:03,580 --> 00:11:06,280
+بعديها للـ level اللي بعده بيصير أقل وأقل وهكذا
+
+148
+00:11:06,280 --> 00:11:07,460
+تمام؟
+
+149
+00:11:09,730 --> 00:11:15,010
+لِتشيس ليواس شترانج بقول، othello هي لعبة زي الضعيفة
+
+150
+00:11:15,010 --> 00:11:19,950
+أنه بيكون فيه أنا عندي حجارة بيضاء وسوداء، وأنه يتم
+
+151
+00:11:19,950 --> 00:11:23,790
+حساب الـ score بطريقة معينة، تمام؟ imperfect
+
+152
+00:11:23,790 --> 00:11:29,850
+information، أنه الـ perfect information أن كل حجارة
+
+153
+00:11:29,850 --> 00:11:33,790
+تبعي وتبع الخصم كلها ظاهرة بالنسبة لي، عارف وين
+
+154
+00:11:33,790 --> 00:11:38,270
+الأماكن تبعها، تمام؟ الـ imperfect information يعني
+
+155
+00:11:38,270 --> 00:11:44,650
+على سبيل المثال في card game، لعبة ورق، شدة يعني
+
+156
+00:11:44,650 --> 00:11:47,730
+تمام؟ اللي هو بيكون فيه عندي بطاقات، بس بطاقات
+
+157
+00:11:47,730 --> 00:11:50,490
+الخصم أنا مش عارفها، مش شايفها، يفترض أنه حسب قانون
+
+158
+00:11:50,490 --> 00:11:54,310
+اللعبة أنه ما يكونش فيه عندي الاطلاع عليها، فبالتالي
+
+159
+00:11:54,310 --> 00:11:59,310
+هنا المعلومات بتكون imperfect information أو blind
+
+160
+00:11:59,310 --> 00:12:05,220
+tic-tac-toe، الـ blind tic-tac-toe أنه بيصير أنه أنا
+
+161
+00:12:05,220 --> 00:12:10,680
+بلعب وهو مش عارف إيش أختار، يعني
+
+162
+00:12:10,680 --> 00:12:14,740
+على سبيل المثال هنا، أنه أنا، هاي لعبة، حطيت أنا
+
+163
+00:12:14,740 --> 00:12:17,940
+اللعبة تبعي زي هنا، تمام، هاي في عندي هنا أن هو
+
+164
+00:12:17,940 --> 00:12:21,540
+ممكن يحط هنا، ممكن يحط هنا، ممكن يحط هنا، فبالتالي
+
+165
+00:12:21,540 --> 00:12:24,660
+شوفنا إيش الخيارات، هي عبارة عن، تمام، خيارات، تخيلوا
+
+166
+00:12:24,660 --> 00:12:28,960
+أنه أنا اللعبة الجاية تبعي، أنه أنا بدي أجي ألعب، و
+
+167
+00:12:28,960 --> 00:12:33,750
+هو مش عارف وين راح أحط، لأن الأسلوب تبعي، إيش بدي أكون؟ أنه
+
+168
+00:12:33,750 --> 00:12:36,430
+بدي أحاول أسكر عليه، بس أنا مش عارف وين راح أحط، هذه هي
+
+169
+00:12:36,430 --> 00:12:39,830
+الـ blind tic-tac-toe، فبالتالي أنه لعبة الخصم ما
+
+170
+00:12:39,830 --> 00:12:43,010
+أنا بكونش متطلع عليها، فهنا بيكون في عندي imperfect
+
+171
+00:12:43,010 --> 00:12:46,510
+information بهذا الشكل، طيب
+
+172
+00:12:55,000 --> 00:12:59,460
+حاجات احنا بدنا نيجي إن هي الـ B أو نعمل إعدادات إن
+
+173
+00:12:59,460 --> 00:13:07,480
+احنا كيف ممكن أنه يعني نستغل الـ AI في .. في عمل
+
+174
+00:13:07,480 --> 00:13:13,780
+أنه نخلي إنه هو يلعب game، فبدي أعمل setup، إيش هو الـ
+
+175
+00:13:13,780 --> 00:13:17,160
+setup؟ أنه بدي يكون في عندي هنا two players، واحد
+
+176
+00:13:17,160 --> 00:13:22,540
+بدي اسميه Max وواحد بدي اسميه Min، طبعاً الـ Max بيلعب
+
+177
+00:1
+
+223
+00:16:47,180 --> 00:16:50,900
+خمسة وثلاثين تقريباً يعني أن لو جئت وطلعت على ال
+
+224
+00:16:50,900 --> 00:16:55,700
+board تبعت لل chess كم  تفريعة أنا عندي ممكن أعمل
+
+225
+00:16:55,700 --> 00:16:59,420
+خمسة وثلاثين حركة مختلفة على ال initial board
+
+226
+00:16:59,420 --> 00:17:05,080
+تقريباً طبعاً وكم حركة أعملها في اللعبة طبعاً
+
+227
+00:17:05,080 --> 00:17:08,000
+تختلف من لعبة للعبة، ممكن اللعبة تخلص بتسعين، ممكن
+
+228
+00:17:08,000 --> 00:17:12,340
+اللعبة الثانية تخلص مئة وعشرة، لكن تقريباً أن عدد
+
+229
+00:17:12,340 --> 00:17:17,410
+الحركات مئة حركة لغاية ما نخلص ال game، فبالتالي
+
+230
+00:17:17,410 --> 00:17:24,630
+ال search tree  جدآ عشرة مرفوعة للقوة مئة
+
+231
+00:17:24,630 --> 00:17:28,130
+وأربعة وخمسين، اللي هو عبارة عن
+
+232
+00:17:28,130 --> 00:17:33,470
+ناتج الخمسة والثلاثين مرفوعة للقوة مئة يطلع
+
+233
+00:17:33,470 --> 00:17:37,010
+الناتج عبارة عن هذا الرقم، فبالتالي هو عبارة عن رقم
+
+234
+00:17:37,010 --> 00:17:42,170
+كبير جداً، فبالتالي غير عملي أن أعمل search في
+
+235
+00:17:42,170 --> 00:17:43,030
+هذه ال tree
+
+236
+00:17:49,590 --> 00:17:56,190
+تمام، نجي نشوف لعبة أصغر شوية tic-tac-toe كلكم
+
+237
+00:17:56,190 --> 00:18:00,590
+تعرفوا ال tic-tac-toe صح؟ لعبة ال X و O تمام
+
+238
+00:18:00,590 --> 00:18:04,210
+فالشاشة اللي تبعتها زي هيك، أنا عندي زي ما اتفقنا
+
+239
+00:18:04,210 --> 00:18:07,850
+حسب ال game setup أنه بيكون في عندي لاعب اسمه Max و
+
+240
+00:18:07,850 --> 00:18:11,830
+لاعب اسمه Min، هذه الإشارة تبعتة أنه بيحط X في ال
+
+241
+00:18:11,830 --> 00:18:15,410
+board، وهذه الإشارة تبعتة بيحط O في ال board، و
+
+242
+00:18:15,410 --> 00:18:19,690
+الأدوار زي ما تشوفين بتتعاقب لغاية ما أصل لآخر
+
+243
+00:18:19,690 --> 00:18:24,070
+ال tree اللي بنسميها ال terminal، حكينا في ال
+
+244
+00:18:24,070 --> 00:18:27,410
+terminal شو بروح بحسب، بستخدم ال utility function
+
+245
+00:18:27,410 --> 00:18:31,690
+عشان أحسب ال score، يا إما ناقص واحد أو zero أو
+
+246
+00:18:31,690 --> 00:18:33,530
+واحد، تمام؟
+
+247
+00:18:39,550 --> 00:18:43,850
+طبعاً واحد إن أنا بكون عملت خط زي هيك، فبالتالي ال X
+
+248
+00:18:43,850 --> 00:18:49,070
+أو ال max هو الفائز، Zero بتكون نتيجة اللعبة لا هو
+
+249
+00:18:49,070 --> 00:18:52,430
+فائز ولا أنا فائز، تمام، ماينص واحد بيكون هو
+
+250
+00:18:52,430 --> 00:18:55,510
+الفائز ال O، نجح إنه يعمل straight line بهذا
+
+251
+00:18:55,510 --> 00:19:00,400
+الشكل، وزي ما شفنا إنه أنا كم احتمال أنا عندي في
+
+252
+00:19:00,400 --> 00:19:03,000
+ال board game لما بدي أجي أول ألعب أول لعبة
+
+253
+00:19:03,000 --> 00:19:06,580
+initially تسعة احتمالات، يا إما هنا أو هنا أو هنا
+
+254
+00:19:06,580 --> 00:19:10,460
+أو هنا، هي هم تسعة بهذا الشكل، طيب في حال أن أنا
+
+255
+00:19:10,460 --> 00:19:15,940
+حاطط هي اللعبة، أيش الاحتمالات اللي هو بدي يلعبها
+
+256
+00:19:15,940 --> 00:19:19,780
+كم تفريعات، تمام، تفريعات وهكذا، بدي أسيّر ألعب في
+
+257
+00:19:19,780 --> 00:19:23,500
+الآخر لغاية ما أصل لآخر واحدة، بدي أحسب ال utility
+
+258
+00:19:23,500 --> 00:19:24,560
+function بهذا الشكل
+
+259
+00:19:29,250 --> 00:19:33,890
+طيب ال min max strategy هذا عبارة عن strategy
+
+260
+00:19:33,890 --> 00:19:37,090
+algorithm من نوع إيش؟ ال adversarial search أو في
+
+261
+00:19:37,090 --> 00:19:39,830
+ال game playing، لأن ال A star ما بينفع في هذا
+
+262
+00:19:39,830 --> 00:19:43,540
+الموضوع، ليش؟ لأنه أنا فيه عندي أدوار مختلفة، بدي
+
+263
+00:19:43,540 --> 00:19:47,880
+أعمل look ahead تمام؟ وبدي أعمل reason backward
+
+264
+00:19:47,880 --> 00:19:51,720
+إيش يعني هذا الكلام؟ إنه أنا بدي أطلع بشكل متقدم
+
+265
+00:19:51,720 --> 00:19:55,100
+على الشجرة زي هيك، وبدي أشوف إيش المسارات اللي
+
+266
+00:19:55,100 --> 00:19:59,320
+بكون أنا فيها فائز، وأضايق أحسن، فبالتالي ممكن يكون
+
+267
+00:19:59,320 --> 00:20:03,380
+في عندي هذا المسار ممكن أفوز فيه، مسار ثاني زي هيك
+
+268
+00:20:03,380 --> 00:20:08,810
+أفوز فيه، مسار ثالث من التسعة تفريعات بهذا الشكل، و
+
+269
+00:20:08,810 --> 00:20:13,170
+أعمل backward، أرجّح، أعمل الحسابات ثانية زي هيك، تمام
+
+270
+00:20:13,170 --> 00:20:17,590
+بحيث أنه كل واحدة أطلع للمسار اللي قبلة، وأشوف
+
+271
+00:20:17,590 --> 00:20:24,630
+قد إيش ال utility function لكل حالة board، تمام، طبعاً
+
+272
+00:20:24,630 --> 00:20:29,310
+هنا بدي أعمل find ال optimal strategy لل max، بدي
+
+273
+00:20:29,310 --> 00:20:34,390
+أوجد أفضل المسارات لل max، بدي أفترض أن ال min
+
+274
+00:20:34,390 --> 00:20:36,230
+ما بيقعش في أخطاء
+
+275
+00:20:40,070 --> 00:20:43,790
+unfeelable إيش معناه هذا الكلام؟ معناه هذا
+
+276
+00:20:43,790 --> 00:20:53,230
+الكلام أنه يفترض على سبيل المثال ال
+
+277
+00:20:53,230 --> 00:20:55,870
+assumption تبعي، يعني على سبيل المثال لو أنا كنت في
+
+278
+00:20:55,870 --> 00:20:57,510
+board زي هيك
+
+279
+00:21:04,220 --> 00:21:09,760
+أنا عندي X، تمام، ودور ال O، بدي يلعب، هل جى ال O
+
+280
+00:21:09,760 --> 00:21:16,700
+لعب هي مرة، تمام، وهي مرتين، بدي أفترض أن ال O
+
+281
+00:21:16,700 --> 00:21:22,180
+مستحيل أنه يجي يلعب هنا مرة، أو يجي يحط لي مثلاً في
+
+282
+00:21:22,180 --> 00:21:25,280
+مكان أنه هنا مثلاً، أنه ما يقدرش يعمل فيه straight
+
+283
+00:21:25,280 --> 00:21:29,640
+line، أكيد أنه إيش بده يسوي؟ بده يسكر عليّ، وفي نفس
+
+284
+00:21:29,640 --> 00:21:32,660
+الوقت يعمل straight line، هاي معناتها أنه ما بيقعش
+
+285
+00:21:32,660 --> 00:21:35,720
+في أخطاء، إيش يعني ما بيقعش في أخطاء؟ أنه يروح يختار
+
+286
+00:21:35,720 --> 00:21:41,860
+خيار مش لصالحه، تمام؟ فهي معناتها هذا ال assumption
+
+287
+00:21:41,860 --> 00:21:49,120
+طبعاً هذا ال assumption هل هو يعني true دائماً؟ طبعاً
+
+288
+00:21:49,120 --> 00:21:53,380
+في ال human player أكيد ممكن أنه يقع في أخطاء، لكن
+
+289
+00:21:53,380 --> 00:21:56,120
+إحنا بنفترض أن أنا بدي ألعب ضد الكمبيوتر، و
+
+290
+00:21:56,120 --> 00:21:59,820
+الكمبيوتر يفترض ما يقعش في أخطاء، دائماً يختار الخيار
+
+291
+00:21:59,820 --> 00:22:04,140
+الصحيح، تمام، فبالتالي هنا ال assumption أن both
+
+292
+00:22:04,140 --> 00:22:11,800
+players play optimally، تمام، فبالتالي
+
+293
+00:22:11,800 --> 00:22:16,280
+لو كان في عندي tree معينة، ال optimal strategy ممكن
+
+294
+00:22:16,280 --> 00:22:19,860
+أن أنا أحددها باستخدام ال min max value لكل node
+
+295
+00:22:19,860 --> 00:22:23,480
+دي أحسب ال min max value لكل node، أنشاء كيف بن-
+
+296
+00:22:23,480 --> 00:22:27,560
+نحسبها، طبعاً هنا ال tree بدي أستخدم ال notation هذه
+
+297
+00:22:27,560 --> 00:22:31,420
+يعني لما يكون في عندي المثلث هيك لفوق، هذا max
+
+298
+00:22:31,420 --> 00:22:36,720
+تمام؟ ولما يكون في أنا عندي مثلث لتحت زي هيك، هذا
+
+299
+00:22:36,720 --> 00:22:43,740
+بطبيعة الحال Min، فبالتالي هنا هذا max، هذا Min، وهنا
+
+300
+00:22:43,740 --> 00:22:49,430
+بدي أختار ال max بهذا الشكل، شو معنى هذا الكلام؟ أنا
+
+301
+00:22:49,430 --> 00:22:54,110
+بدي أكون أنا عندي ال branches، أنا عندي هاي ال
+
+302
+00:22:54,110 --> 00:22:59,550
+branch a1, a2, a3، من a1 كم تفريع أنا عندي؟ ثلاث
+
+303
+00:22:59,550 --> 00:23:06,150
+تفريعات a11, a12, a13، a2 برضه ثلاث تفريعات a21,
+
+304
+00:23:06,510 --> 00:23:14,150
+a22, a23، وهكذا، طيب الآن أنا إيش بدي أحسب؟
+
+305
+00:23:17,180 --> 00:23:20,140
+بدي أجي أطلع هنا، بدي آخذ القيمة اللي هنا، هذه ال
+
+306
+00:23:20,140 --> 00:23:23,660
+terminal nodes، هذه كلها ال terminal nodes، فبالتالي
+
+307
+00:23:23,660 --> 00:23:28,680
+دائماً بحسبها من تحت لفوق، أنا عندي ثلاثة ولا اثنا عشر
+
+308
+00:23:28,680 --> 00:23:31,560
+ولا ثمانية، إيش بدي آخذ؟ ما دام بدي آخذ ال Min، إيش راح
+
+309
+00:23:31,560 --> 00:23:37,500
+يكون ال minimum value بين هدول القيم؟ ثلاثة، وهنا
+
+310
+00:23:37,500 --> 00:23:42,200
+هذه ال node، تمام، لو بدي أحدد القيمة تبعتها هي
+
+311
+00:23:42,200 --> 00:23:48,190
+عبارة عن ال minimum بين الاثنين والأربعة والستة
+
+312
+00:23:48,190 --> 00:23:54,170
+إيش أقل قيمة؟ اثنين، وهنا أربعة، خمسة، اثنين
+
+313
+00:23:54,170 --> 00:23:59,610
+إيش أقل قيمة؟ اثنين، طيب بدي أنتقل لمرحلة اللي
+
+314
+00:23:59,610 --> 00:24:03,470
+بعدها، أنه هنا أنا بدي أطلع ال Max، ال Max بين إيش؟
+
+315
+00:24:03,470 --> 00:24:06,270
+ثلاثة واثنين واثنين، فبالتالي قد إيش بتطلع عندي
+
+316
+00:24:06,270 --> 00:24:09,310
+القيمة؟ Max، هاي معناتها هذا الكلام أنه أنا إيش بدي
+
+317
+00:24:09,310 --> 00:24:13,750
+أسوي؟ بدي أحسب ال Min Max value لكل node، وبدي أبدأ
+
+318
+00:24:13,750 --> 00:24:14,230
+من تحت
+
+319
+00:24:18,500 --> 00:24:22,420
+هذا الكلام طبعاً بالتدريج، أن أنا عندي هنا ثلاثة و
+
+320
+00:24:22,420 --> 00:24:25,860
+اثنا عشر وثمانية، بدي أختار ال minimum بيناتهم، ثلاثة
+
+321
+00:24:25,860 --> 00:24:30,660
+طبعاً بطبيعة الحال لهذه ال node، وهنا ال minimum
+
+322
+00:24:30,660 --> 00:24:34,220
+اثنين، وهنا ال minimum اثنين، بعدها بدي أختار ال
+
+323
+00:24:34,220 --> 00:24:40,140
+Max، ال Max بين هدول الثلاثة اللي هو عبارة عن ثلاثة
+
+324
+00:24:40,140 --> 00:24:42,740
+بالضبط، ثلاثة واثنين واثنين، اللي هو اللي هو ال
+
+325
+00:24:42,740 --> 00:24:47,400
+maximum decision، بقعد هالشكل، طبعاً ليش أنا عندي Min
+
+326
+00:24:47,400 --> 00:24:50,620
+Max؟ أن أنا الفكرة في الموضوع أن أنا بدي أعمل
+
+327
+00:24:50,620 --> 00:24:54,520
+Maximize لل Min Max value تبعتي، وأعمل Minimize
+
+328
+00:24:54,520 --> 00:24:58,600
+لل Min Max value تبعتها، ال algorithm كيف شكله؟
+
+329
+00:24:58,600 --> 00:25:03,260
+ركزوا معايا في ال algorithm، لأنه ما دام إحنا بنلعب
+
+330
+00:25:03,260 --> 00:25:07,100
+في تناوب، ال Min بتستدعي منها ال Max، هي هوريكم كيف
+
+331
+00:25:08,300 --> 00:25:11,140
+فهنا عندي دالة اسمها MinMax decision بتديله ال
+
+332
+00:25:11,140 --> 00:25:15,280
+state وهنا بترجع لي action، طبعاً ال input هي بتأخذ
+
+333
+00:25:15,280 --> 00:25:18,340
+ال state تبع ال game، وال action بترجع لي ال action
+
+334
+00:25:18,340 --> 00:25:23,640
+ليش بيعمل؟ بيعمل لي maximizing MinMax، أو عفواً Min
+
+335
+00:25:23,640 --> 00:25:27,780
+value result a، وstate اللي هو ال a اللي هو ال
+
+336
+00:25:27,780 --> 00:25:34,040
+action، تمام، بالإضافة لل state، فهيدا لل Min value
+
+337
+00:25:34,040 --> 00:25:35,640
+Min value بينهم هي
+
+338
+00:25:40,940 --> 00:25:44,060
+لاحظوا في ال main value أنه أنا بأخذ ال state وأ-
+
+339
+00:25:44,060 --> 00:25:49,940
+برجع utility value بهذا الشكل، طبعاً ال utility
+
+340
+00:25:49,940 --> 00:25:54,640
+value كيف بتحدد؟ أنه لكل successor بدي أروح أختار
+
+341
+00:25:54,640 --> 00:26:01,920
+ال Max من ال Max بهذا الشكل، فبالتالي أنه هنا أنا
+
+342
+00:26:01,920 --> 00:26:04,360
+عندي المستوى اللي تحت أنه كله بيختار ال Max، أنا
+
+343
+00:26:04,360 --> 00:26:08,480
+بدي أختار ال Max من ال Max، فبالتالي ال Max value
+
+344
+00:26:08,480 --> 00:26:15,940
+هذه، وين ال implementation تبعتها؟ هي هنا، فبالتالي هاي
+
+345
+00:26:15,940 --> 00:26:21,140
+ال Max value، تمام، فبالتالي لكل successor إيش بده
+
+346
+00:26:21,140 --> 00:26:25,920
+يروح يختار ال Max value من ال Min، ما دام ال Min هنا
+
+347
+00:26:25,920 --> 00:26:29,340
+بده يروح يستدعي هاي، وال Min بتستدعي ال Max، وال
+
+348
+00:26:29,340 --> 00:26:31,920
+Max بتستدعي ال Min، معنى ذلك أنه recursion لغاية
+
+349
+00:26:31,920 --> 00:26:35,660
+ما نخلص كل ال successors بهذا الشكل، واضح؟
+
+350
+00:26:38,420 --> 00:26:42,620
+واضح؟ طبعاً عشان نفهم هذا الكلام بشكل أفضل بدنا
+
+351
+00:26:42,620 --> 00:26:46,520
+نشوف إيش هي ال algorithm steps، نشرحها بتفصيل أكثر
+
+352
+00:26:46,520 --> 00:26:50,280
+يعني هذه أن هو ك pseudocode، وهذه أن هو ك steps، طبعاً
+
+353
+00:26:50,280 --> 00:26:53,120
+أول حاجة بدي أعمل generate لل entire game tree
+
+354
+00:26:53,120 --> 00:26:58,120
+تمام؟ ولما أعمل generate لل entire game بدي
+
+355
+00:26:58,120 --> 00:27:01,540
+أعرف terminology لل term، يعني بدي أعرف بعض
+
+356
+00:27:01,540 --> 00:27:04,800
+المصطلحات، إيش هي؟ ال initial state، ال successor
+
+357
+00:27:04,800 --> 00:27:09,120
+function، ال terminal state، ال utilities، ال initial
+
+358
+00:27:09,120 --> 00:27:14,740
+state، هي طبعاً هذا الكلام اللي هو مصطلحات ل Tic
+
+359
+00:27:14,740 --> 00:27:17,280
+-Tac-Toe، طبعاً حسب المثال ال Tic-Tac-Toe، طبعاً هذا
+
+360
+00:27:17,280 --> 00:27:22,460
+الكلام بيختلف من لعبة للعبة، تمام؟ ماذا يعني
+
+361
+00:27:22,460 --> 00:27:25,600
+Successor function؟ ماذا بتجيب لي؟ بتجيب لي كل
+
+362
+00:27:25,600 --> 00:27:28,960
+الحركات، أو كل ال board الممكنة أن أنا في عندي هنا
+
+363
+00:27:28,960 --> 00:27:34,500
+تسع حركات ممكنة، مين جابهم؟ Successor function، هذا
+
+364
+00:27:34,500 --> 00:27:38,460
+المصطلح، ال terminal state اللي هو عبارة عن آخر
+
+365
+00:27:38,460 --> 00:27:44,360
+مستوى، بنسميهم terminal، طرفيات، وال utility هي عبارة
+
+366
+00:27:44,360 --> 00:27:47,640
+عن دالة بتحسب لي value لل terminal state، لكل
+
+367
+00:27:47,640 --> 00:27:50,440
+terminal state بتحسب لي value، طبعاً أن في عندي
+
+368
+00:27:50,440 --> 00:27:52,780
+terminal state كثيرة زي ما أنتم شايفين، هنا هنا
+
+369
+00:27:52,780 --> 00:27:55,920
+بيجي بقول أن هذه آه أنت خسران فيها، هذه لأ أنت
+
+370
+00:27:55,920 --> 00:28:00,360
+خسران ولا ربّحان، هذه أنت ربّحان، هذه أنت خسران، هذه
+
+371
+00:28:00,360 --> 00:28:05,270
+خسران، هذه ربّحان، وهكذا، تمام، فبالتالي أنا عندي أربع
+
+372
+00:28:05,270 --> 00:28:08,630
+مصطلحات، initial state اللي هي كيف شكل ال board في
+
+373
+00:28:08,630 --> 00:28:12,250
+الأول، تمام، طبعاً في ال chess أنا عندي، في ال tic-tac
+
+374
+00:28:12,250 --> 00:28:15,330
+-toe ال board فاضية، أما في ال chess كيف بيكون شكل
+
+375
+00:28:15,330 --> 00:28:18,650
+ال state اللي هي مصفوفة عليها كل الأحجار تبعتها
+
+376
+00:28:18,650 --> 00:28:22,910
+الشطرنج، تمام، ال successor بتجيب لي كل ال possible
+
+377
+00:28:22,910 --> 00:28:28,460
+moves تبعتي بناءً على ال initial state، طبعاً بضلني
+
+378
+00:28:28,460 --> 00:28:31,600
+أعمل، أجيب إيش ال possible states؟ بجيب الشجرة كلها
+
+379
+00:28:31,600 --> 00:28:37,360
+بالكامل، ال tree بالكامل، لغاية ما نوصل لآخر مستوى
+
+380
+00:28:37,360 --> 00:28:40,780
+بنسميه ال terminal، وفيه أن عندي ال utility
+
+381
+00:28:40,780 --> 00:28:47,700
+function بتروح بتحسب ال score لكل terminal، طيب
+
+382
+00:28:47,700 --> 00:28:52,560
+الخطوة الثانية، بروح بطبق ال utility function عشان
+
+383
+00:28:52,560 --> 00:28:56,240
+أجيب ال utility لكل ال terminal states، زي ما شفنا
+
+384
+00:28:56,240 --> 00:29:00,760
+هنا أن هذه ناقص واحد، هذه zero، هذه واحد، وشُفنا
+
+385
+00:29:00,760 --> 00:29:06,000
+أن هذه القيم شو بتعني، تمام، بعدها بنروح بنتقل
+
+386
+00:29:06,000 --> 00:29:09,240
+للمستوى الأعلى، لل higher nodes، فبالتالي الحساب
+
+387
+00:29:09,240 --> 00:29:12,460
+بيبدأ من تحت وباجي بطلع فوق، تمام
+
+388
+00:29:15,300 --> 00:29:20,080
+طبعاً هنا بروح بحسب ال value تبع ال higher nodes
+
+389
+00:29:20,080 --> 00:29:24,000
+باستخدام ال utility تبع ال terminal، بناءً على القيم
+
+390
+00:29:24,000 --> 00:29:27,760
+اللي تحت، بروح بحسب اللي فوق زي ما إحنا شفنا هنا
+
+391
+00:29:27,760 --> 00:29:37,040
+في هذا المثال، تمام، يعني
+
+392
+00:29:37,040 --> 00:29:44,680
+على سبيل المثال هذه الرسمة، أن أنا بدي أجي أحسب هاي
+
+393
+00:29:46,400 --> 00:29:50,140
+بدي أحسب هاي، هذا ال terminal، طبعاً أنا عندي ال
+
+394
+00:29:50,140 --> 
+
+445
+00:34:17,580 --> 00:34:22,600
+في max تمام لغاية لما نصل للمستوى هذا فبالتالي هذا
+
+446
+00:34:22,600 --> 00:34:25,740
+عبارة عن استدعاء للدوال إن أنا بدي أجمعهم جداش
+
+447
+00:34:25,740 --> 00:34:35,040
+واحدة max وهنا min جداش max و min الاثنتان تمام؟
+
+448
+00:34:35,040 --> 00:34:39,260
+وهنا جوا الـ min أنا فيه عندي الـ parameter max و
+
+449
+00:34:39,260 --> 00:34:41,640
+جوا الـ parameter max أنا فيه عندي الـ parameter min
+
+450
+00:34:41,640 --> 00:34:47,180
+هنا أنا بشكل مبسط هذه عبارة عن max لـ two terms
+
+451
+00:34:47,180 --> 00:34:51,000
+اللي هم ثلاثة واثنان ثلاثة واثنان من وين أجوا
+
+452
+00:34:51,000 --> 00:34:55,640
+أجوا من نتيجة الدالة من ثلاثة وخمسة وعشرة ومن
+
+453
+00:34:55,640 --> 00:35:00,220
+الاثنين واثنين هذا بس مستويين طب لو كان أكثر من
+
+454
+00:35:00,220 --> 00:35:11,480
+مستوى بدي يكون هذه وهذه وهذه max وهذه أيضا max
+
+455
+00:35:11,480 --> 00:35:14,300
+وهذه أيضا max
+
+456
+00:35:17,690 --> 00:35:20,350
+طبعا هذا الكلام اللي أنا بقصده، أُخطئ أو أضحك أنا
+
+457
+00:35:20,350 --> 00:35:25,590
+أعتقد صح طبعا، طب لو في مستوى كمان أعلى بدي يكون
+
+458
+00:35:25,590 --> 00:35:29,410
+هذه الـ max القيم اللي موجودة فيها من ومن ومن و
+
+459
+00:35:29,410 --> 00:35:35,050
+هكذا طبعا طيب
+
+460
+00:35:35,050 --> 00:35:41,830
+نأتي نشوف الخصائص تبع الـ min max complete
+
+461
+00:35:41,830 --> 00:35:48,080
+optimal yes إذا كانت الـ tree finite طبعا باستخدام
+
+462
+00:35:48,080 --> 00:35:51,200
+هذا الـ algorithm بقدر أجيب إن هو إيش أفضل مسار
+
+463
+00:35:51,200 --> 00:35:54,920
+بالنسبة لي أنا اللعبة تمام فبالتالي optimal إذا
+
+464
+00:35:54,920 --> 00:35:57,660
+كانت الـ tree finite إذا كانت الـ tree غير finite
+
+465
+00:35:57,660 --> 00:36:07,860
+معنى ذلك أن هو بيكون غير optimal تمام طبعا أنا في
+
+466
+00:36:07,860 --> 00:36:12,380
+عندي خطأ هذه الخاصية الأولى complete غير finite غير
+
+467
+00:36:12,380 --> 00:36:14,340
+optimal  عفوا هي complete
+
+468
+00:36:17,160 --> 00:36:22,620
+طبعا أنا أخطأت وأنا كتبت لما كتبتهم فبالتالي هذه
+
+469
+00:36:22,620 --> 00:36:28,260
+complete yes optimal yes الـ time complexity عبارة
+
+470
+00:36:28,260 --> 00:36:36,120
+عن P مرفوعة للقوة M والـ space complexity P M طبعا
+
+471
+00:36:36,120 --> 00:36:43,130
+هذا الكلام  ما شفناه في الـ chess  مية أنا عندي الـ
+
+472
+00:36:43,130 --> 00:36:46,710
+D مية وخمسة وثلاثين لما أ... يعني أحكي P مرفوعة
+
+473
+00:36:46,710 --> 00:36:49,830
+للقوة D خمسة وثلاثين مرفوعة للقوة مية بيطلع أنا
+
+474
+00:36:49,830 --> 00:36:54,210
+عندي رقم كبير فبالتالي هل نحن فعلا محتاجين أن
+
+475
+00:36:54,210 --> 00:37:02,870
+نحن نعمل explore لكل المسارات طيب كيف؟
+
+476
+00:37:08,220 --> 00:37:11,460
+نعمل pruning بالظبط فبالتالي هنا الـ number of
+
+477
+00:37:11,460 --> 00:37:16,960
+game state بيتزايد بشكل exponential تمام فبالتالي
+
+478
+00:37:16,960 --> 00:37:19,800
+هنا ما فيش داعي أن نحن نعمل examine لكل node
+
+479
+00:37:19,800 --> 00:37:22,260
+فبالتالي هنا نعمل pruning مادام نحن نحكي على
+
+480
+00:37:22,260 --> 00:37:25,060
+tree فبالتالي نستخدم مصطلح الـ pruning نعمل
+
+481
+00:37:25,060 --> 00:37:28,580
+تقليم لهذه الشجرة تمام فبالتالي الـ pruning أن أنا
+
+482
+00:37:28,580 --> 00:37:32,960
+بتعمل remove لـ branch في الحقيقة مش هتأثر أنا عندي
+
+483
+00:37:32,960 --> 00:37:35,920
+على الـ final decision يعني على سبيل المثال في Min
+
+484
+00:37:35,920 --> 00:37:43,120
+Max باجي بقول والله الـ branch هذا كله راح أعمله
+
+485
+00:37:43,120 --> 00:37:46,660
+pruning تمام فبالتالي خلاص ما فيش داعي أن أنا أطلع
+
+486
+00:37:46,660 --> 00:37:51,320
+عليه فبالتالي هنا قللنا الـ space complexity لأن الـ
+
+487
+00:37:51,320 --> 00:37:53,980
+space complexity كثير إن هو كبير
+
+488
+00:38:00,900 --> 00:38:06,980
+تمام فبالتالي راح نزيل كل الـ nodes في الـ tree بدون
+
+489
+00:38:06,980 --> 00:38:10,420
+ما نحن نحللها وهذا مش هيأثر على النتيجة النهائية
+
+490
+00:38:10,420 --> 00:38:15,700
+وهذه العملية بنسميها pruning المحاضرة القادمة إن
+
+491
+00:38:15,700 --> 00:38:18,960
+شاء الله هنحكي عن الـ alpha beta pruning هيكون في
+
+492
+00:38:18,960 --> 00:38:21,340
+عندي two parameter ممكن أنا أستخدمهم في الـ pruning
+
+493
+00:38:21,340 --> 00:38:24,660
+وهنشوف كيف إنه فعلا إنه باستخدام هذين القيمين مش
+
+494
+00:38:24,660 --> 00:38:32,720
+هيأثروا على الـ final decision في الـ tree تمام؟ في
+
+495
+00:38:32,720 --> 00:38:34,380
+حد عنده سؤال؟ سأعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..2e7746383a6b65008831d0408a3a6cd068749b7c
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_postprocess.srt
@@ -0,0 +1,1980 @@
+1
+00:00:05,180 --> 00:00:10,940
+بسم الله الرحمن الرحيم اليوم في .. هي المخاطرة في
+
+2
+00:00:10,940 --> 00:00:13,360
+مساواقة الذكاء الاصطناعي ان شاء الله بدنا نكمل في
+
+3
+00:00:13,360 --> 00:00:16,780
+موضوع ال search algorithm عشان احنا نجمل الموضوع
+
+4
+00:00:16,780 --> 00:00:20,360
+أخدنا ال uninformed search و الinformed search و
+
+5
+00:00:20,360 --> 00:00:23,120
+الأن بدنا ناخد النوع التالت منالـ search
+
+6
+00:00:23,120 --> 00:00:27,320
+strategies واللي هو اسمه adversarial search game
+
+7
+00:00:27,320 --> 00:00:33,760
+search أو بمعنى آخر انه راح نشوف كيف بنطبق هذا ال
+
+8
+00:00:33,760 --> 00:00:37,740
+search strategies على ال game playing طبعا هذا من
+
+9
+00:00:37,740 --> 00:00:41,760
+الباب السادس من كتاب artificial intelligence
+
+10
+00:00:41,760 --> 00:00:47,960
+modern approach طب وعشان احنا نكون كذلك في ال احنا
+
+11
+00:00:47,960 --> 00:00:50,620
+عارفين في أي environment احنا بنشتغل احنا بنشتغل
+
+12
+00:00:50,620 --> 00:00:54,750
+في هاي ال environmentتمام؟ اللي هو fully
+
+13
+00:00:54,750 --> 00:01:01,770
+observable تمام؟ multi-agent لأنه احنا في عندنا
+
+14
+00:01:01,770 --> 00:01:05,290
+two players يفترض انهم بيلعبوا ضد بعض sequential
+
+15
+00:01:05,290 --> 00:01:10,390
+discrete فبالتالي هنا game tree search هي هذا
+
+16
+00:01:10,390 --> 00:01:14,870
+الشكل تمام؟
+
+17
+00:01:14,870 --> 00:01:16,830
+طيب
+
+18
+00:01:19,040 --> 00:01:22,280
+ال adversarial search adversarial ان انا يعني ..
+
+19
+00:01:22,280 --> 00:01:26,100
+adversarial بت .. بت .. بتيجي معناها انه يعني زي
+
+20
+00:01:26,100 --> 00:01:28,960
+معناه انه الخاصم انه انا بدي اعمل .. انه العب ضد
+
+21
+00:01:28,960 --> 00:01:31,680
+الخاصم adversarial .. adversarial search ان انا
+
+22
+00:01:31,680 --> 00:01:35,440
+بدي اعمل search و في حالة ان انا بلعب ضد خاصم
+
+23
+00:01:35,440 --> 00:01:39,960
+معين، تمام؟ المشكلة انه احنا لما نيجي نحاول احنا
+
+24
+00:01:39,960 --> 00:01:46,220
+بنعمل planتمام؟ في .. و في .. في .. في عالم و
+
+25
+00:01:46,220 --> 00:01:49,140
+العالم هذا بيكون فيه أنا عندي other agent برضه
+
+26
+00:01:49,140 --> 00:01:52,700
+بتعمل planning بس ال planning هذا ضدنا against
+
+27
+00:01:52,700 --> 00:01:58,060
+أصلا و يعني مثال جيد على هذا الاشي .. على هذا
+
+28
+00:01:58,060 --> 00:02:03,560
+الاشي اللي هو ال board games سواء كانت tic-tac-toe
+
+29
+00:02:03,560 --> 00:02:06,140
+أو chess أنه أنا بيكون فيه عندي two players بلعبوا
+
+30
+00:02:06,140 --> 00:02:06,660
+ضد بعض
+
+31
+00:02:10,550 --> 00:02:13,250
+طيب الآن بدنا نشوف إيش ال assumptions اللي موجودة
+
+32
+00:02:13,250 --> 00:02:16,630
+عندي، الفرضيات، إنه أنا بدي أفترض إن أنا في عندى
+
+33
+00:02:16,630 --> 00:02:21,090
+two agents و ال actions تبعتهم alternate معناه ذلك
+
+34
+00:02:21,090 --> 00:02:24,980
+إن هم بيتبادلوا، معناه ذلك إن أنا في عندي دوربيجي
+
+35
+00:02:24,980 --> 00:02:27,820
+دوري أنا بلعب، بعديها بيجي دور الخاصم هو بلعب،
+
+36
+00:02:27,820 --> 00:02:31,120
+بعديها برجع أنا بلعب، هو بلعب، هي معنات alternate
+
+37
+00:02:31,120 --> 00:02:36,080
+بتناوبه في اللعب أو بتناوبه في ال actions، تمام؟
+
+38
+00:02:36,080 --> 00:02:38,780
+وفي عندي كذلك من ضمن ال assumptions أنا في عندي
+
+39
+00:02:38,780 --> 00:02:45,600
+حاجة اسمها utility values لكل agent، تمام؟ و .. و
+
+40
+00:02:45,600 --> 00:02:52,780
+.. و .. و .. لل agent نفسه ولل opponentتمام؟ و هنا
+
+41
+00:02:52,780 --> 00:02:57,260
+يعني في عندي حالة اسمها adversarial situation و
+
+42
+00:02:57,260 --> 00:03:01,700
+الفكرة هنا إن أنا بدي أحاول إن ال utility values
+
+43
+00:03:01,700 --> 00:03:06,160
+اللي عندي إن أنا أخليها أكبر ما يمكن ولا الخاصة ما
+
+44
+00:03:06,160 --> 00:03:09,840
+أخليها أقل ما يمكن و ال environment طبعا بطبيعة
+
+45
+00:03:09,840 --> 00:03:12,280
+الحالة اللي هو fully absorbable environment
+
+46
+00:03:15,570 --> 00:03:22,490
+طيب بنقارن ال search strategies العادية بال game
+
+47
+00:03:22,490 --> 00:03:26,710
+playing ان انا هنا ال search لما بيكون في عندي خصم
+
+48
+00:03:26,710 --> 00:03:29,350
+لما بيكون في عندي adversary و هنا لما بيكون في
+
+49
+00:03:29,350 --> 00:03:32,570
+عندي adversary طبعا هنا ال solution زي ما اتعلمنا
+
+50
+00:03:32,570 --> 00:03:36,310
+هو عبارة عن heuristic method لل finding لل goal
+
+51
+00:03:36,310 --> 00:03:40,770
+يعني هذا هو الفرق الأول ان انا عندي هنا heuristic
+
+52
+00:03:40,770 --> 00:03:45,360
+لكن هنا ان ال solution هو عبارة عن strategyتمام؟ و
+
+53
+00:03:45,360 --> 00:03:49,080
+ال .. ال strategy هذه بتحدد ال move تبعي ل every
+
+54
+00:03:49,080 --> 00:03:55,080
+possible opponent reply في حال ان هو ال opponent
+
+55
+00:03:55,080 --> 00:03:56,060
+ان هو unpredictable
+
+56
+00:03:58,840 --> 00:04:02,940
+فهذا هو الفرق الأول يعني بمعنى آخر انه انا في عندي
+
+57
+00:04:02,940 --> 00:04:05,680
+احتمالات انه انا لما على سبيل المثال في ال tic-tac
+
+58
+00:04:05,680 --> 00:04:09,920
+-to لو انا خطيت انا في المكان هذا لنوضح لكم إياه
+
+59
+00:04:09,920 --> 00:04:23,800
+على نوع هنا في ال tic-tac-to لو
+
+60
+00:04:23,800 --> 00:04:27,900
+انا على سبيل المثال انه لعبت هنا X
+
+61
+00:04:29,360 --> 00:04:37,000
+بيجي دوره هو طبعا دوره هو اكم احتمال عنده تمانية
+
+62
+00:04:37,000 --> 00:04:41,560
+بالظبط اي حاجة مع ده high tile فبالتالي بدي يكون
+
+63
+00:04:41,560 --> 00:04:45,980
+انه يلعب
+
+64
+00:04:45,980 --> 00:04:51,840
+هنا يلعب
+
+65
+00:04:51,840 --> 00:04:57,500
+هنا و هكذابهذا الشكل طبعا فعندي تمام احتمالات
+
+66
+00:04:57,500 --> 00:05:03,140
+فالفكرة في الموضوع هنا انه على اساس ان انا لعبت
+
+67
+00:05:03,140 --> 00:05:09,080
+هادي و هو لعب هادي مثلا طبعا كيف بدي ارد عليه لو
+
+68
+00:05:09,080 --> 00:05:13,660
+لعب هاي و كيف بدي اكون الرد عليه لو لعب هاي هاي
+
+69
+00:05:13,660 --> 00:05:18,600
+معناه انهلكل move هو بيعملها ال component بيكون
+
+70
+00:05:18,600 --> 00:05:22,100
+فيه انا عندي reply مناسب بهذا الشكل لأنه على سبيل
+
+71
+00:05:22,100 --> 00:05:25,080
+المثال انه هي اللعبة اللي انا اخترتها وهي
+
+72
+00:05:25,080 --> 00:05:29,060
+الاحتمالات كلها طيب هو لو رد بهذا الأسلوب ايش الرد
+
+73
+00:05:29,060 --> 00:05:33,520
+الأفضل بالنسبة ليه؟ لو هو لعب بهذه الطريقة ايش؟
+
+74
+00:05:33,990 --> 00:05:36,730
+أفضل حركة بالنسبة لي ليه؟ هي معناته ده الكلام اللي
+
+75
+00:05:36,730 --> 00:05:41,730
+هي عبارة عن strategy بتكون بناء على unpredictable
+
+76
+00:05:41,730 --> 00:05:46,090
+opponent مش عارف أي شهوة هيلعب لكن هنا احنا فينا
+
+77
+00:05:46,090 --> 00:05:49,810
+heuristic function و بنقدر نوجد ال goal للنهاية
+
+78
+00:05:49,810 --> 00:05:53,830
+تمام؟ و عادة هنا ال heuristic function زي ما احنا
+
+79
+00:05:53,830 --> 00:05:59,570
+شايفين انه بتوجد ال optimal solutionلكن هنا ال
+
+80
+00:05:59,570 --> 00:06:03,270
+optimality بتعتمد على ال opponent نفسه على الخصم
+
+81
+00:06:03,270 --> 00:06:08,410
+opponent يعني الخصميبقى أول حاجة احنا قررنا ال
+
+82
+00:06:08,410 --> 00:06:12,330
+solution انه هنا اتفقنا ان هو عبارة عن heuristic و
+
+83
+00:06:12,330 --> 00:06:16,330
+هنا عبارة عن strategy و ال opponent unpredictable
+
+84
+00:06:16,330 --> 00:06:19,730
+يعني مش عارف ايش ال action تبعه ممكن يكون الشغل
+
+85
+00:06:19,730 --> 00:06:23,110
+التاني انه هنا ال heuristic ده زي ما اتعودنا في ال
+
+86
+00:06:23,110 --> 00:06:26,530
+ASDR ان هو بيوجد ال optimal solution لكن هنا ال
+
+87
+00:06:26,530 --> 00:06:31,960
+optimality بتعتمد على ال opponentهنا فيه ان عندي
+
+88
+00:06:31,960 --> 00:06:34,820
+evaluation function شو وظفتها انه بتعملي
+
+89
+00:06:34,820 --> 00:06:40,310
+estimation لل cost من ال goal خلال ال nodes كلهامش
+
+90
+00:06:40,310 --> 00:06:43,810
+احنا شوفنا ان احنا كيف نحسب ال .. ال .. ال ..
+
+91
+00:06:43,810 --> 00:06:49,550
+بالظبط ان انا عندي ال evaluation function ال FN في
+
+92
+00:06:49,550 --> 00:06:53,390
+ال A star عبارة عن ايش ال G زائد ال H انه بحسب
+
+93
+00:06:53,390 --> 00:06:58,550
+كدهش ال cost للانتقال ل node معينة بالاضافة
+
+94
+00:06:58,550 --> 00:07:02,610
+للمسافة من ال node هذه لل goal طبعا ال straight
+
+95
+00:07:02,610 --> 00:07:03,270
+line distance
+
+96
+00:07:07,860 --> 00:07:09,920
+و هنا أمثل على هذا الموضوع اللي هو ال path,
+
+97
+00:07:10,020 --> 00:07:12,600
+planning, switch, scheduling, activity و أخدنا
+
+98
+00:07:12,600 --> 00:07:17,020
+أمثلة كتير لكن الإضافة أنا عندي هنا في الموضوع أنه
+
+99
+00:07:17,020 --> 00:07:21,500
+ال evaluation function بتعمل evaluate لل goodness
+
+100
+00:07:21,500 --> 00:07:28,910
+لل game position إيش معناه هذا الكلام؟انه انا
+
+101
+00:07:28,910 --> 00:07:32,950
+بحاول ان انا اقيم كل board انه جداش انه هي دي good
+
+102
+00:07:32,950 --> 00:07:37,230
+بالنسبة لإلي بهذا الشكل يعني على سبيل المثال في ال
+
+103
+00:07:37,230 --> 00:07:42,150
+tic-tac-toe او في ال XO انه انا باجي بقارن انه طيب
+
+104
+00:07:42,150 --> 00:07:46,820
+ماشي لو لعب زي هيك جداش بكون وضعي اناجدش انه هذا
+
+105
+00:07:46,820 --> 00:07:50,140
+جيد باعطيله هنا evaluation function على سبيل
+
+106
+00:07:50,140 --> 00:07:53,760
+المثال بجب أقول انه والله هذه ال evaluation
+
+107
+00:07:53,760 --> 00:07:56,920
+function تبعتها سبعة انه هي جدش انه هي كويسة
+
+108
+00:07:56,920 --> 00:08:02,040
+بالنسبة لأقلي سبعة هنا مثلا تلاتة و نص هنا أربعة و
+
+109
+00:08:02,040 --> 00:08:08,040
+هكذا لكن ال evaluation function هنا تعمل ليه ال
+
+110
+00:08:08,040 --> 00:08:14,670
+estimation ل ال costلل goal للنهاية لكن هنا انه كل
+
+111
+00:08:14,670 --> 00:08:17,510
+واحدة بتديني estimation function يعني هنا باجي
+
+112
+00:08:17,510 --> 00:08:23,470
+يفترض يكون في عندي score مثلا سبعة point واحد
+
+113
+00:08:23,470 --> 00:08:29,910
+اربعة مثلا هنا تسعة و هكذا فبالتالي هنا كل board
+
+114
+00:08:29,910 --> 00:08:34,030
+بيكون فيها evaluation function هذه شغلة الشغلة
+
+115
+00:08:34,030 --> 00:08:40,010
+التانية ان انا في عندي time limitهذه قيد بالنسبة
+
+116
+00:08:40,010 --> 00:08:43,750
+لي ليش لأن احنا بنلعب أدوار هو بيلعب دور مش هيظل
+
+117
+00:08:43,750 --> 00:08:47,230
+يستناني إلى ما لنهاية فبالتالي انا عندي time limit
+
+118
+00:08:47,230 --> 00:08:50,350
+ليش لأن عملية ال search في هذه ال trip تاخد وقت
+
+119
+00:08:50,350 --> 00:08:57,990
+فبالتالي انا بدي اوجد حل افضل board او افضل يعني
+
+120
+00:08:57,990 --> 00:09:02,110
+انه good situation بالنسبة لإلي تمام في وقت قصير
+
+121
+00:09:02,110 --> 00:09:06,050
+انه خلاص بدى حد يفترض ان انا ألعب دور تبعي خلال
+
+122
+00:09:06,050 --> 00:09:10,740
+دقيقةمازيدش أنا هذا الكلام تمام؟ إيش في أنا عندي
+
+123
+00:09:10,740 --> 00:09:16,220
+أمثلة على هذا الكلام؟ في عندي هذه الألعاب اللي هي
+
+124
+00:09:16,220 --> 00:09:22,800
+ال checkers و ال othello و ال pagamon اللي هي
+
+125
+00:09:22,800 --> 00:09:27,040
+طاولة الزهر تمام؟ لإن هي بتعتمد أنه فيها أدوار
+
+126
+00:09:27,040 --> 00:09:30,100
+طيب،
+
+127
+00:09:30,100 --> 00:09:33,220
+ناجي نشوف إيش أنواع الألعاب أو إيش أنواع ال games؟
+
+128
+00:09:36,380 --> 00:09:41,900
+ممكن نعتبر شو؟ هي ال monopoly بالظبط هي ال
+
+129
+00:09:41,900 --> 00:09:46,120
+monopoly هي واحدة من ال game هذه لأنها بتعتمد على
+
+130
+00:09:46,120 --> 00:09:50,840
+الأدوار بالظبط هذه واحدة من ال game ال backgammon
+
+131
+00:09:50,840 --> 00:10:00,020
+طاولة الزهر تمام خليني
+
+132
+00:10:00,020 --> 00:10:04,080
+أنشوف أنواع ال games من ناحية أربع خصائص اللي هي
+
+133
+00:10:04,080 --> 00:10:10,380
+deterministicأو تعتمد على ال chance و من ناحية انه
+
+134
+00:10:10,380 --> 00:10:17,980
+perfect information و imperfect information تمام؟
+
+135
+00:10:17,980 --> 00:10:23,570
+يعني على سبيل المثال deterministicوالا ال chance
+
+136
+00:10:23,570 --> 00:10:27,330
+.. deterministic ان الحركات كلها معروفة لكن ال
+
+137
+00:10:27,330 --> 00:10:30,610
+chance بتعتمد ان الحركة تبعتي الجاية بتعتمد على
+
+138
+00:10:30,610 --> 00:10:33,870
+الحظ زي ما يكون في عندي حجر زهر و بارميه زي هيك
+
+139
+00:10:33,870 --> 00:10:36,670
+انا مش عارف الحركة الجاية هتكون بالنسبة لي بتعتمد
+
+140
+00:10:36,670 --> 00:10:40,810
+على الحظ على حسب الحجر اللي بارميه زي لعبة الطاولة
+
+141
+00:10:41,420 --> 00:10:45,100
+طاولة الزهر أو ال monopoly ال monopoly اللي هي عدد
+
+142
+00:10:45,100 --> 00:10:48,340
+ال steps اللي انا بدي اتحركها مش عارف فبالتالي هذه
+
+143
+00:10:48,340 --> 00:10:51,700
+بتاعة تمد على ال chance اما deterministic زي ما
+
+144
+00:10:51,700 --> 00:10:54,560
+شوفنا هنا في ال tic-tac-toe deterministic ولا لا
+
+145
+00:10:54,560 --> 00:10:59,280
+حركات معروفة يا اما هنا او هنا او هنا تسعة خيارات
+
+146
+00:10:59,280 --> 00:11:03,580
+و بعديها لما انتقل لل level اللي بعدي بيصير تمانية
+
+147
+00:11:03,580 --> 00:11:06,280
+بعديها لل level اللي بعدي بيصير اقل و اقل و هكذا
+
+148
+00:11:06,280 --> 00:11:07,460
+تمام؟
+
+149
+00:11:09,730 --> 00:11:15,010
+لتشيس ليواس شترانج بقول اوثيلو هي لعبة زي الضعمة
+
+150
+00:11:15,010 --> 00:11:19,950
+انه بيكون فيه انا عندي حجار ابيض واسود وانه بيتم
+
+151
+00:11:19,950 --> 00:11:23,790
+حساب ال score بطريقة معينة تمام؟ imperfect
+
+152
+00:11:23,790 --> 00:11:29,850
+information انه ال perfect information ان كل حجار
+
+153
+00:11:29,850 --> 00:11:33,790
+تبعتي و تبعت الخاصم كلها زهرة بالنسبة لي عارف وين
+
+154
+00:11:33,790 --> 00:11:38,270
+الأماكن تبعتهاتمام؟ ال imperfect information يعني
+
+155
+00:11:38,270 --> 00:11:44,650
+على سبيل المثال في card game لعبة ورق شدة يعني
+
+156
+00:11:44,650 --> 00:11:47,730
+تمام؟ اللي هو بيكون فيه عندى بطاقات بس بطاقات
+
+157
+00:11:47,730 --> 00:11:50,490
+الخاصة أنا مش عارفها مش شايفها يفترض انه حسب قانون
+
+158
+00:11:50,490 --> 00:11:54,310
+اللعبة انه مايكونش فيه عندى الطلاع عليها فبالتالي
+
+159
+00:11:54,310 --> 00:11:59,310
+هنا المعلومات بتكون imperfect information او blind
+
+160
+00:11:59,310 --> 00:12:05,220
+tic-tac-toeال blind tic-tac-toe أنه بصير أنه أنا
+
+161
+00:12:05,220 --> 00:12:10,680
+بلعب و هو مش عارف أيش أختار يعني
+
+162
+00:12:10,680 --> 00:12:14,740
+على سبيل المثال هنا أنه أنا هاي لعبة حطيت أنا
+
+163
+00:12:14,740 --> 00:12:17,940
+اللعبة تبعتي زي هنا تمام هاي في عندي هنا أن هو
+
+164
+00:12:17,940 --> 00:12:21,540
+ممكن يحط هنا ممكن يحط هنا ممكن يحط هنا فبالتالي
+
+165
+00:12:21,540 --> 00:12:24,660
+شوفنا أيش الخيارات هي عبارة عن تمام خيارات تخيلوا
+
+166
+00:12:24,660 --> 00:12:28,960
+أنه أنا اللعبة الجاية تبعتي أنه أنا بدي أجي ألعب و
+
+167
+00:12:28,960 --> 00:12:33,750
+هو مش عارف مين حطلأن الأسلوب تبع أيش بدي أكون أنه
+
+168
+00:12:33,750 --> 00:12:36,430
+بدي أحاول أسكر عليه بس أنا مش عارف وين حط هذه هي
+
+169
+00:12:36,430 --> 00:12:39,830
+ال blind tic-tac-toe فبالتالي أنه لعبة الخاصة ما
+
+170
+00:12:39,830 --> 00:12:43,010
+أنا بكونش متطلع عليها فهنا بيكون في عندي imperfect
+
+171
+00:12:43,010 --> 00:12:46,510
+information بهذا الشكل طيب
+
+172
+00:12:55,000 --> 00:12:59,460
+حاجات احنا بدنا نيجي ان هي ال B او نعمل اعدادات ان
+
+173
+00:12:59,460 --> 00:13:07,480
+احنا كيف ممكن انه يعني نستغل ال AI في .. في عمل
+
+174
+00:13:07,480 --> 00:13:13,780
+انه نخلي ان هو يلعب game فبدي اعمل setup ايش هو ال
+
+175
+00:13:13,780 --> 00:13:17,160
+setup ان هو بدي يكون في عندى هنا two players واحد
+
+176
+00:13:17,160 --> 00:13:22,540
+بدي اسميه Max وواحد بدي اسميه Menطبعا ال max بلعب
+
+177
+00:13:22,540 --> 00:13:28,140
+في البداية تمام؟ و بعديها بصير دور ال man و
+
+178
+00:13:28,140 --> 00:13:32,060
+بتبادلوا في الأدوار لغاية لما تصير ال game over
+
+179
+00:13:32,060 --> 00:13:37,620
+لغاية لما تخلص ال game تمام؟ طبعا ال winner بياخد
+
+180
+00:13:37,620 --> 00:13:43,420
+score و ال loser بياخد penalty بينخصب عليه تمام؟
+
+181
+00:13:45,910 --> 00:13:49,050
+فبالتالي بدي اعتبر ال game هنا as a search و هذا
+
+182
+00:13:49,050 --> 00:13:51,730
+هو المفضل تبعنا ان احنا نعمل formulate ل ال
+
+183
+00:13:51,730 --> 00:13:54,630
+problem as a search problem فبالتالي بنقدر نطبق
+
+184
+00:13:54,630 --> 00:13:57,550
+عليها search algorithm مش زي ال search algorithms
+
+185
+00:13:57,550 --> 00:14:02,010
+السابقة لكن هتكون search algorithm يعني انه بتنظم
+
+186
+00:14:02,010 --> 00:14:06,340
+مع هاي الشغلف ال initial state هي عبارة عن ال
+
+187
+00:14:06,340 --> 00:14:08,740
+board configuration تبعت ال chess على سبيل المثال
+
+188
+00:14:08,740 --> 00:14:12,000
+نفترض أن اللعبة تبعتنا chess أنه كيف بتكون ترتيب
+
+189
+00:14:12,000 --> 00:14:16,040
+اللعبة أنه بيكون أنا في عندي صفين الصف التاني فيه
+
+190
+00:14:16,040 --> 00:14:20,340
+الجنود كله الصف الأول بيكون فيه مرتبة الأحجار
+
+191
+00:14:20,340 --> 00:14:25,260
+تبعتي بطريقة معينة تمام؟ و في عندي زي ما اتعودنا
+
+192
+00:14:25,260 --> 00:14:28,800
+حاجة اسمها successor function إيش هي ال successor
+
+193
+00:14:28,800 --> 00:14:34,350
+function؟بتجيبلي ايش ال states زي ما شوفنا هنا في
+
+194
+00:14:34,350 --> 00:14:37,670
+ال tic-tac-toe انه ايش هي ال successor function،
+
+195
+00:14:37,670 --> 00:14:42,370
+ايش هي ال states اللي ممكن تكون انه حالة ال board
+
+196
+00:14:42,370 --> 00:14:49,670
+انه يعني ال .. التالية، تمام؟ فبالتالي هي عبارة عن
+
+197
+00:14:49,670 --> 00:14:56,640
+list من ال move و ال state pairsتمام؟ طبعا هذا
+
+198
+00:14:56,640 --> 00:14:59,920
+الكلام بيكون legal moves يعني بعض الأحيان ممكن
+
+199
+00:14:59,920 --> 00:15:02,700
+تكون أنا عندي ال move هذي مش legal في ال chess أنه
+
+200
+00:15:02,700 --> 00:15:08,360
+بيكون عندي حركة الحصان بيتحرك بطريقة معينة ال
+
+201
+00:15:08,360 --> 00:15:12,380
+castle أو القلعة بتتحرك بطريقة تانية مختلفة و هنا
+
+202
+00:15:12,380 --> 00:15:15,620
+ال tic-tac-toe برضه كذلك فيه أنا عندي legal move
+
+203
+00:15:15,620 --> 00:15:19,000
+مينفعش أن أنا أعمل move في شغلاء انهم عملت في دور
+
+204
+00:15:19,000 --> 00:15:23,240
+سابقتمام؟ و في انا عندي هنا ال terminal test ايش
+
+205
+00:15:23,240 --> 00:15:26,020
+ال terminal test انه كل مرة بدي افحص هل ال game
+
+206
+00:15:26,020 --> 00:15:30,700
+خلصت ولا لا طبعا بطبيعة الحال بدي اكون في عندي هنا
+
+207
+00:15:30,700 --> 00:15:34,420
+utility function شو الوظيفة تبعتها انه تعطيني قيمة
+
+208
+00:15:34,420 --> 00:15:39,990
+رقمية لل terminal statesطبعا انه على سبيل المثال
+
+209
+00:15:39,990 --> 00:15:43,310
+ممكن اجي اقول انه ال win plus one ال lose minus
+
+210
+00:15:43,310 --> 00:15:50,550
+one طبعا و بدي اعمل مثلا انه o في ال tic tac toe
+
+211
+00:15:50,550 --> 00:15:53,590
+او في ال chest ان انا بدي احط اشارة على الحركات
+
+212
+00:15:53,590 --> 00:15:59,090
+اللي انا بتحركها طيب شوفنا كيف ال game set up نيجي
+
+213
+00:15:59,090 --> 00:16:04,850
+الان نحكي على ال tree ال search treeزي ما شوفنا
+
+214
+00:16:04,850 --> 00:16:08,810
+هنا على اللوحة الـtic-tac-toe قداش عدد الأفرع أنه
+
+215
+00:16:08,810 --> 00:16:11,290
+بناءً على ال initial state أنا ممكن أعمل أكام
+
+216
+00:16:11,290 --> 00:16:15,790
+تفريعة أفرع تمام تفريعات فبالتالي هنا بدي أحسب
+
+217
+00:16:15,790 --> 00:16:20,090
+حاجة اسمها ال branching factorطبعا و فينا عندي هنا
+
+218
+00:16:20,090 --> 00:16:24,670
+ال D ان هي عبارة عن number of moves by both
+
+219
+00:16:24,670 --> 00:16:29,290
+players عدد الحركات لكل لعب فبالتالي هنا لغاية لما
+
+220
+00:16:29,290 --> 00:16:33,090
+ال game اتخلص اكم حركة بده يسوي طبعا فبالتالي ال
+
+221
+00:16:33,090 --> 00:16:39,870
+search tree هي عبارة عن big O B to the power D
+
+222
+00:16:39,870 --> 00:16:46,290
+يعني على سبيل المثال ال branching factor لل chess
+
+223
+00:16:47,180 --> 00:16:50,900
+خمسة و تلاتين تقريبا يعني ان لو جيت و طلعت على ال
+
+224
+00:16:50,900 --> 00:16:55,700
+board تبعت لل chess اكم تفريعة انا عندى ممكن اعمل
+
+225
+00:16:55,700 --> 00:16:59,420
+خمسة و تلاتين حركة مختلفة على ال initial board
+
+226
+00:16:59,420 --> 00:17:05,080
+تقريبا طبعا و اكم حركة بعملها في اللعبة طبعا
+
+227
+00:17:05,080 --> 00:17:08,000
+بتختلف من لعبة للعبة ممكن اللعبة تخلص بتسعين ممكن
+
+228
+00:17:08,000 --> 00:17:12,340
+اللعبة التانية تخلص مية و عشرة لكن تقريبا انه عرض
+
+229
+00:17:12,340 --> 00:17:17,410
+الحركات مية حركة لغاية لما نتخلص ال gameفبالتالي
+
+230
+00:17:17,410 --> 00:17:24,630
+ال search tree جداش عشرة تمام لعشرة
+
+231
+00:17:24,630 --> 00:17:28,130
+مرفوعة للقوة مية و اربعة و خمسين اللي هو عبارة عن
+
+232
+00:17:28,130 --> 00:17:33,470
+ناتج ال P خمسة و تلاتين مرفوعة للقوة مية بطلع
+
+233
+00:17:33,470 --> 00:17:37,010
+الناتج عبارة عن هذا الرقم فبالتالي هو عبارة عن رقم
+
+234
+00:17:37,010 --> 00:17:42,170
+كبير جدا فبالتالي غير عملي ان انا اعمل search في
+
+235
+00:17:42,170 --> 00:17:43,030
+هذه ال tree
+
+236
+00:17:49,590 --> 00:17:56,190
+تمام نيجي نشوف لعبة أصغر شوية tic-tac-toe كلكم
+
+237
+00:17:56,190 --> 00:18:00,590
+تعرفوا ال tic-tac-toe صح؟ لعبة ال X و O تمام
+
+238
+00:18:00,590 --> 00:18:04,210
+فالشاشة اللي تبعتها زي هيك انا عندي زي ما اتفقنا
+
+239
+00:18:04,210 --> 00:18:07,850
+حسب ال game setup انه بيكون في عندي لعب اسمه Max و
+
+240
+00:18:07,850 --> 00:18:11,830
+لعب اسمه Men هذا الإشارة تبعته انه بيحط X في ال
+
+241
+00:18:11,830 --> 00:18:15,410
+board و هذا الإشارة تبعته بيحط O في ال boardو
+
+242
+00:18:15,410 --> 00:18:19,690
+الأدوار زي ما تشايفين بتتعاقب لغاية لما أصل لآخر
+
+243
+00:18:19,690 --> 00:18:24,070
+ال tree اللي بنسميها ال terminal حكينا في ال
+
+244
+00:18:24,070 --> 00:18:27,410
+terminal شو بروح بحسب بستخدم ال utility function
+
+245
+00:18:27,410 --> 00:18:31,690
+عشان أحسب ال score يا إما ناقص واحد أو zero أو
+
+246
+00:18:31,690 --> 00:18:33,530
+واحد تمام؟
+
+247
+00:18:39,550 --> 00:18:43,850
+طبعا واحد إن أنا بكون عملت خط زي هيك فبالتالي ال X
+
+248
+00:18:43,850 --> 00:18:49,070
+أو ال max هو الفائز Zero بتكون سقرة اللعبة لا هو
+
+249
+00:18:49,070 --> 00:18:52,430
+فائز ولا أنا فائز تمام ما minus واحد بيكون هو
+
+250
+00:18:52,430 --> 00:18:55,510
+الفائز ال O نجح إن هو يعمل straight line بهذا
+
+251
+00:18:55,510 --> 00:19:00,400
+الشكل وزي ما شوفنا إنه أناأكم احتمال انا عندى فى
+
+252
+00:19:00,400 --> 00:19:03,000
+ال board game لما بدي اجي أول ألعب أول لعبة
+
+253
+00:19:03,000 --> 00:19:06,580
+initially تسعة احتمالات يا اما هنا او هنا او هنا
+
+254
+00:19:06,580 --> 00:19:10,460
+او هنا هى هم تسعة بهذا الشكل طيب فى حال ان انا
+
+255
+00:19:10,460 --> 00:19:15,940
+حاطيت هى اللعبة ايش الاحتمالات اللى هو بدي يلعبها
+
+256
+00:19:15,940 --> 00:19:19,780
+اكم تفريعات تمام تفريعات وهكذا بدي أسير ألعب فى
+
+257
+00:19:19,780 --> 00:19:23,500
+الآخر لغاية لما اصل لآخر واحدة بدي احسب ال utility
+
+258
+00:19:23,500 --> 00:19:24,560
+function بهذا الشكل
+
+259
+00:19:29,250 --> 00:19:33,890
+طيب ال min max strategy هذا عبارة عن strategy
+
+260
+00:19:33,890 --> 00:19:37,090
+algorithm من نوع إيش ال adversarial search أو في
+
+261
+00:19:37,090 --> 00:19:39,830
+ال game playing لأن ال A star مابينفع في هذا
+
+262
+00:19:39,830 --> 00:19:43,540
+الموضوع ليش؟ لأنه أنا فيه عندي أدوار مختلفةبدي
+
+263
+00:19:43,540 --> 00:19:47,880
+أعمل look ahead تمام؟ و بدي أعمل reason backward
+
+264
+00:19:47,880 --> 00:19:51,720
+إيش يعني هذا الكلام؟ إنه أنا بدي أطلع بشكل متقدم
+
+265
+00:19:51,720 --> 00:19:55,100
+على الشجرة زي هيك و بدي أشوف إيش المسارات اللي
+
+266
+00:19:55,100 --> 00:19:59,320
+بكون أنا فيها فائز و أضايق أحسن فبالتالي ممكن يكون
+
+267
+00:19:59,320 --> 00:20:03,380
+في عندي هذا المسار ممكن أفوز فيه مسار تاني زي هيك
+
+268
+00:20:03,380 --> 00:20:08,810
+أفوز فيه مسار تالت من التسعة تفريعات بهذا الشكلو
+
+269
+00:20:08,810 --> 00:20:13,170
+أعمل backward أرجح أعمل الحسابات تانية زي هيك تمام
+
+270
+00:20:13,170 --> 00:20:17,590
+بحيث أنه كل واحدة أطلع للمسار اللي جابله و أشوف
+
+271
+00:20:17,590 --> 00:20:24,630
+قداش ال utility function لكل حالة board تمام طبعا
+
+272
+00:20:24,630 --> 00:20:29,310
+هنا بدي أعمل find ال optimal strategy ل ال max بدي
+
+273
+00:20:29,310 --> 00:20:34,390
+أوجد أفضل المسارات ل ال max بدي أفترض أنه ال ال
+
+274
+00:20:34,390 --> 00:20:36,230
+man ما بيجعب في أخطاء
+
+275
+00:20:40,070 --> 00:20:43,790
+unfeelable إيش معناته هذا الكلام؟ معناته هذا
+
+276
+00:20:43,790 --> 00:20:53,230
+الكلام أنه يفترض على سبيل المثال ال
+
+277
+00:20:53,230 --> 00:20:55,870
+assumption تبعي يعني على سبيل المثال لو أنا كنت في
+
+278
+00:20:55,870 --> 00:20:57,510
+board زي هيك
+
+279
+00:21:04,220 --> 00:21:09,760
+انا عندى x اكس تمام ودور ال o بدى يلعب هل جيت ال o
+
+280
+00:21:09,760 --> 00:21:16,700
+لعب هى مرة تمام و هى مرتين بدي افترض ان ال o
+
+281
+00:21:16,700 --> 00:21:22,180
+مستحيل ان هو يجى يلعب هنا مرةأو ييجي يحطلي مثلا في
+
+282
+00:21:22,180 --> 00:21:25,280
+مكان انه هنا مثلا انه مايقدرش يعمل فيه straight
+
+283
+00:21:25,280 --> 00:21:29,640
+line أكيد انه أيش بده يسوي بده يسكر عليا و في نفس
+
+284
+00:21:29,640 --> 00:21:32,660
+الوقت يعمل straight line هاي معناته ان هو مابجعش
+
+285
+00:21:32,660 --> 00:21:35,720
+في أخطاء ايش يعني مابجعش في أخطاء ان هو يروح يختار
+
+286
+00:21:35,720 --> 00:21:41,860
+خيار مش لصالحه تمام؟ فهي معناته هذا ال assumption
+
+287
+00:21:41,860 --> 00:21:49,120
+طبعا هذا ال assumption هل هو يعني true دائما؟طبعا
+
+288
+00:21:49,120 --> 00:21:53,380
+في ال human player اكيد ممكن انه يجع في أخطاء لكن
+
+289
+00:21:53,380 --> 00:21:56,120
+احنا بنفترض ان انا بدي ألعب ضد الكمبيوتر و
+
+290
+00:21:56,120 --> 00:21:59,820
+الكمبيوتر يفترض مايجعش في أخطاء دايما يختار الخيار
+
+291
+00:21:59,820 --> 00:22:04,140
+الصح تمام فبالتالي هنا ال assumption ان both
+
+292
+00:22:04,140 --> 00:22:11,800
+players play optimally تمام فبالتالي
+
+293
+00:22:11,800 --> 00:22:16,280
+لو كان في عندي tree معينةالـ optimal strategy ممكن
+
+294
+00:22:16,280 --> 00:22:19,860
+ان انا احددها باستخدام ال min max value لكل note
+
+295
+00:22:19,860 --> 00:22:23,480
+دي احسب ال min max value لكل note انشأو كيف بنا
+
+296
+00:22:23,480 --> 00:22:27,560
+نحسبها طبعا هنا ال tree بدي استخدم ال notation هذه
+
+297
+00:22:27,560 --> 00:22:31,420
+يعني لما يكون فينا عندي المتلة هيك لفوقهذا max
+
+298
+00:22:31,420 --> 00:22:36,720
+تمام؟ و لما يكون في أنا عندي متلة لتحت زي هيك هذا
+
+299
+00:22:36,720 --> 00:22:43,740
+بطبيعة الحال من فبالتالي هنا هذا max هذا من و هنا
+
+300
+00:22:43,740 --> 00:22:49,430
+بدي اختار ال max بهذا الشكل شو معنى هذا الكلام؟انا
+
+301
+00:22:49,430 --> 00:22:54,110
+بدي اكون انا عندي ال branches انا عندي هاي ال
+
+302
+00:22:54,110 --> 00:22:59,550
+branch a1, a2, a3 من a1 اكم تفريع انا عندي؟ تلت
+
+303
+00:22:59,550 --> 00:23:06,150
+تفريعات a11, a12, a13 a2 برضه تلت تفريعات a21,
+
+304
+00:23:06,510 --> 00:23:14,150
+a22, a23 و هكذا طيب الان انا ايش بدي احسب؟
+
+305
+00:23:17,180 --> 00:23:20,140
+بدي أجي أطلع هنا بدي أخد القيمة اللي هنا هذه ال
+
+306
+00:23:20,140 --> 00:23:23,660
+terminal nodes هذه كلها ال terminal nodes فبالتالي
+
+307
+00:23:23,660 --> 00:23:28,680
+دايما بحسبها من تحت لفوق انا عندي تلاتة ولا اتناش
+
+308
+00:23:28,680 --> 00:23:31,560
+ولا تمانية ايش بدي اخد مدام بدي اخد ال min ايش راح
+
+309
+00:23:31,560 --> 00:23:37,500
+يكون ال minimum value بين هدول القيام تلاتة و هنا
+
+310
+00:23:37,500 --> 00:23:42,200
+هذه ال node تمام لو بدي أحدد القيمة تبعتها هي
+
+311
+00:23:42,200 --> 00:23:48,190
+عبارة عن ال minimum بين الاتنينو الاربعة و الستة
+
+312
+00:23:48,190 --> 00:23:54,170
+ايش اقل قيمة؟ اتنين و هنا اربعتاش و خمسة و اتنين
+
+313
+00:23:54,170 --> 00:23:59,610
+ايش اقل قيمة؟ اتنين طيب بدي انتقل لمرحلة اللي
+
+314
+00:23:59,610 --> 00:24:03,470
+بعديها انه هنا انا بدي اطلع ال max ال max بين ايش؟
+
+315
+00:24:03,470 --> 00:24:06,270
+تلاتة و اتنين و اتنين فبالتالي كدهش تطلع عندي
+
+316
+00:24:06,270 --> 00:24:09,310
+القيمة؟ max هاي معناته هذا الكلام انه انا هايش بدي
+
+317
+00:24:09,310 --> 00:24:13,750
+اسوي بدي احسب ال min max value لكل node و بدي ابدأ
+
+318
+00:24:13,750 --> 00:24:14,230
+من تحت
+
+319
+00:24:18,500 --> 00:24:22,420
+هذا الكلام طبعا بالتدريج ان انا عندى هنا تلاتة و
+
+320
+00:24:22,420 --> 00:24:25,860
+اتناش و تمانية بدي اختار ال minimum بينتهم تلاتة
+
+321
+00:24:25,860 --> 00:24:30,660
+طبعا بطبيعة الحال لهذه ال node و هنا ال minimum
+
+322
+00:24:30,660 --> 00:24:34,220
+اتنين و هنا ال minimum اتنين بعدها بدي اختار ال
+
+323
+00:24:34,220 --> 00:24:40,140
+max ال max بين هدول التلاتة اللى هو عبارة عنتلاتة
+
+324
+00:24:40,140 --> 00:24:42,740
+بالظبط تلاتة و اتنين و اتنين اللي هو اللي هو ال
+
+325
+00:24:42,740 --> 00:24:47,400
+maximum decision بقعد الشكل طبعا ليش انا عندي min
+
+326
+00:24:47,400 --> 00:24:50,620
+max ان انا الفكرة في الموضوع ان انا بدي اعمل
+
+327
+00:24:50,620 --> 00:24:54,520
+maximize ل ال min max value تبعتي و اعمل minimize
+
+328
+00:24:54,520 --> 00:24:58,600
+ل ال min max value تبعته ال algorithm كيف شكله
+
+329
+00:24:58,600 --> 00:25:03,260
+ركزوا معايا في ال algorithm لأنه مدام احنا بنلعب
+
+330
+00:25:03,260 --> 00:25:07,100
+في تناوب ال min بستدعي منها ال max هى هورجيكم كيف
+
+331
+00:25:08,300 --> 00:25:11,140
+فهنا عندى دالة اسمها minmax decision بتديله ال
+
+332
+00:25:11,140 --> 00:25:15,280
+state وهنا بترجعلي action طبعا ال input هي بتاخد
+
+333
+00:25:15,280 --> 00:25:18,340
+ال state تبع ال game و ال action بترجعلي ال action
+
+334
+00:25:18,340 --> 00:25:23,640
+ليش بيعمل؟ بيعملي maximizing minmax او عفوا min
+
+335
+00:25:23,640 --> 00:25:27,780
+value result a و state اللي هو ال a اللي هو ال
+
+336
+00:25:27,780 --> 00:25:34,040
+action تمام بالاضافة لل state فهيدا ل min value
+
+337
+00:25:34,040 --> 00:25:35,640
+min value بينها هى
+
+338
+00:25:40,940 --> 00:25:44,060
+لاحظوا في ال main value انه انا باخد ال state واش
+
+339
+00:25:44,060 --> 00:25:49,940
+برجع utility value بهذا الشكل طبعا ال utility
+
+340
+00:25:49,940 --> 00:25:54,640
+value كيف تتحدد انه لكل successor بدي اروح اختار
+
+341
+00:25:54,640 --> 00:26:01,920
+ال main من ال max بهذا الشكل فبالتالي انه هنا انا
+
+342
+00:26:01,920 --> 00:26:04,360
+عندي المستوى اللي تحت انه كله بيختار ال max انا
+
+343
+00:26:04,360 --> 00:26:08,480
+بدي اختار ال main من ال max فبالتالي ال max value
+
+344
+00:26:08,480 --> 00:26:15,940
+هذه وين ال implementation تبعهاهي هنا فبالتالي هاي
+
+345
+00:26:15,940 --> 00:26:21,140
+ال max value تمام فبالتالي لكل successor ايش بده
+
+346
+00:26:21,140 --> 00:26:25,920
+يروح يختار ال max value من ال man مدام ال man هنا
+
+347
+00:26:25,920 --> 00:26:29,340
+بده يروح يستدعي هاي و ال man بتستدعي ال max و ال
+
+348
+00:26:29,340 --> 00:26:31,920
+max بتستدعي ال man معناه ذلك ان هو recursion لغاية
+
+349
+00:26:31,920 --> 00:26:35,660
+لما نخلص كل ال successors بهذا الشكل واضح؟
+
+350
+00:26:38,420 --> 00:26:42,620
+واضح؟ طبعا عشان نفهم هذا الكلام بشكل افضل بدنا
+
+351
+00:26:42,620 --> 00:26:46,520
+نشوف ايش هي ال algorithm steps نشرحها بتفصيل اكتر
+
+352
+00:26:46,520 --> 00:26:50,280
+يعني هذه ان هو كpseudocode وهذه ان هو ك steps طبعا
+
+353
+00:26:50,280 --> 00:26:53,120
+اول حاجة بدي اعمل generate لل entire game tree
+
+354
+00:26:53,120 --> 00:26:58,120
+تمام؟ و .. و لما اعمل generate لل entire game بدي
+
+355
+00:26:58,120 --> 00:27:01,540
+اعرف terminologyلل term يعني بدي أعرف بعض
+
+356
+00:27:01,540 --> 00:27:04,800
+المصطلحات إيش هي ال initial state ال successor
+
+357
+00:27:04,800 --> 00:27:09,120
+function ال terminal state ال utilities ال initial
+
+358
+00:27:09,120 --> 00:27:14,740
+state هي طبعا هذا الكلام اللي هو مصطلحات لل Tic
+
+359
+00:27:14,740 --> 00:27:17,280
+-Tac-Toe طبعا حسب المثال ال Tic-Tac-Toe طبعا هذا
+
+360
+00:27:17,280 --> 00:27:22,460
+الكلام بيختلف من لعبة للعبة تمام؟ماذا يعني
+
+361
+00:27:22,460 --> 00:27:25,600
+Successor function؟ ماذا بتجيبلي؟ بتجيبلي كل
+
+362
+00:27:25,600 --> 00:27:28,960
+الحركات أو كل ال board الممكنة ان انا في عندى هنا
+
+363
+00:27:28,960 --> 00:27:34,500
+تسع حركات ممكنة مين جابهم؟ Successor function هذا
+
+364
+00:27:34,500 --> 00:27:38,460
+المصطلح ال terminal state اللي هو عبارة عن آخر
+
+365
+00:27:38,460 --> 00:27:44,360
+مستوى بسميهم terminal طرفيات و ال utilityهي عبارة
+
+366
+00:27:44,360 --> 00:27:47,640
+عن دالة بتحسبلي value لل terminal state لكل
+
+367
+00:27:47,640 --> 00:27:50,440
+terminal state بتحسبلي value طبعا ان في عندي
+
+368
+00:27:50,440 --> 00:27:52,780
+terminal state كتيرة زي ما انتوا شايفين هنا هنا
+
+369
+00:27:52,780 --> 00:27:55,920
+بيجي بقول انه هذه اه انت خسران فيها هذه لأ انت
+
+370
+00:27:55,920 --> 00:28:00,360
+خسران ولا ربحان هذه انت ربحان هذه انت خسران هذه
+
+371
+00:28:00,360 --> 00:28:05,270
+خسران هذه ربحان و هكذاتمام فبالتالي أنا عندي أربع
+
+372
+00:28:05,270 --> 00:28:08,630
+مصطلحات initial state اللي هي كيف شكل ال board في
+
+373
+00:28:08,630 --> 00:28:12,250
+الأول تمام طبعا في ال chess أنا عندي في ال tic-tac
+
+374
+00:28:12,250 --> 00:28:15,330
+-toe ال board فاضية أما في ال chess كيف بيكون شكل
+
+375
+00:28:15,330 --> 00:28:18,650
+ال state اللي هي مصفت عليها كل الأحجار تبعته
+
+376
+00:28:18,650 --> 00:28:22,910
+الشطرانش تمام ال successor بتجيبلي كل ال possible
+
+377
+00:28:22,910 --> 00:28:28,460
+moves تبعتي بناء على ال initial stateطبعا بضلني
+
+378
+00:28:28,460 --> 00:28:31,600
+اعمل اجيب ايش ال possible states بجيب الشجرة كلها
+
+379
+00:28:31,600 --> 00:28:37,360
+بالكامل ال tree بالكامل لغاية لما نقصل لاخر مستوى
+
+380
+00:28:37,360 --> 00:28:40,780
+بنسميه ال terminal و فيه ان عندي ال utility
+
+381
+00:28:40,780 --> 00:28:47,700
+function بتروح بتحسب ال score لكل terminal طيب
+
+382
+00:28:47,700 --> 00:28:52,560
+الخطوة التانيةبروح بطبق ال utility function عشان
+
+383
+00:28:52,560 --> 00:28:56,240
+اجيب ال utility لكل ال terminal states زي ما شوفنا
+
+384
+00:28:56,240 --> 00:29:00,760
+هنا انه هذه minus واحد هذه zero هذه واحد وشوفنا
+
+385
+00:29:00,760 --> 00:29:06,000
+انه هذه القيام شو بتعني تمام بعدها بروح بنتقل
+
+386
+00:29:06,000 --> 00:29:09,240
+للمستوى الأعلى لل higher notes فبالتالي الحساب
+
+387
+00:29:09,240 --> 00:29:12,460
+ببدأ من تحت و باجي بطلع فوق تمام
+
+388
+00:29:15,300 --> 00:29:20,080
+طبعا هنا بروح بحسب ال value تبع ال higher nodes
+
+389
+00:29:20,080 --> 00:29:24,000
+باستخدام ال utility تبع ال terminal بناء على القيم
+
+390
+00:29:24,000 --> 00:29:27,760
+اللي تحت بروح بحسب اللي فوق زي ما احنا شوفنا هنا
+
+391
+00:29:27,760 --> 00:29:37,040
+في هذا المثال تمام يعني
+
+392
+00:29:37,040 --> 00:29:44,680
+على سبيل المثال هذه الرسمة ان انا بدي أجي أحسب هاي
+
+393
+00:29:46,400 --> 00:29:50,140
+بدي احسب هاي هذا ال terminal طبعا انا عندي ال
+
+394
+00:29:50,140 --> 00:29:53,120
+three تبعتي هي عبارة عن مستويين طبعا و هذا ال
+
+395
+00:29:53,120 --> 00:29:56,900
+terminal و القيم انا عندي تلاتة خمسة عشرة طبعا هنا
+
+396
+00:29:56,900 --> 00:30:00,180
+مادة من معنا ذلك ان انا عايش بدي استدعي هاي الدلة
+
+397
+00:30:00,180 --> 00:30:05,820
+من تلاتة خمسة عشرة شو ناتج تبعها تلاتة بيبقى هذا
+
+398
+00:30:05,820 --> 00:30:09,420
+الشكل طبعا اللي هي ال node اللي باللون الأحمر هاي
+
+399
+00:30:09,420 --> 00:30:15,780
+طبعا و هنا نفس الفكرة بدي استدعي ال منهنا بتطلع
+
+400
+00:30:15,780 --> 00:30:22,080
+انا عندي تلاتة و هنا انا عندي اتنين بعدها يعني هذه
+
+401
+00:30:22,080 --> 00:30:27,240
+عبارة عن ناتج ال min تلاتة
+
+402
+00:30:27,240 --> 00:30:33,020
+خمسة عشرة وهذه نفس الشيء ال min للتنين و اتنين
+
+403
+00:30:33,020 --> 00:30:36,660
+اللي هي اتنين بعدها هنا ايش بدي اختار ال max
+
+404
+00:30:39,630 --> 00:30:44,730
+تلاتة و اتنين و الناتج بيكون عبارة عن تلاتة هي على
+
+405
+00:30:44,730 --> 00:30:50,390
+الشكل تمام هاي تلاتة اتنين و هنا بنجي نطلع للمستوى
+
+406
+00:30:50,390 --> 00:30:56,490
+الاعلى بتلع تلاتة بدي
+
+407
+00:30:56,490 --> 00:30:59,850
+استمر في المستويات كلها لغاية لما اصل لل initial
+
+408
+00:30:59,850 --> 00:31:00,210
+state
+
+409
+00:31:03,720 --> 00:31:06,800
+بالظبط بده تتناوأ بالأدوار احنا في ال game setup
+
+410
+00:31:06,800 --> 00:31:10,320
+احنا حكينا انه الأدوار تتناوأ في ال turn based
+
+411
+00:31:10,320 --> 00:31:18,660
+game او ألعاب يعني بتعتمد على الأدوار تمام طيب بدي
+
+412
+00:31:18,660 --> 00:31:21,780
+أضلني أستمر في هذا الكلام لغاية لما أصل لل route
+
+413
+00:31:21,780 --> 00:31:30,080
+تبع ال tree اللي هو ال initial state تمام بعدها
+
+414
+00:31:30,080 --> 00:31:33,040
+يفترض ان هو في ال route ان انا بدي اختار ال max
+
+415
+00:31:34,180 --> 00:31:40,000
+يعني إنه أنا بدي ألعب إنه أنا بالنسبة لأ ليه تمام؟
+
+416
+00:31:40,000 --> 00:31:44,260
+يعني في المثال تبعنا هذا اللي شوفنا الرسمة تبعته
+
+417
+00:31:44,260 --> 00:31:51,700
+الحسبة كلها هي بتكون عبارة عن إيش؟ max هيمن هي ال
+
+418
+00:31:51,700 --> 00:31:55,680
+term الأول وهي ال term التاني اللي هو تلاتة و خمسة
+
+419
+00:31:55,680 --> 00:31:59,500
+و عشرة و اتنين و اتنين اللي هو عبارة عن max لتلاتة
+
+420
+00:31:59,500 --> 00:32:02,980
+و اتنين بتطلع تلاتةطب لو كان فيه انا عندي اكتر من
+
+421
+00:32:02,980 --> 00:32:08,080
+مستوى ايش بدري يكون فيه عندي max من من من من على
+
+422
+00:32:08,080 --> 00:32:12,180
+حسب ال branches جوا ال من ايش بدري يكون max max
+
+423
+00:32:12,180 --> 00:32:17,860
+max max و هكذا طبعا يعني هذه على شكل مستويين لكن
+
+424
+00:32:17,860 --> 00:32:21,520
+لو كان انا عندي عدة مستويات ايش بدري يكون فيه عندي
+
+425
+00:32:21,520 --> 00:32:30,480
+nested من و max اكتر من هيك واضح واضح واضح يا
+
+426
+00:32:30,480 --> 00:32:30,740
+جماعة
+
+427
+00:32:39,500 --> 00:32:45,700
+طيب نيجي نشوف هنا طبعا
+
+428
+00:32:45,700 --> 00:32:52,180
+هذا max و هذا min max
+
+429
+00:32:52,180 --> 00:33:01,120
+و هنا min خلاص هذه terminalما دم انا عندي من ايش
+
+430
+00:33:01,120 --> 00:33:06,540
+ال minimum بين عشرة و infinity عشرة هذه فيش يلها
+
+431
+00:33:06,540 --> 00:33:10,180
+غير node واحدة فبالتالي ال minimum للخمسة هو عبارة
+
+432
+00:33:10,180 --> 00:33:15,880
+عن خمسة بتطلع و هنا ناقص عشرة بتطلع ناقص عشرة خمسة
+
+433
+00:33:15,880 --> 00:33:21,620
+ولا سبعة مين ال minimum خمسة تمام minus infinity
+
+434
+00:33:21,620 --> 00:33:27,460
+بتطلع لأنه فيش غيرها ناقص سبعة ولا ناقص خمسةناقص
+
+435
+00:33:27,460 --> 00:33:30,880
+سبعة أنا بدور على ال minimum بعدها المستوى اللي
+
+436
+00:33:30,880 --> 00:33:40,320
+بعده max تمام فبالتالي هنا max عشرة ولا خمسة عشرة
+
+437
+00:33:40,320 --> 00:33:44,200
+و هنا ناقص عشرة مافيش غيرها خمسة ولا minus
+
+438
+00:33:44,200 --> 00:33:49,080
+infinity طبعا خمسة هي ال maximum و الناقص سبعة هي
+
+439
+00:33:49,080 --> 00:33:53,800
+بتطلع فوق لأنه مافيش غيرها نيجي الآن إلى ال
+
+440
+00:33:53,800 --> 00:33:59,480
+minimum المستوى اللي بعدينعشرة و لا minus عشرة ال
+
+441
+00:33:59,480 --> 00:34:04,160
+minimum عشرة خمسة و لا minus سبعة ال minimum minus
+
+442
+00:34:04,160 --> 00:34:09,600
+سبعة بعدها هنا بختار ال max مين أكبر ال minus عشرة
+
+443
+00:34:09,600 --> 00:34:13,200
+و لا ال minus سبعة أكيد ال minus سبعة فبالتالي
+
+444
+00:34:13,200 --> 00:34:17,580
+نستد زي ما أنا موضح لكم هنا انه max من جوا ال من
+
+445
+00:34:17,580 --> 00:34:22,600
+في max تمام لغاية لما نصل للمستوى هذا فبالتاليهذا
+
+446
+00:34:22,600 --> 00:34:25,740
+عبارة عن استدعاء للدوال ان انا بدي جاعدهم جداش
+
+447
+00:34:25,740 --> 00:34:35,040
+واحدة max و هنا min جداش max و min تنتين تمام؟
+
+448
+00:34:35,040 --> 00:34:39,260
+و هنا جوا ال min انا فيه عندي ال parameter max و
+
+449
+00:34:39,260 --> 00:34:41,640
+جوا ال parameter max انا فيه عندي ال parameter min
+
+450
+00:34:41,640 --> 00:34:47,180
+هنا انا بشكل مبسط هذه عبارة عن maxلـ two terms
+
+451
+00:34:47,180 --> 00:34:51,000
+اللي هم تلاتة و اتنين تلاتة و اتنين من وين اجوا
+
+452
+00:34:51,000 --> 00:34:55,640
+اجوا من نتيجة الدالة من تلاتة و خمسة و عشرة و من
+
+453
+00:34:55,640 --> 00:35:00,220
+الاتنين و اتنين هذا بس مستويا طب لو كان اكتر من
+
+454
+00:35:00,220 --> 00:35:11,480
+مستوى بدي يكون هذه وهذه وهذه max وهذه برضه max
+
+455
+00:35:11,480 --> 00:35:14,300
+وهذه برضه max
+
+456
+00:35:17,690 --> 00:35:20,350
+طبعا هاي الكلام اللي أنا بقصده اكسر او ضح انا
+
+457
+00:35:20,350 --> 00:35:25,590
+بعتقد صح طبعا طب لو في مستوى كمان اعلى بدي يكون
+
+458
+00:35:25,590 --> 00:35:29,410
+هذه ال max القيم اللي موجودة فيها من و من و من و
+
+459
+00:35:29,410 --> 00:35:35,050
+هكذا طبعا طيب
+
+460
+00:35:35,050 --> 00:35:41,830
+نيجي نشوف الخصائص تبع ال min max complete
+
+461
+00:35:41,830 --> 00:35:48,080
+optimal yes إذا كانت ال tree finiteطبعا باستخدام
+
+462
+00:35:48,080 --> 00:35:51,200
+هذا ال algorithm بقدر اجيب ان هو ايش افضل مسار
+
+463
+00:35:51,200 --> 00:35:54,920
+بالنسبة لي انا العبه تمام فبالتالي optimal اذا
+
+464
+00:35:54,920 --> 00:35:57,660
+كانت ال tree finite اذا كانت ال tree مش finite
+
+465
+00:35:57,660 --> 00:36:07,860
+معناه ذلك ان هو بيكون مش optimal تمام طبعا انا في
+
+466
+00:36:07,860 --> 00:36:12,380
+عندي خطأ هذه الخاصية الأولى complete مش finite مش
+
+467
+00:36:12,380 --> 00:36:14,340
+optimal عفوا هي complete
+
+468
+00:36:17,160 --> 00:36:22,620
+طبعا أنا أخطأت وأنا كتبت لما كتبتهم فبالتالي هاي
+
+469
+00:36:22,620 --> 00:36:28,260
+complete yes optimal yes ال time complexity عبارة
+
+470
+00:36:28,260 --> 00:36:36,120
+عن P مرفوعة للقوة M وال space complexity P M طبعا
+
+471
+00:36:36,120 --> 00:36:43,130
+هذا الكلامزى ما شوفنا في ال chess مية انا عندى ال
+
+472
+00:36:43,130 --> 00:36:46,710
+D مية وخمسة و تلاتين لما ا .. يعني احكي P مرفوعة
+
+473
+00:36:46,710 --> 00:36:49,830
+للقوة D خمسة و تلاتين مرفوعة للقوة مية بطلع انا
+
+474
+00:36:49,830 --> 00:36:54,210
+عندى رقم كبير فبالتالي هل احنا فعلا محتاجين ان
+
+475
+00:36:54,210 --> 00:37:02,870
+احنا نعمل explore لكل المسارات طيب كيف؟
+
+476
+00:37:08,220 --> 00:37:11,460
+نعمل brauning بالظبط فبالتالي هنا ال number of
+
+477
+00:37:11,460 --> 00:37:16,960
+game state بيتزاد بشكل exponential تمام فبالتالي
+
+478
+00:37:16,960 --> 00:37:19,800
+هنا مافيش داعي ان احنا نعمل examine لكل node
+
+479
+00:37:19,800 --> 00:37:22,260
+فبالتالي هنا نعمل brauning مدام احنا بنحكي على
+
+480
+00:37:22,260 --> 00:37:25,060
+tree فبالتالي بنستخدم مصطلح ال brauning بنعمل
+
+481
+00:37:25,060 --> 00:37:28,580
+تقليم لهذه الشجرة تمامفبالتالي الـ pruning ان انا
+
+482
+00:37:28,580 --> 00:37:32,960
+بتعمل remove ل branch في الحقيقة مش هتأثر انا عندي
+
+483
+00:37:32,960 --> 00:37:35,920
+على ال final decision يعني على سبيل المثال في Min
+
+484
+00:37:35,920 --> 00:37:43,120
+Max باجي بقول والله ال branch هذا كله راح اعمله
+
+485
+00:37:43,120 --> 00:37:46,660
+pruning تمام فبالتالي خلاص مافيش داعي ان انا أطلع
+
+486
+00:37:46,660 --> 00:37:51,320
+عليه فبالتالي هنا قللنا ال space complexity لان ك
+
+487
+00:37:51,320 --> 00:37:53,980
+space complexity كتير ان هو كبير
+
+488
+00:38:00,900 --> 00:38:06,980
+تمام فبالتالي راح نزيل كل ال nodes في ال tree بدون
+
+489
+00:38:06,980 --> 00:38:10,420
+ما احنا نحللها و هذا مش هيأثر على النتيجة النهائية
+
+490
+00:38:10,420 --> 00:38:15,700
+و هذه العملية بنسميها pruningالمحاضرة الجاية ان
+
+491
+00:38:15,700 --> 00:38:18,960
+شاء الله هنحكي عن ال alpha beta pruning هيكون في
+
+492
+00:38:18,960 --> 00:38:21,340
+عندي two parameter ممكن انا استخدمهم في الpruning
+
+493
+00:38:21,340 --> 00:38:24,660
+و هنشوف كيف انه فعلا انه باستخدام هدول القيم مش
+
+494
+00:38:24,660 --> 00:38:32,720
+هيأثروا على ال final decision في ال tree تمام؟ في
+
+495
+00:38:32,720 --> 00:38:34,380
+حد عنده سؤال؟ هعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..621efd7f750979734439f881d1c578fb3866ad5e
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.json
@@ -0,0 +1 @@
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الأدوار لغاية لما تصير ال game over لغاية لما تخلص ال game تمام؟ طبعا ال winner بياخد score و ال loser بياخد penalty بينخصب عليه تمام؟", "tokens": [9566, 3555, 3615, 995, 2423, 11469, 4724, 1211, 3615, 3555, 8978, 29739, 28259, 10632, 46811, 10943, 22807, 4032, 45030, 16254, 11296, 4724, 9381, 13546, 11778, 13063, 2423, 587, 4032, 39894, 3555, 18513, 1211, 14407, 8978, 16247, 3215, 2407, 9640, 5296, 17082, 995, 10632, 5296, 15042, 6055, 9381, 13546, 2423, 1216, 670, 5296, 17082, 995, 10632, 5296, 15042, 6055, 9778, 1211, 9381, 2423, 1216, 46811, 10943, 22807, 23032, 3555, 3615, 995, 2423, 8507, 4724, 1829, 47283, 3215, 6175, 4032, 2423, 24606, 4724, 1829, 47283, 3215, 16263, 4724, 9957, 9778, 9381, 3555, 47356, 46811, 10943, 22807], "avg_logprob": -0.13791118389681767, "compression_ratio": 1.7849462365591398, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 801.34, "end": 801.72, "word": "طبعا", "probability": 0.9720458984375}, {"start": 801.72, "end": 801.84, "word": " 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طبعا في ال chess أنا عندي في ال tic-tac-toe ال board فاضية أما في ال chess كيف بيكون شكل ال state اللي هي مصفت عليها كل الأحجار تبعته الشطرانش تمام ال successor بتجيبلي كل ال possible moves تبعتي بناء على ال initial state", "tokens": [39237, 10943, 6156, 3555, 6027, 2655, 6027, 1829, 41850, 18871, 16254, 5551, 25513, 3615, 3714, 9381, 9566, 1211, 5016, 9307, 5883, 1785, 13672, 1829, 39896, 9122, 33911, 13412, 28820, 2423, 3150, 8978, 16247, 12610, 46811, 10943, 23032, 3555, 3615, 995, 8978, 2423, 24122, 41850, 18871, 16254, 8978, 2423, 256, 299, 12, 83, 326, 12, 1353, 68, 2423, 3150, 6156, 46958, 10632, 5551, 15042, 8978, 2423, 24122, 9122, 33911, 4724, 1829, 30544, 13412, 28820, 2423, 1785, 13672, 1829, 39896, 3714, 9381, 5172, 2655, 25894, 11296, 28242, 16247, 5016, 7435, 9640, 6055, 3555, 34268, 3224, 25124, 9566, 2288, 7649, 8592, 46811, 10943, 2423, 31864, 39894, 7435, 1829, 3555, 20292, 28242, 2423, 1944, 6067, 6055, 3555, 34268, 1829, 44945, 16606, 15844, 2423, 5883, 1785], 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1921.52, "end": 1950.74, "text": "طب لو كان فيه انا عندي اكتر من مستوى ايش بدري يكون فيه عندي max من من من من على حسب ال branches جوا ال من ايش بدري يكون max max max max و هكذا طبعا يعني هذه على شكل مستويين لكن لو كان انا عندي عدة مستويات ايش بدري يكون فيه عندي nested من و max اكتر من هيك واضح واضح واضح يا جماعة", "tokens": [9566, 3555, 45164, 25961, 8978, 3224, 1975, 8315, 18871, 16254, 1975, 4117, 2655, 2288, 9154, 3714, 14851, 2407, 7578, 1975, 1829, 8592, 47525, 16572, 7251, 30544, 8978, 3224, 18871, 16254, 11469, 9154, 9154, 9154, 9154, 15844, 11331, 35457, 2423, 14770, 10874, 14407, 2423, 9154, 1975, 1829, 8592, 47525, 16572, 7251, 30544, 11469, 11469, 11469, 11469, 4032, 8032, 4117, 15730, 23032, 3555, 3615, 995, 37495, 22653, 29538, 15844, 13412, 28820, 3714, 14851, 45865, 9957, 44381, 45164, 25961, 1975, 8315, 18871, 16254, 6225, 41891, 3714, 14851, 45865, 9307, 1975, 1829, 8592, 47525, 16572, 7251, 30544, 8978, 3224, 18871, 16254, 15646, 292, 9154, 4032, 11469, 1975, 4117, 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complete yes optimal yes ال time complexity عبارة عن P مرفوعة للقوة M وال space complexity P M طبعا هذا الكلام", "tokens": [9566, 3555, 3615, 995, 41850, 5551, 9778, 9566, 10721, 2655, 36725, 8315, 9122, 2655, 3555, 2655, 5296, 15042, 9122, 2655, 3555, 2655, 16095, 6156, 3555, 6027, 2655, 6027, 1829, 8032, 47302, 3566, 2086, 16252, 2086, 2423, 565, 14024, 6225, 3555, 9640, 3660, 18871, 430, 3714, 28480, 2407, 27884, 24976, 4587, 2407, 3660, 376, 16070, 1901, 14024, 430, 376, 23032, 3555, 3615, 995, 23758, 2423, 28820, 10943], "avg_logprob": -0.23682369936758013, "compression_ratio": 1.4596273291925466, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 2177.16, "end": 2177.68, "word": "طبعا", "probability": 0.869873046875}, {"start": 2177.68, "end": 2179.08, "word": " أنا", "probability": 0.1539306640625}, {"start": 2179.08, "end": 2180.28, "word": " أخطأت", "probability": 0.7640625}, {"start": 2180.28, "end": 2180.4, "word": " وأنا", "probability": 0.676025390625}, {"start": 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2286.32, "word": " tree", "probability": 0.79833984375}, {"start": 2286.32, "end": 2286.98, "word": " بدون", "probability": 0.982666015625}, {"start": 2286.98, "end": 2287.08, "word": " ما", "probability": 0.8955078125}, {"start": 2287.08, "end": 2287.3, "word": " احنا", "probability": 0.8916015625}, {"start": 2287.3, "end": 2287.92, "word": " نحللها", "probability": 0.9837890625}, {"start": 2287.92, "end": 2288.36, "word": " و", "probability": 0.425048828125}, {"start": 2288.36, "end": 2288.56, "word": " هذا", "probability": 0.7880859375}, {"start": 2288.56, "end": 2288.74, "word": " مش", "probability": 0.96435546875}, {"start": 2288.74, "end": 2289.32, "word": " هيأثر", "probability": 0.8829752604166666}, {"start": 2289.32, "end": 2289.54, "word": " على", "probability": 0.86767578125}, {"start": 2289.54, "end": 2289.9, "word": " النتيجة", "probability": 0.9515380859375}, {"start": 2289.9, "end": 2290.42, "word": " النهائية", "probability": 0.9830322265625}, {"start": 2290.42, "end": 2290.54, "word": " و", "probability": 0.74951171875}, {"start": 2290.54, "end": 2290.72, "word": " هذه", "probability": 0.7685546875}, {"start": 2290.72, "end": 2291.16, "word": " العملية", "probability": 0.97607421875}, {"start": 2291.16, "end": 2292.72, "word": " بنسميها", "probability": 0.84588623046875}, {"start": 2292.72, "end": 2293.52, "word": " pruning", "probability": 0.66650390625}], "temperature": 1.0}, {"id": 94, "seek": 231438, "start": 2294.6, "end": 2314.38, "text": "المحاضرة الجاية ان شاء الله هنحكي عن ال alpha beta pruning هيكون في عندي two parameter ممكن انا استخدمهم في الpruning و هنشوف كيف انه فعلا انه باستخدام هدول القيم مش هيأثروا على ال final decision في ال tree تمام؟ في حد عنده سؤال؟ هعطيكم", "tokens": [45340, 5016, 46958, 25720, 25724, 995, 10632, 16472, 13412, 16606, 21984, 8032, 1863, 5016, 4117, 1829, 18871, 2423, 8961, 9861, 582, 37726, 39896, 30544, 8978, 18871, 16254, 732, 13075, 3714, 43020, 1975, 8315, 44713, 9778, 40448, 16095, 8978, 2423, 1424, 37726, 4032, 8032, 1863, 8592, 38688, 9122, 33911, 16472, 3224, 6156, 3615, 15040, 16472, 3224, 4724, 995, 14851, 9778, 3215, 10943, 8032, 3215, 12610, 25062, 32640, 37893, 39896, 10721, 49115, 14407, 15844, 2423, 2572, 3537, 8978, 2423, 4230, 46811, 10943, 22807, 8978, 11331, 3215, 43242, 3224, 8608, 33604, 6027, 22807, 8032, 3615, 9566, 1829, 4117, 2304], "avg_logprob": -0.20505799460656865, "compression_ratio": 1.606837606837607, "no_speech_prob": 0.00026297569274902344, "words": [{"start": 2294.6, "end": 2295.24, "word": "المحاضرة", "probability": 0.9478759765625}, {"start": 2295.24, "end": 2295.58, "word": " الجاية", "probability": 0.7939453125}, {"start": 2295.58, "end": 2295.7, "word": " ان", "probability": 0.6787109375}, {"start": 2295.7, "end": 2295.86, "word": " شاء", "probability": 0.9853515625}, {"start": 2295.86, "end": 2296.12, "word": " الله", "probability": 0.96044921875}, {"start": 2296.12, "end": 2296.94, "word": " هنحكي", "probability": 0.89033203125}, {"start": 2296.94, "end": 2297.14, "word": " عن", "probability": 0.97412109375}, {"start": 2297.14, "end": 2297.26, "word": " ال", "probability": 0.93701171875}, {"start": 2297.26, "end": 2297.54, "word": " alpha", "probability": 0.58544921875}, {"start": 2297.54, "end": 2297.98, "word": " beta", "probability": 0.57568359375}, {"start": 2297.98, "end": 2298.42, "word": " pruning", "probability": 0.707275390625}, {"start": 2298.42, "end": 2298.84, "word": " هيكون", "probability": 0.7080078125}, {"start": 2298.84, "end": 2298.96, "word": " في", "probability": 0.845703125}, {"start": 2298.96, "end": 2299.16, "word": " عندي", "probability": 0.79638671875}, {"start": 2299.16, "end": 2299.32, "word": " two", "probability": 0.66015625}, {"start": 2299.32, "end": 2299.78, "word": " parameter", "probability": 0.7451171875}, {"start": 2299.78, "end": 2300.14, "word": " ممكن", "probability": 0.975830078125}, {"start": 2300.14, "end": 2300.28, "word": " انا", "probability": 0.623779296875}, {"start": 2300.28, "end": 2300.82, "word": " استخدمهم", "probability": 0.9178466796875}, {"start": 2300.82, "end": 2300.94, "word": " في", "probability": 0.8798828125}, {"start": 2300.94, "end": 2301.34, "word": " الpruning", "probability": 0.7849934895833334}, {"start": 2301.34, "end": 2301.48, "word": " و", "probability": 0.87646484375}, {"start": 2301.48, "end": 2301.8, "word": " هنشوف", "probability": 0.9288330078125}, {"start": 2301.8, "end": 2302.1, "word": " كيف", "probability": 0.93408203125}, {"start": 2302.1, "end": 2302.5, "word": " انه", "probability": 0.87158203125}, {"start": 2302.5, "end": 2303.22, "word": " فعلا", "probability": 0.9265950520833334}, {"start": 2303.22, "end": 2303.5, "word": " انه", "probability": 0.88671875}, {"start": 2303.5, "end": 2303.9, "word": " باستخدام", "probability": 0.9876302083333334}, {"start": 2303.9, "end": 2304.14, "word": " هدول", "probability": 0.8136393229166666}, {"start": 2304.14, "end": 2304.48, "word": " القيم", "probability": 0.87255859375}, {"start": 2304.48, "end": 2304.66, "word": " مش", "probability": 0.986328125}, {"start": 2304.66, "end": 2305.18, "word": " هيأثروا", "probability": 0.87890625}, {"start": 2305.18, "end": 2305.42, "word": " على", "probability": 0.8876953125}, {"start": 2305.42, "end": 2306.22, "word": " ال", "probability": 0.96044921875}, {"start": 2306.22, "end": 2306.62, "word": " final", "probability": 0.9658203125}, {"start": 2306.62, "end": 2307.94, "word": " decision", "probability": 0.97412109375}, {"start": 2307.94, "end": 2309.36, "word": " في", "probability": 0.86669921875}, {"start": 2309.36, "end": 2309.48, "word": " ال", "probability": 0.974609375}, {"start": 2309.48, "end": 2309.68, "word": " tree", "probability": 0.70166015625}, {"start": 2309.68, "end": 2312.58, "word": " تمام؟", "probability": 0.8046875}, {"start": 2312.58, "end": 2312.72, "word": " في", "probability": 0.46240234375}, {"start": 2312.72, "end": 2312.88, "word": " حد", "probability": 0.882080078125}, {"start": 2312.88, "end": 2313.16, "word": " عنده", "probability": 0.6822509765625}, {"start": 2313.16, "end": 2313.94, "word": " سؤال؟", "probability": 0.9078369140625}, {"start": 2313.94, "end": 2314.38, "word": " هعطيكم", "probability": 0.7467041015625}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2314.727625, "duration_after_vad": 2181.005624999996}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..2e7746383a6b65008831d0408a3a6cd068749b7c
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/haD2AIybW8E_raw.srt
@@ -0,0 +1,1980 @@
+1
+00:00:05,180 --> 00:00:10,940
+بسم الله الرحمن الرحيم اليوم في .. هي المخاطرة في
+
+2
+00:00:10,940 --> 00:00:13,360
+مساواقة الذكاء الاصطناعي ان شاء الله بدنا نكمل في
+
+3
+00:00:13,360 --> 00:00:16,780
+موضوع ال search algorithm عشان احنا نجمل الموضوع
+
+4
+00:00:16,780 --> 00:00:20,360
+أخدنا ال uninformed search و الinformed search و
+
+5
+00:00:20,360 --> 00:00:23,120
+الأن بدنا ناخد النوع التالت منالـ search
+
+6
+00:00:23,120 --> 00:00:27,320
+strategies واللي هو اسمه adversarial search game
+
+7
+00:00:27,320 --> 00:00:33,760
+search أو بمعنى آخر انه راح نشوف كيف بنطبق هذا ال
+
+8
+00:00:33,760 --> 00:00:37,740
+search strategies على ال game playing طبعا هذا من
+
+9
+00:00:37,740 --> 00:00:41,760
+الباب السادس من كتاب artificial intelligence
+
+10
+00:00:41,760 --> 00:00:47,960
+modern approach طب وعشان احنا نكون كذلك في ال احنا
+
+11
+00:00:47,960 --> 00:00:50,620
+عارفين في أي environment احنا بنشتغل احنا بنشتغل
+
+12
+00:00:50,620 --> 00:00:54,750
+في هاي ال environmentتمام؟ اللي هو fully
+
+13
+00:00:54,750 --> 00:01:01,770
+observable تمام؟ multi-agent لأنه احنا في عندنا
+
+14
+00:01:01,770 --> 00:01:05,290
+two players يفترض انهم بيلعبوا ضد بعض sequential
+
+15
+00:01:05,290 --> 00:01:10,390
+discrete فبالتالي هنا game tree search هي هذا
+
+16
+00:01:10,390 --> 00:01:14,870
+الشكل تمام؟
+
+17
+00:01:14,870 --> 00:01:16,830
+طيب
+
+18
+00:01:19,040 --> 00:01:22,280
+ال adversarial search adversarial ان انا يعني ..
+
+19
+00:01:22,280 --> 00:01:26,100
+adversarial بت .. بت .. بتيجي معناها انه يعني زي
+
+20
+00:01:26,100 --> 00:01:28,960
+معناه انه الخاصم انه انا بدي اعمل .. انه العب ضد
+
+21
+00:01:28,960 --> 00:01:31,680
+الخاصم adversarial .. adversarial search ان انا
+
+22
+00:01:31,680 --> 00:01:35,440
+بدي اعمل search و في حالة ان انا بلعب ضد خاصم
+
+23
+00:01:35,440 --> 00:01:39,960
+معين، تمام؟ المشكلة انه احنا لما نيجي نحاول احنا
+
+24
+00:01:39,960 --> 00:01:46,220
+بنعمل planتمام؟ في .. و في .. في .. في عالم و
+
+25
+00:01:46,220 --> 00:01:49,140
+العالم هذا بيكون فيه أنا عندي other agent برضه
+
+26
+00:01:49,140 --> 00:01:52,700
+بتعمل planning بس ال planning هذا ضدنا against
+
+27
+00:01:52,700 --> 00:01:58,060
+أصلا و يعني مثال جيد على هذا الاشي .. على هذا
+
+28
+00:01:58,060 --> 00:02:03,560
+الاشي اللي هو ال board games سواء كانت tic-tac-toe
+
+29
+00:02:03,560 --> 00:02:06,140
+أو chess أنه أنا بيكون فيه عندي two players بلعبوا
+
+30
+00:02:06,140 --> 00:02:06,660
+ضد بعض
+
+31
+00:02:10,550 --> 00:02:13,250
+طيب الآن بدنا نشوف إيش ال assumptions اللي موجودة
+
+32
+00:02:13,250 --> 00:02:16,630
+عندي، الفرضيات، إنه أنا بدي أفترض إن أنا في عندى
+
+33
+00:02:16,630 --> 00:02:21,090
+two agents و ال actions تبعتهم alternate معناه ذلك
+
+34
+00:02:21,090 --> 00:02:24,980
+إن هم بيتبادلوا، معناه ذلك إن أنا في عندي دوربيجي
+
+35
+00:02:24,980 --> 00:02:27,820
+دوري أنا بلعب، بعديها بيجي دور الخاصم هو بلعب،
+
+36
+00:02:27,820 --> 00:02:31,120
+بعديها برجع أنا بلعب، هو بلعب، هي معنات alternate
+
+37
+00:02:31,120 --> 00:02:36,080
+بتناوبه في اللعب أو بتناوبه في ال actions، تمام؟
+
+38
+00:02:36,080 --> 00:02:38,780
+وفي عندي كذلك من ضمن ال assumptions أنا في عندي
+
+39
+00:02:38,780 --> 00:02:45,600
+حاجة اسمها utility values لكل agent، تمام؟ و .. و
+
+40
+00:02:45,600 --> 00:02:52,780
+.. و .. و .. لل agent نفسه ولل opponentتمام؟ و هنا
+
+41
+00:02:52,780 --> 00:02:57,260
+يعني في عندي حالة اسمها adversarial situation و
+
+42
+00:02:57,260 --> 00:03:01,700
+الفكرة هنا إن أنا بدي أحاول إن ال utility values
+
+43
+00:03:01,700 --> 00:03:06,160
+اللي عندي إن أنا أخليها أكبر ما يمكن ولا الخاصة ما
+
+44
+00:03:06,160 --> 00:03:09,840
+أخليها أقل ما يمكن و ال environment طبعا بطبيعة
+
+45
+00:03:09,840 --> 00:03:12,280
+الحالة اللي هو fully absorbable environment
+
+46
+00:03:15,570 --> 00:03:22,490
+طيب بنقارن ال search strategies العادية بال game
+
+47
+00:03:22,490 --> 00:03:26,710
+playing ان انا هنا ال search لما بيكون في عندي خصم
+
+48
+00:03:26,710 --> 00:03:29,350
+لما بيكون في عندي adversary و هنا لما بيكون في
+
+49
+00:03:29,350 --> 00:03:32,570
+عندي adversary طبعا هنا ال solution زي ما اتعلمنا
+
+50
+00:03:32,570 --> 00:03:36,310
+هو عبارة عن heuristic method لل finding لل goal
+
+51
+00:03:36,310 --> 00:03:40,770
+يعني هذا هو الفرق الأول ان انا عندي هنا heuristic
+
+52
+00:03:40,770 --> 00:03:45,360
+لكن هنا ان ال solution هو عبارة عن strategyتمام؟ و
+
+53
+00:03:45,360 --> 00:03:49,080
+ال .. ال strategy هذه بتحدد ال move تبعي ل every
+
+54
+00:03:49,080 --> 00:03:55,080
+possible opponent reply في حال ان هو ال opponent
+
+55
+00:03:55,080 --> 00:03:56,060
+ان هو unpredictable
+
+56
+00:03:58,840 --> 00:04:02,940
+فهذا هو الفرق الأول يعني بمعنى آخر انه انا في عندي
+
+57
+00:04:02,940 --> 00:04:05,680
+احتمالات انه انا لما على سبيل المثال في ال tic-tac
+
+58
+00:04:05,680 --> 00:04:09,920
+-to لو انا خطيت انا في المكان هذا لنوضح لكم إياه
+
+59
+00:04:09,920 --> 00:04:23,800
+على نوع هنا في ال tic-tac-to لو
+
+60
+00:04:23,800 --> 00:04:27,900
+انا على سبيل المثال انه لعبت هنا X
+
+61
+00:04:29,360 --> 00:04:37,000
+بيجي دوره هو طبعا دوره هو اكم احتمال عنده تمانية
+
+62
+00:04:37,000 --> 00:04:41,560
+بالظبط اي حاجة مع ده high tile فبالتالي بدي يكون
+
+63
+00:04:41,560 --> 00:04:45,980
+انه يلعب
+
+64
+00:04:45,980 --> 00:04:51,840
+هنا يلعب
+
+65
+00:04:51,840 --> 00:04:57,500
+هنا و هكذابهذا الشكل طبعا فعندي تمام احتمالات
+
+66
+00:04:57,500 --> 00:05:03,140
+فالفكرة في الموضوع هنا انه على اساس ان انا لعبت
+
+67
+00:05:03,140 --> 00:05:09,080
+هادي و هو لعب هادي مثلا طبعا كيف بدي ارد عليه لو
+
+68
+00:05:09,080 --> 00:05:13,660
+لعب هاي و كيف بدي اكون الرد عليه لو لعب هاي هاي
+
+69
+00:05:13,660 --> 00:05:18,600
+معناه انهلكل move هو بيعملها ال component بيكون
+
+70
+00:05:18,600 --> 00:05:22,100
+فيه انا عندي reply مناسب بهذا الشكل لأنه على سبيل
+
+71
+00:05:22,100 --> 00:05:25,080
+المثال انه هي اللعبة اللي انا اخترتها وهي
+
+72
+00:05:25,080 --> 00:05:29,060
+الاحتمالات كلها طيب هو لو رد بهذا الأسلوب ايش الرد
+
+73
+00:05:29,060 --> 00:05:33,520
+الأفضل بالنسبة ليه؟ لو هو لعب بهذه الطريقة ايش؟
+
+74
+00:05:33,990 --> 00:05:36,730
+أفضل حركة بالنسبة لي ليه؟ هي معناته ده الكلام اللي
+
+75
+00:05:36,730 --> 00:05:41,730
+هي عبارة عن strategy بتكون بناء على unpredictable
+
+76
+00:05:41,730 --> 00:05:46,090
+opponent مش عارف أي شهوة هيلعب لكن هنا احنا فينا
+
+77
+00:05:46,090 --> 00:05:49,810
+heuristic function و بنقدر نوجد ال goal للنهاية
+
+78
+00:05:49,810 --> 00:05:53,830
+تمام؟ و عادة هنا ال heuristic function زي ما احنا
+
+79
+00:05:53,830 --> 00:05:59,570
+شايفين انه بتوجد ال optimal solutionلكن هنا ال
+
+80
+00:05:59,570 --> 00:06:03,270
+optimality بتعتمد على ال opponent نفسه على الخصم
+
+81
+00:06:03,270 --> 00:06:08,410
+opponent يعني الخصميبقى أول حاجة احنا قررنا ال
+
+82
+00:06:08,410 --> 00:06:12,330
+solution انه هنا اتفقنا ان هو عبارة عن heuristic و
+
+83
+00:06:12,330 --> 00:06:16,330
+هنا عبارة عن strategy و ال opponent unpredictable
+
+84
+00:06:16,330 --> 00:06:19,730
+يعني مش عارف ايش ال action تبعه ممكن يكون الشغل
+
+85
+00:06:19,730 --> 00:06:23,110
+التاني انه هنا ال heuristic ده زي ما اتعودنا في ال
+
+86
+00:06:23,110 --> 00:06:26,530
+ASDR ان هو بيوجد ال optimal solution لكن هنا ال
+
+87
+00:06:26,530 --> 00:06:31,960
+optimality بتعتمد على ال opponentهنا فيه ان عندي
+
+88
+00:06:31,960 --> 00:06:34,820
+evaluation function شو وظفتها انه بتعملي
+
+89
+00:06:34,820 --> 00:06:40,310
+estimation لل cost من ال goal خلال ال nodes كلهامش
+
+90
+00:06:40,310 --> 00:06:43,810
+احنا شوفنا ان احنا كيف نحسب ال .. ال .. ال ..
+
+91
+00:06:43,810 --> 00:06:49,550
+بالظبط ان انا عندي ال evaluation function ال FN في
+
+92
+00:06:49,550 --> 00:06:53,390
+ال A star عبارة عن ايش ال G زائد ال H انه بحسب
+
+93
+00:06:53,390 --> 00:06:58,550
+كدهش ال cost للانتقال ل node معينة بالاضافة
+
+94
+00:06:58,550 --> 00:07:02,610
+للمسافة من ال node هذه لل goal طبعا ال straight
+
+95
+00:07:02,610 --> 00:07:03,270
+line distance
+
+96
+00:07:07,860 --> 00:07:09,920
+و هنا أمثل على هذا الموضوع اللي هو ال path,
+
+97
+00:07:10,020 --> 00:07:12,600
+planning, switch, scheduling, activity و أخدنا
+
+98
+00:07:12,600 --> 00:07:17,020
+أمثلة كتير لكن الإضافة أنا عندي هنا في الموضوع أنه
+
+99
+00:07:17,020 --> 00:07:21,500
+ال evaluation function بتعمل evaluate لل goodness
+
+100
+00:07:21,500 --> 00:07:28,910
+لل game position إيش معناه هذا الكلام؟انه انا
+
+101
+00:07:28,910 --> 00:07:32,950
+بحاول ان انا اقيم كل board انه جداش انه هي دي good
+
+102
+00:07:32,950 --> 00:07:37,230
+بالنسبة لإلي بهذا الشكل يعني على سبيل المثال في ال
+
+103
+00:07:37,230 --> 00:07:42,150
+tic-tac-toe او في ال XO انه انا باجي بقارن انه طيب
+
+104
+00:07:42,150 --> 00:07:46,820
+ماشي لو لعب زي هيك جداش بكون وضعي اناجدش انه هذا
+
+105
+00:07:46,820 --> 00:07:50,140
+جيد باعطيله هنا evaluation function على سبيل
+
+106
+00:07:50,140 --> 00:07:53,760
+المثال بجب أقول انه والله هذه ال evaluation
+
+107
+00:07:53,760 --> 00:07:56,920
+function تبعتها سبعة انه هي جدش انه هي كويسة
+
+108
+00:07:56,920 --> 00:08:02,040
+بالنسبة لأقلي سبعة هنا مثلا تلاتة و نص هنا أربعة و
+
+109
+00:08:02,040 --> 00:08:08,040
+هكذا لكن ال evaluation function هنا تعمل ليه ال
+
+110
+00:08:08,040 --> 00:08:14,670
+estimation ل ال costلل goal للنهاية لكن هنا انه كل
+
+111
+00:08:14,670 --> 00:08:17,510
+واحدة بتديني estimation function يعني هنا باجي
+
+112
+00:08:17,510 --> 00:08:23,470
+يفترض يكون في عندي score مثلا سبعة point واحد
+
+113
+00:08:23,470 --> 00:08:29,910
+اربعة مثلا هنا تسعة و هكذا فبالتالي هنا كل board
+
+114
+00:08:29,910 --> 00:08:34,030
+بيكون فيها evaluation function هذه شغلة الشغلة
+
+115
+00:08:34,030 --> 00:08:40,010
+التانية ان انا في عندي time limitهذه قيد بالنسبة
+
+116
+00:08:40,010 --> 00:08:43,750
+لي ليش لأن احنا بنلعب أدوار هو بيلعب دور مش هيظل
+
+117
+00:08:43,750 --> 00:08:47,230
+يستناني إلى ما لنهاية فبالتالي انا عندي time limit
+
+118
+00:08:47,230 --> 00:08:50,350
+ليش لأن عملية ال search في هذه ال trip تاخد وقت
+
+119
+00:08:50,350 --> 00:08:57,990
+فبالتالي انا بدي اوجد حل افضل board او افضل يعني
+
+120
+00:08:57,990 --> 00:09:02,110
+انه good situation بالنسبة لإلي تمام في وقت قصير
+
+121
+00:09:02,110 --> 00:09:06,050
+انه خلاص بدى حد يفترض ان انا ألعب دور تبعي خلال
+
+122
+00:09:06,050 --> 00:09:10,740
+دقيقةمازيدش أنا هذا الكلام تمام؟ إيش في أنا عندي
+
+123
+00:09:10,740 --> 00:09:16,220
+أمثلة على هذا الكلام؟ في عندي هذه الألعاب اللي هي
+
+124
+00:09:16,220 --> 00:09:22,800
+ال checkers و ال othello و ال pagamon اللي هي
+
+125
+00:09:22,800 --> 00:09:27,040
+طاولة الزهر تمام؟ لإن هي بتعتمد أنه فيها أدوار
+
+126
+00:09:27,040 --> 00:09:30,100
+طيب،
+
+127
+00:09:30,100 --> 00:09:33,220
+ناجي نشوف إيش أنواع الألعاب أو إيش أنواع ال games؟
+
+128
+00:09:36,380 --> 00:09:41,900
+ممكن نعتبر شو؟ هي ال monopoly بالظبط هي ال
+
+129
+00:09:41,900 --> 00:09:46,120
+monopoly هي واحدة من ال game هذه لأنها بتعتمد على
+
+130
+00:09:46,120 --> 00:09:50,840
+الأدوار بالظبط هذه واحدة من ال game ال backgammon
+
+131
+00:09:50,840 --> 00:10:00,020
+طاولة الزهر تمام خليني
+
+132
+00:10:00,020 --> 00:10:04,080
+أنشوف أنواع ال games من ناحية أربع خصائص اللي هي
+
+133
+00:10:04,080 --> 00:10:10,380
+deterministicأو تعتمد على ال chance و من ناحية انه
+
+134
+00:10:10,380 --> 00:10:17,980
+perfect information و imperfect information تمام؟
+
+135
+00:10:17,980 --> 00:10:23,570
+يعني على سبيل المثال deterministicوالا ال chance
+
+136
+00:10:23,570 --> 00:10:27,330
+.. deterministic ان الحركات كلها معروفة لكن ال
+
+137
+00:10:27,330 --> 00:10:30,610
+chance بتعتمد ان الحركة تبعتي الجاية بتعتمد على
+
+138
+00:10:30,610 --> 00:10:33,870
+الحظ زي ما يكون في عندي حجر زهر و بارميه زي هيك
+
+139
+00:10:33,870 --> 00:10:36,670
+انا مش عارف الحركة الجاية هتكون بالنسبة لي بتعتمد
+
+140
+00:10:36,670 --> 00:10:40,810
+على الحظ على حسب الحجر اللي بارميه زي لعبة الطاولة
+
+141
+00:10:41,420 --> 00:10:45,100
+طاولة الزهر أو ال monopoly ال monopoly اللي هي عدد
+
+142
+00:10:45,100 --> 00:10:48,340
+ال steps اللي انا بدي اتحركها مش عارف فبالتالي هذه
+
+143
+00:10:48,340 --> 00:10:51,700
+بتاعة تمد على ال chance اما deterministic زي ما
+
+144
+00:10:51,700 --> 00:10:54,560
+شوفنا هنا في ال tic-tac-toe deterministic ولا لا
+
+145
+00:10:54,560 --> 00:10:59,280
+حركات معروفة يا اما هنا او هنا او هنا تسعة خيارات
+
+146
+00:10:59,280 --> 00:11:03,580
+و بعديها لما انتقل لل level اللي بعدي بيصير تمانية
+
+147
+00:11:03,580 --> 00:11:06,280
+بعديها لل level اللي بعدي بيصير اقل و اقل و هكذا
+
+148
+00:11:06,280 --> 00:11:07,460
+تمام؟
+
+149
+00:11:09,730 --> 00:11:15,010
+لتشيس ليواس شترانج بقول اوثيلو هي لعبة زي الضعمة
+
+150
+00:11:15,010 --> 00:11:19,950
+انه بيكون فيه انا عندي حجار ابيض واسود وانه بيتم
+
+151
+00:11:19,950 --> 00:11:23,790
+حساب ال score بطريقة معينة تمام؟ imperfect
+
+152
+00:11:23,790 --> 00:11:29,850
+information انه ال perfect information ان كل حجار
+
+153
+00:11:29,850 --> 00:11:33,790
+تبعتي و تبعت الخاصم كلها زهرة بالنسبة لي عارف وين
+
+154
+00:11:33,790 --> 00:11:38,270
+الأماكن تبعتهاتمام؟ ال imperfect information يعني
+
+155
+00:11:38,270 --> 00:11:44,650
+على سبيل المثال في card game لعبة ورق شدة يعني
+
+156
+00:11:44,650 --> 00:11:47,730
+تمام؟ اللي هو بيكون فيه عندى بطاقات بس بطاقات
+
+157
+00:11:47,730 --> 00:11:50,490
+الخاصة أنا مش عارفها مش شايفها يفترض انه حسب قانون
+
+158
+00:11:50,490 --> 00:11:54,310
+اللعبة انه مايكونش فيه عندى الطلاع عليها فبالتالي
+
+159
+00:11:54,310 --> 00:11:59,310
+هنا المعلومات بتكون imperfect information او blind
+
+160
+00:11:59,310 --> 00:12:05,220
+tic-tac-toeال blind tic-tac-toe أنه بصير أنه أنا
+
+161
+00:12:05,220 --> 00:12:10,680
+بلعب و هو مش عارف أيش أختار يعني
+
+162
+00:12:10,680 --> 00:12:14,740
+على سبيل المثال هنا أنه أنا هاي لعبة حطيت أنا
+
+163
+00:12:14,740 --> 00:12:17,940
+اللعبة تبعتي زي هنا تمام هاي في عندي هنا أن هو
+
+164
+00:12:17,940 --> 00:12:21,540
+ممكن يحط هنا ممكن يحط هنا ممكن يحط هنا فبالتالي
+
+165
+00:12:21,540 --> 00:12:24,660
+شوفنا أيش الخيارات هي عبارة عن تمام خيارات تخيلوا
+
+166
+00:12:24,660 --> 00:12:28,960
+أنه أنا اللعبة الجاية تبعتي أنه أنا بدي أجي ألعب و
+
+167
+00:12:28,960 --> 00:12:33,750
+هو مش عارف مين حطلأن الأسلوب تبع أيش بدي أكون أنه
+
+168
+00:12:33,750 --> 00:12:36,430
+بدي أحاول أسكر عليه بس أنا مش عارف وين حط هذه هي
+
+169
+00:12:36,430 --> 00:12:39,830
+ال blind tic-tac-toe فبالتالي أنه لعبة الخاصة ما
+
+170
+00:12:39,830 --> 00:12:43,010
+أنا بكونش متطلع عليها فهنا بيكون في عندي imperfect
+
+171
+00:12:43,010 --> 00:12:46,510
+information بهذا الشكل طيب
+
+172
+00:12:55,000 --> 00:12:59,460
+حاجات احنا بدنا نيجي ان هي ال B او نعمل اعدادات ان
+
+173
+00:12:59,460 --> 00:13:07,480
+احنا كيف ممكن انه يعني نستغل ال AI في .. في عمل
+
+174
+00:13:07,480 --> 00:13:13,780
+انه نخلي ان هو يلعب game فبدي اعمل setup ايش هو ال
+
+175
+00:13:13,780 --> 00:13:17,160
+setup ان هو بدي يكون في عندى هنا two players واحد
+
+176
+00:13:17,160 --> 00:13:22,540
+بدي اسميه Max وواحد بدي اسميه Menطبعا ال max بلعب
+
+177
+00:13:22,540 --> 00:13:28,140
+في البداية تمام؟ و بعديها بصير دور ال man و
+
+178
+00:13:28,140 --> 00:13:32,060
+بتبادلوا في الأدوار لغاية لما تصير ال game over
+
+179
+00:13:32,060 --> 00:13:37,620
+لغاية لما تخلص ال game تمام؟ طبعا ال winner بياخد
+
+180
+00:13:37,620 --> 00:13:43,420
+score و ال loser بياخد penalty بينخصب عليه تمام؟
+
+181
+00:13:45,910 --> 00:13:49,050
+فبالتالي بدي اعتبر ال game هنا as a search و هذا
+
+182
+00:13:49,050 --> 00:13:51,730
+هو المفضل تبعنا ان احنا نعمل formulate ل ال
+
+183
+00:13:51,730 --> 00:13:54,630
+problem as a search problem فبالتالي بنقدر نطبق
+
+184
+00:13:54,630 --> 00:13:57,550
+عليها search algorithm مش زي ال search algorithms
+
+185
+00:13:57,550 --> 00:14:02,010
+السابقة لكن هتكون search algorithm يعني انه بتنظم
+
+186
+00:14:02,010 --> 00:14:06,340
+مع هاي الشغلف ال initial state هي عبارة عن ال
+
+187
+00:14:06,340 --> 00:14:08,740
+board configuration تبعت ال chess على سبيل المثال
+
+188
+00:14:08,740 --> 00:14:12,000
+نفترض أن اللعبة تبعتنا chess أنه كيف بتكون ترتيب
+
+189
+00:14:12,000 --> 00:14:16,040
+اللعبة أنه بيكون أنا في عندي صفين الصف التاني فيه
+
+190
+00:14:16,040 --> 00:14:20,340
+الجنود كله الصف الأول بيكون فيه مرتبة الأحجار
+
+191
+00:14:20,340 --> 00:14:25,260
+تبعتي بطريقة معينة تمام؟ و في عندي زي ما اتعودنا
+
+192
+00:14:25,260 --> 00:14:28,800
+حاجة اسمها successor function إيش هي ال successor
+
+193
+00:14:28,800 --> 00:14:34,350
+function؟بتجيبلي ايش ال states زي ما شوفنا هنا في
+
+194
+00:14:34,350 --> 00:14:37,670
+ال tic-tac-toe انه ايش هي ال successor function،
+
+195
+00:14:37,670 --> 00:14:42,370
+ايش هي ال states اللي ممكن تكون انه حالة ال board
+
+196
+00:14:42,370 --> 00:14:49,670
+انه يعني ال .. التالية، تمام؟ فبالتالي هي عبارة عن
+
+197
+00:14:49,670 --> 00:14:56,640
+list من ال move و ال state pairsتمام؟ طبعا هذا
+
+198
+00:14:56,640 --> 00:14:59,920
+الكلام بيكون legal moves يعني بعض الأحيان ممكن
+
+199
+00:14:59,920 --> 00:15:02,700
+تكون أنا عندي ال move هذي مش legal في ال chess أنه
+
+200
+00:15:02,700 --> 00:15:08,360
+بيكون عندي حركة الحصان بيتحرك بطريقة معينة ال
+
+201
+00:15:08,360 --> 00:15:12,380
+castle أو القلعة بتتحرك بطريقة تانية مختلفة و هنا
+
+202
+00:15:12,380 --> 00:15:15,620
+ال tic-tac-toe برضه كذلك فيه أنا عندي legal move
+
+203
+00:15:15,620 --> 00:15:19,000
+مينفعش أن أنا أعمل move في شغلاء انهم عملت في دور
+
+204
+00:15:19,000 --> 00:15:23,240
+سابقتمام؟ و في انا عندي هنا ال terminal test ايش
+
+205
+00:15:23,240 --> 00:15:26,020
+ال terminal test انه كل مرة بدي افحص هل ال game
+
+206
+00:15:26,020 --> 00:15:30,700
+خلصت ولا لا طبعا بطبيعة الحال بدي اكون في عندي هنا
+
+207
+00:15:30,700 --> 00:15:34,420
+utility function شو الوظيفة تبعتها انه تعطيني قيمة
+
+208
+00:15:34,420 --> 00:15:39,990
+رقمية لل terminal statesطبعا انه على سبيل المثال
+
+209
+00:15:39,990 --> 00:15:43,310
+ممكن اجي اقول انه ال win plus one ال lose minus
+
+210
+00:15:43,310 --> 00:15:50,550
+one طبعا و بدي اعمل مثلا انه o في ال tic tac toe
+
+211
+00:15:50,550 --> 00:15:53,590
+او في ال chest ان انا بدي احط اشارة على الحركات
+
+212
+00:15:53,590 --> 00:15:59,090
+اللي انا بتحركها طيب شوفنا كيف ال game set up نيجي
+
+213
+00:15:59,090 --> 00:16:04,850
+الان نحكي على ال tree ال search treeزي ما شوفنا
+
+214
+00:16:04,850 --> 00:16:08,810
+هنا على اللوحة الـtic-tac-toe قداش عدد الأفرع أنه
+
+215
+00:16:08,810 --> 00:16:11,290
+بناءً على ال initial state أنا ممكن أعمل أكام
+
+216
+00:16:11,290 --> 00:16:15,790
+تفريعة أفرع تمام تفريعات فبالتالي هنا بدي أحسب
+
+217
+00:16:15,790 --> 00:16:20,090
+حاجة اسمها ال branching factorطبعا و فينا عندي هنا
+
+218
+00:16:20,090 --> 00:16:24,670
+ال D ان هي عبارة عن number of moves by both
+
+219
+00:16:24,670 --> 00:16:29,290
+players عدد الحركات لكل لعب فبالتالي هنا لغاية لما
+
+220
+00:16:29,290 --> 00:16:33,090
+ال game اتخلص اكم حركة بده يسوي طبعا فبالتالي ال
+
+221
+00:16:33,090 --> 00:16:39,870
+search tree هي عبارة عن big O B to the power D
+
+222
+00:16:39,870 --> 00:16:46,290
+يعني على سبيل المثال ال branching factor لل chess
+
+223
+00:16:47,180 --> 00:16:50,900
+خمسة و تلاتين تقريبا يعني ان لو جيت و طلعت على ال
+
+224
+00:16:50,900 --> 00:16:55,700
+board تبعت لل chess اكم تفريعة انا عندى ممكن اعمل
+
+225
+00:16:55,700 --> 00:16:59,420
+خمسة و تلاتين حركة مختلفة على ال initial board
+
+226
+00:16:59,420 --> 00:17:05,080
+تقريبا طبعا و اكم حركة بعملها في اللعبة طبعا
+
+227
+00:17:05,080 --> 00:17:08,000
+بتختلف من لعبة للعبة ممكن اللعبة تخلص بتسعين ممكن
+
+228
+00:17:08,000 --> 00:17:12,340
+اللعبة التانية تخلص مية و عشرة لكن تقريبا انه عرض
+
+229
+00:17:12,340 --> 00:17:17,410
+الحركات مية حركة لغاية لما نتخلص ال gameفبالتالي
+
+230
+00:17:17,410 --> 00:17:24,630
+ال search tree جداش عشرة تمام لعشرة
+
+231
+00:17:24,630 --> 00:17:28,130
+مرفوعة للقوة مية و اربعة و خمسين اللي هو عبارة عن
+
+232
+00:17:28,130 --> 00:17:33,470
+ناتج ال P خمسة و تلاتين مرفوعة للقوة مية بطلع
+
+233
+00:17:33,470 --> 00:17:37,010
+الناتج عبارة عن هذا الرقم فبالتالي هو عبارة عن رقم
+
+234
+00:17:37,010 --> 00:17:42,170
+كبير جدا فبالتالي غير عملي ان انا اعمل search في
+
+235
+00:17:42,170 --> 00:17:43,030
+هذه ال tree
+
+236
+00:17:49,590 --> 00:17:56,190
+تمام نيجي نشوف لعبة أصغر شوية tic-tac-toe كلكم
+
+237
+00:17:56,190 --> 00:18:00,590
+تعرفوا ال tic-tac-toe صح؟ لعبة ال X و O تمام
+
+238
+00:18:00,590 --> 00:18:04,210
+فالشاشة اللي تبعتها زي هيك انا عندي زي ما اتفقنا
+
+239
+00:18:04,210 --> 00:18:07,850
+حسب ال game setup انه بيكون في عندي لعب اسمه Max و
+
+240
+00:18:07,850 --> 00:18:11,830
+لعب اسمه Men هذا الإشارة تبعته انه بيحط X في ال
+
+241
+00:18:11,830 --> 00:18:15,410
+board و هذا الإشارة تبعته بيحط O في ال boardو
+
+242
+00:18:15,410 --> 00:18:19,690
+الأدوار زي ما تشايفين بتتعاقب لغاية لما أصل لآخر
+
+243
+00:18:19,690 --> 00:18:24,070
+ال tree اللي بنسميها ال terminal حكينا في ال
+
+244
+00:18:24,070 --> 00:18:27,410
+terminal شو بروح بحسب بستخدم ال utility function
+
+245
+00:18:27,410 --> 00:18:31,690
+عشان أحسب ال score يا إما ناقص واحد أو zero أو
+
+246
+00:18:31,690 --> 00:18:33,530
+واحد تمام؟
+
+247
+00:18:39,550 --> 00:18:43,850
+طبعا واحد إن أنا بكون عملت خط زي هيك فبالتالي ال X
+
+248
+00:18:43,850 --> 00:18:49,070
+أو ال max هو الفائز Zero بتكون سقرة اللعبة لا هو
+
+249
+00:18:49,070 --> 00:18:52,430
+فائز ولا أنا فائز تمام ما minus واحد بيكون هو
+
+250
+00:18:52,430 --> 00:18:55,510
+الفائز ال O نجح إن هو يعمل straight line بهذا
+
+251
+00:18:55,510 --> 00:19:00,400
+الشكل وزي ما شوفنا إنه أناأكم احتمال انا عندى فى
+
+252
+00:19:00,400 --> 00:19:03,000
+ال board game لما بدي اجي أول ألعب أول لعبة
+
+253
+00:19:03,000 --> 00:19:06,580
+initially تسعة احتمالات يا اما هنا او هنا او هنا
+
+254
+00:19:06,580 --> 00:19:10,460
+او هنا هى هم تسعة بهذا الشكل طيب فى حال ان انا
+
+255
+00:19:10,460 --> 00:19:15,940
+حاطيت هى اللعبة ايش الاحتمالات اللى هو بدي يلعبها
+
+256
+00:19:15,940 --> 00:19:19,780
+اكم تفريعات تمام تفريعات وهكذا بدي أسير ألعب فى
+
+257
+00:19:19,780 --> 00:19:23,500
+الآخر لغاية لما اصل لآخر واحدة بدي احسب ال utility
+
+258
+00:19:23,500 --> 00:19:24,560
+function بهذا الشكل
+
+259
+00:19:29,250 --> 00:19:33,890
+طيب ال min max strategy هذا عبارة عن strategy
+
+260
+00:19:33,890 --> 00:19:37,090
+algorithm من نوع إيش ال adversarial search أو في
+
+261
+00:19:37,090 --> 00:19:39,830
+ال game playing لأن ال A star مابينفع في هذا
+
+262
+00:19:39,830 --> 00:19:43,540
+الموضوع ليش؟ لأنه أنا فيه عندي أدوار مختلفةبدي
+
+263
+00:19:43,540 --> 00:19:47,880
+أعمل look ahead تمام؟ و بدي أعمل reason backward
+
+264
+00:19:47,880 --> 00:19:51,720
+إيش يعني هذا الكلام؟ إنه أنا بدي أطلع بشكل متقدم
+
+265
+00:19:51,720 --> 00:19:55,100
+على الشجرة زي هيك و بدي أشوف إيش المسارات اللي
+
+266
+00:19:55,100 --> 00:19:59,320
+بكون أنا فيها فائز و أضايق أحسن فبالتالي ممكن يكون
+
+267
+00:19:59,320 --> 00:20:03,380
+في عندي هذا المسار ممكن أفوز فيه مسار تاني زي هيك
+
+268
+00:20:03,380 --> 00:20:08,810
+أفوز فيه مسار تالت من التسعة تفريعات بهذا الشكلو
+
+269
+00:20:08,810 --> 00:20:13,170
+أعمل backward أرجح أعمل الحسابات تانية زي هيك تمام
+
+270
+00:20:13,170 --> 00:20:17,590
+بحيث أنه كل واحدة أطلع للمسار اللي جابله و أشوف
+
+271
+00:20:17,590 --> 00:20:24,630
+قداش ال utility function لكل حالة board تمام طبعا
+
+272
+00:20:24,630 --> 00:20:29,310
+هنا بدي أعمل find ال optimal strategy ل ال max بدي
+
+273
+00:20:29,310 --> 00:20:34,390
+أوجد أفضل المسارات ل ال max بدي أفترض أنه ال ال
+
+274
+00:20:34,390 --> 00:20:36,230
+man ما بيجعب في أخطاء
+
+275
+00:20:40,070 --> 00:20:43,790
+unfeelable إيش معناته هذا الكلام؟ معناته هذا
+
+276
+00:20:43,790 --> 00:20:53,230
+الكلام أنه يفترض على سبيل المثال ال
+
+277
+00:20:53,230 --> 00:20:55,870
+assumption تبعي يعني على سبيل المثال لو أنا كنت في
+
+278
+00:20:55,870 --> 00:20:57,510
+board زي هيك
+
+279
+00:21:04,220 --> 00:21:09,760
+انا عندى x اكس تمام ودور ال o بدى يلعب هل جيت ال o
+
+280
+00:21:09,760 --> 00:21:16,700
+لعب هى مرة تمام و هى مرتين بدي افترض ان ال o
+
+281
+00:21:16,700 --> 00:21:22,180
+مستحيل ان هو يجى يلعب هنا مرةأو ييجي يحطلي مثلا في
+
+282
+00:21:22,180 --> 00:21:25,280
+مكان انه هنا مثلا انه مايقدرش يعمل فيه straight
+
+283
+00:21:25,280 --> 00:21:29,640
+line أكيد انه أيش بده يسوي بده يسكر عليا و في نفس
+
+284
+00:21:29,640 --> 00:21:32,660
+الوقت يعمل straight line هاي معناته ان هو مابجعش
+
+285
+00:21:32,660 --> 00:21:35,720
+في أخطاء ايش يعني مابجعش في أخطاء ان هو يروح يختار
+
+286
+00:21:35,720 --> 00:21:41,860
+خيار مش لصالحه تمام؟ فهي معناته هذا ال assumption
+
+287
+00:21:41,860 --> 00:21:49,120
+طبعا هذا ال assumption هل هو يعني true دائما؟طبعا
+
+288
+00:21:49,120 --> 00:21:53,380
+في ال human player اكيد ممكن انه يجع في أخطاء لكن
+
+289
+00:21:53,380 --> 00:21:56,120
+احنا بنفترض ان انا بدي ألعب ضد الكمبيوتر و
+
+290
+00:21:56,120 --> 00:21:59,820
+الكمبيوتر يفترض مايجعش في أخطاء دايما يختار الخيار
+
+291
+00:21:59,820 --> 00:22:04,140
+الصح تمام فبالتالي هنا ال assumption ان both
+
+292
+00:22:04,140 --> 00:22:11,800
+players play optimally تمام فبالتالي
+
+293
+00:22:11,800 --> 00:22:16,280
+لو كان في عندي tree معينةالـ optimal strategy ممكن
+
+294
+00:22:16,280 --> 00:22:19,860
+ان انا احددها باستخدام ال min max value لكل note
+
+295
+00:22:19,860 --> 00:22:23,480
+دي احسب ال min max value لكل note انشأو كيف بنا
+
+296
+00:22:23,480 --> 00:22:27,560
+نحسبها طبعا هنا ال tree بدي استخدم ال notation هذه
+
+297
+00:22:27,560 --> 00:22:31,420
+يعني لما يكون فينا عندي المتلة هيك لفوقهذا max
+
+298
+00:22:31,420 --> 00:22:36,720
+تمام؟ و لما يكون في أنا عندي متلة لتحت زي هيك هذا
+
+299
+00:22:36,720 --> 00:22:43,740
+بطبيعة الحال من فبالتالي هنا هذا max هذا من و هنا
+
+300
+00:22:43,740 --> 00:22:49,430
+بدي اختار ال max بهذا الشكل شو معنى هذا الكلام؟انا
+
+301
+00:22:49,430 --> 00:22:54,110
+بدي اكون انا عندي ال branches انا عندي هاي ال
+
+302
+00:22:54,110 --> 00:22:59,550
+branch a1, a2, a3 من a1 اكم تفريع انا عندي؟ تلت
+
+303
+00:22:59,550 --> 00:23:06,150
+تفريعات a11, a12, a13 a2 برضه تلت تفريعات a21,
+
+304
+00:23:06,510 --> 00:23:14,150
+a22, a23 و هكذا طيب الان انا ايش بدي احسب؟
+
+305
+00:23:17,180 --> 00:23:20,140
+بدي أجي أطلع هنا بدي أخد القيمة اللي هنا هذه ال
+
+306
+00:23:20,140 --> 00:23:23,660
+terminal nodes هذه كلها ال terminal nodes فبالتالي
+
+307
+00:23:23,660 --> 00:23:28,680
+دايما بحسبها من تحت لفوق انا عندي تلاتة ولا اتناش
+
+308
+00:23:28,680 --> 00:23:31,560
+ولا تمانية ايش بدي اخد مدام بدي اخد ال min ايش راح
+
+309
+00:23:31,560 --> 00:23:37,500
+يكون ال minimum value بين هدول القيام تلاتة و هنا
+
+310
+00:23:37,500 --> 00:23:42,200
+هذه ال node تمام لو بدي أحدد القيمة تبعتها هي
+
+311
+00:23:42,200 --> 00:23:48,190
+عبارة عن ال minimum بين الاتنينو الاربعة و الستة
+
+312
+00:23:48,190 --> 00:23:54,170
+ايش اقل قيمة؟ اتنين و هنا اربعتاش و خمسة و اتنين
+
+313
+00:23:54,170 --> 00:23:59,610
+ايش اقل قيمة؟ اتنين طيب بدي انتقل لمرحلة اللي
+
+314
+00:23:59,610 --> 00:24:03,470
+بعديها انه هنا انا بدي اطلع ال max ال max بين ايش؟
+
+315
+00:24:03,470 --> 00:24:06,270
+تلاتة و اتنين و اتنين فبالتالي كدهش تطلع عندي
+
+316
+00:24:06,270 --> 00:24:09,310
+القيمة؟ max هاي معناته هذا الكلام انه انا هايش بدي
+
+317
+00:24:09,310 --> 00:24:13,750
+اسوي بدي احسب ال min max value لكل node و بدي ابدأ
+
+318
+00:24:13,750 --> 00:24:14,230
+من تحت
+
+319
+00:24:18,500 --> 00:24:22,420
+هذا الكلام طبعا بالتدريج ان انا عندى هنا تلاتة و
+
+320
+00:24:22,420 --> 00:24:25,860
+اتناش و تمانية بدي اختار ال minimum بينتهم تلاتة
+
+321
+00:24:25,860 --> 00:24:30,660
+طبعا بطبيعة الحال لهذه ال node و هنا ال minimum
+
+322
+00:24:30,660 --> 00:24:34,220
+اتنين و هنا ال minimum اتنين بعدها بدي اختار ال
+
+323
+00:24:34,220 --> 00:24:40,140
+max ال max بين هدول التلاتة اللى هو عبارة عنتلاتة
+
+324
+00:24:40,140 --> 00:24:42,740
+بالظبط تلاتة و اتنين و اتنين اللي هو اللي هو ال
+
+325
+00:24:42,740 --> 00:24:47,400
+maximum decision بقعد الشكل طبعا ليش انا عندي min
+
+326
+00:24:47,400 --> 00:24:50,620
+max ان انا الفكرة في الموضوع ان انا بدي اعمل
+
+327
+00:24:50,620 --> 00:24:54,520
+maximize ل ال min max value تبعتي و اعمل minimize
+
+328
+00:24:54,520 --> 00:24:58,600
+ل ال min max value تبعته ال algorithm كيف شكله
+
+329
+00:24:58,600 --> 00:25:03,260
+ركزوا معايا في ال algorithm لأنه مدام احنا بنلعب
+
+330
+00:25:03,260 --> 00:25:07,100
+في تناوب ال min بستدعي منها ال max هى هورجيكم كيف
+
+331
+00:25:08,300 --> 00:25:11,140
+فهنا عندى دالة اسمها minmax decision بتديله ال
+
+332
+00:25:11,140 --> 00:25:15,280
+state وهنا بترجعلي action طبعا ال input هي بتاخد
+
+333
+00:25:15,280 --> 00:25:18,340
+ال state تبع ال game و ال action بترجعلي ال action
+
+334
+00:25:18,340 --> 00:25:23,640
+ليش بيعمل؟ بيعملي maximizing minmax او عفوا min
+
+335
+00:25:23,640 --> 00:25:27,780
+value result a و state اللي هو ال a اللي هو ال
+
+336
+00:25:27,780 --> 00:25:34,040
+action تمام بالاضافة لل state فهيدا ل min value
+
+337
+00:25:34,040 --> 00:25:35,640
+min value بينها هى
+
+338
+00:25:40,940 --> 00:25:44,060
+لاحظوا في ال main value انه انا باخد ال state واش
+
+339
+00:25:44,060 --> 00:25:49,940
+برجع utility value بهذا الشكل طبعا ال utility
+
+340
+00:25:49,940 --> 00:25:54,640
+value كيف تتحدد انه لكل successor بدي اروح اختار
+
+341
+00:25:54,640 --> 00:26:01,920
+ال main من ال max بهذا الشكل فبالتالي انه هنا انا
+
+342
+00:26:01,920 --> 00:26:04,360
+عندي المستوى اللي تحت انه كله بيختار ال max انا
+
+343
+00:26:04,360 --> 00:26:08,480
+بدي اختار ال main من ال max فبالتالي ال max value
+
+344
+00:26:08,480 --> 00:26:15,940
+هذه وين ال implementation تبعهاهي هنا فبالتالي هاي
+
+345
+00:26:15,940 --> 00:26:21,140
+ال max value تمام فبالتالي لكل successor ايش بده
+
+346
+00:26:21,140 --> 00:26:25,920
+يروح يختار ال max value من ال man مدام ال man هنا
+
+347
+00:26:25,920 --> 00:26:29,340
+بده يروح يستدعي هاي و ال man بتستدعي ال max و ال
+
+348
+00:26:29,340 --> 00:26:31,920
+max بتستدعي ال man معناه ذلك ان هو recursion لغاية
+
+349
+00:26:31,920 --> 00:26:35,660
+لما نخلص كل ال successors بهذا الشكل واضح؟
+
+350
+00:26:38,420 --> 00:26:42,620
+واضح؟ طبعا عشان نفهم هذا الكلام بشكل افضل بدنا
+
+351
+00:26:42,620 --> 00:26:46,520
+نشوف ايش هي ال algorithm steps نشرحها بتفصيل اكتر
+
+352
+00:26:46,520 --> 00:26:50,280
+يعني هذه ان هو كpseudocode وهذه ان هو ك steps طبعا
+
+353
+00:26:50,280 --> 00:26:53,120
+اول حاجة بدي اعمل generate لل entire game tree
+
+354
+00:26:53,120 --> 00:26:58,120
+تمام؟ و .. و لما اعمل generate لل entire game بدي
+
+355
+00:26:58,120 --> 00:27:01,540
+اعرف terminologyلل term يعني بدي أعرف بعض
+
+356
+00:27:01,540 --> 00:27:04,800
+المصطلحات إيش هي ال initial state ال successor
+
+357
+00:27:04,800 --> 00:27:09,120
+function ال terminal state ال utilities ال initial
+
+358
+00:27:09,120 --> 00:27:14,740
+state هي طبعا هذا الكلام اللي هو مصطلحات لل Tic
+
+359
+00:27:14,740 --> 00:27:17,280
+-Tac-Toe طبعا حسب المثال ال Tic-Tac-Toe طبعا هذا
+
+360
+00:27:17,280 --> 00:27:22,460
+الكلام بيختلف من لعبة للعبة تمام؟ماذا يعني
+
+361
+00:27:22,460 --> 00:27:25,600
+Successor function؟ ماذا بتجيبلي؟ بتجيبلي كل
+
+362
+00:27:25,600 --> 00:27:28,960
+الحركات أو كل ال board الممكنة ان انا في عندى هنا
+
+363
+00:27:28,960 --> 00:27:34,500
+تسع حركات ممكنة مين جابهم؟ Successor function هذا
+
+364
+00:27:34,500 --> 00:27:38,460
+المصطلح ال terminal state اللي هو عبارة عن آخر
+
+365
+00:27:38,460 --> 00:27:44,360
+مستوى بسميهم terminal طرفيات و ال utilityهي عبارة
+
+366
+00:27:44,360 --> 00:27:47,640
+عن دالة بتحسبلي value لل terminal state لكل
+
+367
+00:27:47,640 --> 00:27:50,440
+terminal state بتحسبلي value طبعا ان في عندي
+
+368
+00:27:50,440 --> 00:27:52,780
+terminal state كتيرة زي ما انتوا شايفين هنا هنا
+
+369
+00:27:52,780 --> 00:27:55,920
+بيجي بقول انه هذه اه انت خسران فيها هذه لأ انت
+
+370
+00:27:55,920 --> 00:28:00,360
+خسران ولا ربحان هذه انت ربحان هذه انت خسران هذه
+
+371
+00:28:00,360 --> 00:28:05,270
+خسران هذه ربحان و هكذاتمام فبالتالي أنا عندي أربع
+
+372
+00:28:05,270 --> 00:28:08,630
+مصطلحات initial state اللي هي كيف شكل ال board في
+
+373
+00:28:08,630 --> 00:28:12,250
+الأول تمام طبعا في ال chess أنا عندي في ال tic-tac
+
+374
+00:28:12,250 --> 00:28:15,330
+-toe ال board فاضية أما في ال chess كيف بيكون شكل
+
+375
+00:28:15,330 --> 00:28:18,650
+ال state اللي هي مصفت عليها كل الأحجار تبعته
+
+376
+00:28:18,650 --> 00:28:22,910
+الشطرانش تمام ال successor بتجيبلي كل ال possible
+
+377
+00:28:22,910 --> 00:28:28,460
+moves تبعتي بناء على ال initial stateطبعا بضلني
+
+378
+00:28:28,460 --> 00:28:31,600
+اعمل اجيب ايش ال possible states بجيب الشجرة كلها
+
+379
+00:28:31,600 --> 00:28:37,360
+بالكامل ال tree بالكامل لغاية لما نقصل لاخر مستوى
+
+380
+00:28:37,360 --> 00:28:40,780
+بنسميه ال terminal و فيه ان عندي ال utility
+
+381
+00:28:40,780 --> 00:28:47,700
+function بتروح بتحسب ال score لكل terminal طيب
+
+382
+00:28:47,700 --> 00:28:52,560
+الخطوة التانيةبروح بطبق ال utility function عشان
+
+383
+00:28:52,560 --> 00:28:56,240
+اجيب ال utility لكل ال terminal states زي ما شوفنا
+
+384
+00:28:56,240 --> 00:29:00,760
+هنا انه هذه minus واحد هذه zero هذه واحد وشوفنا
+
+385
+00:29:00,760 --> 00:29:06,000
+انه هذه القيام شو بتعني تمام بعدها بروح بنتقل
+
+386
+00:29:06,000 --> 00:29:09,240
+للمستوى الأعلى لل higher notes فبالتالي الحساب
+
+387
+00:29:09,240 --> 00:29:12,460
+ببدأ من تحت و باجي بطلع فوق تمام
+
+388
+00:29:15,300 --> 00:29:20,080
+طبعا هنا بروح بحسب ال value تبع ال higher nodes
+
+389
+00:29:20,080 --> 00:29:24,000
+باستخدام ال utility تبع ال terminal بناء على القيم
+
+390
+00:29:24,000 --> 00:29:27,760
+اللي تحت بروح بحسب اللي فوق زي ما احنا شوفنا هنا
+
+391
+00:29:27,760 --> 00:29:37,040
+في هذا المثال تمام يعني
+
+392
+00:29:37,040 --> 00:29:44,680
+على سبيل المثال هذه الرسمة ان انا بدي أجي أحسب هاي
+
+393
+00:29:46,400 --> 00:29:50,140
+بدي احسب هاي هذا ال terminal طبعا انا عندي ال
+
+394
+00:29:50,140 --> 00:29:53,120
+three تبعتي هي عبارة عن مستويين طبعا و هذا ال
+
+395
+00:29:53,120 --> 00:29:56,900
+terminal و القيم انا عندي تلاتة خمسة عشرة طبعا هنا
+
+396
+00:29:56,900 --> 00:30:00,180
+مادة من معنا ذلك ان انا عايش بدي استدعي هاي الدلة
+
+397
+00:30:00,180 --> 00:30:05,820
+من تلاتة خمسة عشرة شو ناتج تبعها تلاتة بيبقى هذا
+
+398
+00:30:05,820 --> 00:30:09,420
+الشكل طبعا اللي هي ال node اللي باللون الأحمر هاي
+
+399
+00:30:09,420 --> 00:30:15,780
+طبعا و هنا نفس الفكرة بدي استدعي ال منهنا بتطلع
+
+400
+00:30:15,780 --> 00:30:22,080
+انا عندي تلاتة و هنا انا عندي اتنين بعدها يعني هذه
+
+401
+00:30:22,080 --> 00:30:27,240
+عبارة عن ناتج ال min تلاتة
+
+402
+00:30:27,240 --> 00:30:33,020
+خمسة عشرة وهذه نفس الشيء ال min للتنين و اتنين
+
+403
+00:30:33,020 --> 00:30:36,660
+اللي هي اتنين بعدها هنا ايش بدي اختار ال max
+
+404
+00:30:39,630 --> 00:30:44,730
+تلاتة و اتنين و الناتج بيكون عبارة عن تلاتة هي على
+
+405
+00:30:44,730 --> 00:30:50,390
+الشكل تمام هاي تلاتة اتنين و هنا بنجي نطلع للمستوى
+
+406
+00:30:50,390 --> 00:30:56,490
+الاعلى بتلع تلاتة بدي
+
+407
+00:30:56,490 --> 00:30:59,850
+استمر في المستويات كلها لغاية لما اصل لل initial
+
+408
+00:30:59,850 --> 00:31:00,210
+state
+
+409
+00:31:03,720 --> 00:31:06,800
+بالظبط بده تتناوأ بالأدوار احنا في ال game setup
+
+410
+00:31:06,800 --> 00:31:10,320
+احنا حكينا انه الأدوار تتناوأ في ال turn based
+
+411
+00:31:10,320 --> 00:31:18,660
+game او ألعاب يعني بتعتمد على الأدوار تمام طيب بدي
+
+412
+00:31:18,660 --> 00:31:21,780
+أضلني أستمر في هذا الكلام لغاية لما أصل لل route
+
+413
+00:31:21,780 --> 00:31:30,080
+تبع ال tree اللي هو ال initial state تمام بعدها
+
+414
+00:31:30,080 --> 00:31:33,040
+يفترض ان هو في ال route ان انا بدي اختار ال max
+
+415
+00:31:34,180 --> 00:31:40,000
+يعني إنه أنا بدي ألعب إنه أنا بالنسبة لأ ليه تمام؟
+
+416
+00:31:40,000 --> 00:31:44,260
+يعني في المثال تبعنا هذا اللي شوفنا الرسمة تبعته
+
+417
+00:31:44,260 --> 00:31:51,700
+الحسبة كلها هي بتكون عبارة عن إيش؟ max هيمن هي ال
+
+418
+00:31:51,700 --> 00:31:55,680
+term الأول وهي ال term التاني اللي هو تلاتة و خمسة
+
+419
+00:31:55,680 --> 00:31:59,500
+و عشرة و اتنين و اتنين اللي هو عبارة عن max لتلاتة
+
+420
+00:31:59,500 --> 00:32:02,980
+و اتنين بتطلع تلاتةطب لو كان فيه انا عندي اكتر من
+
+421
+00:32:02,980 --> 00:32:08,080
+مستوى ايش بدري يكون فيه عندي max من من من من على
+
+422
+00:32:08,080 --> 00:32:12,180
+حسب ال branches جوا ال من ايش بدري يكون max max
+
+423
+00:32:12,180 --> 00:32:17,860
+max max و هكذا طبعا يعني هذه على شكل مستويين لكن
+
+424
+00:32:17,860 --> 00:32:21,520
+لو كان انا عندي عدة مستويات ايش بدري يكون فيه عندي
+
+425
+00:32:21,520 --> 00:32:30,480
+nested من و max اكتر من هيك واضح واضح واضح يا
+
+426
+00:32:30,480 --> 00:32:30,740
+جماعة
+
+427
+00:32:39,500 --> 00:32:45,700
+طيب نيجي نشوف هنا طبعا
+
+428
+00:32:45,700 --> 00:32:52,180
+هذا max و هذا min max
+
+429
+00:32:52,180 --> 00:33:01,120
+و هنا min خلاص هذه terminalما دم انا عندي من ايش
+
+430
+00:33:01,120 --> 00:33:06,540
+ال minimum بين عشرة و infinity عشرة هذه فيش يلها
+
+431
+00:33:06,540 --> 00:33:10,180
+غير node واحدة فبالتالي ال minimum للخمسة هو عبارة
+
+432
+00:33:10,180 --> 00:33:15,880
+عن خمسة بتطلع و هنا ناقص عشرة بتطلع ناقص عشرة خمسة
+
+433
+00:33:15,880 --> 00:33:21,620
+ولا سبعة مين ال minimum خمسة تمام minus infinity
+
+434
+00:33:21,620 --> 00:33:27,460
+بتطلع لأنه فيش غيرها ناقص سبعة ولا ناقص خمسةناقص
+
+435
+00:33:27,460 --> 00:33:30,880
+سبعة أنا بدور على ال minimum بعدها المستوى اللي
+
+436
+00:33:30,880 --> 00:33:40,320
+بعده max تمام فبالتالي هنا max عشرة ولا خمسة عشرة
+
+437
+00:33:40,320 --> 00:33:44,200
+و هنا ناقص عشرة مافيش غيرها خمسة ولا minus
+
+438
+00:33:44,200 --> 00:33:49,080
+infinity طبعا خمسة هي ال maximum و الناقص سبعة هي
+
+439
+00:33:49,080 --> 00:33:53,800
+بتطلع فوق لأنه مافيش غيرها نيجي الآن إلى ال
+
+440
+00:33:53,800 --> 00:33:59,480
+minimum المستوى اللي بعدينعشرة و لا minus عشرة ال
+
+441
+00:33:59,480 --> 00:34:04,160
+minimum عشرة خمسة و لا minus سبعة ال minimum minus
+
+442
+00:34:04,160 --> 00:34:09,600
+سبعة بعدها هنا بختار ال max مين أكبر ال minus عشرة
+
+443
+00:34:09,600 --> 00:34:13,200
+و لا ال minus سبعة أكيد ال minus سبعة فبالتالي
+
+444
+00:34:13,200 --> 00:34:17,580
+نستد زي ما أنا موضح لكم هنا انه max من جوا ال من
+
+445
+00:34:17,580 --> 00:34:22,600
+في max تمام لغاية لما نصل للمستوى هذا فبالتاليهذا
+
+446
+00:34:22,600 --> 00:34:25,740
+عبارة عن استدعاء للدوال ان انا بدي جاعدهم جداش
+
+447
+00:34:25,740 --> 00:34:35,040
+واحدة max و هنا min جداش max و min تنتين تمام؟
+
+448
+00:34:35,040 --> 00:34:39,260
+و هنا جوا ال min انا فيه عندي ال parameter max و
+
+449
+00:34:39,260 --> 00:34:41,640
+جوا ال parameter max انا فيه عندي ال parameter min
+
+450
+00:34:41,640 --> 00:34:47,180
+هنا انا بشكل مبسط هذه عبارة عن maxلـ two terms
+
+451
+00:34:47,180 --> 00:34:51,000
+اللي هم تلاتة و اتنين تلاتة و اتنين من وين اجوا
+
+452
+00:34:51,000 --> 00:34:55,640
+اجوا من نتيجة الدالة من تلاتة و خمسة و عشرة و من
+
+453
+00:34:55,640 --> 00:35:00,220
+الاتنين و اتنين هذا بس مستويا طب لو كان اكتر من
+
+454
+00:35:00,220 --> 00:35:11,480
+مستوى بدي يكون هذه وهذه وهذه max وهذه برضه max
+
+455
+00:35:11,480 --> 00:35:14,300
+وهذه برضه max
+
+456
+00:35:17,690 --> 00:35:20,350
+طبعا هاي الكلام اللي أنا بقصده اكسر او ضح انا
+
+457
+00:35:20,350 --> 00:35:25,590
+بعتقد صح طبعا طب لو في مستوى كمان اعلى بدي يكون
+
+458
+00:35:25,590 --> 00:35:29,410
+هذه ال max القيم اللي موجودة فيها من و من و من و
+
+459
+00:35:29,410 --> 00:35:35,050
+هكذا طبعا طيب
+
+460
+00:35:35,050 --> 00:35:41,830
+نيجي نشوف الخصائص تبع ال min max complete
+
+461
+00:35:41,830 --> 00:35:48,080
+optimal yes إذا كانت ال tree finiteطبعا باستخدام
+
+462
+00:35:48,080 --> 00:35:51,200
+هذا ال algorithm بقدر اجيب ان هو ايش افضل مسار
+
+463
+00:35:51,200 --> 00:35:54,920
+بالنسبة لي انا العبه تمام فبالتالي optimal اذا
+
+464
+00:35:54,920 --> 00:35:57,660
+كانت ال tree finite اذا كانت ال tree مش finite
+
+465
+00:35:57,660 --> 00:36:07,860
+معناه ذلك ان هو بيكون مش optimal تمام طبعا انا في
+
+466
+00:36:07,860 --> 00:36:12,380
+عندي خطأ هذه الخاصية الأولى complete مش finite مش
+
+467
+00:36:12,380 --> 00:36:14,340
+optimal عفوا هي complete
+
+468
+00:36:17,160 --> 00:36:22,620
+طبعا أنا أخطأت وأنا كتبت لما كتبتهم فبالتالي هاي
+
+469
+00:36:22,620 --> 00:36:28,260
+complete yes optimal yes ال time complexity عبارة
+
+470
+00:36:28,260 --> 00:36:36,120
+عن P مرفوعة للقوة M وال space complexity P M طبعا
+
+471
+00:36:36,120 --> 00:36:43,130
+هذا الكلامزى ما شوفنا في ال chess مية انا عندى ال
+
+472
+00:36:43,130 --> 00:36:46,710
+D مية وخمسة و تلاتين لما ا .. يعني احكي P مرفوعة
+
+473
+00:36:46,710 --> 00:36:49,830
+للقوة D خمسة و تلاتين مرفوعة للقوة مية بطلع انا
+
+474
+00:36:49,830 --> 00:36:54,210
+عندى رقم كبير فبالتالي هل احنا فعلا محتاجين ان
+
+475
+00:36:54,210 --> 00:37:02,870
+احنا نعمل explore لكل المسارات طيب كيف؟
+
+476
+00:37:08,220 --> 00:37:11,460
+نعمل brauning بالظبط فبالتالي هنا ال number of
+
+477
+00:37:11,460 --> 00:37:16,960
+game state بيتزاد بشكل exponential تمام فبالتالي
+
+478
+00:37:16,960 --> 00:37:19,800
+هنا مافيش داعي ان احنا نعمل examine لكل node
+
+479
+00:37:19,800 --> 00:37:22,260
+فبالتالي هنا نعمل brauning مدام احنا بنحكي على
+
+480
+00:37:22,260 --> 00:37:25,060
+tree فبالتالي بنستخدم مصطلح ال brauning بنعمل
+
+481
+00:37:25,060 --> 00:37:28,580
+تقليم لهذه الشجرة تمامفبالتالي الـ pruning ان انا
+
+482
+00:37:28,580 --> 00:37:32,960
+بتعمل remove ل branch في الحقيقة مش هتأثر انا عندي
+
+483
+00:37:32,960 --> 00:37:35,920
+على ال final decision يعني على سبيل المثال في Min
+
+484
+00:37:35,920 --> 00:37:43,120
+Max باجي بقول والله ال branch هذا كله راح اعمله
+
+485
+00:37:43,120 --> 00:37:46,660
+pruning تمام فبالتالي خلاص مافيش داعي ان انا أطلع
+
+486
+00:37:46,660 --> 00:37:51,320
+عليه فبالتالي هنا قللنا ال space complexity لان ك
+
+487
+00:37:51,320 --> 00:37:53,980
+space complexity كتير ان هو كبير
+
+488
+00:38:00,900 --> 00:38:06,980
+تمام فبالتالي راح نزيل كل ال nodes في ال tree بدون
+
+489
+00:38:06,980 --> 00:38:10,420
+ما احنا نحللها و هذا مش هيأثر على النتيجة النهائية
+
+490
+00:38:10,420 --> 00:38:15,700
+و هذه العملية بنسميها pruningالمحاضرة الجاية ان
+
+491
+00:38:15,700 --> 00:38:18,960
+شاء الله هنحكي عن ال alpha beta pruning هيكون في
+
+492
+00:38:18,960 --> 00:38:21,340
+عندي two parameter ممكن انا استخدمهم في الpruning
+
+493
+00:38:21,340 --> 00:38:24,660
+و هنشوف كيف انه فعلا انه باستخدام هدول القيم مش
+
+494
+00:38:24,660 --> 00:38:32,720
+هيأثروا على ال final decision في ال tree تمام؟ في
+
+495
+00:38:32,720 --> 00:38:34,380
+حد عنده سؤال؟ هعطيكم
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4.srt
new file mode 100644
index 0000000000000000000000000000000000000000..40c3bfff183b54847e68c7c2b6e292d247216c50
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4.srt
@@ -0,0 +1,2166 @@
+1
+00:00:05,200 --> 00:00:09,660
+طيب بسم الله الرحمن الرحيم اليوم إن شاء الله ستكون
+
+2
+00:00:09,660 --> 00:00:14,460
+المحاضرة الأخيرة بخصوص الـ intelligent agents بدأنا
+
+3
+00:00:14,460 --> 00:00:19,820
+بشكل سريع المحاضرة الماضية تحدثنا عن الـ agent
+
+4
+00:00:19,820 --> 00:00:23,380
+types وحكينا أنه أنا في عندي symbol reflex agent
+
+5
+00:00:23,380 --> 00:00:29,520
+reflex agent بالإضافة إلى الـ state model الـ goal based
+
+6
+00:00:29,520 --> 00:00:32,990
+agent والـ utility agent وهذول حكينا أنه related
+
+7
+00:00:32,990 --> 00:00:40,390
+كثيراً لبعض، تمام؟ وإنه كيف ممكن أن نحول هذول إلى
+
+8
+00:00:40,390 --> 00:00:44,570
+learning agent، كيف يمكنه أن يتعلم من الأداء
+
+9
+00:00:44,570 --> 00:00:50,590
+تبعه والأخطاء تبعته، طيب حكينا أن simple reflex
+
+10
+00:00:50,590 --> 00:00:53,650
+agent، أنني أكون في عندي هذا الـ agent بهذه
+
+11
+00:00:53,650 --> 00:00:58,350
+الشكل، وفي الشغلتين اللي احنا حكينا عنهم، الـ sensors
+
+12
+00:00:59,330 --> 00:01:03,010
+والـ Actuators، ووظيفته أنه يشوف كيف
+
+13
+00:01:03,010 --> 00:01:07,010
+شكل الـ environment حوله من خلال الـ sensors، تمام
+
+14
+00:01:07,010 --> 00:01:13,130
+أن what the world looks like now، تمام، وبناء
+
+15
+00:01:13,130 --> 00:01:18,330
+على حالة الـ environment بده يقرر أي action بده
+
+16
+00:01:18,330 --> 00:01:23,530
+يأخذ بناء على rules معينة، بالظبط، تمام، وهذه لو
+
+17
+00:01:23,530 --> 00:01:26,710
+أردنا أن نبرمجها في دالة، function reflects
+
+18
+00:01:26,710 --> 00:01:31,040
+vacuum agent، تأخذ parameters الـ location والـ state
+
+19
+00:01:31,040 --> 00:01:37,580
+وترجع action معين، وطبعاً أن if else if else if
+
+20
+00:01:37,580 --> 00:01:44,020
+يعني simple if else statements، فإذا كان أن الـ
+
+21
+00:01:44,020 --> 00:01:47,880
+status dirty، معناه ذلك أن return suck، أنه يشفط
+
+22
+00:01:47,880 --> 00:01:53,440
+الغبار، تمام؟ وإذا، طبعاً هنا else، معناه ذلك أن هذا
+
+23
+00:01:53,440 --> 00:01:55,500
+الـ condition بيكون false، معناه ذلك أنه يكون الـ
+
+24
+00:01:55,500 --> 00:01:58,580
+status clean وأنا كنت موجود في الـ location A، معنا
+
+25
+00:01:58,580 --> 00:02:02,680
+ذلك أريد أن أذهب right، وأنا كنت... وغير ذلك، إذا
+
+26
+00:02:02,680 --> 00:02:05,320
+كنت في الـ location B، معناه ذلك أنني أريد أن أذهب
+
+27
+00:02:05,320 --> 00:02:10,520
+left، هذه الجملة الأخيرة تعني أنني لست
+
+28
+00:02:10,520 --> 00:02:15,990
+موجوداً في A وفي نفس الوقت أنّه clean، بالظبط، وحكينا
+
+29
+00:02:15,990 --> 00:02:19,850
+أن هذا النوع من الـ agent إنه very limited
+
+30
+00:02:19,850 --> 00:02:25,050
+intelligence، لأنه ذكاؤه بسيط جداً ومحدود جداً، ولا
+
+31
+00:02:25,050 --> 00:02:28,490
+يعتمد على الـ percept history، ويعتمد فقط على الـ
+
+32
+00:02:28,490 --> 00:02:34,100
+current percept، ولا يحتاج أي متطلبات في الذاكرة
+
+33
+00:02:34,100 --> 00:02:39,040
+تمام؟ وممكن أن يدخل في loop معين لو كان في
+
+34
+00:02:39,040 --> 00:02:42,560
+يعني لو كان أن الـ agent هذا لا يستطيع
+
+35
+00:02:42,560 --> 00:02:46,380
+أن يلاحظ الـ location الذي فيه أو الـ
+
+36
+00:02:46,380 --> 00:02:50,440
+state  الـ location الموجودة حالياً، تمام؟
+
+37
+00:02:50,440 --> 00:02:53,460
+وحكينا أن الـ agent هذا يمكننا أن نطبقه في
+
+38
+00:02:53,460 --> 00:02:57,800
+الـ chess، ولكن بطبيعة الحال يمكن تطبيقه،
+
+39
+00:02:57,800 --> 00:03:02,900
+ولكن ليست فكرة جيدة أنني أفعل شيئاً كهذا لأنني
+
+40
+00:03:02,900 --> 00:03:06,420
+أمتلك الـ look up table  يكون huge أو large، يعني
+
+41
+00:03:06,420 --> 00:03:10,420
+خمسة وثلاثين، 35 مرفوعة للقوة مائة
+
+42
+00:03:10,420 --> 00:03:16,260
+وسنرى ما هو الأنسب للـ chess أن
+
+43
+00:03:16,260 --> 00:03:22,250
+نطبقه عليه، كذلك ذكرنا موضوع الـ status، وهو
+
+44
+00:03:22,250 --> 00:03:25,590
+الـ beyond reflexes، أنني أحتفظ بالتاريخ
+
+45
+00:03:25,590 --> 00:03:30,530
+فذكرنا هذا الكلام سابقاً، أن الـ agent function ماذا
+
+46
+00:03:30,530 --> 00:03:35,050
+تفعل؟ تقوم بعمل map من الـ percept history إلى action
+
+47
+00:03:35,050 --> 00:03:37,690
+معين، فبالتالي هذا ما هو، لو قمنا بصياغتها،
+
+48
+00:03:37,690 --> 00:03:42,230
+F نقطتين النجمة تعني الـ percept history، بناءً
+
+49
+00:03:42,230 --> 00:03:46,510
+على الـ percept history أريد اختيار action معين، تمام؟
+
+50
+00:03:47,740 --> 00:03:50,780
+وحكينا أن الـ agent program يجب أن يقوم
+
+51
+00:03:50,780 --> 00:03:54,680
+بتنفيذ الـ agent function التي تقوم بالمحافظة
+
+52
+00:03:54,680 --> 00:03:58,520
+وتحتفظ بالـ internal state، ومن ضمن الـ internal
+
+53
+00:03:58,520 --> 00:04:03,220
+state يجب أن تحتوي على معلومات عن الـ external
+
+54
+00:04:03,220 --> 00:04:07,520
+environment، فبالتالي لو أردنا إعادة صياغة هذا
+
+55
+00:04:07,520 --> 00:04:11,360
+بالشكل الجديد، ماذا أضيف إلى الموضوع، أنا عندي
+
+56
+00:04:11,360 --> 00:04:16,280
+هنا؟ أنني أمتلك الـ F، الـ agent function، أريد
+
+57
+00:04:16,280 --> 00:04:21,380
+إضافة الـ percept history مع الـ action history  لأن
+
+58
+00:04:21,380 --> 00:04:24,860
+أرى ماذا، وكذلك الـ state الحالية لاختيار action
+
+59
+00:04:24,860 --> 00:04:29,620
+معينة، بالظبط، هي مجموعة الـ states الأصلية، هي مجموعة
+
+60
+00:04:29,620 --> 00:04:32,380
+الـ states التي أمتلكها، فبالتالي دخلنا في الموضوع
+
+61
+00:04:32,380 --> 00:04:35,160
+شغلتين، وهما الـ action history والـ percept
+
+62
+00:04:35,160 --> 00:04:39,160
+history، والـ action history، تمام؟ وذكرنا المرة
+
+63
+00:04:39,160 --> 00:04:42,100
+الماضية أنه لو كانت أن جميع الـ states التي أمتلكها
+
+64
+00:04:42,100 --> 00:04:47,480
+معروفة، وأنا أمتلك معلومات كاملة عنها، فبالتالي أن
+
+65
+00:04:47,480 --> 00:04:52,460
+الـ state space تتحول إلى نوع خاص يسمى Markovian أو
+
+66
+00:04:52,460 --> 00:04:55,360
+الـ Markov Model، وشاهدنا أننا رسمنا كيف الـ
+
+67
+00:04:55,360 --> 00:04:59,640
+states تنتقل من، يعني أنني أمتلك
+
+68
+00:04:59,640 --> 00:05:03,420
+مجموعة من الـ states، والانتقال بينها معروف، أن
+
+69
+00:05:03,420 --> 00:05:06,760
+من هذه الـ state إلى هذه الـ state، ممكن أن أعود أو ممكن
+
+70
+00:05:06,760 --> 00:05:10,260
+لا، تمام، ومن هذه الـ state أمكن الانتقال إلى state ثالثة
+
+71
+00:05:10,260 --> 00:05:15,900
+ورابعه وهكذا، تمام؟ وحكينا أن الـ status والـ memory
+
+72
+00:05:15,900 --> 00:05:20,260
+في الـ game theory، تمام؟ كل state تحتوي على
+
+73
+00:05:20,260 --> 00:05:24,760
+مجموعة معلومات، الـ perceptions التي حصلت والـ
+
+74
+00:05:24,760 --> 00:05:28,860
+actions التي حصلت في هذه الـ state، معناه ذلك أنه لدينا
+
+75
+00:05:28,860 --> 00:05:32,880
+شيء اسمه perfect recall، والـ perfect recall
+
+76
+00:05:32,880 --> 00:05:37,880
+مع الـ full observability مع الـ deterministic
+
+77
+00:05:37,880 --> 00:05:41,220
+action يعطيني شيئاً يسمى perfect information
+
+78
+00:05:41,220 --> 00:05:46,300
+بالظبط، نأتي الآن لنوع جديد، وهو الـ Model Based
+
+79
+00:05:46,300 --> 00:05:50,540
+Reflex Agent، Reflex Agent، من اسمه أنه agent
+
+80
+00:05:50,540 --> 00:05:53,920
+انعكاسي، ماذا يعني انعكاسي؟ بناءً على state
+
+81
+00:05:53,920 --> 00:05:59,080
+معينة ينعكس رد فعله بناءً على هذه الـ state، ماذا
+
+82
+00:05:59,080 --> 00:06:04,620
+نضيف له؟ نضيف له model، نضيف له model، فبالتالي
+
+83
+00:06:04,620 --> 00:06:07,340
+لاحظوا أنني أمتلك هذا الـ agent، ما الفرق بينه
+
+84
+00:06:07,340 --> 00:06:11,500
+والرسمة السابقة؟ لاحظوا أن هذا الـ agent هذا
+
+85
+00:06:11,500 --> 00:06:15,460
+موجود كان سابقاً في Reflex Agent، الـ Actuators و
+
+86
+00:06:15,460 --> 00:06:19,220
+أنا أستطيع أن أرى الـ environment من خلال الـ sensors
+
+87
+00:06:19,220 --> 00:06:23,020
+فبالتالي في الـ sensors أستطيع أن أعرف كيف شكل الـ
+
+88
+00:06:23,020 --> 00:06:28,920
+environment حالياً، تمام؟ وماذا يدخل معي؟ أنا عندي
+
+89
+00:06:28,920 --> 00:06:33,240
+input؟ هذه الأشياء الجديدة، طبعاً هنا أن حالة الـ
+
+90
+00:06:33,240 --> 00:06:37,660
+environment التي أمتلكها، بناءً عليها يكون لدي
+
+91
+00:06:38,060 --> 00:06:44,040
+state معينة من الـ status base، تمام، وهنا أريد إضافة
+
+92
+00:06:44,040 --> 00:06:49,660
+هذا هو الـ model، هذه الأشياء كلها تعتبر
+
+93
+00:06:49,660 --> 00:06:54,900
+أنها الـ model، تمام
+
+94
+00:06:54,900 --> 00:06:58,480
+ماذا يحتوي الـ model؟ يكون لدي هنا modeling
+
+95
+00:06:58,480 --> 00:07:02,340
+لكيفية تطور العالم، كيف يتغير، يعني how .. how
+
+96
+00:07:02,340 --> 00:07:07,620
+it evolves، تمام، وبناءً...وكذلك...ماذا يسمى؟ و...
+
+97
+00:07:07,620 --> 00:07:10,220
+و بالإضافة إلى ذلك، أن يكون لدي في الـ
+
+98
+00:07:10,220 --> 00:07:13,580
+model معرفة بما هي الـ actions التي يمكنني أخذها،
+
+99
+00:07:13,580 --> 00:07:17,420
+معناه ذلك أن يكون لدي شيء مثل...مثل
+
+100
+00:07:17,420 --> 00:07:21,620
+الاستكشاف، أن...أن هذه الـ actions، وأريد أن أرى كيف
+
+101
+00:07:21,620 --> 00:07:24,100
+يتطور العالم، يعني إذا أخذت هذا الـ action ماذا
+
+102
+00:07:24,100 --> 00:07:28,000
+يحدث؟ هذا مفهوم الـ modeling، أنني أصبح أمتلك
+
+103
+00:07:28,000 --> 00:07:30,880
+model، طيب لو الـ action الآخر، ما هو انعكاسه على الـ
+
+104
+00:07:30,880 --> 00:07:36,320
+environment وهكذا؟ طبعاً هذا الكلام كله يدخل، يؤثر
+
+105
+00:07:36,320 --> 00:07:39,200
+في كيف شكل العالم موجود حالياً، أو كيف شكل الـ
+
+106
+00:07:39,200 --> 00:07:41,940
+environment المحيطة بالـ agent حالياً، وبناءً عليه
+
+107
+00:07:41,940 --> 00:07:45,300
+أحدد أي الـ action الذي أريد أخذه، طبعاً
+
+108
+00:07:45,300 --> 00:07:49,220
+بناءً على مجموعة من الـ rules، طبعاً مجموعة الـ rules
+
+109
+00:07:49,220 --> 00:07:52,180
+هذه، سنأخذها إن شاء الله في فصل منفصل، يسمى الـ
+
+110
+00:07:52,180 --> 00:07:55,160
+expert system، سنأخذ الـ rule based expert system
+
+111
+00:07:55,160 --> 00:07:58,000
+ستشاهدون ماذا يعني أن يكون لدي rules وأستنتج،
+
+112
+00:07:58,000 --> 00:08:03,630
+أقوم بعملية استنتاج بناءً على هذه الـ rules، طبعاً نأتي
+
+113
+00:08:03,630 --> 00:08:07,630
+لنرى مثالاً على كيف يتطور العالم، كيف
+
+114
+00:08:07,630 --> 00:08:10,710
+تطور الأحداث في العالم، يعني على سبيل
+
+115
+00:08:10,710 --> 00:08:16,550
+المثال، overtaking cars get closer from behind، تمام
+
+116
+00:08:16,550 --> 00:08:20,430
+أنّ
+
+117
+00:08:20,430 --> 00:08:26,010
+على سبيل المثال أنني أسوق السيارة، تمام، وأنّ
+
+118
+00:08:26,010 --> 00:08:28,950
+أنّ...أنني أراقب العالم كيف يتطور، أنني
+
+119
+00:08:28,950 --> 00:08:32,810
+أراقب السيارات الموجودة خلفي، كيف
+
+120
+00:08:32,810 --> 00:08:36,670
+تقترب مني، تمام؟ كيف تقترب وتبتعد بناءً على
+
+121
+00:08:36,670 --> 00:08:40,270
+actions التي أقوم بها، لو قمت بالتوقف تقترب مني أكثر،
+
+122
+00:08:40,270 --> 00:08:43,190
+لو خففت السرعة تقترب مني أكثر، لو حافظت على السرعة
+
+123
+00:08:43,190 --> 00:08:48,450
+أحافظ على المسافة، مثل هذا، تمام؟ كذلك هذه هي
+
+124
+00:08:48,450 --> 00:08:51,490
+الجزئية، أن how the world evolves، هي مثال عليها،
+
+125
+00:08:51,490 --> 00:08:56,390
+تمام؟ لنأخذ مثالاً على what my actions do، ماذا
+
+126
+00:08:56,390 --> 00:09:00,110
+تفعل هذه الـ actions؟ لدي مجموعة من الـ actions
+
+127
+00:09:00,110 --> 00:09:03,430
+لدي مثلاً سبعة actions محدودة، هذا الـ action ماذا
+
+128
+00:09:03,430 --> 00:09:07,730
+النتيجة التي تبعه؟ يعني على سبيل المثال، أن لف عجلة
+
+129
+00:09:07,730 --> 00:09:11,870
+القيادة باتجاهها قليلاً، ماذا يفعل؟ يجعل
+
+130
+00:09:11,870 --> 00:09:16,130
+السيارة تتجه نحو اليمين، بالظبط، يعني الشكل، طيب
+
+131
+00:09:16,130 --> 00:09:19,990
+لو لففت هكذا تذهب باتجاه الشمال، طيب لو ضغطت على هذا
+
+132
+00:09:19,990 --> 00:09:23,930
+الزر، ماذا يحدث؟ طيب لو سحبت الـ handbrake، ماذا يحدث؟
+
+133
+00:09:23,930 --> 00:09:29,520
+مثل هذا، تمام؟ فبالتالي أن الـ model based يقوم
+
+134
+00:09:29,520 --> 00:09:32,640
+بتحديث الـ state  التي تبعته، لو شاهدنا الـ function هذه أن
+
+135
+00:09:32,640 --> 00:09:36,500
+هي reflex agent with state، ماذا تأخذ؟ تأخذ الـ
+
+136
+00:09:36,500 --> 00:09:39,920
+percept وترجع action، طبعاً لدي بارامترات أخرى
+
+137
+00:09:39,920 --> 00:09:42,780
+غير الـ percept، يعني لا تعتقدوا أن هذه
+
+138
+00:09:42,780 --> 00:09:45,440
+الدالة تأخذ فقط بارامتر واحد، لدي بارامترات أخرى
+
+139
+00:09:45,440 --> 00:09:51,280
+static، لماذا static؟ لا، static في مفهوم البرمجة
+
+140
+00:09:54,470 --> 00:09:58,790
+بالظبط، أن هذه الـ variables visible out of the
+
+141
+00:09:58,790 --> 00:10:02,010
+scope of the function، لأنه يتم تحديثها من
+
+142
+00:10:02,010 --> 00:10:04,830
+أماكن أخرى خارج scope هذه الـ function، فبالتالي
+
+143
+00:10:04,830 --> 00:10:08,230
+أنها...أنها...مثل المتغيرات العاملية التي
+
+144
+00:10:08,230 --> 00:10:13,210
+أراها، ما هي؟ الـ state هي عبارة عن
+
+145
+00:10:13,210 --> 00:10:15,830
+وصف للـ current world، ماذا أيضاً؟ الـ
+
+146
+00:10:15,830 --> 00:10:20,070
+rules، فبالتالي تأخذ ثلاث parameters، وهي الـ
+
+147
+00:10:20,070 --> 00:10:27,700
+percept والـ state والـ rules، تمام؟ طبعاً بناءً على الـ
+
+148
+00:10:27,700 --> 00:10:31,260
+state والـ percept، ماذا أفعل؟ أقوم بتحديث الـ
+
+149
+00:10:31,260 --> 00:10:37,080
+state، تمام، بعد أن قمت بتحديث الـ state الحالية،
+
+150
+00:10:37,080 --> 00:10:40,540
+أريد أن أرى ما هي الـ rules التي تنطبق، فأقوم بعمل rule
+
+151
+00:10:40,540 --> 00:10:45,640
+matching، ماذا أقدمه إلى الـ state بالإضافة إلى مجموعة الـ
+
+152
+00:10:45,640 --> 00:10:50,840
+rules التابعة لي، ماذا أفعل؟ أخرج الـ rule التي من المفترض أن
+
+153
+00:10:50,840 --> 00:10:54,980
+تُشغّل، فماذا أفعل؟ أقوم بتطبيقها، فأقوم بعمل
+
+154
+00:10:54,980 --> 00:10:58,960
+rule action، نفذ لي هذه الـ rule، تمام، قمت بتنفيذ الـ rule
+
+155
+00:10:58,960 --> 00:11:01,720
+التي استخرجتها من الخطوة السابقة، يظهر لدي
+
+156
+00:11:01,720 --> 00:11:06,980
+action معين، طبعاً هذا الـ action يؤثر على الـ state
+
+157
+00:11:06,980 --> 00:11:09,640
+لذلك أريد أن أقوم بتحديث الـ state مرة أخرى،
+
+158
+00:11:09,640 --> 00:11:13,280
+لاحظوا أنني قمت بتحديث الـ state قبل وبعد،
+
+159
+00:11:13,280 --> 00:11:17,040
+بالظبط، شاهدنا ما هي الـ state الحالية، طبعاً، والـ
+
+160
+00:11:17,040 --> 00:11:21,240
+state الحالية هذه static، معناه ذلك أنها تؤثر، يعني
+
+161
+00:11:21,240 --> 00:11:23,540
+أنها على المتغير العام هذا، وهو الـ state
+
+162
+00:11:23,540 --> 00:11:26,460
+فبالتالي في المرة القادمة في الاستدعاء يأخذ القيمة
+
+163
+00:11:26,460 --> 00:11:31,880
+الـ updated، وبعد ذلك الخطوة الأخيرة، أعود إلى
+
+164
+00:11:31,880 --> 00:11:35,860
+action، تمام، سيكون ببساطة
+
+165
+00:11:38,860 --> 00:11:42,440
+الـ model-based reflex agent هو عبارة عن simple
+
+166
+00:11:42,440 --> 00:11:45,600
+reflex agent، ماذا أضيف إليه؟ أضيف إليه الجزئية
+
+167
+00:11:45,600 --> 00:11:49,480
+هذه، وهي الـ model، التي تتكون من شغلتين، أنني
+
+168
+00:11:49,480 --> 00:11:54,320
+ألاحظ كيف العالم يتطور، وما هي الـ actions، وما هي
+
+169
+00:11:54,320 --> 00:11:58,410
+التأثيرات التابعة لها، تمام؟ وهذا الكلام يقوم بتحديث
+
+170
+00:11:58,410 --> 00:12:03,270
+الـ state في كل مرة، وبطبيعة الحال، يعني أن الـ condition
+
+171
+00:12:03,270 --> 00:12:07,910
+action rules هذه عبارة عن مجموعة الـ rules التي
+
+172
+00:12:07,910 --> 00:12:11,710
+موجودة لدي، أشاهد، أطبقها، أي rule من المفترض أنني أختار
+
+173
+00:12:11,710 --> 00:12:18,530
+بناءً على الـ state الموجودة لدي، تمام؟ طيب، نأتي
+
+174
+00:12:18,530 --> 00:12:22,990
+إلى النوع الذي يليه، هل الأمور واضحة حتى الآن؟ النوع
+
+175
+00:12:22,990 --> 00:12:27,170
+الذي يليه، وهو الـ goal based agent، في هذه الحالة
+
+176
+00:12:27,170 --> 00:12:31,470
+يكون لدي goal معين، في بعض الأحيان أنني
+
+177
+00:12:31,470 --> 00:12:37,790
+أعرف الـ state والـ environment غير كافيين، فبالتالي
+
+178
+
+223
+00:15:47,400 --> 00:15:52,330
+شكل ال environment حاليا طبعا؟ و هنا في ال goal بي
+
+224
+00:15:52,330 --> 00:15:54,650
+.. يعني في ال .. في ال goal based agent في عنده
+
+225
+00:15:54,650 --> 00:15:59,170
+هنا component إضافي إنه what it will be like if I
+
+226
+00:15:59,170 --> 00:16:01,910
+do action A إذا أنا عملت ال action A هنا في عندي
+
+227
+00:16:01,910 --> 00:16:05,110
+مجموعة من ال actions طبعا؟ لأنه هنا عادي ال
+
+228
+00:16:05,110 --> 00:16:08,990
+component إنه جاية من ال model يبقى ال goal based
+
+229
+00:16:08,990 --> 00:16:13,650
+agent في model ولا فيش في model؟ في model طبعا؟ بس
+
+230
+00:16:13,650 --> 00:16:16,250
+إيش الإضافة دي ضفنا عليها؟ إن أحنا ضفنا goal
+
+231
+00:16:17,920 --> 00:16:20,840
+فبالتالي هنا من مجموعة ال actions اللي موجودة عندي
+
+232
+00:16:20,840 --> 00:16:24,700
+بدي أحدد إنه لو اخترت ال action ايه، إيش بيصير؟ طب
+
+233
+00:16:24,700 --> 00:16:29,720
+لو اخترت بيه، إيش بيصير؟ زي هيك، تمام؟ و هنا زي ما
+
+234
+00:16:29,720 --> 00:16:34,700
+شوفنا في ال .. في ال model based agent إنه في عندي
+
+235
+00:16:34,700 --> 00:16:38,540
+component بيحدد كيف إن العالم بتطور بناء على ال
+
+236
+00:16:38,540 --> 00:16:44,180
+actions اللي أنا بدي آخدها طبعا اختيار ال action
+
+237
+00:16:44,180 --> 00:16:50,430
+بيكون بناء على إيش؟ مجموعة من ال goals تمام؟ هناك
+
+238
+00:16:50,430 --> 00:16:53,730
+إنّه كان سابقا على أساس مجموعة من ال rules لكن هنا
+
+239
+00:16:53,730 --> 00:17:01,930
+بناء على مجموعة من ال goals تمام؟
+
+240
+00:17:01,930 --> 00:17:02,450
+طيب
+
+241
+00:17:08,880 --> 00:17:12,700
+الـ Reflex Agent إنه انعكاسي يعني إحنا بنرجع بنذكر
+
+242
+00:17:12,700 --> 00:17:15,420
+في الـ Reflex Agent إنه إحنا كيف نضيف ال goal في
+
+243
+00:17:15,420 --> 00:17:18,520
+الموضوع إنه إنه انعكاسي بناءً على الأشياء اللي
+
+244
+00:17:18,520 --> 00:17:21,040
+بتسير في ال environment و هو بيصير فيه انعكاس على
+
+245
+00:17:21,040 --> 00:17:23,960
+ال action اللي بيسوي يعني على سبيل المثال إنه الـ
+
+246
+00:17:23,960 --> 00:17:29,840
+Reflex Agent بعمل break لما يشوف ال brake light من
+
+247
+00:17:29,840 --> 00:17:33,100
+السيارة اللي أمامه طبعا طبيعي الحال يبقى أنا لما
+
+248
+00:17:33,100 --> 00:17:36,880
+أشوف ال brake light من السيارة الأمامي معنا ذلك
+
+249
+00:17:36,880 --> 00:17:43,940
+إنّه ال car اللي موجودة قدامي تتوقف معنا ذلك إنه
+
+250
+00:17:43,940 --> 00:17:47,500
+أنا لازم أتوقف كذلك معنا ذلك I should use break
+
+251
+00:17:47,500 --> 00:17:53,800
+هذا reflex agent تمام إنه زي هيك طبعا بدي أكون
+
+252
+00:17:53,800 --> 00:17:58,460
+بالإضافة إلى ذلك في أنا عندي model عشان أنا أعرف كيف
+
+253
+00:17:58,460 --> 00:18:00,860
+العالم بتطور بالإضافة إلى ذلك إنه أنا بدي أكون في
+
+254
+00:18:00,860 --> 00:18:04,260
+عندي goal
+
+255
+00:18:04,260 --> 00:18:05,800
+reasons
+
+256
+00:18:10,540 --> 00:18:15,440
+تمام؟ طيب نجي للنوع الجديد أو النوع اللي بعده من
+
+257
+00:18:15,440 --> 00:18:20,020
+.. من .. من ال agents اللي هو ال utility based
+
+258
+00:18:20,020 --> 00:18:28,140
+agent utility based agents طبعا
+
+259
+00:18:28,140 --> 00:18:32,580
+ال goals هنا قد تكون إن هي في حد ذاتها إن هي مش كافية
+
+260
+00:18:32,580 --> 00:18:35,940
+يعني في بعض التطبيقات إنه ال goal بيكون خلاص كافي
+
+261
+00:18:35,940 --> 00:18:39,680
+لكن في بعض التطبيقات الثانية إنه لأ ال goal بيكونش
+
+262
+00:18:39,680 --> 00:18:43,820
+كافي لازم يكون في عندي هنا محددات أخرى يعني على
+
+263
+00:18:43,820 --> 00:18:48,800
+سبيل المثال بالإضافة لل goal اللي هو ال
+
+264
+00:18:48,800 --> 00:18:54,120
+destination إن أنا بدي أروح على المكان C مثلا بدي
+
+265
+00:18:54,120 --> 00:18:57,120
+أضيف معلومات أو شغلات تانية اللي هي مثلا على سبيل
+
+266
+00:18:57,120 --> 00:19:02,700
+المثال إن أنا جدّاش يعني إنه .. يعني كانت إنه الرحلة
+
+267
+00:19:02,700 --> 00:19:06,580
+سريعة أو جدّاش وصلت .. يعني جدّاش إنه .. يعني سرعة
+
+268
+00:19:06,580 --> 00:19:11,740
+وصولي ل .. لل destination تبعتي أو إنه جدّاش إنه
+
+269
+00:19:11,740 --> 00:19:14,340
+أنا روحت لل destination تبعتي وكان إن الوضع آمن
+
+270
+00:19:14,340 --> 00:19:18,040
+يعني ممكن يكون في عندي agent يوصلني هناك بس يوصلني
+
+271
+00:19:18,040 --> 00:19:24,080
+هناك مصاب وفي agent ثاني إنه بوصلني إياه سليم
+
+272
+00:19:24,080 --> 00:19:27,650
+فبالتالي ال goal وحده ما بيكفي فبالتالي بدنا نضيف
+
+273
+00:19:27,650 --> 00:19:30,710
+parameters ثانية ممكن تكون أكثر من parameters يبقى
+
+274
+00:19:30,710 --> 00:19:34,230
+إيش الفرق بين ال goal وال utility based ال utility
+
+275
+00:19:34,230 --> 00:19:38,370
+based برضه بتشمل على goal بس إيش بدي أضيف بالضبط
+
+276
+00:19:38,370 --> 00:19:42,690
+والمعلومات هذه كيف بقيسها؟ بقيسها ب quantity كمية
+
+277
+00:19:42,690 --> 00:19:47,610
+لازم يكون فيها underscore يعني على سبيل المثال إن
+
+278
+00:19:47,610 --> 00:19:52,250
+how fast يبقى ال agent هذا وصلني في خمس دقائق ال
+
+279
+00:19:52,250 --> 00:19:55,150
+agent اللي بعده يعني ال agent الثاني وصلني بسبع
+
+280
+00:19:55,150 --> 00:19:58,840
+دقائق مين أفضل؟ يبقى هنا ال utility function بقدر
+
+281
+00:19:58,840 --> 00:20:03,500
+أقول إنه آه والله هذه الطريقة في التوصيل أفضل،
+
+282
+00:20:03,500 --> 00:20:06,120
+ليش؟ لأن هذه بتوصل في خمس دقائق و هذه بتوصل في سبع
+
+283
+00:20:06,120 --> 00:20:10,440
+دقائق، مش بس السرعة، بدي آخذ في عين الاعتبار ال
+
+284
+00:20:10,440 --> 00:20:14,460
+safety مثلا على سبيل المثال هذه الطريقة في التوصيل
+
+285
+00:20:14,460 --> 00:20:20,740
+بتوصلني سليم 100% هذه ممكن توصلني 50، 50%،
+
+286
+00:20:20,740 --> 00:20:24,280
+معنا ذلك إنه احتمال 50% إنه يصير معي حادث في
+
+287
+00:20:24,280 --> 00:20:28,290
+الطريق لو أنا اتبعت هذه الطريقة في التوصيل بهذا
+
+288
+00:20:28,290 --> 00:20:32,390
+الشكل تمام؟ يبقى ال utility function بتعمل map لل
+
+289
+00:20:32,390 --> 00:20:35,390
+state لل real number عشان هيك أنا قلت لكم إنّه ب
+
+290
+00:20:35,390 --> 00:20:38,990
+quantity بقدر إنه من خلال ال score هذا أقدر أقارن
+
+291
+00:20:38,990 --> 00:20:43,690
+بين الحل هذا و الحل هذا تمام؟ طبعا ال score هذا
+
+292
+00:20:43,690 --> 00:20:49,560
+يعني بوصل لدرجة معينة على سبيل المثال إن ال
+
+293
+00:20:49,560 --> 00:20:52,540
+happiness أو ال goodness أو ال success أو ال
+
+294
+00:20:52,540 --> 00:20:56,340
+satisfaction أو بغض النظر حسب التطبيق يعني بيعتمد
+
+295
+00:20:56,340 --> 00:21:03,820
+حسب التطبيق تمام؟ يعني على سبيل المثال إنّه ال
+
+296
+00:21:03,820 --> 00:21:06,460
+utility measure comes from يعني على سبيل المثال
+
+297
+00:21:06,460 --> 00:21:10,900
+إنّه ال economics إن أنا بدي أقيس مقدار ال money ال
+
+298
+00:21:10,900 --> 00:21:15,620
+profit طبعا و هذا الكلام إن أحنا بدنا ندخله في ال
+
+299
+00:21:15,620 --> 00:21:18,200
+taxi driver لازم ندخله في ال taxi driver إن أنا
+
+300
+00:21:18,200 --> 00:21:22,800
+زي ما حكيت إنه آخر النهار لما يجيني إيش بهمني بدي
+
+301
+00:21:22,800 --> 00:21:25,400
+أحط له utility function بالإضافة لل goal بدي أحط له
+
+302
+00:21:25,400 --> 00:21:27,800
+utility function إن أنت جدّاش الغلة اللي أنت
+
+303
+00:21:27,800 --> 00:21:32,220
+استلنتها هذه شغلة فبالتالي أنا بقيسها بال real
+
+304
+00:21:32,220 --> 00:21:37,820
+number وإيش كمان؟ عدد المخالفات أنا بهمني يكون أقل
+
+305
+00:21:37,820 --> 00:21:41,220
+ما يمكن عدد المخالفات وإن السيارة ترجع سليمة جدّاش
+
+306
+00:21:41,220 --> 00:21:46,260
+إن السيارة رجعت سليمة؟ 100%؟ 90%؟ انكسر الضوء
+
+307
+00:21:46,260 --> 00:21:51,140
+تبعها؟ صار فيه خدش للباب؟ فبالتالي إنه أنا بقيسه ب
+
+308
+00:21:51,140 --> 00:21:55,400
+real number زي هيك، تمام؟ أما في ال biology على
+
+309
+00:21:55,400 --> 00:21:59,060
+سبيل المثال إنه يعني لو كانت مثلا في عندي game
+
+310
+00:21:59,060 --> 00:22:03,030
+معينة وال game هذه إن أنا مثلا على سبيل المثال إن
+
+311
+00:22:03,030 --> 00:22:07,250
+أنا عندي مزرعة وأنتم أكيد لعبتوا يعني ألعاب
+
+312
+00:22:07,250 --> 00:22:10,410
+مشابهة لهذا الشيء فبالتالي أنا كيف بقيس ال utility
+
+313
+00:22:10,410 --> 00:22:15,150
+function إن أنا جدّاش مثلا عندي offspring إن أنا
+
+314
+00:22:15,150 --> 00:22:17,330
+جدّاش .. يعني أنا عندي مزرعة أبقار مثلا جدّاش أنا
+
+315
+00:22:17,330 --> 00:22:20,570
+صار فيه عندي أبقار جدّاش أنا عندي صار إن الأبقار
+
+316
+00:22:20,570 --> 00:22:23,890
+هذه بتتولد جدّاش صار فيه عندي أبقار أو جدّاش صار فيه
+
+317
+00:22:23,890 --> 00:22:27,930
+عندي محصول بهذا الشكل تمام؟ ولو أنا كنت بلعب game
+
+318
+00:22:29,000 --> 00:22:31,440
+أكيد أنتم بطبيعة الحال إنكم لعبتوا game و شوفتوا
+
+319
+00:22:31,440 --> 00:22:34,020
+إنّه ال character اللي أنا بلعب فيه فيه يعني بيكون
+
+320
+00:22:34,020 --> 00:22:38,480
+فيه ال life تبعه فبالتالي ال life هذا بيضلّوا يعني
+
+321
+00:22:38,480 --> 00:22:42,860
+يعني مئة في المئة يعني healthy مئة في المئة بيضلّوا
+
+322
+00:22:42,860 --> 00:22:45,500
+يتناقص يتناقص يتناقص و بعدها بيموت ال character
+
+323
+00:22:45,500 --> 00:22:48,760
+هذا فبالتالي بيصير أنا عندي ك goal إن ال real
+
+324
+00:22:48,760 --> 00:22:52,640
+number هذا أحافظ عليه إنّه maximum يعني إنّه maximum
+
+325
+00:22:52,640 --> 00:22:57,540
+as يعني إنّه يعني أقصى درجة أو أعلى قيمة بهذا الشكل
+
+326
+00:22:57,540 --> 00:23:04,400
+طوال الوقت طبعا فبالتالي
+
+327
+00:23:04,400 --> 00:23:10,660
+ال utility based agent نفس ال agent السابق ما ضيّعنا إن
+
+328
+00:23:10,660 --> 00:23:13,980
+أنا أضيف يعني شروحات كثيرة أو إن هو يعني في الرسمة
+
+329
+00:23:13,980 --> 00:23:19,400
+بس إيش أضفنا؟ هذا ال component اللي هو how happy I
+
+330
+00:23:19,400 --> 00:23:24,100
+will be in a such state طبعا هنا how happy يعني
+
+331
+00:23:24,100 --> 00:23:28,980
+إن هو طبعا على سبيل المثال ممكن إن في .. في .. في
+
+332
+00:23:28,980 --> 00:23:31,700
+application ثانية إنه هيقول إنه .. إنه how much
+
+333
+00:23:31,700 --> 00:23:36,560
+money I can earn أو مثلا how much life إنه موجودة
+
+334
+00:23:36,560 --> 00:23:40,680
+عندي أو generation عندي of offspring تمام؟ و هنا بده
+
+335
+00:23:40,680 --> 00:23:44,600
+يكون في عندي ال utility function اللي هي بتحدد أو
+
+336
+00:23:44,600 --> 00:23:50,280
+بتحسب ال real number هذا تمام؟
+
+337
+00:23:50,280 --> 00:23:54,340
+نجي
+
+338
+00:23:54,340 --> 00:23:59,200
+نشوف الآن ال learning agents يعني لو إحنا رجعنا
+
+339
+00:23:59,200 --> 00:24:04,240
+إنّه كم agent إحنا شفنا لغاية الآن؟ أربعة أنواع
+
+340
+00:24:04,240 --> 00:24:09,660
+شفنا ال reflex إنه ال agent الانعكاسي بتكون ردود
+
+341
+00:24:09,660 --> 00:24:12,320
+أفعاله انعكاسية بناء على حالة ال environment وإيش
+
+342
+00:24:12,320 --> 00:24:17,100
+كمان؟ هو نفس ال reflex بضيف له model إيش ال model
+
+343
+00:24:17,100 --> 00:24:20,860
+بيحدد؟ إنه كيف العالم بيراقب كيف العالم بتطور بناء
+
+344
+00:24:20,860 --> 00:24:26,470
+على actions معينة إيش بعده كمان؟ Goal Based Agent
+
+345
+00:24:26,470 --> 00:24:29,990
+إنّه مرات في بعض التطبيقات ما بكفيش إن أنا يكون في
+
+346
+00:24:29,990 --> 00:24:33,510
+عندي يعني إنه model يعني لازم يكون في عندي goal
+
+347
+00:24:33,510 --> 00:24:39,790
+محدد زي إنّه destination معينة أو إنّه أنا يعني درجة
+
+348
+00:24:39,790 --> 00:24:43,970
+نظافة معينة لو إحنا بنحكي على vacuum cleaner agent
+
+349
+00:24:43,970 --> 00:24:47,850
+إن أنا جدّاش مقدار إنّ القاعة هذه نظيفة في وقت
+
+350
+00:24:47,850 --> 00:24:52,670
+معين فبالتالي بقدر إن أنا أحدد هذا ال goal و شفنا
+
+351
+00:24:52,670 --> 00:24:56,130
+كذلك ال utility based agent هو نفس الشيء goal بس
+
+352
+00:24:56,130 --> 00:25:00,550
+إنّه أنا بقدر أضيف أكثر من factor و ال factor هذا
+
+353
+00:25:00,550 --> 00:25:04,410
+بقيسه ب real number بحيث إنّه أحدد لل agent هذا إنّه
+
+354
+00:25:04,410 --> 00:25:08,390
+هذا أعمله maximize و هذا أعمله minimize بهذا الشكل
+
+355
+00:25:08,390 --> 00:25:18,650
+حاجات الأنواع هذه ممكن إن أنا أخليها تتعلم تمام؟
+
+356
+00:25:18,920 --> 00:25:21,940
+طبعا يعني طريقة التعلم هذا هو بيتعلم من البيئة
+
+357
+00:25:21,940 --> 00:25:25,400
+اللي هو موجود فيها إنّه بيشوف إنّه بيعيش الأخطاء اللي
+
+358
+00:25:25,400 --> 00:25:34,500
+بيقع فيها فبالتالي إنّه بيقدر إن هو يتعلم لوحده طيب
+
+359
+00:25:34,500 --> 00:25:41,000
+يبقى هنا إنّه عادة ال performance أنا عندي بيكون إن
+
+360
+00:25:41,000 --> 00:25:44,200
+أنا بقدر إن أنا أراقب ال environment من خلال ال
+
+361
+00:25:44,200 --> 00:25:48,440
+input sensor و ال output action زي ما اتعودنا بشوف
+
+362
+00:25:48,440 --> 00:25:51,660
+حالة ال environment من ال input sensor و بختار ال
+
+363
+00:25:51,660 --> 00:25:55,660
+action هذه تمام؟
+
+364
+00:25:55,660 --> 00:25:59,980
+بناء على ال agent نفسه هذا ال component كله ك
+
+365
+00:25:59,980 --> 00:26:04,120
+agent نفسه هنشوف تفاصيله يفترض إن ال actions تبعتي
+
+366
+00:26:04,870 --> 00:26:07,730
+اللي أنا بتطبقها من خلال الـ Actuators إن هي
+
+367
+00:26:07,730 --> 00:26:11,950
+بتتطور مع الوقت أو بتتحسن أدائها مع الوقت، هذا هو
+
+368
+00:26:11,950 --> 00:26:19,710
+المطلوب إيش بيكون في عندي component إضافي هنا؟ إنّه
+
+369
+00:26:19,710 --> 00:26:25,130
+أنا بحدد له ال performance standard و هنا
+
+370
+00:26:25,130 --> 00:26:27,650
+بيكون في عندي component critique بقيس ال
+
+371
+00:26:27,650 --> 00:26:28,030
+performance
+
+372
+00:26:30,700 --> 00:26:35,060
+يعني على سبيل المثال لو أنا بدي أحكي إنّه يعني إنّه
+
+373
+00:26:35,060 --> 00:26:41,520
+بشكل standard إن الطالب الطالب ال standard يفترض
+
+374
+00:26:41,520 --> 00:26:44,860
+إنّه يعني بدي أقول أنا لو أديته عشر واجبات يفترض إن
+
+375
+00:26:44,860 --> 00:26:51,160
+هو يحل تسع واجبات على الأقل بهذا الشكل، تمام؟
+
+376
+00:26:51,160 --> 00:26:54,360
+فبالتالي ال critique هذا بيروح بيحسب لكل طالب إن هذا
+
+377
+00:26:54,360 --> 00:26:57,660
+حل تلت واجبات، هذا حل خمس واجبات، هذا حل سبع
+
+378
+00:26:57,660 --> 00:27:04,000
+واجبات، فبالتالي بيروح إنّه بيعطيله feedback ل
+
+379
+00:27:04,000 --> 00:27:09,240
+component اللي هو learning element يقول له خلّي بقى
+
+380
+00:27:09,240 --> 00:27:11,660
+عليك أنت الواجبات اللي أنت عملتها أقل من ال
+
+381
+00:27:11,660 --> 00:27:14,220
+standard لازم ترفع الأداء تبعك كيف بدك ترفع الأداء
+
+382
+00:27:14,220 --> 00:27:17,680
+تبعك؟ ليش ما حلتش الواجبات أنت؟ والله يا أستاذ المسألة
+
+383
+00:27:17,680 --> 00:27:22,320
+أنا مش فاهمها ممكن إنّه يعني أشرح لك إياها والله كان
+
+384
+00:27:22,320 --> 00:27:25,800
+في عندي إشكالية إنّه مثلا إنّه يعني كان في عندي
+
+385
+00:27:25,800 --> 00:27:29,960
+إشكالية في الكهرباء بنشرح لك إياها زي هيك تمام؟
+
+386
+00:27:30,930 --> 00:27:37,110
+فبالتالي هنا ال learning element بيحدد من خلال ال
+
+387
+00:27:37,110 --> 00:27:40,770
+performance element إنّه يعني ال component هذا إنّه
+
+388
+00:27:40,770 --> 00:27:46,150
+بيقيس إنّه بناء على knowledge معينة كيف ممكن إنّه ال
+
+389
+00:27:46,150 --> 00:27:51,330
+performance إنّه يتغير طب يعني على سبيل المثال جرب
+
+390
+00:27:51,330 --> 00:27:56,630
+شغل ثانية، جرب actions ثانية، تعلم، شوف، يعني جرب
+
+391
+00:27:56,630 --> 00:28:03,500
+طريقة ثانية في التعلم و قيّس جدّاش إنّ مقدار إن ال
+
+392
+00:28:03,500 --> 00:28:08,160
+performance بتغير تمام؟
+
+393
+00:28:08,160 --> 00:28:11,180
+و بدي أشوف مدى مطابقة التغيير هذا لل learning
+
+394
+00:28:11,180 --> 00:28:14,460
+goals اللي موجودة عندي تمام؟ و هنا بيكون في عندي
+
+395
+00:28:14,460 --> 00:28:17,520
+component إضافي اللي هو مثلا problem generator
+
+396
+00:28:20,930 --> 00:28:25,230
+إيش ال problem generator هذا بيفترض أو بيولد
+
+397
+00:28:25,230 --> 00:28:28,870
+له مشاكل افتراضية موجودة و كيف إن هو ممكن يتصرف ال
+
+398
+00:28:28,870 --> 00:28:34,710
+agent في حال وجودها، بدي أقيس الأداء يعني على سبيل
+
+399
+00:28:34,710 --> 00:28:39,670
+المثال في ال vacuum cleaner أنا إيش ممكن أسوي؟ ممكن
+
+400
+
+445
+00:32:06,570 --> 00:32:12,680
+مختلفة، يعني جرب الـ new action تمام؟ و..و..و..
+
+446
+00:32:12,680 --> 00:32:15,560
+يعني افترض كذلك مشاكل ثانية، أتوقع مشاكل ثانية عشان
+
+447
+00:32:15,560 --> 00:32:21,500
+أن أنت تشوف كيف أداؤها على الـ problem تبعتك، طيب.
+
+448
+00:32:21,500 --> 00:32:27,800
+نجي نطبق الكلام هذا على الـ taxi driver learning agent.
+
+449
+00:32:27,800 --> 00:32:33,080
+يعني
+
+450
+00:32:37,230 --> 00:32:40,550
+الـ performance element، أنا عندي ممكن أضيف في الـ
+
+451
+00:32:40,550 --> 00:32:44,530
+performance element أنه how it currently drives.
+
+452
+00:32:44,530 --> 00:32:53,850
+كيف القيادة تبعته حاليًا، طيب.
+
+453
+00:32:53,850 --> 00:32:58,490
+الـ taxi driver بيعمل a quick left turn across
+
+454
+00:32:58,490 --> 00:33:01,070
+ثلاثة lanes بعد ثلاثة
+
+455
+00:33:03,860 --> 00:33:09,920
+حارات، مثلاً، يعني بعد ثلاثة حارات، بعد ثلاثة حارات.
+
+456
+00:33:09,920 --> 00:33:17,600
+أن هو بيروح بيبدأ يعمل أنه quick left turn، يبقى
+
+457
+00:33:17,600 --> 00:33:21,000
+الـ critique هنا بيروح بيعمل observe للـ shocking
+
+458
+00:33:21,000 --> 00:33:27,060
+language by passenger، الراكب اللي معايا بيروح
+
+459
+00:33:27,060 --> 00:33:30,360
+براقب، يعني كيف الـ shocking language، أنه أنا ماشي
+
+460
+00:33:30,360 --> 00:33:35,560
+زي هيك، و روحت فجأة لفت شمال بهذا الشكل، بشوف أن هو
+
+461
+00:33:35,560 --> 00:33:41,840
+جدًا، أنه مقدار أنه مصدوم، تمام؟ إيش كمان؟ مش بس الـ
+
+462
+00:33:41,840 --> 00:33:45,520
+passenger، مين كمان؟ الـ other drivers، أنا مش لحالي.
+
+463
+00:33:45,520 --> 00:33:49,120
+بشوف في سيارات ثانية، بشوفهم أنه هل هم انزعجوا من
+
+464
+00:33:49,120 --> 00:33:52,400
+التصرف تبعي؟ هل هم مصدومين من التصرف تبعي المفاجئ؟
+
+465
+00:33:52,400 --> 00:33:56,660
+بهذا الشكل، كذلك، الناس اللي بتمشي في الشارع،
+
+466
+00:33:56,660 --> 00:34:00,820
+بشوف إنهم ما أبدوا، يعني ارتعبوا أو خافوا من الـ
+
+467
+00:34:00,820 --> 00:34:06,680
+action هذا اللي أنا سوّيته بشكل سريع، تمام؟ و بروح
+
+468
+00:34:06,680 --> 00:34:11,100
+بعمل inform أنه هذا الـ action bad، بتعلم، هي طريقة
+
+469
+00:34:11,100 --> 00:34:15,640
+التعلم، بروح بعرف أنه..أنه لما ألف أنا فجأة،
+
+470
+00:34:15,640 --> 00:34:20,420
+بيكون أنا عندي الـ action هذا، يعني الأثر تبعه سيء.
+
+471
+00:34:22,360 --> 00:34:25,500
+يبقى الـ learning element، إيش بروح بحاول بعد ما يعرف
+
+472
+00:34:25,500 --> 00:34:29,460
+أنه هذا bad، أنه يهدئ الـ performance element في الـ
+
+473
+00:34:29,460 --> 00:34:32,880
+future، بحيث أنه هو ما ياخدش هذا الـ action، ليش؟ لأنه
+
+474
+00:34:32,880 --> 00:34:38,040
+اتعلم كيف اتعلم أنه هذا bad من خلال الـ feedback؟
+
+475
+00:34:38,040 --> 00:34:42,820
+هيه، نرجع، مش احنا خذنا feedback، كيف أخذنا الـ
+
+476
+00:34:42,820 --> 00:34:44,740
+feedback؟ من الـ shocking language، مراقبتي من الـ
+
+477
+00:34:44,740 --> 00:34:47,360
+shocking language، بتطلب طبعًا طبيعي الحال computer
+
+478
+00:34:47,360 --> 00:34:49,820
+vision، عشان أشوف إن هم ما أبدوا، إن هم shocked.
+
+479
+00:34:52,850 --> 00:34:57,250
+تمام؟ هذه شغلة، الشغلة الثانية، أنه الـ problem
+
+480
+00:34:57,250 --> 00:35:03,650
+generator، بروح بقترح أنه يجرب something called، أنه
+
+481
+00:35:03,650 --> 00:35:13,590
+brakes in different road conditions، واضحة
+
+482
+00:35:13,590 --> 00:35:17,720
+النقطة؟ يعني على سبيل المثال، أنا عندي الـ road
+
+483
+00:35:17,720 --> 00:35:20,860
+conditions، أنه يعني الـ road conditions، أنه هو الـ
+
+484
+00:35:20,860 --> 00:35:23,640
+road، يعني في الحالة العادية، لما بيكون الطقس جاف،
+
+485
+00:35:23,640 --> 00:35:28,640
+ما فيش..ولما يكون فيه مطر، ولما يكون فيه ثلج، و
+
+486
+00:35:28,640 --> 00:35:31,820
+لما يكون فيه مطر كذلك، وفي للأسف على الطريق، أنه في
+
+487
+00:35:31,820 --> 00:35:36,200
+بقع زيت، فالـ problem generator هو موجود، أنا عنده الـ
+
+488
+00:35:36,200 --> 00:35:40,060
+environment هذه، تمام؟ فبيروح..بيروح بتعلم، بيقول إنه
+
+489
+00:35:40,060 --> 00:35:43,960
+أنا جربت سابقًا إنه أنا روحت عملت break في طريق كان
+
+490
+00:35:43,960 --> 00:35:47,360
+فيه مطر وكان فيه بقع زيت، وكان إنه الـ..الـ break
+
+491
+00:35:47,360 --> 00:35:52,720
+هذا بي..بيسبب مشاكل بهذا الشكل، أو مثلاً، عصابين
+
+492
+00:35:52,720 --> 00:35:56,080
+المثال، أنه الـ break بطريقة معينة، ولما يكون في
+
+493
+00:35:56,080 --> 00:36:00,200
+يعني عندي ice أو ثلج على الـ..على الطريق، أنه
+
+494
+00:36:00,200 --> 00:36:02,980
+بيكون أنه فيه أثر معين، فبالتالي بيروح بياخد
+
+495
+00:36:02,980 --> 00:36:05,660
+يعني بيتعلم أنه هذه الـ actions هي، الأثر تبعها
+
+496
+00:36:05,660 --> 00:36:10,520
+فبيروح بياخد باله أنه بيعمل problem generation بشكل
+
+497
+00:36:10,520 --> 00:36:14,480
+مسبق، بتوقع أنه إيش ممكن يكون، عشان في المستقبل لو
+
+498
+00:36:14,480 --> 00:36:18,240
+كان في condition مشابه، بيكون في عنده معرفة مسبقة
+
+499
+00:36:18,240 --> 00:36:24,250
+بهذا الشيء، وهذه الشغلة، بنسميها exploration و
+
+500
+00:36:24,250 --> 00:36:29,170
+exploitation، إيش الـ exploration و الـ exploitation؟
+
+501
+00:36:29,170 --> 00:36:32,670
+exploration، استكشاف، أنا بروح بجرب أسوي شغلات كثيرة
+
+502
+00:36:32,670 --> 00:36:37,870
+في conditions مختلفة، هذا بنسميه exploration، و الـ
+
+503
+00:36:37,870 --> 00:36:42,770
+exploitation، بروح أنا بستغل الأشياء اللي حسب
+
+504
+00:36:42,770 --> 00:36:45,530
+الخبرة السابقة، طبعًا حسب الـ exploration، أنه بروح
+
+505
+00:36:45,530 --> 00:36:49,710
+بستغل هذه الأشياء الـ..اللي..اللي..اللي..
+
+506
+00:36:49,710 --> 00:36:54,410
+اللي الـ feedback تبعها كويس، وبتجنب الأشياء الـ
+
+507
+00:36:54,410 --> 00:36:59,390
+feedback تبعها سيء، طبعًا.
+
+508
+00:36:59,390 --> 00:37:12,950
+بجرب
+
+509
+00:37:12,950 --> 00:37:19,200
+شغلات مختلفة، طبعًا، و بروح باخد feedback بناءً على الـ
+
+510
+00:37:19,200 --> 00:37:21,720
+feedback هذا، بروح بعمل exploit للـ knowledge هذه.
+
+511
+00:37:21,720 --> 00:37:23,740
+إيش يعني exploit؟ بستغل الـ knowledge اللي أنا
+
+512
+00:37:23,740 --> 00:37:27,300
+عرفتها، يعني على سبيل المثال، روحت أنا من ضمن
+
+513
+00:37:27,300 --> 00:37:30,600
+الشغلات، أن أنا فيها عندي ركاب كثير، روحت راكب معين
+
+514
+00:37:30,600 --> 00:37:34,620
+اتصرفت، روحت عملت exploration معاه بطريقة معينة،
+
+515
+00:37:34,620 --> 00:37:40,620
+طبعًا ما عجبوش الوضع كثير، فإيش راح أتعني؟ less tips.
+
+516
+00:37:40,620 --> 00:37:46,720
+إكرامية أقل، تمام؟ يعني أنه أخذ هذه الفلوس، وإنه
+
+517
+00:37:46,720 --> 00:37:50,400
+الإكرامية، يا دوب يعني شغلات بسيطة، بينما راكب
+
+518
+00:37:50,400 --> 00:37:54,540
+ثاني، عملت exploration معاه لطريقة معينة في التوصيل،
+
+519
+00:37:54,540 --> 00:37:59,180
+تمام؟ كان الـ tips كثيرة، فبالتالي الـ feedback هذا
+
+520
+00:37:59,180 --> 00:38:03,970
+بروح باخد knowledge، بروح بعملها exploitation، إيش
+
+521
+00:38:03,970 --> 00:38:06,290
+يعني exploitation؟ بروح بستغل هذه المعرفة، إيش
+
+522
+00:38:06,290 --> 00:38:10,210
+يعني؟ بقول والله، آه، صار في عندي معرفة مسبقة من
+
+523
+00:38:10,210 --> 00:38:13,210
+تجربتي، من الـ exploration تبعي، أن الطريقة هذه في
+
+524
+00:38:13,210 --> 00:38:16,910
+التوصيل، بيكون البكشيش فيها أقل، وهذه الطريقة في
+
+525
+00:38:16,910 --> 00:38:21,570
+التوصيل، أن البكشيش تبعها أنه أكثر، زي هيك، أو مثلاً،
+
+526
+00:38:21,570 --> 00:38:25,390
+على سبيل المثال، أن طريقة معينة في القيادة، أنه
+
+527
+00:38:25,390 --> 00:38:27,690
+بتزيد الـ shocking language، طريقة ثانية، أنه لأ،
+
+528
+00:38:27,690 --> 00:38:33,500
+ما بتزيدش، واضحة؟ إيش الـ exploration و الـ exploitation؟ هو
+
+529
+00:38:33,500 --> 00:38:37,040
+يفترض أن الـ agent يتعلم لوحده، فكيف يتعلم لوحده؟
+
+530
+00:38:37,040 --> 00:38:40,300
+لوحده، بده يجرب، لازم أن هو يجرب لوحده، هذا الشيء
+
+531
+00:38:40,300 --> 00:38:43,320
+ما بيكونش مبرمج بشكل مسبق، هو بيروح بيجرب، بعمل
+
+532
+00:38:43,320 --> 00:38:47,840
+exploration، طبعًا لو سويت زي هيك، إيش بيصير؟ ما بيكونش
+
+533
+00:38:47,840 --> 00:38:51,440
+أعرف، هو في الأول، باخد feedback، بعرف بناءً على
+
+534
+00:38:51,440 --> 00:38:54,340
+المعرفة هذه، بروح بعملها exploitation، بروح أن هو
+
+535
+00:38:54,340 --> 00:39:00,610
+بستغلها، يعني على سبيل المثال، أنه لو..والله لو أنا
+
+536
+00:39:00,610 --> 00:39:05,350
+يعني، روحت تجولت في منطقة معينة في المدينة، هذا
+
+537
+00:39:05,350 --> 00:39:09,190
+بيأدي، أنه يكون في عندي ركاب أقل، بينما منطقة ثانية،
+
+538
+00:39:09,190 --> 00:39:12,270
+لأ، في..في ركاب أكثر، فبالتالي صار في عنده
+
+539
+00:39:12,270 --> 00:39:14,890
+exploration، استكشاف، أن والله هذه المنطقة من
+
+540
+00:39:14,890 --> 00:39:19,270
+المدينة فيها ركاب أقل، ممكن أن يكون هذه فيها ركاب
+
+541
+00:39:19,270 --> 00:39:22,130
+أقل، بس الـ tips تبعتهم أعلى، مثلاً، يعني، عصابين
+
+542
+00:39:22,130 --> 00:39:25,270
+المفاهيم كلها exploration، بعرفش، فهو مفهوم أن الـ
+
+543
+00:39:25,270 --> 00:39:27,650
+exploration و الـ exploitation واضح؟
+
+544
+00:39:30,280 --> 00:39:35,260
+طيب، بنا ناخد الـ big picture لـ model based agents.
+
+545
+00:39:35,260 --> 00:39:40,600
+إحنا بدنا ندخل الـ learning في الموضوع، فيبقى أنا
+
+546
+00:39:40,600 --> 00:39:45,240
+عندي هنا actions، تمام؟ و الـ actions هذه، أنا بدي
+
+547
+00:39:45,240 --> 00:39:49,640
+أتعلم منها، و العلم اللي أتعلمته هذا، بدي أحطه في
+
+548
+00:39:49,640 --> 00:39:52,980
+knowledge بهذا الشكل، و الـ knowledge هذه، برضه بدي
+
+549
+00:39:52,980 --> 00:39:56,760
+أرجع أستغلها، عشان أنا آخد actions جديدة، فبالتالي
+
+550
+00:39:56,760 --> 00:40:00,110
+الـ actions يفترض أن هي بده تتحسن كمان مرة، الـ
+
+551
+00:40:00,110 --> 00:40:02,270
+actions هذه اللي أنا بسويها في مرحلة الـ
+
+552
+00:40:02,270 --> 00:40:07,370
+exploration، إيش بروح بسوي؟ بتعلم، بعمل exploration.
+
+553
+00:40:07,370 --> 00:40:10,470
+إيش طبيعة الـ actions هذه؟ إيش الـ feedback تبعها؟
+
+554
+00:40:10,470 --> 00:40:13,050
+بروح بضيف الأشياء اللي أنا أتعلمتها على الـ
+
+555
+00:40:13,050 --> 00:40:16,130
+knowledge تبعّتي، طبعًا طبيعة الحالة، knowledge هذه
+
+556
+00:40:16,130 --> 00:40:20,890
+بستخدمها عشان أنا أعمل أختار الـ actions الجديدة
+
+557
+00:40:20,890 --> 00:40:24,150
+اللي يفترض أن الـ actions، مع الـ widget، أنه يتحسن
+
+558
+00:40:24,150 --> 00:40:28,770
+أداؤها، مش هيك البشر بتتعلم، أنه يعني أنا أول ما آخد
+
+559
+00:40:28,770 --> 00:40:31,990
+مثلاً شغل معينة، بيكون أدائي أنه مش ولا بد، بعدها
+
+560
+00:40:31,990 --> 00:40:36,920
+أنه بيبدأ يتحسن الأداء تبعي، زي هيك، تمام؟ زي أنا
+
+561
+00:40:36,920 --> 00:40:40,000
+يعني زي الـ human beings، لما هم يبدأوا يتعلموا
+
+562
+00:40:40,000 --> 00:40:43,400
+القيادة، أنه فعلًا أنه بيواجه الشغلات هذه، أنه ممكن
+
+563
+00:40:43,400 --> 00:40:47,720
+يسوي الشغلات بشكل مفاجئ، أنه آه، بعرف أنه يعني أنه
+
+564
+00:40:47,720 --> 00:40:53,580
+ممكن أنه يعمل shock للناس اللي راكبة، أو shock
+
+565
+00:40:53,580 --> 00:40:57,140
+للركاب، أو shock للناس اللي موجودين في الشارع.
+
+566
+00:40:57,140 --> 00:41:00,480
+فبالتالي هو بيعرف أنه لأ، هذا الـ action جربته، مش
+
+567
+00:41:00,480 --> 00:41:06,240
+هاعمله ثاني، خلاص، زي هيك، تمام؟ هذه الشغلة، أو هذه المنطقة
+
+568
+00:41:06,240 --> 00:41:08,820
+أن actions مع learning، بنسميها reinforcement
+
+569
+00:41:08,820 --> 00:41:13,680
+learning، مفهوم reinforcement learning، أنه حكينا
+
+570
+00:41:13,680 --> 00:41:20,720
+فيه شغلتين، ثواب و عقاب، كيف
+
+571
+00:41:20,720 --> 00:41:25,580
+الـ actions، الـ bad actions اللي بياخدها، إيش بروح
+
+572
+00:41:25,580 --> 00:41:31,340
+بسويله؟ فيه بديل، فيه score أقل، بعاقبه، أو حتى ممكن
+
+573
+00:41:31,340 --> 00:41:35,370
+أنقص منه الـ score الحالي، اللي هو أدائك العام، أنه
+
+574
+00:41:35,370 --> 00:41:39,010
+أنت ممكن أدائك العام، أقول أنه أدائك 100%، أنت سويت
+
+575
+00:41:39,010 --> 00:41:43,130
+شغل bad، لأ، بينقص، صرت 70%، فهو بيروح بيتعلم هذا الـ
+
+576
+00:41:43,130 --> 00:41:47,690
+action bad، بننقص الـ score تبعي، بينما لما يسوي
+
+577
+00:41:47,690 --> 00:41:50,290
+action ثاني، و الـ action هذا good، بروح برفع الـ
+
+578
+00:41:50,290 --> 00:41:54,030
+score تبعه، أنت صرت 70، هأرفعك 80، أنت سويت شغل
+
+579
+00:41:54,030 --> 00:41:58,270
+كويسة، هذا اسمه reinforcement learning، تعليم
+
+580
+00:41:58,270 --> 00:42:01,880
+بالإجبار، فبالتالي فعليًا هو بيكون موجود في
+
+581
+00:42:01,880 --> 00:42:06,880
+environment و بيتعلم لوحده من بهذه الطريقة، طبعًا الـ
+
+582
+00:42:06,880 --> 00:42:11,920
+learning، وأنه أضيفه هنا على الـ knowledge، يعني في
+
+583
+00:42:11,920 --> 00:42:14,380
+طرق يعني معينة في الـ representation للـ knowledge
+
+584
+00:42:14,380 --> 00:42:19,440
+هذا بنسميه machine learning، تمام؟ وممكن أستخدم
+
+585
+00:42:19,440 --> 00:42:23,700
+عليه الأساليب تبع الـ statistics، طبعًا الـ knowledge
+
+586
+00:42:23,700 --> 00:42:29,130
+هنا بخزنها، يعني بحتاج لـ..يعني مفهوم الـ logic، الـ
+
+587
+00:42:29,130 --> 00:42:34,310
+probability، الـ heuristics، و الـ inference، الـ logic
+
+588
+00:42:34,310 --> 00:42:37,190
+يعني أنه الـ knowledge هذه، أنه على سبيل المثال، أنه
+
+589
+00:42:37,190 --> 00:42:39,750
+بتكون مصاغة على شكل logic، إيش يعني على شكل logic؟
+
+590
+00:42:39,750 --> 00:42:44,430
+أنه على شكل if then rules، إذا أنا قدت السيارة بسرعة
+
+591
+00:42:44,430 --> 00:42:49,070
+كبيرة، راح تكون الـ shocking language high، هذا
+
+592
+00:42:49,070 --> 00:42:51,770
+الكلام من وين أتعلمته؟ هيه اللي قمت هنا، بس لازم
+
+593
+00:42:51,770 --> 00:42:54,950
+يُخزن، بشكل structured، بشكل knowledge، بشكل
+
+594
+00:42:54,950 --> 00:42:58,850
+standard، أنه أنا أقدر أعمل، يعني أعمل من خلاله inference.
+
+595
+00:42:58,850 --> 00:43:03,770
+inference، يعني استنتاج، بناءً على rules معينة، طبعًا
+
+596
+00:43:03,770 --> 00:43:06,370
+الـ probability و الـ heuristics بتدخل هنا في الموضوع.
+
+597
+00:43:06,370 --> 00:43:09,690
+أن الـ probability و الـ heuristics هذه، يعني لها
+
+598
+00:43:09,690 --> 00:43:15,290
+علاقة بالحسابات، يعني على سبيل المثال، إذا أنا قدت
+
+599
+00:43:15,290 --> 00:43:20,450
+بسرعة، في أغلب الأحيان، 80% من الحالات، يعني أنه
+
+600
+00:43:20,450 --> 00:43:25,790
+بيكون الـ passengers في عندهم خوف، بيخافوا من السرعة
+
+601
+00:43:25,790 --> 00:43:30,480
+الكبيرة، يعني أنا ما بديش أعمل من الموضوع، ما بديش أقول
+
+602
+00:43:30,480 --> 00:43:34,440
+أنه والله كل الـ passengers بيخافوا من، أو يعني أنه
+
+603
+00:43:34,440 --> 00:43:37,800
+..أنه بيخافوا من..من القيادة السريعة، معظمهم
+
+604
+00:43:37,800 --> 00:43:41,320
+بيخافوا من القيادة السريعة، الـ probability، إنه 80%.
+
+605
+00:43:41,320 --> 00:43:44,380
+يعني أنا عندي مثلاً، على سبيل المثال، سبعة passengers
+
+606
+00:43:44,380 --> 00:43:47,700
+يعني، أجي في اليوم، أنا عندي سبعة ركاب، من السبعة
+
+607
+00:43:47,700 --> 00:43:50,680
+ركاب، خمسة ركاب كانوا خائفين، واثنين ما كانوش خائفين.
+
+608
+00:43:50,680 --> 00:43:56,640
+فبالتالي بتصير نسبة مئوية، خمسة على سبعة، بتمثل نسبة
+
+609
+00:43:56,640 --> 00:44:02,220
+مئوية، تمام؟ كـ Probability، أنه ممكن أنه كان في عندهم
+
+610
+00:44:02,220 --> 00:44:09,540
+خوف، طبعًا بناءً على الـ knowledge هذا، اللي مخزنه
+
+611
+00:44:09,540 --> 00:44:13,500
+بهذا الـ format، إيش بدي أسوي؟ بدي أعمل planning.
+
+612
+00:44:13,500 --> 00:44:20,360
+وأستخدم الـ decision theory و game theory، إيش
+
+613
+00:44:20,360 --> 00:44:23,060
+هو الـ planning؟ أن أنا بدي أشوف، إيش هي الحلول
+
+614
+00:44:23,060 --> 00
+
+667
+00:48:26,080 --> 00:48:28,640
+يعني حتى علمتكم في الـ slide عليها أنه هي يعني
+
+668
+00:48:28,640 --> 00:48:32,040
+تعتبر نفس الشيء، الـ Goal بيكون أنا فيه عندي goal
+
+669
+00:48:32,040 --> 00:48:37,860
+واحد بس لا يقاس إنه بـ score أو بـ real number، أما
+
+670
+00:48:37,860 --> 00:48:41,100
+بالـ Utility بيصير أنا عندي إضافة للقياس للـ real
+
+671
+00:48:41,100 --> 00:48:43,800
+number، وممكن يكون فيه عندي أكثر من factor في
+
+672
+00:48:43,800 --> 00:48:48,230
+القياس، طبعا، هذه هي الثلاث أنواع، شوفنا الـ
+
+673
+00:48:48,230 --> 00:48:53,410
+implementation، الـ implementation إنه بقصد إنه
+
+674
+00:48:53,410 --> 00:49:01,430
+شغل زي هيك يعني بالظبط بالظبط، إنه هذا يعني في الـ
+
+675
+00:49:01,430 --> 00:49:04,170
+.. في الـ model based، الـ reflex إنه بدنا نفهم إن
+
+676
+00:49:04,170 --> 00:49:07,230
+أنا بدي أعمل update before و after، وإيش بدي أسوي
+
+677
+00:49:07,230 --> 00:49:10,230
+كمان؟ بدي أشوف إنه إيش هي الـ role اللي أنا بدي
+
+678
+00:49:10,230 --> 00:49:15,420
+أختارها، وبعدها بدي أحدد الـ action أنا فيه، تمام، و
+
+679
+00:49:15,420 --> 00:49:20,520
+بعدها أعمل update للـ state، وبَرجع للـ action، هنا الـ
+
+680
+00:49:20,520 --> 00:49:25,720
+implementation مختلف، simple، very simple بهذا الشكل
+
+681
+00:49:25,720 --> 00:49:37,960
+تمام، طبعا مطبق على يعني الـ vacuum cleaner، تمام؟
+
+682
+00:49:37,960 --> 00:49:39,680
+في أي سؤال ثاني؟
+
+683
+00:49:42,860 --> 00:49:47,400
+في أي سؤال ثاني واضح بخصوص الـ agents؟ يعطيكم العفو
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..88b44e6301cdfcb4445ca9972bc361b5a5f1b7dc
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_postprocess.srt
@@ -0,0 +1,2732 @@
+1
+00:00:05,200 --> 00:00:09,660
+طيب بسم الله الرحمن الرحيم اليوم إن شاء الله هتكون
+
+2
+00:00:09,660 --> 00:00:14,460
+المحاضرة الأخيرة بخصوص ال intelligent agents بدينا
+
+3
+00:00:14,460 --> 00:00:19,820
+بشكل سريع المحاضرة الماضية نحكي عن ال .. ال agent
+
+4
+00:00:19,820 --> 00:00:23,380
+types وحكينا إنه أنا في عندي symbol reflex agent
+
+5
+00:00:23,380 --> 00:00:29,520
+reflex agent بالإضافة لل state model ال goal based
+
+6
+00:00:29,520 --> 00:00:32,990
+agent و ال utility agent و هدول حكينا إنهrelated
+
+7
+00:00:32,990 --> 00:00:40,390
+كتير لبعض تمام؟ وإنه كيف ممكن إنه احنا نحول هدول ل
+
+8
+00:00:40,390 --> 00:00:44,570
+learning agent إنه كيف إن هو ممكن يتعلم من الأداء
+
+9
+00:00:44,570 --> 00:00:50,590
+تبعه و الأخطاء تبعته طيب حكينا إنه simple reflex
+
+10
+00:00:50,590 --> 00:00:53,650
+agent إن أنا بيكون في عندي هاي ال agent بيادة
+
+11
+00:00:53,650 --> 00:00:58,350
+الشكل وفي الشغلتين اللي احنا حكينا عنهم ال sensors
+
+12
+00:00:59,330 --> 00:01:03,010
+والـ Actuators و الوظيفة تبعته أنه يشوف أنه كيف
+
+13
+00:01:03,010 --> 00:01:07,010
+شكل ال environment حواليه من خلال ال sensors تمام
+
+14
+00:01:07,010 --> 00:01:13,130
+أنه what the word is look is like now تمام و بناء
+
+15
+00:01:13,130 --> 00:01:18,330
+على حالة ال environment بده يقرر أنه أي action بده
+
+16
+00:01:18,330 --> 00:01:23,530
+ياخد بناء على rules معينة بالظبط تمام و هذه لو
+
+17
+00:01:23,530 --> 00:01:26,710
+احنا بدنا نبرمجها في دالة أنه function reflects
+
+18
+00:01:26,710 --> 00:01:31,040
+vacuum agentتاخد parameters ال location و ال state
+
+19
+00:01:31,040 --> 00:01:37,580
+و بترجع action معين و طبعا انه if else if else if
+
+20
+00:01:37,580 --> 00:01:44,020
+يعني simple if else statements فإذا كان انه ال
+
+21
+00:01:44,020 --> 00:01:47,880
+status dirty معناه ذلك انه return suck انه يشفط
+
+22
+00:01:47,880 --> 00:01:53,440
+الغبرة تمام؟ و إذاطبعا هنا else معنا ذلك إنه هذا
+
+23
+00:01:53,440 --> 00:01:55,500
+ال condition بيكون false معنا ذلك إنه بيكون ال
+
+24
+00:01:55,500 --> 00:01:58,580
+status clean و أنا كنت موجود في ال location A معنا
+
+25
+00:01:58,580 --> 00:02:02,680
+ذلك بدي أروح right و أنا كنت .. و غير هيك إنه إذا
+
+26
+00:02:02,680 --> 00:02:05,320
+أنا كنت في ال location B معنا ذلك إن أنا بدي أروح
+
+27
+00:02:05,320 --> 00:02:10,520
+left إنه هذه الجملة الأخيرة معناها إنه أنا مش
+
+28
+00:02:10,520 --> 00:02:15,990
+موجود في A و في نفس الوجد إنه clean بالظبطوحكينا
+
+29
+00:02:15,990 --> 00:02:19,850
+إنه هذا النوع من الـ agent إنه very limited
+
+30
+00:02:19,850 --> 00:02:25,050
+intelligence لأنه ذكاءه بسيط جدا ومحدود جدا وما
+
+31
+00:02:25,050 --> 00:02:28,490
+بتعتمد على ال percept history وبتعتمد فقط على ال
+
+32
+00:02:28,490 --> 00:02:34,100
+current perceptومابيحتاج أي متطلبات في الذاكرة
+
+33
+00:02:34,100 --> 00:02:39,040
+تمام؟ وممكن انه يعني يدخل في loop معين لو كان فيش
+
+34
+00:02:39,040 --> 00:02:42,560
+يعني لو كان انه ال .. ال .. ال agent هذا بيقدرش
+
+35
+00:02:42,560 --> 00:02:46,380
+انه يعمل observe لل location اللي موجود أو ال
+
+36
+00:02:46,380 --> 00:02:50,440
+state تبع ال location اللي موجودة حاليا تمام؟
+
+37
+00:02:50,440 --> 00:02:53,460
+وحكينا ان ال agent هذا احنا ممكن انه احنا نطبقه في
+
+38
+00:02:53,460 --> 00:02:57,800
+ال chess بس طبعا هو بطبيعة الحال انه ممكن تطبيقه
+
+39
+00:02:57,800 --> 00:03:02,900
+ولكنمش فكرة كويسة إن أنا أسوي شغل زي هيك لإن أنا
+
+40
+00:03:02,900 --> 00:03:06,420
+عندي ال look up table بيكون huge أو large يعني
+
+41
+00:03:06,420 --> 00:03:10,420
+خمسة و تلاتين L خمسة و تلاتين مرفوعة للقوة مية
+
+42
+00:03:10,420 --> 00:03:16,260
+وحنشوف إيش ممكن يكون مناسب أكتر لل .. لل chess إن
+
+43
+00:03:16,260 --> 00:03:22,250
+أحنا نطبق عليهو كذلك ذكرنا موضوع ال status اللي هو
+
+44
+00:03:22,250 --> 00:03:25,590
+ال beyond reflexes ان انا بدي احتفظ بال history
+
+45
+00:03:25,590 --> 00:03:30,530
+فذكرنا هذا الكلام سابقا ان ال agent function شو
+
+46
+00:03:30,530 --> 00:03:35,050
+بتعمل؟ بتعمل map من ال percept history ل action
+
+47
+00:03:35,050 --> 00:03:37,690
+معين فبالتالي ده اللي هي دي لو بنعملها formulation
+
+48
+00:03:37,690 --> 00:03:42,230
+F نقطتين ال star معناها ال percept history بناء
+
+49
+00:03:42,230 --> 00:03:46,510
+على ال percept history بدي اختار action معين تمام؟
+
+50
+00:03:47,740 --> 00:03:50,780
+وحكينا إن الـ agent program لازم إنه يعمل
+
+51
+00:03:50,780 --> 00:03:54,680
+implement لـ agent function اللي بتعمل maintain
+
+52
+00:03:54,680 --> 00:03:58,520
+بتحتفظ بالـ internal state ومن ضمن ال internal
+
+53
+00:03:58,520 --> 00:04:03,220
+state لازم تحتوي على معلومات على ال external
+
+54
+00:04:03,220 --> 00:04:07,520
+environment فبالتالي لو بدنا نعمل إعادة سياغة لهذه
+
+55
+00:04:07,520 --> 00:04:11,360
+بالشكل الجديد، أيش بدي أدخل في الموضوع أنا عندي
+
+56
+00:04:11,360 --> 00:04:16,280
+هنا؟ إنه أنا عندي ال F ال agent functionهي بدي
+
+57
+00:04:16,280 --> 00:04:21,380
+أدخل ال percept history مع ال action history عشان
+
+58
+00:04:21,380 --> 00:04:24,860
+أشوف أيه و كذلك ال state الحالية عشان أختار action
+
+59
+00:04:24,860 --> 00:04:29,620
+معينة بالظبط هي مجموعة ال states الأصل هي مجموعة
+
+60
+00:04:29,620 --> 00:04:32,380
+ال states أنا عندي فبالتالي دخلنا في الموضوع
+
+61
+00:04:32,380 --> 00:04:35,160
+شغلتان اللي هو ال action history و ال percept
+
+62
+00:04:35,160 --> 00:04:39,160
+history و ال action history تمام؟ و ذكرنا المرة
+
+63
+00:04:39,160 --> 00:04:42,100
+الماضية أنه لو كانت أنه كل ال states أنا عندي
+
+64
+00:04:42,100 --> 00:04:47,480
+معروفةوأنا عندي معلومات كاملة عندها فبالتالي إنه
+
+65
+00:04:47,480 --> 00:04:52,460
+الـ state space بتحول لنوع خاص اسمه Markovian أو
+
+66
+00:04:52,460 --> 00:04:55,360
+الـ Markov Model وشوفنا إنه رسمنا إنه كيف ال
+
+67
+00:04:55,360 --> 00:04:59,640
+states إنه بتنتقل من يعني إنه إنه أنا فيه عندي
+
+68
+00:04:59,640 --> 00:05:03,420
+مجموعة من ال states والانتقال تبعها إنه معروف إنه
+
+69
+00:05:03,420 --> 00:05:06,760
+من هاي ال state لهاي state ممكن إنه أرجع أو ممكن
+
+70
+00:05:06,760 --> 00:05:10,260
+لأ تمام ومن ال state هذه ممكن أتنقل ل state تالتة
+
+71
+00:05:10,260 --> 00:05:15,900
+ورابعة وهكذاتمام؟ وحكينا إنه ال status و ال memory
+
+72
+00:05:15,900 --> 00:05:20,260
+في ال game theory تمام؟ كل state إنه بتحتوي على
+
+73
+00:05:20,260 --> 00:05:24,760
+مجموعة معلومات ال perceptions اللي قدت و ال
+
+74
+00:05:24,760 --> 00:05:28,860
+actions اللي قدت لهذه ال state معناه ذلك إنه فينا
+
+75
+00:05:28,860 --> 00:05:32,880
+عندي حاجة اسمها perfect recall و ال perfect recall
+
+76
+00:05:32,880 --> 00:05:37,880
+مع ال full observability مع ال deterministic
+
+77
+00:05:37,880 --> 00:05:41,220
+action بيعطيني حاجة اسمها perfect information
+
+78
+00:05:41,220 --> 00:05:46,300
+بالظبطنيجي الآن لنوع جديد اللي هو الـ Model Based
+
+79
+00:05:46,300 --> 00:05:50,540
+Reflex Agent Reflex Agent إنه من اسمه إنه agent
+
+80
+00:05:50,540 --> 00:05:53,920
+انعكاسي، إيش يعني إيه انعكاسي؟ بناء على state
+
+81
+00:05:53,920 --> 00:05:59,080
+معينة بينعكس ردة فعله بناء على ال state هاي إيش
+
+82
+00:05:59,080 --> 00:06:04,620
+بنضيفله؟ بنضيفله model، بنضيفله model فبالتالي
+
+83
+00:06:04,620 --> 00:06:07,340
+لاحظوا إنه أنا عندي هاي ال agent إيش الاختلاف بينه
+
+84
+00:06:07,340 --> 00:06:11,500
+بين الرسمة السابقة؟ لاحظوا إنه هاي ال agentهذا
+
+85
+00:06:11,500 --> 00:06:15,460
+موجود كان سابقاً في Reflex Agent الـ Actuators و
+
+86
+00:06:15,460 --> 00:06:19,220
+أنا بقدر أشوف ال environment من خلال ال sensors
+
+87
+00:06:19,220 --> 00:06:23,020
+فبالتالي في ال sensors بقدر أعرف إنه كيف شكل ال
+
+88
+00:06:23,020 --> 00:06:28,920
+environment حاليا تمام؟ و إيش بدخل معايا أنا عندي
+
+89
+00:06:28,920 --> 00:06:33,240
+input؟ هدول الشغلات الجديدة طبعا هنا إنه حالة ال
+
+90
+00:06:33,240 --> 00:06:37,660
+environment أنا عندي بناء عليها إنه بيكون في عندي
+
+91
+00:06:38,060 --> 00:06:44,040
+state معينة من ال status base تمام و هنا بدي أضيف
+
+92
+00:06:44,040 --> 00:06:49,660
+هذا هو ال model هدول هدول الأشياء هدول كلهم هدول
+
+93
+00:06:49,660 --> 00:06:54,900
+بتعتبر انه هي ال model تمام
+
+94
+00:06:54,900 --> 00:06:58,480
+ايش ال model بيحتوي انه بيكون في هنا عندي modeling
+
+95
+00:06:58,480 --> 00:07:02,340
+انه كيف العالم بتطور كيف انه بي .. يعني how .. how
+
+96
+00:07:02,340 --> 00:07:07,620
+it is evolved تمامو بناءً .. و كمان .. إيش اسمه؟ و
+
+97
+00:07:07,620 --> 00:07:10,220
+.. و بالإضافة لذلك إنه أنا بيكون في عندي في ال
+
+98
+00:07:10,220 --> 00:07:13,580
+model معرفة بإيش ال actions اللي أنا ممكن أخدها
+
+99
+00:07:13,580 --> 00:07:17,420
+معناه ذلك إنه أنا بيكون في عندي حاجة زي ال .. زي
+
+100
+00:07:17,420 --> 00:07:21,620
+الاستكشاف إنه .. إنه هاي ال actions و بدي أشوف كيف
+
+101
+00:07:21,620 --> 00:07:24,100
+العالم بتطور يعني إنه لو أخدت ال action هذا إيش
+
+102
+00:07:24,100 --> 00:07:28,000
+بيصير؟ هاي مفهوم ال modeling إنه أنا بيصير في عندي
+
+103
+00:07:28,000 --> 00:07:30,880
+model طب لو ال action التاني إيش انعكاسه على ال
+
+104
+00:07:30,880 --> 00:07:36,320
+environment و هكذا؟طبعا هذا الكلام كله بدخل بيأثر
+
+105
+00:07:36,320 --> 00:07:39,200
+انه كيف شكل العالم موجود حاليا او كيف شكل ال
+
+106
+00:07:39,200 --> 00:07:41,940
+environment المحيطة بال agent حاليا و بنانا عليه
+
+107
+00:07:41,940 --> 00:07:45,300
+بدي احدد ايش ال action اللي انا بدي اخده طبعا
+
+108
+00:07:45,300 --> 00:07:49,220
+بنانا على مجموعة من ال rules طبعا مجموعة ال rules
+
+109
+00:07:49,220 --> 00:07:52,180
+هذه هناخدها ان شاء الله في chapter منفصل اسمه ال
+
+110
+00:07:52,180 --> 00:07:55,160
+expert system هناخد ال rule based expert system
+
+111
+00:07:55,160 --> 00:07:58,000
+هتشوفوا ايش معناته ان يكون في عندي rules و استنتج
+
+112
+00:07:58,000 --> 00:08:03,630
+اعمل عملية استنتاج بنانا على ال rules هذه طبعانجي
+
+113
+00:08:03,630 --> 00:08:07,630
+نشوف أنه مثال على كيف أن العالم بتطور أنه كيف أنه
+
+114
+00:08:07,630 --> 00:08:10,710
+تطور الأحداث أنا عندي في العالم يعني على سبيل
+
+115
+00:08:10,710 --> 00:08:16,550
+المثال overtaking cars get closer from behind تمام
+
+116
+00:08:16,550 --> 00:08:20,430
+أنه
+
+117
+00:08:20,430 --> 00:08:26,010
+على سبيل المثال أن أنا بكون ماشي في السيارة تمام و
+
+118
+00:08:26,010 --> 00:08:28,950
+أنه ب .. أنه أنا براقب العالم كيف بتطور أنه أنا
+
+119
+00:08:28,950 --> 00:08:32,810
+براقب السيارات اللي بتكون موجودةورايا إن هي كيف
+
+120
+00:08:32,810 --> 00:08:36,670
+بتقترب مني تمام؟ كيف بتقترب و بتبعد بناء على
+
+121
+00:08:36,670 --> 00:08:40,270
+actions أنا بسويها، لو عملت stop بتجرب مني أكتر،
+
+122
+00:08:40,270 --> 00:08:43,190
+لو خففت السرعة بتجرب مني أكتر، لو حافظت على السرعة
+
+123
+00:08:43,190 --> 00:08:48,450
+بحافظ على المسافة، زي هيك، تمام؟ كذلك هذه هي
+
+124
+00:08:48,450 --> 00:08:51,490
+الجزئية، إن how word is evolved، هي مثال عليها،
+
+125
+00:08:51,490 --> 00:08:56,390
+تمام؟ ناخد مثال إن what my actions do، إيش ال
+
+126
+00:08:56,390 --> 00:09:00,110
+actions هذا بتسوي؟أنا عندي مجموعة من ال actions
+
+127
+00:09:00,110 --> 00:09:03,430
+عندي مثلا سبعة actions محدودة ال action هذا شو
+
+128
+00:09:03,430 --> 00:09:07,730
+النتيجة تبعته يعني على سبيل المثال أنه ألف عجلة
+
+129
+00:09:07,730 --> 00:09:11,870
+القيادة باتجاهها قارب الساعة إيش بيخلي؟ بيخلي
+
+130
+00:09:11,870 --> 00:09:16,130
+السيارة أنه تتجه تجاه اليمين بالظبط يعني الشكل طب
+
+131
+00:09:16,130 --> 00:09:19,990
+لو لفيت هيك بتروح باتجاه الشمال طب لو ضغطت على هذا
+
+132
+00:09:19,990 --> 00:09:23,930
+الزر إيش بيصير؟ طب لو سحبت ال handbrake شو بيصير؟
+
+133
+00:09:23,930 --> 00:09:29,520
+زي هيك تمام؟فبالتالي انه ال model base انه بيعمل
+
+134
+00:09:29,520 --> 00:09:32,640
+update لل state تبعته لو شفنا ال function هي انه
+
+135
+00:09:32,640 --> 00:09:36,500
+هي reflex agent with state شو بياخد؟ بياخد ال
+
+136
+00:09:36,500 --> 00:09:39,920
+percept و برجع action طبعا في عندي براميطر تانية
+
+137
+00:09:39,920 --> 00:09:42,780
+غير ال percept يعني ماتطلعوش على الموضوع ان هذه
+
+138
+00:09:42,780 --> 00:09:45,440
+الدالة بتاخد بس براميطر واحد في عندي براميطر تانية
+
+139
+00:09:45,440 --> 00:09:51,280
+static ليش static؟ لا static في مفهوم البرمجة
+
+140
+00:09:54,470 --> 00:09:58,790
+بالظبط ان هذه ال variables visible out of the
+
+141
+00:09:58,790 --> 00:10:02,010
+scope of the function لأنه بيصير update عليها من
+
+142
+00:10:02,010 --> 00:10:04,830
+أماكن تانية خارج scope ال function هذه فبالتالي
+
+143
+00:10:04,830 --> 00:10:08,230
+انه زي .. انه .. زي كأنه global variables اللي أنا
+
+144
+00:10:08,230 --> 00:10:13,210
+بتطلع عليها إيش هي؟ ال state هي عبارة عن
+
+145
+00:10:13,210 --> 00:10:15,830
+description لل current word إيش كذلك كمان؟ ال
+
+146
+00:10:15,830 --> 00:10:20,070
+rules فبالتالي بياخد تلاتة parameters اللي هو ال
+
+147
+00:10:20,070 --> 00:10:27,700
+percept وال state وال rules تمام؟طبعا بناء على ال
+
+148
+00:10:27,700 --> 00:10:31,260
+state و ال percept إيش بروح بسويه بعمل update لل
+
+149
+00:10:31,260 --> 00:10:37,080
+state تمام بعد ما أنا عملت update لل state الحالية
+
+150
+00:10:37,080 --> 00:10:40,540
+بدي أشوف إيش ال rules اللي بتنطبق فروح بعمل rule
+
+151
+00:10:40,540 --> 00:10:45,640
+match إيش بعطيله لل state بالإضافة لبجموعة ال
+
+152
+00:10:45,640 --> 00:10:50,840
+rules تبعتيإيش بروح بطلعليه ال rule اللي يفترض أنه
+
+153
+00:10:50,840 --> 00:10:54,980
+هي تشتغل فإيش بروح بسويه بروح بطبقها فبروح بعمل
+
+154
+00:10:54,980 --> 00:10:58,960
+rule action نفذلي هذه ال rule تمام قديته ال rule
+
+155
+00:10:58,960 --> 00:11:01,720
+هذه اللي انا استخرجتها من الخطوة السابقة بطلع عندي
+
+156
+00:11:01,720 --> 00:11:06,980
+action معين طبعا ال action هذا بيأثر علىال state
+
+157
+00:11:06,980 --> 00:11:09,640
+فعشان هيك ان انا بدي اعمل update لل state كمان مرة
+
+158
+00:11:09,640 --> 00:11:13,280
+لاحظوا ان انا عملت update لل state before و after
+
+159
+00:11:13,280 --> 00:11:17,040
+بالظبط شوفنا ايش هي ال state الحالية طبعا وال
+
+160
+00:11:17,040 --> 00:11:21,240
+state الحالية هادي static معناه ذلك انه بتأثر يعني
+
+161
+00:11:21,240 --> 00:11:23,540
+انه على ال global variable هدا اللي هي ال state
+
+162
+00:11:23,540 --> 00:11:26,460
+فبالتالي في المرة الجاية في الاستدعاء بياخد القيمة
+
+163
+00:11:26,460 --> 00:11:31,880
+ال updated و بعد هيك اخر خطوة بروح بعمل برجع ل
+
+164
+00:11:31,880 --> 00:11:35,860
+action تمام هيبقى ببساطة
+
+165
+00:11:38,860 --> 00:11:42,440
+الـ model-based reflex agent هو عبارة عن simple
+
+166
+00:11:42,440 --> 00:11:45,600
+reflex agent، إيش انضاف عليه؟ انضاف عليه الجزئية
+
+167
+00:11:45,600 --> 00:11:49,480
+هذه، اللي هي الـ model، اللي بتتكون من شغلتين، إنه
+
+168
+00:11:49,480 --> 00:11:54,320
+بلاحظ كيف العالم إن هو بتطور، وإيش ال actions، إيش
+
+169
+00:11:54,320 --> 00:11:58,410
+التأثيرات تبعتها، تمام؟وهذا الكلام إنه بعمل update
+
+170
+00:11:58,410 --> 00:12:03,270
+لل state كل مرة وطبيعة الحال يعني إنه ال condition
+
+171
+00:12:03,270 --> 00:12:07,910
+action rules هذه عبارة عن مجموعة ال rules اللي
+
+172
+00:12:07,910 --> 00:12:11,710
+موجودة عندي بشوف بطبخها أي rule يفترض إن أنا أختار
+
+173
+00:12:11,710 --> 00:12:18,530
+بناء على ال state اللي موجودة عندي، تمام؟ طيب، نجي
+
+174
+00:12:18,530 --> 00:12:22,990
+للنوع اللي بعده، واضح الأمور لغاية الآن؟ النوع
+
+175
+00:12:22,990 --> 00:12:27,170
+اللي بعده اللي هو ال goal based agentفي هذه الحالة
+
+176
+00:12:27,170 --> 00:12:31,470
+بيكون في عندي goal معين في بعض الأحيان أنه أنا
+
+177
+00:12:31,470 --> 00:12:37,790
+أعرف ال state و ال environment مش كافي فبالتالي
+
+178
+00:12:37,790 --> 00:12:42,370
+يعني بحتاج يعني في بعض ال problem في بعض التطبيقات
+
+179
+00:12:42,370 --> 00:12:45,550
+ال reflex agent بيكون كافي بالنسبة لعيلها، يكفي،
+
+180
+00:12:45,550 --> 00:12:48,130
+التطبيقات التانية لأ لازم أنه أطور شوية أضيف
+
+181
+00:12:48,130 --> 00:12:52,840
+model، التطبيقات التالتةبنفعش لازم أضيف goal لإنه
+
+182
+00:12:52,840 --> 00:12:57,280
+بنفعش إن هو يضل يعمل يتفاعل مع البيئة زي هيك بدون
+
+183
+00:12:57,280 --> 00:13:02,320
+أي goal موجود عنده، تمام؟ يعني على سبيل المثال إن
+
+184
+00:13:02,320 --> 00:13:05,660
+ال taxi ممكن يروح شمال ويمين و straight، طب و
+
+185
+00:13:05,660 --> 00:13:11,420
+بعدين؟ إيش الهدف؟ الهدف لازم يكون في عندي goal إيش
+
+186
+00:13:11,420 --> 00:13:14,480
+هو ال goal؟ إنه لازم يكون في عندي destination
+
+187
+00:13:14,480 --> 00:13:16,040
+أصلها
+
+188
+00:13:17,790 --> 00:13:20,890
+تمام؟ إشي يا destination أنه ال passenger أو
+
+189
+00:13:20,890 --> 00:13:25,270
+الراكب أنا بيكون عندي يفترض أن هو بده يروح على
+
+190
+00:13:25,270 --> 00:13:28,530
+مكان معين فبالتالي هذا ال goal تبعي بيكون بهذا
+
+191
+00:13:28,530 --> 00:13:28,870
+الشكل
+
+192
+00:13:43,930 --> 00:13:47,690
+طيب يبقى احنا في هذا النوع من ال agent بدنا نستخدم
+
+193
+00:13:47,690 --> 00:13:52,110
+ال knowledge about the goal ايش knowledge about
+
+194
+00:13:52,110 --> 00:13:54,630
+the goal يعني انه على سبيل المثال انه destination
+
+195
+00:13:54,630 --> 00:13:57,430
+ها دي موجودة في المكان اللي فلاني ايش ال knowledge
+
+196
+00:13:57,430 --> 00:14:01,050
+اللي عليها ان انا عشان اصل للمكان اللي فلاني عشان
+
+197
+00:14:01,050 --> 00:14:04,410
+لازم اروح على يعني اروح على النقطة A وانا اروح على
+
+198
+00:14:04,410 --> 00:14:08,830
+النقطة B مثلا زي هي تمام عشان نعمل guide لل action
+
+199
+00:14:08,830 --> 00:14:12,670
+ال action ان انا اروح اول على المدينة A والمدينة B
+
+200
+00:14:13,270 --> 00:14:16,090
+زي ما شوفنا في خريطة رومانيا لو أنا مثلا موجود في
+
+201
+00:14:16,090 --> 00:14:20,130
+بوخرست و بدي أروح لمدينة معينة لازم أزور المدينة
+
+202
+00:14:20,130 --> 00:14:22,930
+هذه و أزور المدينة هذه عشان أنا أصل لل destination
+
+203
+00:14:25,760 --> 00:14:30,680
+تمام؟ طيب شوفنا في خط يعني في .. في slide سابقة
+
+204
+00:14:30,680 --> 00:14:34,040
+انه يعني على سبيل المثال انه انا في عندي possible
+
+205
+00:14:34,040 --> 00:14:38,360
+solutions انه انا يعني انا عند .. لو كنت موجود في
+
+206
+00:14:38,360 --> 00:14:41,140
+بخرست و انا بدي أروح على مدينة معينة في عندي ممكن
+
+207
+00:14:41,140 --> 00:14:43,660
+أروح على المسار هذا أو بالمسار هذا فبالتالي
+
+208
+00:14:43,660 --> 00:14:47,960
+الموضوع هنا بيحتاج ل searchوهنا بيحتاج lab
+
+209
+00:14:47,960 --> 00:14:51,560
+learning فبالتالي هنا جربنا من الباب الجاي أو
+
+210
+00:14:51,560 --> 00:14:54,480
+الباب القادم أو ال chapter القادم اللي في ال
+
+211
+00:14:54,480 --> 00:14:57,180
+intelligence في ال .. في ال .. في ال artificial
+
+212
+00:14:57,180 --> 00:15:03,260
+intelligence اللي هو solving problem by search
+
+213
+00:15:03,260 --> 00:15:07,320
+solving problems by search فبالتالي هنابدنا ندخل
+
+214
+00:15:07,320 --> 00:15:09,580
+ال search في الموضوع فبتاعي بدنا نعمل formulation
+
+215
+00:15:09,580 --> 00:15:12,580
+of ال problem as a search problem وندخل ال search
+
+216
+00:15:12,580 --> 00:15:15,600
+في الموضوع عشان ا .. عشان انا يعني احدد ايش ال
+
+217
+00:15:15,600 --> 00:15:18,500
+actions اللي انا بدي اسويها بناء على ال
+
+218
+00:15:18,500 --> 00:15:28,820
+destination تمام؟ طيب ايش الاختلاف؟ صار في عندي
+
+219
+00:15:28,820 --> 00:15:35,200
+هنا goal هاي ال agentبهذا الشكل طبيعة الحال هذه
+
+220
+00:15:35,200 --> 00:15:39,180
+أساسية sensors بشوف كيف شكل ال environment وال
+
+221
+00:15:39,180 --> 00:15:43,840
+actuators من خلالها بتفاعل مع البيئة طبعا ال
+
+222
+00:15:43,840 --> 00:15:47,400
+sensors أيش بت .. يعني انه من خلالها بحدد انه كيف
+
+223
+00:15:47,400 --> 00:15:52,330
+شكل ال environment حالياطبعا؟ و هنا في ال goal بي
+
+224
+00:15:52,330 --> 00:15:54,650
+.. يعني في ال .. في ال goal based agent في عنده
+
+225
+00:15:54,650 --> 00:15:59,170
+هنا component إضافي إنه what it will be like if I
+
+226
+00:15:59,170 --> 00:16:01,910
+do action A إذا أنا عملت ال action A هنا في عندي
+
+227
+00:16:01,910 --> 00:16:05,110
+مجموعة من ال actions طبعا؟ لأنه هنا عادي ال
+
+228
+00:16:05,110 --> 00:16:08,990
+component إنه جاية من ال model يبقى ال goal based
+
+229
+00:16:08,990 --> 00:16:13,650
+agent في model ولا فيش في model؟ في model طبعا؟ بس
+
+230
+00:16:13,650 --> 00:16:16,250
+إيش الإضافة دي ضفنا عليها؟ إن أحنا ضفنا goal
+
+231
+00:16:17,920 --> 00:16:20,840
+فبالتالي هنا من مجموعة ال actions اللي موجودة عندي
+
+232
+00:16:20,840 --> 00:16:24,700
+بدي احدد انه لو اخترت ال action ايه، ايش بيصير؟ طب
+
+233
+00:16:24,700 --> 00:16:29,720
+لو اخترت بيه، ايش بيصير؟ زي هيك، تمام؟ و هنا زي ما
+
+234
+00:16:29,720 --> 00:16:34,700
+شوفنا في ال .. في ال model based agent انه في عندي
+
+235
+00:16:34,700 --> 00:16:38,540
+component بيحدد كيف ان هو العالم بتطور بناء على ال
+
+236
+00:16:38,540 --> 00:16:44,180
+actions اللي انا بدي ااخدها طبعا اختيار ال action
+
+237
+00:16:44,180 --> 00:16:50,430
+بيكون بناء على ايش؟ مجموعة من ال goalsتمام؟ هناك
+
+238
+00:16:50,430 --> 00:16:53,730
+إنه كان سابقا على أساس مجموعة من ال rules لكن هنا
+
+239
+00:16:53,730 --> 00:17:01,930
+بناء على مجموعة من ال goals تمام؟
+
+240
+00:17:01,930 --> 00:17:02,450
+طيب
+
+241
+00:17:08,880 --> 00:17:12,700
+الـ Reflex Agent إنه انعكاسي يعني إحنا بنرجع بنذكر
+
+242
+00:17:12,700 --> 00:17:15,420
+في الـ Reflex Agent إنه إحنا كيف نضيف ال goal في
+
+243
+00:17:15,420 --> 00:17:18,520
+الموضوع إنه إنه انعكاسي بناءً على الأشياء اللي
+
+244
+00:17:18,520 --> 00:17:21,040
+بتسير في ال environment و هو بيصير فيه انعكاس على
+
+245
+00:17:21,040 --> 00:17:23,960
+ال action اللي بيسوي يعني على سبيل المثال إنه الـ
+
+246
+00:17:23,960 --> 00:17:29,840
+Reflex Agent بعمل break لما يشوف ال brake light من
+
+247
+00:17:29,840 --> 00:17:33,100
+السيارة اللي أمامه طبعا طبيعي الحال يبقى أنا لما
+
+248
+00:17:33,100 --> 00:17:36,880
+أشوف ال brake light من السيارة الأمامي معنا ذلك
+
+249
+00:17:36,880 --> 00:17:43,940
+إنهالـ car اللي موجودة قدامي تتوقف معناه ذلك إنه
+
+250
+00:17:43,940 --> 00:17:47,500
+أنا لازم أتوقف كذلك معناه ذلك I should use break
+
+251
+00:17:47,500 --> 00:17:53,800
+هذا reflex agent تمام إنه زي هيك طبعا بدي أكون
+
+252
+00:17:53,800 --> 00:17:58,460
+إضافة على ذلك في أنا عندي model عشان أنا أعرف كيف
+
+253
+00:17:58,460 --> 00:18:00,860
+العالم بتطور بالإضافة لذلك إنه أنا بدي أكون في
+
+254
+00:18:00,860 --> 00:18:04,260
+عندي goal
+
+255
+00:18:04,260 --> 00:18:05,800
+reasons
+
+256
+00:18:10,540 --> 00:18:15,440
+تمام؟ طيب نجي للنوع الجديد أو النوع اللي بعده من
+
+257
+00:18:15,440 --> 00:18:20,020
+.. من .. من ال agents اللي هو ال utility based
+
+258
+00:18:20,020 --> 00:18:28,140
+agent utility based agents طبعا
+
+259
+00:18:28,140 --> 00:18:32,580
+ال goals هناقد تكون إن هي في حداتها إن هي مش كافية
+
+260
+00:18:32,580 --> 00:18:35,940
+يعني في بعض التطبيقات إنه ال goal بيكون خلاص كافي
+
+261
+00:18:35,940 --> 00:18:39,680
+لكن في بعض التطبيقات التانية إنه لأ ال goal بيكونش
+
+262
+00:18:39,680 --> 00:18:43,820
+كافي لازم يكون في عندي هنا محددات أخرى يعني على
+
+263
+00:18:43,820 --> 00:18:48,800
+سبيل المثال بالإضافة لل goal اللي هو ال
+
+264
+00:18:48,800 --> 00:18:54,120
+destination إن أنا بدي أروح على المكان C مثلا بدي
+
+265
+00:18:54,120 --> 00:18:57,120
+أضيف معلومات أو شغلات تانية اللي هي مثلا على سبيل
+
+266
+00:18:57,120 --> 00:19:02,700
+المثال إن أناجداش يعني انه .. يعني كانت انه الرحلة
+
+267
+00:19:02,700 --> 00:19:06,580
+سريعة او جداش وصلت .. يعني جداش انه .. يعني سرعة
+
+268
+00:19:06,580 --> 00:19:11,740
+وصولي ل .. لل destination تبعتي او انه جداش انه
+
+269
+00:19:11,740 --> 00:19:14,340
+انا روحت لل destination تبعتي وكان ان الوضع آمن
+
+270
+00:19:14,340 --> 00:19:18,040
+يعني ممكن يكون في عندي agent يوصلني هناك بس يوصلني
+
+271
+00:19:18,040 --> 00:19:24,080
+هناك مصاب وفي agent تاني انه بوصلني إياه سليم
+
+272
+00:19:24,080 --> 00:19:27,650
+فبالتالي الجولة وحدهما بيكفي فبالتالي بدنا نضيف
+
+273
+00:19:27,650 --> 00:19:30,710
+parameters تانية ممكن تكون أكتر من parameters يبقى
+
+274
+00:19:30,710 --> 00:19:34,230
+إيش الفرق بين ال goal وال utility based ال utility
+
+275
+00:19:34,230 --> 00:19:38,370
+based برضه بتشمل على goal بس إيش بدي أضيف بالظبط
+
+276
+00:19:38,370 --> 00:19:42,690
+والمعلومات هذه كيف بقيسها بقيسها ب quantity كمية
+
+277
+00:19:42,690 --> 00:19:47,610
+لازم يكون فيها underscore يعني على سبيل المثال ان
+
+278
+00:19:47,610 --> 00:19:52,250
+how fast يبقى ال agent هذا وصلني في خمس دقائق ال
+
+279
+00:19:52,250 --> 00:19:55,150
+agent اللي بعده يعني ال agent تاني وصلني بسبع
+
+280
+00:19:55,150 --> 00:19:58,840
+دقائقمين أفضل؟ يبقى هنا ال utility function بقدر
+
+281
+00:19:58,840 --> 00:20:03,500
+أقول إنه أه والله هذه الطريقة في التوصيل أفضل،
+
+282
+00:20:03,500 --> 00:20:06,120
+ليش؟ لأن هذه بتوصل في خمس دقائق و هذه بتوصل في سبع
+
+283
+00:20:06,120 --> 00:20:10,440
+دقائق، مش بس السرعة، بدي أخد في عيني اعتبار ال
+
+284
+00:20:10,440 --> 00:20:14,460
+safety مثلا على سبيل المثال هذه الطريقة في التوصيل
+
+285
+00:20:14,460 --> 00:20:20,740
+بتوصلني سليم 100% هذه ممكن توصلني 50 50 50، 50%،
+
+286
+00:20:20,740 --> 00:20:24,280
+معناه ذلك إنه احتمال 50% إنه يصير معايا حادث في
+
+287
+00:20:24,280 --> 00:20:28,290
+الطريق لو أنااتبعت هذه الطريقة في التوصيل بهذا
+
+288
+00:20:28,290 --> 00:20:32,390
+الشكل تمام؟ يبقى ال utility function تعملي map لل
+
+289
+00:20:32,390 --> 00:20:35,390
+state لل real number عشان هيك أنا قلتلكم انه ب
+
+290
+00:20:35,390 --> 00:20:38,990
+quantity بقدر انه من خلال ال score هذا اقدر اقارن
+
+291
+00:20:38,990 --> 00:20:43,690
+بين الحل هذا و الحل هذا تمام؟ طبعا ال score هذا
+
+292
+00:20:43,690 --> 00:20:49,560
+يعني بوصفالدرجة معينة على سبيل المثال أن ال
+
+293
+00:20:49,560 --> 00:20:52,540
+happiness أو ال goodness أو ال success أو ال
+
+294
+00:20:52,540 --> 00:20:56,340
+satisfaction أو بغض النظر حسب التطبيق يعني بيعتمد
+
+295
+00:20:56,340 --> 00:21:03,820
+حسب التطبيق تمام؟ يعني على سبيل المثالانه ال
+
+296
+00:21:03,820 --> 00:21:06,460
+utility measure comes from يعني على سبيل المثال
+
+297
+00:21:06,460 --> 00:21:10,900
+انه ال economics ان انا بدي اقيص مقدار ال money ال
+
+298
+00:21:10,900 --> 00:21:15,620
+profit طبعا و هذا الكلام ان احنا بدنا ندخله في ال
+
+299
+00:21:15,620 --> 00:21:18,200
+taxi driver لازم ندخله في ال taxi driver انه انا
+
+300
+00:21:18,200 --> 00:21:22,800
+زي ما حكيت انه اخر نهار لما يجيني ايش بهمني بدي
+
+301
+00:21:22,800 --> 00:21:25,400
+احطله utility function بالاضافة لل goal بدي احطله
+
+302
+00:21:25,400 --> 00:21:27,800
+utility function انه انت جدش الغلة اللي انت
+
+303
+00:21:27,800 --> 00:21:32,220
+استلنتها هذه شغلة فبالتالي انا بقيصها بال real
+
+304
+00:21:32,220 --> 00:21:37,820
+numberوإيش كمان؟ عدد المخالفات أنا بهمن يكون أقل
+
+305
+00:21:37,820 --> 00:21:41,220
+ما يمكن عدد المخالفات وإن السيارة ترجع سليمة جدش
+
+306
+00:21:41,220 --> 00:21:46,260
+إن السيارة رجعت سليمة؟ 100%؟ 90%؟ انكسر الضوء
+
+307
+00:21:46,260 --> 00:21:51,140
+تبحة؟ صار فيه خدش للباب؟ فبالتالي إنه أنا بقيصه ب
+
+308
+00:21:51,140 --> 00:21:55,400
+real number زي هيك، تمام؟ أما في ال biology على
+
+309
+00:21:55,400 --> 00:21:59,060
+سبيل المثال إنه يعني لو كانت مثلا في عندي game
+
+310
+00:21:59,060 --> 00:22:03,030
+معينةوال game هذه ان انا مثلا على سبيل المثال ان
+
+311
+00:22:03,030 --> 00:22:07,250
+انا عندي مزرعة وانتوا اكيد اللعبتوا يعني ألعاب
+
+312
+00:22:07,250 --> 00:22:10,410
+مشابهة لهذا الاشي فبالتالي انا كيف بقيس ال utility
+
+313
+00:22:10,410 --> 00:22:15,150
+function ان انا جداش مثلا عندي offspring ان انا
+
+314
+00:22:15,150 --> 00:22:17,330
+جداش .. يعني انا عندي مزرعة أبقار مثلا جداش انا
+
+315
+00:22:17,330 --> 00:22:20,570
+صار فيه عندي أبقار جداش انا عندي صار ان الأبقار
+
+316
+00:22:20,570 --> 00:22:23,890
+هذه بتتولد جداش صار فيه عندي أبقار او جداش صار فيه
+
+317
+00:22:23,890 --> 00:22:27,930
+عندي محصول بهذا الشكل تمام؟ ولو انا كنت بلعب game
+
+318
+00:22:29,000 --> 00:22:31,440
+أكيد انتوا بطبيعة الحال انه لعبتوا game وشوفتوا
+
+319
+00:22:31,440 --> 00:22:34,020
+انه ال character اللي أنا بلعب فيه فيه يعني بيكون
+
+320
+00:22:34,020 --> 00:22:38,480
+فيه ال life تبعه فبالتالي ال life هذا بيضلوا يعني
+
+321
+00:22:38,480 --> 00:22:42,860
+يعني مية في المية يعني healthy مية في المية بيضلوا
+
+322
+00:22:42,860 --> 00:22:45,500
+يتناقص يتناقص يتناقص و بعدها بيموت ال character
+
+323
+00:22:45,500 --> 00:22:48,760
+هذا فبالتالي بيصير انا عندي ك goal ان انا ال real
+
+324
+00:22:48,760 --> 00:22:52,640
+number هذا احافظ عليه انه maximum يعني انه maximum
+
+325
+00:22:52,640 --> 00:22:57,540
+as يعني انه يعني اقصى درجة او اعلى قيمة بهذا الشكل
+
+326
+00:22:57,540 --> 00:23:04,400
+طوال الوقتطبعا فبالتالي
+
+327
+00:23:04,400 --> 00:23:10,660
+ال utility based agent نفس ال agent السابق مضيش ان
+
+328
+00:23:10,660 --> 00:23:13,980
+انا اضيف يعني شروحات كتيرة او ان هو يعني في الرسمة
+
+329
+00:23:13,980 --> 00:23:19,400
+بس ايش اضاف هذا ال component اللي هو how happy I
+
+330
+00:23:19,400 --> 00:23:24,100
+will be in a such state طبعا هنا how ال happy يعني
+
+331
+00:23:24,100 --> 00:23:28,980
+ان هو طبعا على سبيل المثالممكن انه في .. في .. في
+
+332
+00:23:28,980 --> 00:23:31,700
+application تانية انه هيقول انه .. انه how much
+
+333
+00:23:31,700 --> 00:23:36,560
+money I can earn او مثلا how money life انه موجودة
+
+334
+00:23:36,560 --> 00:23:40,680
+عندي او generation عندي of spring تمام؟ و هنا بده
+
+335
+00:23:40,680 --> 00:23:44,600
+يكون في عندي ال utility function اللي هي بتحدد او
+
+336
+00:23:44,600 --> 00:23:50,280
+بتحسب ال real number هذا تمام؟
+
+337
+00:23:50,280 --> 00:23:54,340
+نجي
+
+338
+00:23:54,340 --> 00:23:59,200
+نشوف الآنالـ learning agents يعني لو احنا رجعنا
+
+339
+00:23:59,200 --> 00:24:04,240
+انه أكم agent احنا شوفنا لغاية الآن أربع أنواع
+
+340
+00:24:04,240 --> 00:24:09,660
+شوفنا ال reflex انه ال agent الانعكاسي بتكون ردود
+
+341
+00:24:09,660 --> 00:24:12,320
+أفعاله انعكاسية بناء على حالة ال environment وإيش
+
+342
+00:24:12,320 --> 00:24:17,100
+كمان هو نفس ال reflex بصدفناله model إيش ال model
+
+343
+00:24:17,100 --> 00:24:20,860
+بيحدد؟ إنه كيف العالم بيراقب كيف العالم بتطور بناء
+
+344
+00:24:20,860 --> 00:24:26,470
+على actions معينة إيش بعده كمان؟Goal Based Agent
+
+345
+00:24:26,470 --> 00:24:29,990
+إنه مرات في بعض التطبيقات بكفيش إن أنا يكون في
+
+346
+00:24:29,990 --> 00:24:33,510
+عندي يعني إنه model يعني لازم يكون في عندي goal
+
+347
+00:24:33,510 --> 00:24:39,790
+محدد زي إنه destination معينة أو إنه أنا يعني درجة
+
+348
+00:24:39,790 --> 00:24:43,970
+نظافة معينة لو إحنا بنحكي على vacuum cleaner agent
+
+349
+00:24:43,970 --> 00:24:47,850
+إن أنا أجداش مقدار إنه القاعة هاد نظيفة في وقت
+
+350
+00:24:47,850 --> 00:24:52,670
+معين فبالتالي بقدر إن أنا أحدد هذا ال goalوشوفنا
+
+351
+00:24:52,670 --> 00:24:56,130
+كذلك ال utility based agent هو نفس الاشي goal بس
+
+352
+00:24:56,130 --> 00:25:00,550
+أنه أنا بقدر أضيف أكتر من factor وال factor هذا
+
+353
+00:25:00,550 --> 00:25:04,410
+بقيسه ب real number بحيث أنه أحدد لل agent هذا أنه
+
+354
+00:25:04,410 --> 00:25:08,390
+هذا أعمله maximize و هذا أعمله minimize بهذا الشكل
+
+355
+00:25:08,390 --> 00:25:18,650
+حاجات الأنواع هذه ممكن أنه أنا أخليها تتعلم تمام؟
+
+356
+00:25:18,920 --> 00:25:21,940
+طبعا يعني طريقة التعلم هذا هو بيتعلم من البيئة
+
+357
+00:25:21,940 --> 00:25:25,400
+اللي هو موجود فيها انه بيشوف انه عايش الأخطاء اللي
+
+358
+00:25:25,400 --> 00:25:34,500
+بيجع فيها فبالتالي انه بيقدر ان هو يتعلم لوحده طيب
+
+359
+00:25:34,500 --> 00:25:41,000
+يبقى هنا انه عادة ال performance انا عندي بيكون ان
+
+360
+00:25:41,000 --> 00:25:44,200
+انا بقدر ان انا راقبال environment من خلال ال
+
+361
+00:25:44,200 --> 00:25:48,440
+input sensor و ال output action زي ما اتعودنا بشوف
+
+362
+00:25:48,440 --> 00:25:51,660
+حالة ال environment من ال input sensor و بختار ال
+
+363
+00:25:51,660 --> 00:25:55,660
+action هذه تمام؟
+
+364
+00:25:55,660 --> 00:25:59,980
+بناء على ال agent نفسه هذا ال component كله ك
+
+365
+00:25:59,980 --> 00:26:04,120
+agent نفسه هنشوف تفاصيله يفترض ان ال actions تبعتي
+
+366
+00:26:04,870 --> 00:26:07,730
+اللي أنا بتطبقها من خلال الـ Actuators إنه هي
+
+367
+00:26:07,730 --> 00:26:11,950
+بتتطور مع الوقت أو بتتحسن أدائها مع الوقت، هذا هو
+
+368
+00:26:11,950 --> 00:26:19,710
+المطلوب إيش بيكون في عندي component إضافي هنا؟ إنه
+
+369
+00:26:19,710 --> 00:26:25,130
+أنا بحددله ال performance standard وهنا
+
+370
+00:26:25,130 --> 00:26:27,650
+بيكون في عندي component critique بقيس ال
+
+371
+00:26:27,650 --> 00:26:28,030
+performance
+
+372
+00:26:30,700 --> 00:26:35,060
+يعني على سبيل المثال لو أنا بدي أحكي أنه يعني أنه
+
+373
+00:26:35,060 --> 00:26:41,520
+بشكل standard أنه الطالب الطالب ال standard يفترض
+
+374
+00:26:41,520 --> 00:26:44,860
+أنه يعني بدي أقول أنا لو أديته عشر واجبات يفترض أن
+
+375
+00:26:44,860 --> 00:26:51,160
+هو يحل تسع واجبات على الأقل بهذا الشكل، تمام؟
+
+376
+00:26:51,160 --> 00:26:54,360
+فبالتالي ال critique هذا بروح بحسب لكل طالب أن هذا
+
+377
+00:26:54,360 --> 00:26:57,660
+حل تلت واجبات، هذا حل خمس واجبات، هذا حل سبعة
+
+378
+00:26:57,660 --> 00:27:04,000
+واجبات، فبالتالي بروح أنهبعطيله feedback لأي
+
+379
+00:27:04,000 --> 00:27:09,240
+component اللي هو learning element يقولوا خلّي بقى
+
+380
+00:27:09,240 --> 00:27:11,660
+عليك أنت الواجبات اللي أنت عملتها أقل من ال
+
+381
+00:27:11,660 --> 00:27:14,220
+standard لازم ترفع الأداء تبعك كيف دك ترفع الأداء
+
+382
+00:27:14,220 --> 00:27:17,680
+تبعك؟ ليش ماحلتش الواجبات أنت؟ والله يا دي المسألة
+
+383
+00:27:17,680 --> 00:27:22,320
+أنا مش فاهمها ممكن أنه يعني أشرحلك إياها والله كان
+
+384
+00:27:22,320 --> 00:27:25,800
+في عندي إشكالية أنه مثلا أنه يعني كان في عندي
+
+385
+00:27:25,800 --> 00:27:29,960
+إشكالية في الكهربا بنحللك إياها زي هيك تمام؟
+
+386
+00:27:30,930 --> 00:27:37,110
+فبالتالي هنا الـ learning element بيحدد من خلال ال
+
+387
+00:27:37,110 --> 00:27:40,770
+performance element أنه يعني ال component هذا أنه
+
+388
+00:27:40,770 --> 00:27:46,150
+بيقيس أنه بناء على knowledge معينة كيف ممكن أنه ال
+
+389
+00:27:46,150 --> 00:27:51,330
+performance أنه يتغير طب يعني على سبيل المثال جرب
+
+390
+00:27:51,330 --> 00:27:56,630
+شغل تانية، جرب actions تانية، تعلم، شوف، يعني جرب
+
+391
+00:27:56,630 --> 00:28:03,500
+طريقة تانية في التعلمو قيص جداش انه مقدار ان ال
+
+392
+00:28:03,500 --> 00:28:08,160
+performance بتغير تمام؟
+
+393
+00:28:08,160 --> 00:28:11,180
+و بدي اشوف مدى مطابقة التغيير هذا لل learning
+
+394
+00:28:11,180 --> 00:28:14,460
+goals اللي موجودة عندي تمام؟ و هنا بيكون في عندي
+
+395
+00:28:14,460 --> 00:28:17,520
+component إضافي اللي هو مثلا problem generator
+
+396
+00:28:20,930 --> 00:28:25,230
+إيش ال problem generator هذا بيفترض أو بيولد
+
+397
+00:28:25,230 --> 00:28:28,870
+لمشاكل افتراضية موجودة وكيف إن هو ممكن يتصرف ال
+
+398
+00:28:28,870 --> 00:28:34,710
+agent في حال وجودها، بدي قيس الأداء يعني على سبيل
+
+399
+00:28:34,710 --> 00:28:39,670
+المثال في ال vacuum cleaner أنا إيش ممكن أسوي؟ممكن
+
+400
+00:28:39,670 --> 00:28:45,450
+أسوي إنه أنا بروح يعني هو موجود في .. في .. يعني
+
+401
+00:28:45,450 --> 00:28:51,550
+خليني أشرحلكم إياه على بلوح زي هيك إنه ال vacuum
+
+402
+00:28:51,550 --> 00:28:56,610
+cleaner إنه ممكن إن هو يشتغل في هذه ال area هي ال
+
+403
+00:28:56,610 --> 00:29:02,550
+agent تبعي ممكن يكون موجود زي هنا زي هيك، تمام؟
+
+404
+00:29:02,550 --> 00:29:05,030
+إيش في ال problem generator بروح أسوي؟ بروح بحط
+
+405
+00:29:05,030 --> 00:29:05,730
+اللوعاق هنا
+
+406
+00:29:09,750 --> 00:29:14,050
+هو بتحرك بهذا الاتجاه هو يفترض ان هو بده يصل لهنا
+
+407
+00:29:14,050 --> 00:29:19,170
+هذا ال goal تبعه هذه ال destination فال problem
+
+408
+00:29:19,170 --> 00:29:22,110
+generator انه يروح ويفترض ان هو موجود في هنا عندي
+
+409
+00:29:22,110 --> 00:29:25,770
+عائق هنا فبالتالي ان هو يفترض ان هو يتعلم لحاله
+
+410
+00:29:25,770 --> 00:29:30,370
+انه مادام انت فيه عندك عائق هنا و ال action ان انت
+
+411
+00:29:30,370 --> 00:29:34,390
+تتحرك من هنا لهنا انه دايما انه straight لأ جرب
+
+412
+00:29:34,390 --> 00:29:37,550
+شغل تاني يمكن تظبط معاك طب جرب روح هيك و بعدها
+
+413
+00:29:37,550 --> 00:29:43,840
+اروح straight و بعدها اطلع فوقمثلا فهي فكرة أنه ال
+
+414
+00:29:43,840 --> 00:29:47,060
+problem generator لو صار في عندي مثلا شغل معين
+
+415
+00:29:47,060 --> 00:29:50,500
+بتعيق ده أو كيف أن هو ممكن أن هو يتصرف بهذا الشكل
+
+416
+00:29:50,500 --> 00:29:54,460
+فبالتالي بيكون في أنا عندي performance standard
+
+417
+00:29:54,460 --> 00:29:57,380
+وبيكون في عندي learning element في ال problem
+
+418
+00:29:57,380 --> 00:30:00,940
+generator من خلالها أنا بقيس الأداء تبعه ويفترض أن
+
+419
+00:30:00,940 --> 00:30:04,960
+هو يحسن الأداء تبعه باستمرار كيف بيحسن الأداء
+
+420
+00:30:04,960 --> 00:30:09,640
+تبعه؟ بتجريب actions جديدةيعني على سبيل المثال انا
+
+421
+00:30:09,640 --> 00:30:13,920
+ممكن ان انتوا كطلاب قاعدين تتعلموا برمجة تمام؟
+
+422
+00:30:13,920 --> 00:30:18,540
+باجي بحكيلكم ان انتوا عشان انه اتحسن أدائك في
+
+423
+00:30:18,540 --> 00:30:23,420
+البرمجة يا بتحل نماذج امتحانات سابقة تمام؟ و ان
+
+424
+00:30:23,420 --> 00:30:26,740
+انت تشوف ان انت فعلا تقدر تتحلها ولا لا يا اما
+
+425
+00:30:26,740 --> 00:30:30,060
+تتعلم مثلا على platforms موجودة على ال internet
+
+426
+00:30:30,060 --> 00:30:32,640
+بتخليني ان انا اعمل practice زي مثلا ال hacker
+
+427
+00:30:32,640 --> 00:30:36,440
+rank تمام؟ فبتعمل ال profile هناك و بتختار لغة
+
+428
+00:30:36,440 --> 00:30:42,000
+البرمجة اللي انت بدك إياهافممكن إنه حدا معين يجرب
+
+429
+00:30:42,000 --> 00:30:46,160
+أسلوب إن هو يحل الامتحانات يلاقي إنه أداءه زي ما
+
+430
+00:30:46,160 --> 00:30:50,180
+هو مافيش اختلاف بروح بيجرب ال action التاني agent
+
+431
+00:30:50,180 --> 00:30:56,120
+تاني لأ بيكون إن هو مختلف تمام؟
+
+432
+00:30:56,120 --> 00:30:57,660
+بهذا الشكل
+
+433
+00:31:13,060 --> 00:31:17,060
+يبقى هنا ال problem generator الوظيفة طبعته أنه
+
+434
+00:31:17,060 --> 00:31:20,800
+بيدفع ال agent أنه يخلي يحاول أنه يحل المشكلة
+
+435
+00:31:20,800 --> 00:31:24,580
+بطريقة مختلفة بدل من أنه يعمل optimize لنفس
+
+436
+00:31:24,580 --> 00:31:27,800
+الطريقة اللي هو يعني ال standard اللي موجود عنده
+
+437
+00:31:27,800 --> 00:31:32,020
+جرب طريقة تانية هذه طريقة صحيح هي الأفضل يعني أفضل
+
+438
+00:31:32,020 --> 00:31:35,060
+طريقة أنه زي ما حكيت أنه هنا أنه لما يكون في عندي
+
+439
+00:31:35,060 --> 00:31:40,310
+عائق زي هيك أن أنا أروح straight هذا ال optimalبس
+
+440
+00:31:40,310 --> 00:31:48,450
+بتحلش المشكلة جرب طريقة مختلفة طبعا طبعا هذا يدفع
+
+441
+00:31:48,450 --> 00:31:52,890
+انه انه عمل exploration ل new actions عشان انه يحل
+
+442
+00:31:52,890 --> 00:31:57,690
+المشكلة زي ما وضحتلكم هنا يا أخي بدل ان انت تحاول
+
+443
+00:31:57,690 --> 00:32:02,850
+تتحرك straight و الحاجز
+
+444
+00:32:02,850 --> 00:32:06,570
+هذا بيعملك blocking تتحركش يا أخي جرب action
+
+445
+00:32:06,570 --> 00:32:12,680
+مختلفةيعني جرب الـ new action تمام؟ و .. و .. و ..
+
+446
+00:32:12,680 --> 00:32:15,560
+يعني افترض كذلك مشاكل تانية اتوقع مشاكل تانية عشان
+
+447
+00:32:15,560 --> 00:32:21,500
+ان انت تشوف كيف أداها على ال problem تبعتك طيب
+
+448
+00:32:21,500 --> 00:32:27,800
+نجي نفبق الكلام هذا على taxi driver learning agent
+
+449
+00:32:27,800 --> 00:32:33,080
+يعني
+
+450
+00:32:37,230 --> 00:32:40,550
+الـ performance element أنا عندي ممكن أضيف في الـ
+
+451
+00:32:40,550 --> 00:32:44,530
+performance element انه how it currently drives
+
+452
+00:32:44,530 --> 00:32:53,850
+كيف السواجة تبعته حاليا طيب
+
+453
+00:32:53,850 --> 00:32:58,490
+ال taxi driver بيعمل a quick left turn across
+
+454
+00:32:58,490 --> 00:33:01,070
+تلاتة lanes بعد تلت
+
+455
+00:33:03,860 --> 00:33:09,920
+التلت زنجات مثلا يعني بعد تلت حرات بعد تلت حواري
+
+456
+00:33:09,920 --> 00:33:17,600
+ان هو بيروح بيبدوا يعمل انه quick left turn يبقى
+
+457
+00:33:17,600 --> 00:33:21,000
+ال critique هنا بيروح بيعمل observe لل shocking
+
+458
+00:33:21,000 --> 00:33:27,060
+language by passenger الراكب اللي معايا بيروح
+
+459
+00:33:27,060 --> 00:33:30,360
+براقب يعني كيف ال shocking language انه انا ماشي
+
+460
+00:33:30,360 --> 00:33:35,560
+زي هيك و روحت فجأة لفت شمالبهذا الشكل بشوف ان هو
+
+461
+00:33:35,560 --> 00:33:41,840
+جدش انه مقدار ان هو مصدوم تمام ايش كمان مش بس ال
+
+462
+00:33:41,840 --> 00:33:45,520
+passenger مين كمان ال other drivers انا مش لحالي
+
+463
+00:33:45,520 --> 00:33:49,120
+بسوج في سواجين تانين بشوفهم انه هل هم اضايقوا من
+
+464
+00:33:49,120 --> 00:33:52,400
+التصرف تبعي هل هم مصدمين من التصرف تبعي الفجائي
+
+465
+00:33:52,400 --> 00:33:56,660
+بهذا الشكلكذلك المرة الناس اللي بتمشي في الشارع
+
+466
+00:33:56,660 --> 00:34:00,820
+بشوف انهم ماجدهش انه يعني ارتعبوا او خافوا من ال
+
+467
+00:34:00,820 --> 00:34:06,680
+action هذا اللي انا سويته بشكل سريع تمام؟ و بروح
+
+468
+00:34:06,680 --> 00:34:11,100
+بعمل inform انه هذا ال action bad بتعلم، هي طريقة
+
+469
+00:34:11,100 --> 00:34:15,640
+التعلم، بروح بعرف انه .. انه لما ألف انا فجأة
+
+470
+00:34:15,640 --> 00:34:20,420
+بيكون انا عندي ال action هذا يعني الاثر تبعه سيء
+
+471
+00:34:22,360 --> 00:34:25,500
+يبقى learning element إيش بروح بحاول بعد ما يعرف
+
+472
+00:34:25,500 --> 00:34:29,460
+إنه هذا bad إنه يهدل ال performance element في ال
+
+473
+00:34:29,460 --> 00:34:32,880
+future بحيث إنه هو ماياخدش هذا ال action ليش؟ لأنه
+
+474
+00:34:32,880 --> 00:34:38,040
+اتعلم كيف اتعلم إنه هذا bad من خلال ال feedback؟
+
+475
+00:34:38,040 --> 00:34:42,820
+هيه نرجع مش احنا خدت feedback كيف أخدت ال
+
+476
+00:34:42,820 --> 00:34:44,740
+feedback؟ من ال shocking language رقابتي من ال
+
+477
+00:34:44,740 --> 00:34:47,360
+shocking language بتطلب طبعا طبيعي الحال computer
+
+478
+00:34:47,360 --> 00:34:49,820
+vision عشان أشوف إن هم ماجداش إن هم shocked
+
+479
+00:34:52,850 --> 00:34:57,250
+تمام؟ هذه شغلة الشغلة التانية انه ال problem
+
+480
+00:34:57,250 --> 00:35:03,650
+generator بروح بقترح انه يجرب something called انه
+
+481
+00:35:03,650 --> 00:35:13,590
+brakes in different road conditions واضحة
+
+482
+00:35:13,590 --> 00:35:17,720
+النقطة؟ يعني على سبيل المثالأنا عندي ال road
+
+483
+00:35:17,720 --> 00:35:20,860
+conditions أنه يعني ال road conditions أنه هو ال
+
+484
+00:35:20,860 --> 00:35:23,640
+road يعني في الحالة العادية لما بيكون الطقس جاف
+
+485
+00:35:23,640 --> 00:35:28,640
+مافيش .. و لما يكون فيه مطر و لما يكون فيه تلج و
+
+486
+00:35:28,640 --> 00:35:31,820
+لما يكون فيه مطر كذلك و في للأسف على الطريق أنه في
+
+487
+00:35:31,820 --> 00:35:36,200
+بقعة ذاتفال problem generator هو موجود أنا عنده ال
+
+488
+00:35:36,200 --> 00:35:40,060
+environment هذي تمام فبروح .. بروح بتعلم بيقول إنه
+
+489
+00:35:40,060 --> 00:35:43,960
+أنا جربت سابقا إنه أنا روحت عملت break في طريق كان
+
+490
+00:35:43,960 --> 00:35:47,360
+فيها مطر وكان فيها بقع ذات وكان إنه ال .. ال break
+
+491
+00:35:47,360 --> 00:35:52,720
+هذا بي .. بيسبب مشاكل بهذا الشكلأو مثلا عصابين
+
+492
+00:35:52,720 --> 00:35:56,080
+المثال أنه ال break بطريقة معينة و لما يكون في
+
+493
+00:35:56,080 --> 00:36:00,200
+يعني عندي ice أو ثلج على ال .. على الطريق أنه
+
+494
+00:36:00,200 --> 00:36:02,980
+بيكون أنه فيه إيه الأثر معين فبالتالي بروح بياخد
+
+495
+00:36:02,980 --> 00:36:05,660
+يعني بيتعلم أنه هذه ال actions هي الأثر تبعها
+
+496
+00:36:05,660 --> 00:36:10,520
+فبروح بياخد باله أنه بيعمل problem generation بشكل
+
+497
+00:36:10,520 --> 00:36:14,480
+مسبق بتوقع أنه إيش ممكن يكون عشان في المستقبل لو
+
+498
+00:36:14,480 --> 00:36:18,240
+كان في condition مشابه بيكون في عنده معرفة مسبقة
+
+499
+00:36:18,240 --> 00:36:24,250
+بهذا الشيءو هذه الشغلاء أنه بنسميها exploration و
+
+500
+00:36:24,250 --> 00:36:29,170
+exploitation إيش ال exploration و ال exploitation؟
+
+501
+00:36:29,170 --> 00:36:32,670
+exploration استكشاف أنا بروح بجرب أسوي شغلات كتيرة
+
+502
+00:36:32,670 --> 00:36:37,870
+في conditions مختلفة هذا بنسميه exploration و ال
+
+503
+00:36:37,870 --> 00:36:42,770
+exploitation بروح أنا بستغل الأشياء اللي حسب
+
+504
+00:36:42,770 --> 00:36:45,530
+الخبرة السابقة طبعا حسب ال exploration أنه بروح
+
+505
+00:36:45,530 --> 00:36:49,710
+بستغل هذه الأشياءال .. اللي .. اللي .. اللي ..
+
+506
+00:36:49,710 --> 00:36:54,410
+اللي ال feedback تبعها كويس و بتجنب الأشياء ال
+
+507
+00:36:54,410 --> 00:36:59,390
+feedback تبعها سيئ طبعا
+
+508
+00:36:59,390 --> 00:37:12,950
+بجرب
+
+509
+00:37:12,950 --> 00:37:19,200
+شغلات مختلفةطبعا و بروح باخد feedback بناء على ال
+
+510
+00:37:19,200 --> 00:37:21,720
+feedback هذا بروح بعمل exploit لل knowledge هذه
+
+511
+00:37:21,720 --> 00:37:23,740
+إيش يعني exploit بستغل ال knowledge اللي أنا
+
+512
+00:37:23,740 --> 00:37:27,300
+عرفتها يعني على سبيل المثال روحت أنا من ضمن
+
+513
+00:37:27,300 --> 00:37:30,600
+الشغلات أن أنا فيها عندي ركاب كتير روحت راكب معين
+
+514
+00:37:30,600 --> 00:37:34,620
+اتصرفت روحت عملت exploration معاه بطريقة معينة
+
+515
+00:37:34,620 --> 00:37:40,620
+طبعا ماعجبوش الوضع كتير فإيش راح أتعني less tips
+
+516
+00:37:40,620 --> 00:37:46,720
+إكرامية أقلتمام؟ يعني أنه أخد هذه الفلوس وإنه
+
+517
+00:37:46,720 --> 00:37:50,400
+الإكرامية يا ده بجداني يعني شغلات بسيطة بينما راكب
+
+518
+00:37:50,400 --> 00:37:54,540
+تاني عملت exploration معاه لطريقة معينة في التوصيل
+
+519
+00:37:54,540 --> 00:37:59,180
+تمام؟ كان ال tips كتيرة فبالتالي ال feedback هذا
+
+520
+00:37:59,180 --> 00:38:03,970
+بروح باخد knowledgeبروح بعملها exploitation إيش
+
+521
+00:38:03,970 --> 00:38:06,290
+يعني exploitation؟ بروح بستغل هذه المعرفة إيش
+
+522
+00:38:06,290 --> 00:38:10,210
+يعني؟ بقول والله أه صار في عندي معرفة مسبقة من
+
+523
+00:38:10,210 --> 00:38:13,210
+تجربتي من ال exploration تبعي أن الطريقة هذه في
+
+524
+00:38:13,210 --> 00:38:16,910
+التوصيل بيكون البكشيش فيها أقل وهذه الطريقة من في
+
+525
+00:38:16,910 --> 00:38:21,570
+التوصيل أن البكشيش تبحر أنه أكتر زي هيك أو مثلا
+
+526
+00:38:21,570 --> 00:38:25,390
+على سبيل المثال أنه طريقة معينة في القيادة أنه
+
+527
+00:38:25,390 --> 00:38:27,690
+بتزود ال shocking language طريقة تانية أنه لأ
+
+528
+00:38:27,690 --> 00:38:33,500
+بتزودشواضح ايش ال exploration و ال exploitation هو
+
+529
+00:38:33,500 --> 00:38:37,040
+يفترض ان ال agent يتعلم لوحده فكيف يتعلم لوحده
+
+530
+00:38:37,040 --> 00:38:40,300
+لوحده بده يجرب لازم ان هو يجرب لوحده هذا الاشي
+
+531
+00:38:40,300 --> 00:38:43,320
+مابكونش مبرمج بشكل مسبق هو بروح بجرب بعمل
+
+532
+00:38:43,320 --> 00:38:47,840
+exploration طبعا لو سويت زي هيك ايش بيصير؟ مابكونش
+
+533
+00:38:47,840 --> 00:38:51,440
+اعرف هو في الأول باخد feedback بعرف بناء على
+
+534
+00:38:51,440 --> 00:38:54,340
+المعرفة هذه بروح بعملها exploitation بروح ان هو
+
+535
+00:38:54,340 --> 00:39:00,610
+بستغلها يعني على سبيل المثال انهلو .. والله لو انا
+
+536
+00:39:00,610 --> 00:39:05,350
+يعني روحت اتجولت في منطقة معينة في المدينة هذا
+
+537
+00:39:05,350 --> 00:39:09,190
+بيقدي انه يكون في عندي ركاب اقل بينما منطقة تانية
+
+538
+00:39:09,190 --> 00:39:12,270
+لأ في .. في ركاب اكتر فبالتالي صار في عنده
+
+539
+00:39:12,270 --> 00:39:14,890
+exploration استكشاف ان والله هذه المنطقة من
+
+540
+00:39:14,890 --> 00:39:19,270
+المدينة فيها ركاب اقل ممكن ان يكون هذه فيها ركاب
+
+541
+00:39:19,270 --> 00:39:22,130
+اقل بس ال tips بتبعتهم اعلى مثلا يعني عصابي
+
+542
+00:39:22,130 --> 00:39:25,270
+المفاكس كله exploration بعرفش فهو مفهوم ان ال
+
+543
+00:39:25,270 --> 00:39:27,650
+exploration و ال exploitation واضح؟
+
+544
+00:39:30,280 --> 00:39:35,260
+طيب بنا ناخد ال big picture لـ model based agents
+
+545
+00:39:35,260 --> 00:39:40,600
+احنا بدنا ندخل ال learning في الموضوع فيبقى انا
+
+546
+00:39:40,600 --> 00:39:45,240
+عندي هنا actions تمام؟ و ال actions هذه انا بدي
+
+547
+00:39:45,240 --> 00:39:49,640
+اتعلم منها و العلم اللي اتعلمته هذا بدي احطه في
+
+548
+00:39:49,640 --> 00:39:52,980
+knowledge بهذا الشكل و ال knowledge هذه برضه بدي
+
+549
+00:39:52,980 --> 00:39:56,760
+ارجع استغلها عشان انا اخد actions جديدة فبالتالي
+
+550
+00:39:56,760 --> 00:40:00,110
+ال actions يفترض ان هي بده تتحسن كمان مرةال
+
+551
+00:40:00,110 --> 00:40:02,270
+actions هذه اللي أنا بسويها في مرحلة ال
+
+552
+00:40:02,270 --> 00:40:07,370
+exploration إيش بروح بسوي بتعلم بعمل exploration
+
+553
+00:40:07,370 --> 00:40:10,470
+إيش طبيعة ال actions هذه؟ إيش ال feedback تبعها؟
+
+554
+00:40:10,470 --> 00:40:13,050
+بروح بضيف الأشياء اللي أنا اتعلمتها على ال
+
+555
+00:40:13,050 --> 00:40:16,130
+knowledge تبعتي طبعا طبيعة الحالة knowledge هذه
+
+556
+00:40:16,130 --> 00:40:20,890
+بستخدمها عشان أنا أعمل أختار ال actions الجديدة
+
+557
+00:40:20,890 --> 00:40:24,150
+اللي يفترض ان ال actions مع ال widget انه يتحسن
+
+558
+00:40:24,150 --> 00:40:28,770
+أدائهامش هيك البشر بتتعلم أنه يعني أنا أول ما أخد
+
+559
+00:40:28,770 --> 00:40:31,990
+مثلا شغل معينة بيكون أدائي أنه مش ولا bot بعديها
+
+560
+00:40:31,990 --> 00:40:36,920
+أنه بيبدأ يتحسن الأداء تبعي زي هيك، تمام؟زي أنا
+
+561
+00:40:36,920 --> 00:40:40,000
+يعني زي الـ human beings لما هم يبدوا يتعلموا
+
+562
+00:40:40,000 --> 00:40:43,400
+الاسواجة أنه فعلا أنه بواجه الشغلات هذه أنه ممكن
+
+563
+00:40:43,400 --> 00:40:47,720
+يسوي الشغلات بشكل فجائع أنه أه باعرف أنه يعني أنه
+
+564
+00:40:47,720 --> 00:40:53,580
+ممكن أنه يعمل shock للناس اللي راكبها أو shock
+
+565
+00:40:53,580 --> 00:40:57,140
+للركاب أو shock للمرأة اللي موجودين في الشارع
+
+566
+00:40:57,140 --> 00:41:00,480
+فبالتالي هو بيعرف أنه لأ هذا ال action جربته مش
+
+567
+00:41:00,480 --> 00:41:06,240
+هايده تاني خلاص زيك تمام؟ هذه الشغلةأو هذه المنطقة
+
+568
+00:41:06,240 --> 00:41:08,820
+أن actions مع learning بنسميها reinforcement
+
+569
+00:41:08,820 --> 00:41:13,680
+learning مفهوم reinforcement learning أنه حكينا
+
+570
+00:41:13,680 --> 00:41:20,720
+فيها شغلتين ثواب و عقاب كيف
+
+571
+00:41:20,720 --> 00:41:25,580
+ال actions ال bad actions اللي بياخدها إيش بروح
+
+572
+00:41:25,580 --> 00:41:31,340
+بسويله فيها بديله فيها score أقل بعقبه أو حتى ممكن
+
+573
+00:41:31,340 --> 00:41:35,370
+أنجز منه ال score الحالياللي هو أدائك العام أنه
+
+574
+00:41:35,370 --> 00:41:39,010
+أنت ممكن أدائك العام أقول أنه أدائك 100% أنت سويت
+
+575
+00:41:39,010 --> 00:41:43,130
+شغل bad لأ بينجز صرت 70% فهو بروح بتعلم هذا ال
+
+576
+00:41:43,130 --> 00:41:47,690
+action bad بننقص ال score تبعي بينما لما يسوي
+
+577
+00:41:47,690 --> 00:41:50,290
+action تاني و ال action هذا good بروح برفع ال
+
+578
+00:41:50,290 --> 00:41:54,030
+score تبعه أنت صرت 70 هيبقى أرفعك 80 أنت سويت شغل
+
+579
+00:41:54,030 --> 00:41:58,270
+كويسة هذا اسمه reinforcement learning تعليم
+
+580
+00:41:58,270 --> 00:42:01,880
+بالإجبارفبالتالي فعليا هو بيكون موجود في
+
+581
+00:42:01,880 --> 00:42:06,880
+environment و بتعلم لوحده من بهذه الطريقة طبعا ال
+
+582
+00:42:06,880 --> 00:42:11,920
+learning و أنه أضيفه هنا على ال knowledge يعني في
+
+583
+00:42:11,920 --> 00:42:14,380
+طرق يعني معينة في ال representation لل knowledge
+
+584
+00:42:14,380 --> 00:42:19,440
+هذا بنسميه machine learning تمام؟ و ممكن أستخدم
+
+585
+00:42:19,440 --> 00:42:23,700
+عليه الأسليب تبع ال statistics طبعا ال knowledge
+
+586
+00:42:23,700 --> 00:42:29,130
+هنا بخزنها يعني بحتاج ل .. يعني مفهوم ال logicال
+
+587
+00:42:29,130 --> 00:42:34,310
+probability ال heuristics وال inference ال logic
+
+588
+00:42:34,310 --> 00:42:37,190
+يعني انه ال knowledge هذه انه على سبيل المثال انه
+
+589
+00:42:37,190 --> 00:42:39,750
+بتكون مصاغة على شكل logic ايش يعني على شكل logic
+
+590
+00:42:39,750 --> 00:42:44,430
+انه على شكل F then rules اذا انا قدت السيارة بسرعة
+
+591
+00:42:44,430 --> 00:42:49,070
+كبيرة راح تكون ال shocking language high هذا
+
+592
+00:42:49,070 --> 00:42:51,770
+الكلام من وين اتعلمته هيه اللي قمت هنا بس لازم
+
+593
+00:42:51,770 --> 00:42:54,950
+يخزن انه بشكل structured بشكل knowledge بشكل
+
+594
+00:42:54,950 --> 00:42:58,850
+standard انه انا اقدريعني أعمل من خلاله inference
+
+595
+00:42:58,850 --> 00:43:03,770
+inference يعني استنتاج بناء على rules معينة طبعا
+
+596
+00:43:03,770 --> 00:43:06,370
+ال probability و الheuristics تدخل هنا في الموضوع
+
+597
+00:43:06,370 --> 00:43:09,690
+أن ال probability و الheuristics هذه يعني لها
+
+598
+00:43:09,690 --> 00:43:15,290
+علاقة بالحسابات يعني على سبيل المثال إذا أنا قدت
+
+599
+00:43:15,290 --> 00:43:20,450
+بسرعة في أغلب الأحيان 80% من الحالات يعني أنه
+
+600
+00:43:20,450 --> 00:43:25,790
+بيكون ال passengers في عندهم خوف بخافوا من السرعة
+
+601
+00:43:25,790 --> 00:43:30,480
+الكبيرةيعني أنا مابديش أعمل من الموضوع مابديش أقول
+
+602
+00:43:30,480 --> 00:43:34,440
+إنه والله كل ال passengers بيخافوش من أو يعني إنه
+
+603
+00:43:34,440 --> 00:43:37,800
+.. إنه بيخافوا من .. من القيادة السريعة معظمهم
+
+604
+00:43:37,800 --> 00:43:41,320
+بيخافوا من القيادة السريعة ال probability إنه 80%
+
+605
+00:43:41,320 --> 00:43:44,380
+يعني أنا عندي مثلا على سبيل المثال سبعة passengers
+
+606
+00:43:44,380 --> 00:43:47,700
+يعني إيجا في اليوم أنا عندي سبعة ركّاب من السبعة
+
+607
+00:43:47,700 --> 00:43:50,680
+ركّاب خمس ركّاب كانوا خايفين واتنين ماكانوش خايفين
+
+608
+00:43:50,680 --> 00:43:56,640
+فبالتالي بتصير نسبة مئوية خمسة على سبعة بتمثل نسبة
+
+609
+00:43:56,640 --> 00:44:02,220
+مئويةتمام ك Probability انه ممكن انه كان في عندهم
+
+610
+00:44:02,220 --> 00:44:09,540
+خوف طبعا بناء على ال knowledge هذا هاي اللي مخزنه
+
+611
+00:44:09,540 --> 00:44:13,500
+بهذا ال format ايش بدي اسوي؟ بدي اعمل planning
+
+612
+00:44:13,500 --> 00:44:20,360
+واستخدم ال decision theory و game theory ايش
+
+613
+00:44:20,360 --> 00:44:23,060
+هو ال planning؟ ان انا بدي اشوف ايه هي الحلول
+
+614
+00:44:23,060 --> 00:44:27,440
+الممكنة تبعتي كلها بعمل planning لإلهاdecision
+
+615
+00:44:27,440 --> 00:44:33,320
+theory ان انا بدي اختار الحل الأفضل طبعا لو احنا
+
+616
+00:44:33,320 --> 00:44:36,240
+كنا يعني في .. يعني في game فبدي يكون انه game
+
+617
+00:44:36,240 --> 00:44:39,840
+theory ان انا قاش ال action او اي حجر من الشطران
+
+618
+00:44:39,840 --> 00:44:46,000
+اللي بدي أحركه بحيث ان هو ايش يعمل؟ انه يحققلي
+
+619
+00:44:46,000 --> 00:44:48,840
+يعني أفضل أداء، تمام؟
+
+620
+00:44:55,860 --> 00:44:59,000
+هذه جزئية احنا شرحناها انه هذه الحال انه هذه
+
+621
+00:44:59,000 --> 00:45:03,100
+المنطقة انه action مع learning أي action مع
+
+622
+00:45:03,100 --> 00:45:05,720
+learning اللي هي reinforcement learning وزي ما
+
+623
+00:45:05,720 --> 00:45:09,660
+حكينا انه هي يعني يعني موجودة يعني بتستند على مبدأ
+
+624
+00:45:09,660 --> 00:45:16,080
+الثواب والعقاب زي ما حكينا طيب نيجي للملخص لهذا
+
+625
+00:45:16,080 --> 00:45:20,480
+الباب الباب اللي بحكي عن الوكيل الذكي او ال
+
+626
+00:45:20,480 --> 00:45:27,010
+intelligent agents في ال AIطبعا ال agents هذه انا
+
+627
+00:45:27,010 --> 00:45:31,270
+بصممها او
+
+628
+00:45:31,270 --> 00:45:38,170
+بوصفها من خلال ال PS performance major environment
+
+629
+00:45:38,170 --> 00:45:44,770
+بحدد طريقة قياس أدائها بحدد ال PL هتشتغل فيها طبعا
+
+630
+00:45:44,770 --> 00:45:49,230
+ال actuators تبعتها الأذرع تبعتها بالإضافة لل
+
+631
+00:45:49,230 --> 00:45:54,350
+sensorsأي agent هو زي ما حكينا أنه محل أسئلة،
+
+632
+00:45:54,350 --> 00:46:00,350
+تمام؟ و بعدها في ال environment بدينا نفصل حكينا
+
+633
+00:46:00,350 --> 00:46:04,770
+.. شوفنا إيش أنواع ال environment و حكينا إنه ال
+
+634
+00:46:04,770 --> 00:46:08,410
+environment بتتحدد حسب ال key property تبعتها، إيش
+
+635
+00:46:08,410 --> 00:46:12,910
+هي ال key property؟Exploration يعني عفوًا
+
+636
+00:46:12,910 --> 00:46:16,470
+Observable ولا مش Observable؟ Deterministic ولا مش
+
+637
+00:46:16,470 --> 00:46:22,630
+Deterministic؟ Stochastic ولا Episodic؟ يعني زي
+
+638
+00:46:22,630 --> 00:46:27,590
+هي، كل هاي ال property إنه شفناها حددنا فيها ال
+
+639
+00:46:27,590 --> 00:46:31,010
+environment، تمام؟ وحكينا عن المفهوم ال
+
+640
+00:46:31,010 --> 00:46:35,890
+rationality في ال agent إن ال rational agent يفترض
+
+641
+00:46:35,890 --> 00:46:40,750
+إنه يعمل maximize لل performance measureبناء على
+
+642
+00:46:40,750 --> 00:46:44,910
+الـ PS تبعته يعني بمعنى أخر يفترض أنه يختار ال
+
+643
+00:46:44,910 --> 00:46:50,250
+action اللي expected أنه يعمل maximize لل
+
+644
+00:46:50,250 --> 00:46:53,590
+performance expected أنا برجع بقول expected مش
+
+645
+00:46:53,590 --> 00:46:58,610
+actually بيرفع الأداء طبعا هو يعني أنا بعتقد أن
+
+646
+00:46:58,610 --> 00:47:00,950
+هذا ال action بيرفع الأداء لكن هل هو بيرفع الأداء
+
+647
+00:47:00,950 --> 00:47:07,480
+أو لا يعني بيعتمدتمام؟ و ال performance بيعتمد على
+
+648
+00:47:07,480 --> 00:47:09,780
+ال agent function و شفنا ال agent function هذه
+
+649
+00:47:09,780 --> 00:47:13,520
+عملنا لها formulation على حسب ال agent المختلفة
+
+650
+00:47:13,520 --> 00:47:17,160
+النوع المختلفة في ال agent تمام؟ و شفنا كيف ال
+
+651
+00:47:17,160 --> 00:47:20,940
+implementation تبع ال function هذه بدأنا بالتدريج
+
+652
+00:47:20,940 --> 00:47:25,000
+من ال .. من ال .. من ال reflex agent reflex أو ال
+
+653
+00:47:25,000 --> 00:47:29,420
+model based أو reflex agent مع .. مع ال model و مع
+
+654
+00:47:29,420 --> 00:47:35,280
+ال .. ال goal based و ال utility basedطبعا
+
+655
+00:47:35,280 --> 00:47:38,360
+فبالتالي شوفنا ال architectures الرئيسية لل agent
+
+656
+00:47:38,360 --> 00:47:43,720
+programs وشوفنا كيف ان هي بتتفاعل معاها فهذا هو
+
+657
+00:47:43,720 --> 00:47:50,380
+يعني كانكل ما يتعلق بال agents في الباب الجاي ان
+
+658
+00:47:50,380 --> 00:47:55,720
+شاء الله بدنا نبدأ نحكي عن ال search او solving
+
+659
+00:47:55,720 --> 00:47:58,800
+problems by search انه بدنا نعمل formulation لل
+
+660
+00:47:58,800 --> 00:48:02,380
+problem لل problems as a search problem ونشوف ايش
+
+661
+00:48:02,380 --> 00:48:05,240
+ال search algorithms اللي احنا ممكن ان احنا نطبقها
+
+662
+00:48:05,240 --> 00:48:09,300
+اما بخصوص ال agents اذا في عندكم اي سؤال او
+
+663
+00:48:09,300 --> 00:48:13,760
+استفسار كل الأمور واضحة تمام؟
+
+664
+00:48:15,580 --> 00:48:19,040
+الـ Architectures اللي هي الأنواع الـ Agents اللي
+
+665
+00:48:19,040 --> 00:48:23,600
+هي الـ Reflex والـ Reflex مع Model و الـ Goal و
+
+666
+00:48:23,600 --> 00:48:26,080
+الـ Utility و الـ Goal و الـ Utility حكينا إنه
+
+667
+00:48:26,080 --> 00:48:28,640
+يعني حتى علمتلكم في الـ slide عليها إنه هي يعني
+
+668
+00:48:28,640 --> 00:48:32,040
+تعتبر نفس الاشي الـ Goal بيكون أنا فيه عندي goal
+
+669
+00:48:32,040 --> 00:48:37,860
+واحد بس لا يقاس إنه ب score أو بـ real number أما
+
+670
+00:48:37,860 --> 00:48:41,100
+بالـ Utility بيصير أنا عندي إضافة للقياس للـ real
+
+671
+00:48:41,100 --> 00:48:43,800
+number و ممكن يكون فيه عندي أكتر من factor في
+
+672
+00:48:43,800 --> 00:48:48,230
+القياسطبعا، هذه هي التلت أنواع شوفنا ال
+
+673
+00:48:48,230 --> 00:48:53,410
+implementation .. ال implementation إنه بقصد إنه
+
+674
+00:48:53,410 --> 00:49:01,430
+شغل زي هيك يعني بالظبط بالظبط إنه هذا يعني في ال
+
+675
+00:49:01,430 --> 00:49:04,170
+.. في ال model based ال reflex إنه بدنا نفهم إن
+
+676
+00:49:04,170 --> 00:49:07,230
+أنا بدي أعمل update before و after و إيش بدي أسوي
+
+677
+00:49:07,230 --> 00:49:10,230
+كمان؟ بدي أشوف إنه إيش هي ال role اللي أنا بدي
+
+678
+00:49:10,230 --> 00:49:15,420
+أختارها و بعدها بدي أحدد ال action أنا في ذوتمام و
+
+679
+00:49:15,420 --> 00:49:20,520
+بعدها أعمل update لل state و برجع لل action هنا ال
+
+680
+00:49:20,520 --> 00:49:25,720
+implementation مختلف simple very simple بهذا الشكل
+
+681
+00:49:25,720 --> 00:49:37,960
+تمام طبعا مطبق على يعني ال vacuum cleaner تمام؟
+
+682
+00:49:37,960 --> 00:49:39,680
+في أي سؤال تاني؟
+
+683
+00:49:42,860 --> 00:49:47,400
+في أي سؤال تاني واضح بخصوص ال agents يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..e154d23c1a54ec04a51b20405f036627578e35bc
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 3210, "start": 5.2, "end": 32.1, "text": "طيب بسم الله الرحمن الرحيم اليوم إن شاء الله هتكون المحاضرة الأخيرة بخصوص ال intelligent agents بدينا بشكل سريع المحاضرة الماضية نحكي عن ال .. ال agent types وحكينا إنه أنا في عندي symbol reflex agent reflex agent بالإضافة لل state model ال goal based agent و ال utility agent و هدول حكينا إنه", "tokens": [9566, 1829, 3555, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 45595, 20498, 36145, 13412, 16606, 21984, 8032, 2655, 30544, 9673, 5016, 46958, 25720, 16247, 9778, 48923, 4724, 9778, 9381, 2407, 9381, 2423, 13232, 12554, 47525, 1829, 8315, 4724, 8592, 28820, 8608, 16572, 3615, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 8717, 5016, 4117, 1829, 18871, 2423, 4386, 2423, 9461, 3467, 4032, 5016, 4117, 1829, 8315, 36145, 3224, 41850, 8978, 18871, 16254, 5986, 23802, 9461, 23802, 9461, 20666, 28814, 11242, 31845, 3660, 24976, 1785, 2316, 2423, 3387, 2361, 9461, 4032, 2423, 14877, 9461, 4032, 8032, 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نبرمجها في دالة أنه function reflects vacuum agent", "tokens": [2407, 6027, 39184, 3251, 84, 3391, 4032, 2423, 2407, 19913, 33911, 3660, 6055, 3555, 34268, 3224, 14739, 3224, 7251, 8592, 38688, 14739, 3224, 9122, 33911, 13412, 28820, 2423, 2823, 11331, 2407, 6027, 1829, 3224, 9154, 16490, 1211, 6027, 2423, 14840, 46811, 10943, 14739, 3224, 437, 264, 1349, 307, 574, 307, 411, 586, 46811, 10943, 4032, 44945, 16606, 15844, 11331, 6027, 3660, 2423, 2823, 47525, 3224, 7251, 4587, 2288, 2288, 14739, 3224, 36632, 3069, 47525, 3224, 7251, 47283, 3215, 44945, 16606, 15844, 4474, 20449, 9957, 3660, 20666, 19913, 3555, 9566, 46811, 10943, 4032, 29538, 45164, 1975, 5016, 8315, 47525, 8315, 8717, 26890, 2304, 7435, 11296, 8978, 11778, 6027, 3660, 14739, 3224, 2445, 18926, 14224, 9461], "avg_logprob": -0.1828804314136505, "compression_ratio": 1.6891385767790261, "no_speech_prob": 1.6689300537109375e-06, "words": [{"start": 59.33, "end": 59.67, "word": "والـ", "probability": 0.8836263020833334}, 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"probability": 0.98974609375}, {"start": 245.68, "end": 246.02, "word": " نعمل", "probability": 0.9952799479166666}, {"start": 246.02, "end": 246.46, "word": " إعادة", "probability": 0.962646484375}, {"start": 246.46, "end": 246.88, "word": " سياغة", "probability": 0.846875}, {"start": 246.88, "end": 247.52, "word": " لهذه", "probability": 0.75048828125}, {"start": 247.52, "end": 249.36, "word": " بالشكل", "probability": 0.8557942708333334}, {"start": 249.36, "end": 249.8, "word": " الجديد،", "probability": 0.8538818359375}, {"start": 249.8, "end": 249.92, "word": " أيش", "probability": 0.818115234375}, {"start": 249.92, "end": 250.1, "word": " بدي", "probability": 0.793701171875}, {"start": 250.1, "end": 250.44, "word": " أدخل", "probability": 0.9759521484375}, {"start": 250.44, "end": 250.54, "word": " في", "probability": 0.9755859375}, {"start": 250.54, "end": 250.9, "word": " الموضوع", "probability": 0.99853515625}, {"start": 250.9, "end": 251.1, "word": " أنا", "probability": 0.5810546875}, {"start": 251.1, "end": 251.36, "word": " عندي", "probability": 0.789794921875}, {"start": 251.36, "end": 252.18, "word": " هنا؟", "probability": 0.884765625}, {"start": 252.18, "end": 252.4, "word": " إنه", "probability": 0.773681640625}, {"start": 252.4, "end": 252.54, "word": " أنا", "probability": 0.9111328125}, {"start": 252.54, "end": 252.96, "word": " عندي", "probability": 0.879150390625}, {"start": 252.96, "end": 253.3, "word": " ال", "probability": 0.8955078125}, {"start": 253.3, "end": 253.84, "word": " F", "probability": 0.1729736328125}, {"start": 253.84, "end": 254.1, "word": " ال", "probability": 0.74462890625}, {"start": 254.1, "end": 254.34, "word": " agent", "probability": 0.64990234375}, {"start": 254.34, "end": 254.94, "word": " function", "probability": 0.97509765625}], "temperature": 1.0}, {"id": 11, "seek": 28294, "start": 255.44, "end": 282.94, "text": "هي بدي أدخل ال percept history مع ال action history عشان أشوف أيه و كذلك ال state الحالية عشان أختار action معينة بالظبط هي مجموعة ال states الأصل هي مجموعة ال states أنا عندي فبالتالي دخلنا في الموضوع شغلتان اللي هو ال action history و ال percept history و ال action history تمام؟ و ذكرنا المرة الماضية أنه لو كانت أنه كل ال states أنا عندي معروفة", "tokens": [3224, 1829, 4724, 16254, 5551, 3215, 9778, 1211, 2423, 43276, 2503, 20449, 2423, 3069, 2503, 6225, 8592, 7649, 5551, 8592, 38688, 36632, 3224, 4032, 9122, 8848, 23275, 2423, 1785, 21542, 6027, 10632, 6225, 8592, 7649, 5551, 46456, 9640, 3069, 20449, 9957, 3660, 20666, 19913, 3555, 9566, 39896, 3714, 7435, 2304, 2407, 27884, 2423, 4368, 16247, 36520, 39896, 3714, 7435, 2304, 2407, 27884, 2423, 4368, 41850, 18871, 16254, 6156, 3555, 6027, 2655, 6027, 1829, 11778, 9778, 1211, 8315, 8978, 9673, 2407, 11242, 45367, 13412, 17082, 1211, 2655, 7649, 13672, 1829, 31439, 2423, 3069, 2503, 4032, 2423, 43276, 2503, 4032, 2423, 3069, 2503, 46811, 10943, 22807, 4032, 29910, 37983, 8315, 9673, 25720, 9673, 46958, 10632, 14739, 3224, 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"probability": 0.98046875}, {"start": 280.24, "end": 280.66, "word": " كانت", "probability": 0.978759765625}, {"start": 280.66, "end": 280.92, "word": " أنه", "probability": 0.5576171875}, {"start": 280.92, "end": 281.06, "word": " كل", "probability": 0.978515625}, {"start": 281.06, "end": 281.18, "word": " ال", "probability": 0.98779296875}, {"start": 281.18, "end": 281.5, "word": " states", "probability": 0.5068359375}, {"start": 281.5, "end": 281.7, "word": " أنا", "probability": 0.83056640625}, {"start": 281.7, "end": 282.1, "word": " عندي", "probability": 0.90478515625}, {"start": 282.1, "end": 282.94, "word": " معروفة", "probability": 0.994140625}], "temperature": 1.0}, {"id": 12, "seek": 31127, "start": 284.38, "end": 311.28, "text": "وأنا عندي معلومات كاملة عندها فبالتالي إنه الـ state space بتحول لنوع خاص اسمه Markovian أو الـ Markov Model وشوفنا إنه رسمنا إنه كيف ال states إنه بتنتقل من يعني إنه إنه أنا فيه عندي مجموعة من ال states والانتقال تبعها إنه معروف إنه من هاي ال state لهاي state ممكن إنه أرجع أو ممكن لأ تمام ومن ال state هذه ممكن أتنقل ل state تالتة ورابعة وهكذا", "tokens": [2407, 10721, 8315, 18871, 16254, 20449, 1211, 20498, 9307, 9122, 10943, 37977, 43242, 11296, 6156, 3555, 6027, 2655, 6027, 1829, 36145, 3224, 2423, 39184, 1785, 1901, 39894, 5016, 12610, 5296, 1863, 45367, 16490, 33546, 24525, 2304, 3224, 3934, 5179, 952, 34051, 2423, 39184, 3934, 5179, 17105, 4032, 8592, 38688, 8315, 36145, 3224, 12602, 38251, 8315, 36145, 3224, 9122, 33911, 2423, 4368, 36145, 3224, 39894, 29399, 4587, 1211, 9154, 37495, 22653, 36145, 3224, 36145, 3224, 41850, 8978, 3224, 18871, 16254, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 4368, 4032, 6027, 7649, 2655, 4587, 6027, 6055, 3555, 3615, 11296, 36145, 3224, 20449, 32887, 5172, 36145, 3224, 9154, 8032, 47302, 2423, 1785, 5296, 11296, 1829, 1785, 3714, 43020, 36145, 3224, 5551, 47341, 3615, 34051, 3714, 43020, 5296, 10721, 46811, 10943, 4032, 27842, 2423, 1785, 29538, 3714, 43020, 5551, 2655, 1863, 4587, 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"probability": 0.9873046875}, {"start": 308.48, "end": 308.66, "word": " state", "probability": 0.7666015625}, {"start": 308.66, "end": 308.84, "word": " هذه", "probability": 0.287353515625}, {"start": 308.84, "end": 309.08, "word": " ممكن", "probability": 0.994384765625}, {"start": 309.08, "end": 309.5, "word": " أتنقل", "probability": 0.89873046875}, {"start": 309.5, "end": 309.6, "word": " ل", "probability": 0.95068359375}, {"start": 309.6, "end": 309.82, "word": " state", "probability": 0.591796875}, {"start": 309.82, "end": 310.26, "word": " تالتة", "probability": 0.95263671875}, {"start": 310.26, "end": 310.74, "word": " ورابعة", "probability": 0.875732421875}, {"start": 310.74, "end": 311.28, "word": " وهكذا", "probability": 0.82794189453125}], "temperature": 1.0}, {"id": 13, "seek": 34168, "start": 312.32, "end": 341.68, "text": "تمام؟ وحكينا إنه ال status و ال memory في ال game theory تمام؟ كل state إنه بتحتوي على مجموعة معلومات ال perceptions اللي قدت و ال actions اللي قدت 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مع", "probability": 0.91552734375}, {"start": 337.06, "end": 337.22, "word": " ال", "probability": 0.9794921875}, {"start": 337.22, "end": 337.88, "word": " deterministic", "probability": 0.9521484375}, {"start": 337.88, "end": 338.3, "word": " action", "probability": 0.9560546875}, {"start": 338.3, "end": 338.76, "word": " بيعطيني", "probability": 0.79697265625}, {"start": 338.76, "end": 339.04, "word": " حاجة", "probability": 0.9978841145833334}, {"start": 339.04, "end": 339.46, "word": " اسمها", "probability": 0.9747721354166666}, {"start": 339.46, "end": 339.98, "word": " perfect", "probability": 0.95654296875}, {"start": 339.98, "end": 341.22, "word": " information", "probability": 0.9462890625}, {"start": 341.22, "end": 341.68, "word": " بالظبط", "probability": 0.9193115234375}], "temperature": 1.0}, {"id": 14, "seek": 36952, "start": 343.32, "end": 369.52, "text": "نيجي الآن لنوع جديد اللي هو الـ Model Based Reflex Agent Reflex Agent إنه من اسمه إنه agent انعكاسي، إيش يعني إيه انعكاسي؟ بناء على state معينة بينعكس ردة فعله بناء على ال state هاي إيش بنضيفله؟ بنضيفله model، بنضيفله model فبالتالي لاحظوا إنه أنا عندي هاي ال agent إيش الاختلاف بينه بين الرسمة السابقة؟ لاحظوا إنه هاي ال agent", "tokens": [1863, 1829, 7435, 1829, 6024, 48506, 5296, 1863, 45367, 10874, 16254, 3215, 13672, 1829, 31439, 2423, 39184, 17105, 18785, 16957, 2021, 27174, 16957, 2021, 27174, 36145, 3224, 9154, 24525, 2304, 3224, 36145, 3224, 9461, 16472, 3615, 4117, 32277, 1829, 12399, 11933, 1829, 8592, 37495, 22653, 11933, 1829, 3224, 16472, 3615, 4117, 32277, 1829, 22807, 44945, 16606, 15844, 1785, 20449, 9957, 3660, 49374, 3615, 4117, 3794, 12602, 41891, 6156, 30241, 3224, 44945, 16606, 15844, 2423, 1785, 8032, 47302, 11933, 1829, 8592, 44945, 11242, 33911, 43761, 22807, 44945, 11242, 33911, 43761, 2316, 12399, 44945, 11242, 33911, 43761, 2316, 6156, 3555, 6027, 2655, 6027, 1829, 20193, 5016, 19913, 14407, 36145, 3224, 41850, 18871, 16254, 8032, 47302, 2423, 9461, 11933, 1829, 8592, 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0.76898193359375}, {"start": 1005.98, "end": 1006.76, "word": " مجموعة", "probability": 0.98388671875}, {"start": 1006.76, "end": 1006.88, "word": " من", "probability": 0.99462890625}, {"start": 1006.88, "end": 1007.0, "word": " ال", "probability": 0.97021484375}, {"start": 1007.0, "end": 1007.26, "word": " goals", "probability": 0.88818359375}], "temperature": 1.0}, {"id": 40, "seek": 102245, "start": 1009.33, "end": 1022.45, "text": "تمام؟ هناك إنه كان سابقا على أساس مجموعة من ال rules لكن هنا بناء على مجموعة من ال goals تمام؟ طيب", "tokens": [39237, 10943, 22807, 34105, 4117, 36145, 3224, 25961, 8608, 16758, 4587, 995, 15844, 5551, 3794, 32277, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 4474, 44381, 34105, 44945, 16606, 15844, 3714, 7435, 2304, 2407, 27884, 9154, 2423, 5493, 46811, 10943, 22807, 23032, 1829, 3555], "avg_logprob": -0.09650213118981231, "compression_ratio": 1.3949579831932772, "no_speech_prob": 5.960464477539063e-08, "words": [{"start": 1009.3299999999999, "end": 1010.05, "word": "تمام؟", "probability": 0.8020833333333334}, {"start": 1010.05, "end": 1010.43, "word": " هناك", "probability": 0.98681640625}, {"start": 1010.43, "end": 1010.61, "word": " إنه", "probability": 0.7041015625}, {"start": 1010.61, "end": 1010.77, "word": " كان", "probability": 0.96923828125}, {"start": 1010.77, "end": 1011.19, "word": " سابقا", "probability": 0.9664306640625}, {"start": 1011.19, "end": 1011.35, "word": " على", "probability": 0.8916015625}, {"start": 1011.35, "end": 1011.77, "word": " أساس", "probability": 0.9873046875}, {"start": 1011.77, "end": 1012.13, "word": " مجموعة", "probability": 0.96376953125}, {"start": 1012.13, "end": 1012.25, "word": " من", "probability": 0.9951171875}, {"start": 1012.25, "end": 1012.81, "word": " ال", "probability": 0.986328125}, {"start": 1012.81, "end": 1013.07, "word": " rules", "probability": 0.52978515625}, {"start": 1013.07, "end": 1013.37, "word": " لكن", "probability": 0.81298828125}, {"start": 1013.37, "end": 1013.73, "word": " هنا", "probability": 0.984375}, {"start": 1013.73, "end": 1014.51, "word": " بناء", "probability": 0.900390625}, {"start": 1014.51, "end": 1014.77, "word": " على", "probability": 0.8671875}, {"start": 1014.77, "end": 1016.19, "word": " مجموعة", "probability": 0.98427734375}, {"start": 1016.19, "end": 1016.49, "word": " من", "probability": 0.99658203125}, {"start": 1016.49, "end": 1017.47, "word": " ال", "probability": 0.9775390625}, {"start": 1017.47, "end": 1017.83, "word": " goals", "probability": 0.9306640625}, {"start": 1017.83, "end": 1021.93, "word": " تمام؟", "probability": 0.8753255208333334}, {"start": 1021.93, "end": 1022.45, "word": " طيب", "probability": 0.9765625}], "temperature": 1.0}, {"id": 41, "seek": 105728, "start": 1028.88, "end": 1057.28, "text": "الـ Reflex Agent إنه انعكاسي يعني إحنا بنرجع بنذكر في الـ Reflex Agent إنه إحنا كيف نضيف ال goal في الموضوع إنه إنه انعكاسي بناءً على الأشياء اللي بتسير في ال environment و هو بيصير فيه انعكاس على ال action اللي بيسوي يعني على سبيل المثال إنه الـ Reflex Agent بعمل break لما يشوف ال brake light من السيارة اللي أمامه طبعا طبيعي الحال يبقى أنا لما أشوف ال brake light من السيارة الأمامي معنا ذلك إنه", "tokens": [6027, 39184, 16957, 2021, 27174, 36145, 3224, 16472, 3615, 4117, 32277, 1829, 37495, 22653, 11933, 5016, 8315, 44945, 47341, 3615, 44945, 8848, 37983, 8978, 2423, 39184, 16957, 2021, 27174, 36145, 3224, 11933, 5016, 8315, 9122, 33911, 8717, 11242, 33911, 2423, 3387, 8978, 9673, 2407, 11242, 45367, 36145, 3224, 36145, 3224, 16472, 3615, 4117, 32277, 1829, 44945, 16606, 14111, 15844, 16247, 8592, 1829, 16606, 13672, 1829, 39894, 3794, 13546, 8978, 2423, 2823, 4032, 31439, 4724, 1829, 9381, 13546, 8978, 3224, 16472, 3615, 4117, 32277, 15844, 2423, 3069, 13672, 1829, 4724, 1829, 3794, 45865, 37495, 22653, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 36145, 3224, 2423, 39184, 16957, 2021, 27174, 4724, 25957, 1211, 1821, 5296, 15042, 7251, 8592, 38688, 2423, 13997, 1442, 9154, 21136, 1829, 9640, 3660, 13672, 1829, 5551, 2304, 10943, 3224, 23032, 3555, 3615, 995, 23032, 21292, 3615, 1829, 21542, 6027, 7251, 3555, 4587, 7578, 41850, 5296, 15042, 5551, 8592, 38688, 2423, 13997, 1442, 9154, 21136, 1829, 9640, 3660, 16247, 2304, 10943, 1829, 20449, 8315, 29910, 23275, 36145, 3224], "avg_logprob": -0.14650735004859813, "compression_ratio": 2.1728813559322036, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1028.88, "end": 1029.2, "word": "الـ", "probability": 0.94970703125}, {"start": 1029.2, "end": 1029.54, "word": " Reflex", "probability": 0.824951171875}, {"start": 1029.54, "end": 1030.0, "word": " Agent", "probability": 0.394287109375}, {"start": 1030.0, "end": 1030.34, "word": " إنه", "probability": 0.853759765625}, {"start": 1030.34, "end": 1031.02, "word": " انعكاسي", "probability": 0.82724609375}, {"start": 1031.02, "end": 1031.26, "word": " يعني", "probability": 0.757080078125}, {"start": 1031.26, "end": 1031.48, "word": " إحنا", "probability": 0.7979329427083334}, {"start": 1031.48, "end": 1031.86, "word": " بنرجع", "probability": 0.8352864583333334}, {"start": 1031.86, "end": 1032.7, "word": " بنذكر", "probability": 0.57080078125}, {"start": 1032.7, "end": 1032.82, "word": " في", "probability": 0.8876953125}, {"start": 1032.82, "end": 1032.92, "word": " الـ", "probability": 0.9326171875}, {"start": 1032.92, "end": 1033.2, "word": " Reflex", "probability": 0.91552734375}, {"start": 1033.2, "end": 1033.56, "word": " Agent", "probability": 0.91943359375}, {"start": 1033.56, "end": 1033.84, "word": " إنه", "probability": 0.589599609375}, {"start": 1033.84, "end": 1033.94, "word": " إحنا", "probability": 0.8295084635416666}, {"start": 1033.94, "end": 1034.14, "word": " كيف", "probability": 0.986572265625}, {"start": 1034.14, "end": 1034.52, "word": " نضيف", "probability": 0.9010416666666666}, {"start": 1034.52, "end": 1034.7, "word": " ال", "probability": 0.93603515625}, {"start": 1034.7, "end": 1034.92, "word": " goal", "probability": 0.63525390625}, {"start": 1034.92, "end": 1035.42, "word": " في", "probability": 0.943359375}, {"start": 1035.42, "end": 1035.86, "word": " الموضوع", "probability": 0.9991455078125}, {"start": 1035.86, "end": 1036.32, "word": " إنه", "probability": 0.91455078125}, {"start": 1036.32, "end": 1036.96, "word": " إنه", "probability": 0.758056640625}, {"start": 1036.96, "end": 1037.56, "word": " انعكاسي", "probability": 0.973046875}, {"start": 1037.56, "end": 1037.88, "word": " بناءً", "probability": 0.6139322916666666}, {"start": 1037.88, "end": 1038.0, "word": " على", "probability": 0.84765625}, {"start": 1038.0, "end": 1038.42, "word": " الأشياء", "probability": 0.9967041015625}, {"start": 1038.42, "end": 1038.52, "word": " اللي", "probability": 0.980224609375}, {"start": 1038.52, "end": 1038.84, "word": " بتسير", "probability": 0.83740234375}, {"start": 1038.84, "end": 1038.92, "word": " في", "probability": 0.95947265625}, {"start": 1038.92, "end": 1039.02, "word": " ال", "probability": 0.939453125}, {"start": 1039.02, "end": 1039.34, "word": " environment", "probability": 0.830078125}, {"start": 1039.34, "end": 1039.56, "word": " و", "probability": 0.74755859375}, {"start": 1039.56, "end": 1039.78, "word": " هو", "probability": 0.6337890625}, {"start": 1039.78, "end": 1040.24, "word": " بيصير", "probability": 0.905517578125}, {"start": 1040.24, "end": 1040.4, "word": " فيه", "probability": 0.863037109375}, {"start": 1040.4, "end": 1040.9, "word": " انعكاس", "probability": 0.9658203125}, {"start": 1040.9, "end": 1041.04, "word": " على", "probability": 0.81201171875}, {"start": 1041.04, "end": 1041.16, "word": " ال", "probability": 0.94921875}, {"start": 1041.16, "end": 1041.42, "word": " action", "probability": 0.947265625}, {"start": 1041.42, "end": 1041.54, "word": " اللي", "probability": 0.99365234375}, {"start": 1041.54, "end": 1041.92, "word": " بيسوي", "probability": 0.97900390625}, {"start": 1041.92, "end": 1042.18, "word": " يعني", "probability": 0.91357421875}, {"start": 1042.18, "end": 1042.34, "word": " على", "probability": 0.9345703125}, {"start": 1042.34, "end": 1042.56, "word": " سبيل", "probability": 0.9539388020833334}, {"start": 1042.56, "end": 1043.04, "word": " المثال", "probability": 0.9933268229166666}, {"start": 1043.04, "end": 1043.9, "word": " إنه", "probability": 0.769287109375}, {"start": 1043.9, "end": 1043.96, "word": " الـ", "probability": 0.8544921875}, {"start": 1043.96, "end": 1044.2, "word": " Reflex", "probability": 0.966552734375}, {"start": 1044.2, "end": 1044.54, "word": " Agent", "probability": 0.900390625}, {"start": 1044.54, "end": 1044.92, "word": " بعمل", "probability": 0.9684244791666666}, {"start": 1044.92, "end": 1045.28, "word": " break", "probability": 0.83837890625}, {"start": 1045.28, "end": 1046.74, "word": " لما", "probability": 0.923828125}, {"start": 1046.74, "end": 1047.34, "word": " يشوف", "probability": 0.9915364583333334}, {"start": 1047.34, "end": 1047.48, "word": " ال", "probability": 0.94677734375}, {"start": 1047.48, "end": 1047.72, "word": " brake", "probability": 0.4892578125}, {"start": 1047.72, "end": 1048.1, "word": " light", "probability": 0.88671875}, {"start": 1048.1, "end": 1049.84, "word": " من", "probability": 0.9736328125}, {"start": 1049.84, "end": 1050.28, "word": " السيارة", "probability": 0.9945068359375}, {"start": 1050.28, "end": 1050.4, "word": " اللي", "probability": 0.979736328125}, {"start": 1050.4, "end": 1050.72, "word": " أمامه", "probability": 0.95263671875}, {"start": 1050.72, "end": 1051.02, "word": " طبعا", "probability": 0.9324951171875}, {"start": 1051.02, "end": 1051.44, "word": " طبيعي", "probability": 0.72052001953125}, {"start": 1051.44, "end": 1051.78, "word": " الحال", "probability": 0.8388671875}, {"start": 1051.78, "end": 1052.56, "word": " يبقى", "probability": 0.8349609375}, {"start": 1052.56, "end": 1052.86, "word": " أنا", "probability": 0.91796875}, {"start": 1052.86, "end": 1053.1, "word": " لما", "probability": 0.98828125}, {"start": 1053.1, "end": 1053.54, "word": " أشوف", "probability": 0.9747721354166666}, {"start": 1053.54, "end": 1053.72, "word": " ال", "probability": 0.57958984375}, {"start": 1053.72, "end": 1053.98, "word": " brake", "probability": 0.89892578125}, {"start": 1053.98, "end": 1054.42, "word": " light", "probability": 0.9140625}, {"start": 1054.42, "end": 1054.64, "word": " من", "probability": 0.99267578125}, {"start": 1054.64, "end": 1055.12, "word": " السيارة", "probability": 0.9970703125}, {"start": 1055.12, "end": 1056.16, "word": " الأمامي", "probability": 0.9742431640625}, {"start": 1056.16, "end": 1056.52, "word": " معنا", "probability": 0.846923828125}, {"start": 1056.52, "end": 1056.88, "word": " ذلك", "probability": 0.747802734375}, {"start": 1056.88, "end": 1057.28, "word": " إنه", "probability": 0.9287109375}], "temperature": 1.0}, {"id": 42, "seek": 108580, "start": 1057.98, "end": 1085.8, "text": "الـ car اللي موجودة قدامي تتوقف معناه ذلك إنه أنا لازم أتوقف كذلك معناه ذلك I should use break هذا reflex agent تمام إنه زي هيك طبعا بدي أكون إضافة على ذلك في أنا عندي model عشان أنا أعرف كيف العالم بتطور بالإضافة لذلك إنه أنا بدي أكون في عندي goal reasons", "tokens": [6027, 39184, 1032, 13672, 1829, 3714, 29245, 23328, 3660, 12174, 3215, 10943, 1829, 6055, 2655, 30543, 5172, 20449, 8315, 3224, 29910, 23275, 36145, 3224, 41850, 5296, 31377, 2304, 5551, 2655, 30543, 5172, 9122, 8848, 23275, 20449, 8315, 3224, 29910, 23275, 286, 820, 764, 1821, 23758, 23802, 9461, 46811, 10943, 36145, 3224, 30767, 1829, 39896, 4117, 23032, 3555, 3615, 995, 4724, 16254, 5551, 30544, 11933, 11242, 31845, 3660, 15844, 29910, 23275, 8978, 41850, 18871, 16254, 2316, 6225, 8592, 7649, 41850, 5551, 3615, 28480, 9122, 33911, 18863, 45340, 39894, 9566, 13063, 20666, 28814, 11242, 31845, 3660, 5296, 8848, 23275, 36145, 3224, 41850, 4724, 16254, 5551, 30544, 8978, 18871, 16254, 3387, 4112], "avg_logprob": -0.15042613433165983, "compression_ratio": 1.7333333333333334, "no_speech_prob": 1.3709068298339844e-06, "words": [{"start": 1057.98, "end": 1058.38, "word": "الـ", "probability": 0.80029296875}, {"start": 1058.38, "end": 1058.76, "word": " car", "probability": 0.462158203125}, {"start": 1058.76, "end": 1059.14, "word": " اللي", "probability": 0.821533203125}, {"start": 1059.14, "end": 1059.64, "word": " موجودة", "probability": 0.9873046875}, {"start": 1059.64, "end": 1060.26, "word": " قدامي", "probability": 0.941162109375}, {"start": 1060.26, "end": 1061.9, "word": " تتوقف", "probability": 0.9305419921875}, {"start": 1061.9, "end": 1063.38, "word": " معناه", "probability": 0.7708333333333334}, {"start": 1063.38, "end": 1063.64, "word": " ذلك", "probability": 0.971435546875}, {"start": 1063.64, "end": 1063.94, "word": " إنه", "probability": 0.43695068359375}, {"start": 1063.94, "end": 1064.16, "word": " أنا", "probability": 0.74755859375}, {"start": 1064.16, "end": 1064.62, "word": " لازم", "probability": 0.9972330729166666}, {"start": 1064.62, "end": 1065.06, "word": " أتوقف", "probability": 0.974853515625}, {"start": 1065.06, "end": 1065.52, "word": " كذلك", "probability": 0.9920247395833334}, {"start": 1065.52, "end": 1065.92, "word": " معناه", "probability": 0.8650716145833334}, {"start": 1065.92, "end": 1066.16, "word": " ذلك", "probability": 0.982421875}, {"start": 1066.16, "end": 1066.42, "word": " I", "probability": 0.69287109375}, {"start": 1066.42, "end": 1066.76, "word": " should", "probability": 0.96826171875}, {"start": 1066.76, "end": 1067.1, "word": " use", "probability": 0.896484375}, {"start": 1067.1, "end": 1067.5, "word": " break", "probability": 0.48291015625}, {"start": 1067.5, "end": 1068.28, "word": " هذا", "probability": 0.81103515625}, {"start": 1068.28, "end": 1068.76, "word": " reflex", "probability": 0.56884765625}, {"start": 1068.76, "end": 1069.8, "word": " agent", "probability": 0.861328125}, {"start": 1069.8, "end": 1070.8, "word": " تمام", "probability": 0.6461181640625}, 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أو بيولد لمشاكل افتراضية موجودة وكيف إن هو ممكن يتصرف ال agent في حال وجودها، بدي قيس الأداء يعني على سبيل المثال في ال vacuum cleaner أنا إيش ممكن أسوي؟", "tokens": [28814, 1829, 8592, 2423, 1154, 19265, 23758, 4724, 33911, 2655, 43042, 34051, 4724, 1829, 12610, 3215, 32767, 8592, 995, 28820, 1975, 5172, 2655, 2288, 46958, 10632, 3714, 29245, 23328, 3660, 4032, 4117, 33911, 36145, 31439, 3714, 43020, 7251, 2655, 9381, 28480, 2423, 9461, 8978, 11331, 6027, 49610, 23328, 11296, 12399, 4724, 16254, 12174, 1829, 3794, 16247, 3215, 16606, 37495, 22653, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 8978, 2423, 14224, 16532, 41850, 11933, 1829, 8592, 3714, 43020, 5551, 3794, 45865, 22807], "avg_logprob": -0.16225228095200003, "compression_ratio": 1.5, "no_speech_prob": 0.0, "words": [{"start": 1700.93, "end": 1701.25, "word": "إيش", "probability": 0.6951904296875}, {"start": 1701.25, "end": 1701.35, "word": " ال", "probability": 0.95703125}, {"start": 1701.35, "end": 1701.59, "word": " 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vacuum cleaner إنه ممكن إن هو يشتغل في هذه ال area هي ال agent تبعي ممكن يكون موجود زي هنا زي هيك، تمام؟ إيش في ال problem generator بروح أسوي؟ بروح بحط اللوعاق هنا", "tokens": [2304, 43020, 5551, 3794, 45865, 36145, 3224, 41850, 4724, 32887, 5016, 37495, 22653, 31439, 3714, 29245, 23328, 8978, 4386, 8978, 4386, 37495, 22653, 16490, 1211, 9957, 1829, 5551, 46309, 5016, 23275, 2304, 11933, 25528, 3224, 15844, 4724, 1211, 2407, 5016, 30767, 1829, 39896, 4117, 36145, 3224, 2423, 14224, 16532, 36145, 3224, 3714, 43020, 36145, 31439, 7251, 8592, 2655, 17082, 1211, 8978, 29538, 2423, 1859, 39896, 2423, 9461, 6055, 3555, 3615, 1829, 3714, 43020, 7251, 30544, 3714, 29245, 23328, 30767, 1829, 34105, 30767, 1829, 39896, 4117, 12399, 46811, 10943, 22807, 11933, 1829, 8592, 8978, 2423, 1154, 19265, 4724, 32887, 5016, 5551, 3794, 45865, 22807, 4724, 32887, 5016, 4724, 5016, 9566, 13672, 2407, 3615, 995, 4587, 34105], "avg_logprob": -0.17658943374609126, "compression_ratio": 1.7848101265822784, 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{"start": 2923.58, "end": 2923.8, "word": " في", "probability": 0.9765625}, {"start": 2923.8, "end": 2924.22, "word": " القياس", "probability": 0.9635416666666666}], "temperature": 1.0}, {"id": 112, "seek": 295345, "start": 2924.67, "end": 2953.45, "text": "طبعا، هذه هي التلت أنواع شوفنا ال implementation .. ال implementation إنه بقصد إنه شغل زي هيك يعني بالظبط بالظبط إنه هذا يعني في ال .. في ال model based ال reflex إنه بدنا نفهم إن أنا بدي أعمل update before و after و إيش بدي أسوي كمان؟ بدي أشوف إنه إيش هي ال role اللي أنا بدي أختارها و بعدها بدي أحدد ال action أنا في ذو", "tokens": [9566, 3555, 3615, 995, 12399, 29538, 39896, 16712, 1211, 2655, 14739, 14407, 3615, 13412, 38688, 8315, 2423, 11420, 4386, 2423, 11420, 36145, 3224, 4724, 4587, 9381, 3215, 36145, 3224, 13412, 17082, 1211, 30767, 1829, 39896, 4117, 37495, 22653, 20666, 19913, 3555, 9566, 20666, 19913, 3555, 9566, 36145, 3224, 23758, 37495, 22653, 8978, 2423, 4386, 8978, 2423, 2316, 2361, 2423, 23802, 36145, 3224, 47525, 8315, 8717, 5172, 16095, 36145, 41850, 4724, 16254, 5551, 25957, 1211, 5623, 949, 4032, 934, 4032, 11933, 1829, 8592, 4724, 16254, 5551, 3794, 45865, 9122, 2304, 7649, 22807, 4724, 16254, 5551, 8592, 38688, 36145, 3224, 11933, 1829, 8592, 39896, 2423, 3090, 13672, 1829, 41850, 4724, 16254, 5551, 46456, 9640, 11296, 4032, 39182, 11296, 4724, 16254, 5551, 24401, 3215, 2423, 3069, 41850, 8978, 29910, 2407], "avg_logprob": -0.2236328093567863, "compression_ratio": 1.8518518518518519, "no_speech_prob": 6.556510925292969e-07, "words": [{"start": 2924.67, "end": 2925.31, "word": "طبعا،", "probability": 0.666552734375}, {"start": 2925.31, "end": 2925.63, "word": " هذه", "probability": 0.7744140625}, {"start": 2925.63, "end": 2925.83, "word": " هي", "probability": 0.94287109375}, {"start": 2925.83, "end": 2926.11, "word": " التلت", "probability": 0.7957356770833334}, {"start": 2926.11, "end": 2926.85, "word": " أنواع", "probability": 0.9425455729166666}, {"start": 2926.85, "end": 2928.17, "word": " شوفنا", "probability": 0.558837890625}, {"start": 2928.17, "end": 2928.23, "word": " ال", "probability": 0.609375}, {"start": 2928.23, "end": 2928.65, "word": " implementation", "probability": 0.80419921875}, {"start": 2928.65, "end": 2930.11, "word": " ..", "probability": 0.2347412109375}, {"start": 2930.11, "end": 2931.41, "word": " ال", "probability": 0.83447265625}, {"start": 2931.41, "end": 2932.03, "word": " implementation", "probability": 0.9541015625}, {"start": 2932.03, "end": 2932.51, "word": " إنه", "probability": 0.31341552734375}, {"start": 2932.51, "end": 2932.91, "word": " بقصد", "probability": 0.9215087890625}, {"start": 2932.91, "end": 2933.41, "word": " إنه", "probability": 0.8857421875}, {"start": 2933.41, "end": 2933.77, "word": " شغل", "probability": 0.83984375}, {"start": 2933.77, "end": 2934.05, "word": " زي", "probability": 0.90283203125}, {"start": 2934.05, "end": 2934.33, "word": " هيك", "probability": 0.83740234375}, {"start": 2934.33, "end": 2935.81, "word": " يعني", "probability": 0.834716796875}, {"start": 2935.81, "end": 2937.91, "word": " بالظبط", "probability": 0.9425048828125}, {"start": 2937.91, "end": 2939.79, "word": " بالظبط", "probability": 0.84344482421875}, {"start": 2939.79, "end": 2940.59, "word": " إنه", "probability": 0.7783203125}, {"start": 2940.59, "end": 2940.77, "word": " هذا", "probability": 0.5859375}, {"start": 2940.77, "end": 2941.15, "word": " يعني", "probability": 0.916015625}, {"start": 2941.15, "end": 2941.31, "word": " في", "probability": 0.953125}, {"start": 2941.31, "end": 2941.43, "word": " ال", "probability": 0.9296875}, {"start": 2941.43, "end": 2941.43, "word": " ..", "probability": 0.2998046875}, {"start": 2941.43, "end": 2941.55, "word": " في", "probability": 0.96728515625}, {"start": 2941.55, "end": 2941.69, "word": " ال", "probability": 0.9521484375}, {"start": 2941.69, "end": 2941.87, "word": " model", "probability": 0.544921875}, {"start": 2941.87, "end": 2942.19, "word": " based", "probability": 0.64404296875}, {"start": 2942.19, "end": 2942.39, "word": " ال", "probability": 0.345458984375}, {"start": 2942.39, "end": 2942.81, "word": " reflex", "probability": 0.72119140625}, {"start": 2942.81, "end": 2943.47, "word": " إنه", "probability": 0.87060546875}, {"start": 2943.47, "end": 2943.79, "word": " بدنا", "probability": 0.930908203125}, {"start": 2943.79, "end": 2944.03, "word": " نفهم", "probability": 0.9890950520833334}, {"start": 2944.03, "end": 2944.17, "word": " إن", "probability": 0.8681640625}, {"start": 2944.17, "end": 2944.29, "word": " أنا", "probability": 0.87548828125}, {"start": 2944.29, "end": 2944.43, "word": " بدي", "probability": 0.82958984375}, {"start": 2944.43, "end": 2944.63, "word": " أعمل", "probability": 0.9601236979166666}, {"start": 2944.63, "end": 2945.05, "word": " update", "probability": 0.9404296875}, {"start": 2945.05, "end": 2945.41, "word": " before", "probability": 0.91650390625}, {"start": 2945.41, "end": 2945.57, "word": " و", "probability": 0.9697265625}, {"start": 2945.57, "end": 2945.89, "word": " after", "probability": 0.8447265625}, {"start": 2945.89, "end": 2946.65, "word": " و", "probability": 0.9443359375}, {"start": 2946.65, "end": 2946.75, "word": " إيش", "probability": 0.8673502604166666}, {"start": 2946.75, "end": 2946.93, "word": " بدي", "probability": 0.95263671875}, {"start": 2946.93, "end": 2947.23, "word": " أسوي", "probability": 0.9749348958333334}, {"start": 2947.23, "end": 2948.19, "word": " كمان؟", "probability": 0.92431640625}, {"start": 2948.19, "end": 2948.45, "word": " بدي", "probability": 0.919677734375}, {"start": 2948.45, "end": 2948.91, "word": " أشوف", "probability": 0.9913736979166666}, {"start": 2948.91, "end": 2949.25, "word": " إنه", "probability": 0.92041015625}, {"start": 2949.25, "end": 2949.43, "word": " إيش", "probability": 0.9698893229166666}, {"start": 2949.43, "end": 2949.59, "word": " هي", "probability": 0.9794921875}, {"start": 2949.59, "end": 2949.71, "word": " ال", "probability": 0.7900390625}, {"start": 2949.71, "end": 2949.87, "word": " role", "probability": 0.82421875}, {"start": 2949.87, "end": 2950.01, "word": " اللي", "probability": 0.6422119140625}, {"start": 2950.01, "end": 2950.09, "word": " أنا", "probability": 0.85546875}, {"start": 2950.09, "end": 2950.23, "word": " بدي", "probability": 0.973876953125}, {"start": 2950.23, "end": 2950.79, "word": " أختارها", "probability": 0.9742431640625}, {"start": 2950.79, "end": 2951.49, "word": " و", "probability": 0.6640625}, {"start": 2951.49, "end": 2951.83, "word": " بعدها", "probability": 0.7958984375}, {"start": 2951.83, "end": 2952.05, "word": " بدي", "probability": 0.958251953125}, {"start": 2952.05, "end": 2952.49, "word": " أحدد", "probability": 0.9728190104166666}, {"start": 2952.49, "end": 2952.61, "word": " ال", "probability": 0.9619140625}, {"start": 2952.61, "end": 2952.89, "word": " action", "probability": 0.9697265625}, {"start": 2952.89, "end": 2953.13, "word": " أنا", "probability": 0.76416015625}, {"start": 2953.13, "end": 2953.27, "word": " في", "probability": 0.94384765625}, {"start": 2953.27, "end": 2953.45, "word": " ذو", "probability": 0.49267578125}], "temperature": 1.0}, {"id": 113, "seek": 297968, "start": 2953.9, "end": 2979.68, "text": "تمام و بعدها أعمل update لل state و برجع لل action هنا ال implementation مختلف simple very simple بهذا الشكل تمام طبعا مطبق على يعني ال vacuum cleaner تمام؟ في أي سؤال تاني؟", "tokens": [39237, 10943, 4032, 39182, 11296, 5551, 25957, 1211, 5623, 24976, 1785, 4032, 4724, 47341, 3615, 24976, 3069, 34105, 2423, 11420, 3714, 46456, 46538, 2199, 588, 2199, 39627, 15730, 25124, 28820, 46811, 10943, 23032, 3555, 3615, 995, 3714, 9566, 3555, 4587, 15844, 37495, 22653, 2423, 14224, 16532, 46811, 10943, 22807, 8978, 36632, 8608, 33604, 6027, 6055, 7649, 1829, 22807], "avg_logprob": -0.24298199758691302, "compression_ratio": 1.4431818181818181, "no_speech_prob": 1.0728836059570312e-06, "words": [{"start": 2953.9, "end": 2954.42, "word": "تمام", "probability": 0.6002197265625}, {"start": 2954.42, "end": 2955.42, "word": " و", "probability": 0.2900390625}, {"start": 2955.42, "end": 2955.9, "word": " بعدها", "probability": 0.4920654296875}, {"start": 2955.9, "end": 2956.2, "word": " أعمل", "probability": 0.8857421875}, {"start": 2956.2, "end": 2956.48, "word": " update", "probability": 0.84326171875}, {"start": 2956.48, "end": 2956.66, "word": " لل", "probability": 0.8828125}, {"start": 2956.66, "end": 2957.0, "word": " state", "probability": 0.72705078125}, {"start": 2957.0, "end": 2957.14, "word": " و", "probability": 0.8173828125}, {"start": 2957.14, "end": 2957.5, "word": " برجع", "probability": 0.8450520833333334}, {"start": 2957.5, "end": 2957.64, "word": " لل", "probability": 0.443359375}, {"start": 2957.64, "end": 2957.94, "word": " action", "probability": 0.89111328125}, {"start": 2957.94, "end": 2960.38, "word": " هنا", "probability": 0.9033203125}, {"start": 2960.38, "end": 2960.52, "word": " ال", "probability": 0.81201171875}, {"start": 2960.52, "end": 2960.82, "word": " implementation", "probability": 0.9501953125}, {"start": 2960.82, "end": 2961.5, "word": " مختلف", "probability": 0.9923502604166666}, {"start": 2961.5, "end": 2963.84, "word": " simple", "probability": 0.38330078125}, {"start": 2963.84, "end": 2964.14, "word": " very", "probability": 0.29833984375}, {"start": 2964.14, "end": 2964.56, "word": " simple", "probability": 0.90771484375}, {"start": 2964.56, "end": 2965.38, "word": " بهذا", "probability": 0.836181640625}, {"start": 2965.38, "end": 2965.72, "word": " الشكل", "probability": 0.994873046875}, {"start": 2965.72, "end": 2967.68, "word": " تمام", "probability": 0.922607421875}, {"start": 2967.68, "end": 2967.96, "word": " طبعا", "probability": 0.942138671875}, {"start": 2967.96, "end": 2968.4, "word": " مطبق", "probability": 0.8951416015625}, {"start": 2968.4, "end": 2968.6, "word": " على", "probability": 0.853515625}, {"start": 2968.6, "end": 2969.18, "word": " يعني", "probability": 0.7236328125}, {"start": 2969.18, "end": 2969.46, "word": " ال", "probability": 0.89111328125}, {"start": 2969.46, "end": 2969.72, "word": " vacuum", "probability": 0.96044921875}, {"start": 2969.72, "end": 2970.18, "word": " cleaner", "probability": 0.9326171875}, {"start": 2970.18, "end": 2977.96, "word": " تمام؟", "probability": 0.7495930989583334}, {"start": 2977.96, "end": 2978.62, "word": " في", "probability": 0.6845703125}, {"start": 2978.62, "end": 2978.78, "word": " أي", "probability": 0.77978515625}, {"start": 2978.78, "end": 2979.12, "word": " سؤال", "probability": 0.9962565104166666}, {"start": 2979.12, "end": 2979.68, "word": " تاني؟", "probability": 0.9327392578125}], "temperature": 1.0}, {"id": 114, "seek": 298740, "start": 2982.86, "end": 2987.4, "text": "في أي سؤال تاني واضح بخصوص ال agents يعطيكم العفو", "tokens": [41185, 36632, 8608, 33604, 6027, 6055, 7649, 1829, 4032, 46958, 5016, 4724, 9778, 9381, 2407, 9381, 2423, 12554, 37495, 9566, 1829, 24793, 18863, 5172, 2407], "avg_logprob": -0.21334134328823823, "compression_ratio": 1.0, "no_speech_prob": 2.676248550415039e-05, "words": [{"start": 2982.86, "end": 2983.04, "word": "في", "probability": 0.90380859375}, {"start": 2983.04, "end": 2983.18, "word": " أي", "probability": 0.82080078125}, {"start": 2983.18, "end": 2983.44, "word": " سؤال", "probability": 0.9969075520833334}, {"start": 2983.44, "end": 2983.76, "word": " تاني", "probability": 0.9737955729166666}, {"start": 2983.76, "end": 2984.24, "word": " واضح", "probability": 0.98681640625}, {"start": 2984.24, "end": 2984.74, "word": " بخصوص", "probability": 0.89521484375}, {"start": 2984.74, "end": 2984.84, "word": " ال", "probability": 0.9833984375}, {"start": 2984.84, "end": 2985.26, "word": " agents", "probability": 0.76123046875}, {"start": 2985.26, "end": 2987.18, "word": " يعطيكم", "probability": 0.75701904296875}, {"start": 2987.18, "end": 2987.4, "word": " العفو", "probability": 0.5676676432291666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2987.6419375, "duration_after_vad": 2865.318124999985}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..88b44e6301cdfcb4445ca9972bc361b5a5f1b7dc
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/hc-lrtCdti4_raw.srt
@@ -0,0 +1,2732 @@
+1
+00:00:05,200 --> 00:00:09,660
+طيب بسم الله الرحمن الرحيم اليوم إن شاء الله هتكون
+
+2
+00:00:09,660 --> 00:00:14,460
+المحاضرة الأخيرة بخصوص ال intelligent agents بدينا
+
+3
+00:00:14,460 --> 00:00:19,820
+بشكل سريع المحاضرة الماضية نحكي عن ال .. ال agent
+
+4
+00:00:19,820 --> 00:00:23,380
+types وحكينا إنه أنا في عندي symbol reflex agent
+
+5
+00:00:23,380 --> 00:00:29,520
+reflex agent بالإضافة لل state model ال goal based
+
+6
+00:00:29,520 --> 00:00:32,990
+agent و ال utility agent و هدول حكينا إنهrelated
+
+7
+00:00:32,990 --> 00:00:40,390
+كتير لبعض تمام؟ وإنه كيف ممكن إنه احنا نحول هدول ل
+
+8
+00:00:40,390 --> 00:00:44,570
+learning agent إنه كيف إن هو ممكن يتعلم من الأداء
+
+9
+00:00:44,570 --> 00:00:50,590
+تبعه و الأخطاء تبعته طيب حكينا إنه simple reflex
+
+10
+00:00:50,590 --> 00:00:53,650
+agent إن أنا بيكون في عندي هاي ال agent بيادة
+
+11
+00:00:53,650 --> 00:00:58,350
+الشكل وفي الشغلتين اللي احنا حكينا عنهم ال sensors
+
+12
+00:00:59,330 --> 00:01:03,010
+والـ Actuators و الوظيفة تبعته أنه يشوف أنه كيف
+
+13
+00:01:03,010 --> 00:01:07,010
+شكل ال environment حواليه من خلال ال sensors تمام
+
+14
+00:01:07,010 --> 00:01:13,130
+أنه what the word is look is like now تمام و بناء
+
+15
+00:01:13,130 --> 00:01:18,330
+على حالة ال environment بده يقرر أنه أي action بده
+
+16
+00:01:18,330 --> 00:01:23,530
+ياخد بناء على rules معينة بالظبط تمام و هذه لو
+
+17
+00:01:23,530 --> 00:01:26,710
+احنا بدنا نبرمجها في دالة أنه function reflects
+
+18
+00:01:26,710 --> 00:01:31,040
+vacuum agentتاخد parameters ال location و ال state
+
+19
+00:01:31,040 --> 00:01:37,580
+و بترجع action معين و طبعا انه if else if else if
+
+20
+00:01:37,580 --> 00:01:44,020
+يعني simple if else statements فإذا كان انه ال
+
+21
+00:01:44,020 --> 00:01:47,880
+status dirty معناه ذلك انه return suck انه يشفط
+
+22
+00:01:47,880 --> 00:01:53,440
+الغبرة تمام؟ و إذاطبعا هنا else معنا ذلك إنه هذا
+
+23
+00:01:53,440 --> 00:01:55,500
+ال condition بيكون false معنا ذلك إنه بيكون ال
+
+24
+00:01:55,500 --> 00:01:58,580
+status clean و أنا كنت موجود في ال location A معنا
+
+25
+00:01:58,580 --> 00:02:02,680
+ذلك بدي أروح right و أنا كنت .. و غير هيك إنه إذا
+
+26
+00:02:02,680 --> 00:02:05,320
+أنا كنت في ال location B معنا ذلك إن أنا بدي أروح
+
+27
+00:02:05,320 --> 00:02:10,520
+left إنه هذه الجملة الأخيرة معناها إنه أنا مش
+
+28
+00:02:10,520 --> 00:02:15,990
+موجود في A و في نفس الوجد إنه clean بالظبطوحكينا
+
+29
+00:02:15,990 --> 00:02:19,850
+إنه هذا النوع من الـ agent إنه very limited
+
+30
+00:02:19,850 --> 00:02:25,050
+intelligence لأنه ذكاءه بسيط جدا ومحدود جدا وما
+
+31
+00:02:25,050 --> 00:02:28,490
+بتعتمد على ال percept history وبتعتمد فقط على ال
+
+32
+00:02:28,490 --> 00:02:34,100
+current perceptومابيحتاج أي متطلبات في الذاكرة
+
+33
+00:02:34,100 --> 00:02:39,040
+تمام؟ وممكن انه يعني يدخل في loop معين لو كان فيش
+
+34
+00:02:39,040 --> 00:02:42,560
+يعني لو كان انه ال .. ال .. ال agent هذا بيقدرش
+
+35
+00:02:42,560 --> 00:02:46,380
+انه يعمل observe لل location اللي موجود أو ال
+
+36
+00:02:46,380 --> 00:02:50,440
+state تبع ال location اللي موجودة حاليا تمام؟
+
+37
+00:02:50,440 --> 00:02:53,460
+وحكينا ان ال agent هذا احنا ممكن انه احنا نطبقه في
+
+38
+00:02:53,460 --> 00:02:57,800
+ال chess بس طبعا هو بطبيعة الحال انه ممكن تطبيقه
+
+39
+00:02:57,800 --> 00:03:02,900
+ولكنمش فكرة كويسة إن أنا أسوي شغل زي هيك لإن أنا
+
+40
+00:03:02,900 --> 00:03:06,420
+عندي ال look up table بيكون huge أو large يعني
+
+41
+00:03:06,420 --> 00:03:10,420
+خمسة و تلاتين L خمسة و تلاتين مرفوعة للقوة مية
+
+42
+00:03:10,420 --> 00:03:16,260
+وحنشوف إيش ممكن يكون مناسب أكتر لل .. لل chess إن
+
+43
+00:03:16,260 --> 00:03:22,250
+أحنا نطبق عليهو كذلك ذكرنا موضوع ال status اللي هو
+
+44
+00:03:22,250 --> 00:03:25,590
+ال beyond reflexes ان انا بدي احتفظ بال history
+
+45
+00:03:25,590 --> 00:03:30,530
+فذكرنا هذا الكلام سابقا ان ال agent function شو
+
+46
+00:03:30,530 --> 00:03:35,050
+بتعمل؟ بتعمل map من ال percept history ل action
+
+47
+00:03:35,050 --> 00:03:37,690
+معين فبالتالي ده اللي هي دي لو بنعملها formulation
+
+48
+00:03:37,690 --> 00:03:42,230
+F نقطتين ال star معناها ال percept history بناء
+
+49
+00:03:42,230 --> 00:03:46,510
+على ال percept history بدي اختار action معين تمام؟
+
+50
+00:03:47,740 --> 00:03:50,780
+وحكينا إن الـ agent program لازم إنه يعمل
+
+51
+00:03:50,780 --> 00:03:54,680
+implement لـ agent function اللي بتعمل maintain
+
+52
+00:03:54,680 --> 00:03:58,520
+بتحتفظ بالـ internal state ومن ضمن ال internal
+
+53
+00:03:58,520 --> 00:04:03,220
+state لازم تحتوي على معلومات على ال external
+
+54
+00:04:03,220 --> 00:04:07,520
+environment فبالتالي لو بدنا نعمل إعادة سياغة لهذه
+
+55
+00:04:07,520 --> 00:04:11,360
+بالشكل الجديد، أيش بدي أدخل في الموضوع أنا عندي
+
+56
+00:04:11,360 --> 00:04:16,280
+هنا؟ إنه أنا عندي ال F ال agent functionهي بدي
+
+57
+00:04:16,280 --> 00:04:21,380
+أدخل ال percept history مع ال action history عشان
+
+58
+00:04:21,380 --> 00:04:24,860
+أشوف أيه و كذلك ال state الحالية عشان أختار action
+
+59
+00:04:24,860 --> 00:04:29,620
+معينة بالظبط هي مجموعة ال states الأصل هي مجموعة
+
+60
+00:04:29,620 --> 00:04:32,380
+ال states أنا عندي فبالتالي دخلنا في الموضوع
+
+61
+00:04:32,380 --> 00:04:35,160
+شغلتان اللي هو ال action history و ال percept
+
+62
+00:04:35,160 --> 00:04:39,160
+history و ال action history تمام؟ و ذكرنا المرة
+
+63
+00:04:39,160 --> 00:04:42,100
+الماضية أنه لو كانت أنه كل ال states أنا عندي
+
+64
+00:04:42,100 --> 00:04:47,480
+معروفةوأنا عندي معلومات كاملة عندها فبالتالي إنه
+
+65
+00:04:47,480 --> 00:04:52,460
+الـ state space بتحول لنوع خاص اسمه Markovian أو
+
+66
+00:04:52,460 --> 00:04:55,360
+الـ Markov Model وشوفنا إنه رسمنا إنه كيف ال
+
+67
+00:04:55,360 --> 00:04:59,640
+states إنه بتنتقل من يعني إنه إنه أنا فيه عندي
+
+68
+00:04:59,640 --> 00:05:03,420
+مجموعة من ال states والانتقال تبعها إنه معروف إنه
+
+69
+00:05:03,420 --> 00:05:06,760
+من هاي ال state لهاي state ممكن إنه أرجع أو ممكن
+
+70
+00:05:06,760 --> 00:05:10,260
+لأ تمام ومن ال state هذه ممكن أتنقل ل state تالتة
+
+71
+00:05:10,260 --> 00:05:15,900
+ورابعة وهكذاتمام؟ وحكينا إنه ال status و ال memory
+
+72
+00:05:15,900 --> 00:05:20,260
+في ال game theory تمام؟ كل state إنه بتحتوي على
+
+73
+00:05:20,260 --> 00:05:24,760
+مجموعة معلومات ال perceptions اللي قدت و ال
+
+74
+00:05:24,760 --> 00:05:28,860
+actions اللي قدت لهذه ال state معناه ذلك إنه فينا
+
+75
+00:05:28,860 --> 00:05:32,880
+عندي حاجة اسمها perfect recall و ال perfect recall
+
+76
+00:05:32,880 --> 00:05:37,880
+مع ال full observability مع ال deterministic
+
+77
+00:05:37,880 --> 00:05:41,220
+action بيعطيني حاجة اسمها perfect information
+
+78
+00:05:41,220 --> 00:05:46,300
+بالظبطنيجي الآن لنوع جديد اللي هو الـ Model Based
+
+79
+00:05:46,300 --> 00:05:50,540
+Reflex Agent Reflex Agent إنه من اسمه إنه agent
+
+80
+00:05:50,540 --> 00:05:53,920
+انعكاسي، إيش يعني إيه انعكاسي؟ بناء على state
+
+81
+00:05:53,920 --> 00:05:59,080
+معينة بينعكس ردة فعله بناء على ال state هاي إيش
+
+82
+00:05:59,080 --> 00:06:04,620
+بنضيفله؟ بنضيفله model، بنضيفله model فبالتالي
+
+83
+00:06:04,620 --> 00:06:07,340
+لاحظوا إنه أنا عندي هاي ال agent إيش الاختلاف بينه
+
+84
+00:06:07,340 --> 00:06:11,500
+بين الرسمة السابقة؟ لاحظوا إنه هاي ال agentهذا
+
+85
+00:06:11,500 --> 00:06:15,460
+موجود كان سابقاً في Reflex Agent الـ Actuators و
+
+86
+00:06:15,460 --> 00:06:19,220
+أنا بقدر أشوف ال environment من خلال ال sensors
+
+87
+00:06:19,220 --> 00:06:23,020
+فبالتالي في ال sensors بقدر أعرف إنه كيف شكل ال
+
+88
+00:06:23,020 --> 00:06:28,920
+environment حاليا تمام؟ و إيش بدخل معايا أنا عندي
+
+89
+00:06:28,920 --> 00:06:33,240
+input؟ هدول الشغلات الجديدة طبعا هنا إنه حالة ال
+
+90
+00:06:33,240 --> 00:06:37,660
+environment أنا عندي بناء عليها إنه بيكون في عندي
+
+91
+00:06:38,060 --> 00:06:44,040
+state معينة من ال status base تمام و هنا بدي أضيف
+
+92
+00:06:44,040 --> 00:06:49,660
+هذا هو ال model هدول هدول الأشياء هدول كلهم هدول
+
+93
+00:06:49,660 --> 00:06:54,900
+بتعتبر انه هي ال model تمام
+
+94
+00:06:54,900 --> 00:06:58,480
+ايش ال model بيحتوي انه بيكون في هنا عندي modeling
+
+95
+00:06:58,480 --> 00:07:02,340
+انه كيف العالم بتطور كيف انه بي .. يعني how .. how
+
+96
+00:07:02,340 --> 00:07:07,620
+it is evolved تمامو بناءً .. و كمان .. إيش اسمه؟ و
+
+97
+00:07:07,620 --> 00:07:10,220
+.. و بالإضافة لذلك إنه أنا بيكون في عندي في ال
+
+98
+00:07:10,220 --> 00:07:13,580
+model معرفة بإيش ال actions اللي أنا ممكن أخدها
+
+99
+00:07:13,580 --> 00:07:17,420
+معناه ذلك إنه أنا بيكون في عندي حاجة زي ال .. زي
+
+100
+00:07:17,420 --> 00:07:21,620
+الاستكشاف إنه .. إنه هاي ال actions و بدي أشوف كيف
+
+101
+00:07:21,620 --> 00:07:24,100
+العالم بتطور يعني إنه لو أخدت ال action هذا إيش
+
+102
+00:07:24,100 --> 00:07:28,000
+بيصير؟ هاي مفهوم ال modeling إنه أنا بيصير في عندي
+
+103
+00:07:28,000 --> 00:07:30,880
+model طب لو ال action التاني إيش انعكاسه على ال
+
+104
+00:07:30,880 --> 00:07:36,320
+environment و هكذا؟طبعا هذا الكلام كله بدخل بيأثر
+
+105
+00:07:36,320 --> 00:07:39,200
+انه كيف شكل العالم موجود حاليا او كيف شكل ال
+
+106
+00:07:39,200 --> 00:07:41,940
+environment المحيطة بال agent حاليا و بنانا عليه
+
+107
+00:07:41,940 --> 00:07:45,300
+بدي احدد ايش ال action اللي انا بدي اخده طبعا
+
+108
+00:07:45,300 --> 00:07:49,220
+بنانا على مجموعة من ال rules طبعا مجموعة ال rules
+
+109
+00:07:49,220 --> 00:07:52,180
+هذه هناخدها ان شاء الله في chapter منفصل اسمه ال
+
+110
+00:07:52,180 --> 00:07:55,160
+expert system هناخد ال rule based expert system
+
+111
+00:07:55,160 --> 00:07:58,000
+هتشوفوا ايش معناته ان يكون في عندي rules و استنتج
+
+112
+00:07:58,000 --> 00:08:03,630
+اعمل عملية استنتاج بنانا على ال rules هذه طبعانجي
+
+113
+00:08:03,630 --> 00:08:07,630
+نشوف أنه مثال على كيف أن العالم بتطور أنه كيف أنه
+
+114
+00:08:07,630 --> 00:08:10,710
+تطور الأحداث أنا عندي في العالم يعني على سبيل
+
+115
+00:08:10,710 --> 00:08:16,550
+المثال overtaking cars get closer from behind تمام
+
+116
+00:08:16,550 --> 00:08:20,430
+أنه
+
+117
+00:08:20,430 --> 00:08:26,010
+على سبيل المثال أن أنا بكون ماشي في السيارة تمام و
+
+118
+00:08:26,010 --> 00:08:28,950
+أنه ب .. أنه أنا براقب العالم كيف بتطور أنه أنا
+
+119
+00:08:28,950 --> 00:08:32,810
+براقب السيارات اللي بتكون موجودةورايا إن هي كيف
+
+120
+00:08:32,810 --> 00:08:36,670
+بتقترب مني تمام؟ كيف بتقترب و بتبعد بناء على
+
+121
+00:08:36,670 --> 00:08:40,270
+actions أنا بسويها، لو عملت stop بتجرب مني أكتر،
+
+122
+00:08:40,270 --> 00:08:43,190
+لو خففت السرعة بتجرب مني أكتر، لو حافظت على السرعة
+
+123
+00:08:43,190 --> 00:08:48,450
+بحافظ على المسافة، زي هيك، تمام؟ كذلك هذه هي
+
+124
+00:08:48,450 --> 00:08:51,490
+الجزئية، إن how word is evolved، هي مثال عليها،
+
+125
+00:08:51,490 --> 00:08:56,390
+تمام؟ ناخد مثال إن what my actions do، إيش ال
+
+126
+00:08:56,390 --> 00:09:00,110
+actions هذا بتسوي؟أنا عندي مجموعة من ال actions
+
+127
+00:09:00,110 --> 00:09:03,430
+عندي مثلا سبعة actions محدودة ال action هذا شو
+
+128
+00:09:03,430 --> 00:09:07,730
+النتيجة تبعته يعني على سبيل المثال أنه ألف عجلة
+
+129
+00:09:07,730 --> 00:09:11,870
+القيادة باتجاهها قارب الساعة إيش بيخلي؟ بيخلي
+
+130
+00:09:11,870 --> 00:09:16,130
+السيارة أنه تتجه تجاه اليمين بالظبط يعني الشكل طب
+
+131
+00:09:16,130 --> 00:09:19,990
+لو لفيت هيك بتروح باتجاه الشمال طب لو ضغطت على هذا
+
+132
+00:09:19,990 --> 00:09:23,930
+الزر إيش بيصير؟ طب لو سحبت ال handbrake شو بيصير؟
+
+133
+00:09:23,930 --> 00:09:29,520
+زي هيك تمام؟فبالتالي انه ال model base انه بيعمل
+
+134
+00:09:29,520 --> 00:09:32,640
+update لل state تبعته لو شفنا ال function هي انه
+
+135
+00:09:32,640 --> 00:09:36,500
+هي reflex agent with state شو بياخد؟ بياخد ال
+
+136
+00:09:36,500 --> 00:09:39,920
+percept و برجع action طبعا في عندي براميطر تانية
+
+137
+00:09:39,920 --> 00:09:42,780
+غير ال percept يعني ماتطلعوش على الموضوع ان هذه
+
+138
+00:09:42,780 --> 00:09:45,440
+الدالة بتاخد بس براميطر واحد في عندي براميطر تانية
+
+139
+00:09:45,440 --> 00:09:51,280
+static ليش static؟ لا static في مفهوم البرمجة
+
+140
+00:09:54,470 --> 00:09:58,790
+بالظبط ان هذه ال variables visible out of the
+
+141
+00:09:58,790 --> 00:10:02,010
+scope of the function لأنه بيصير update عليها من
+
+142
+00:10:02,010 --> 00:10:04,830
+أماكن تانية خارج scope ال function هذه فبالتالي
+
+143
+00:10:04,830 --> 00:10:08,230
+انه زي .. انه .. زي كأنه global variables اللي أنا
+
+144
+00:10:08,230 --> 00:10:13,210
+بتطلع عليها إيش هي؟ ال state هي عبارة عن
+
+145
+00:10:13,210 --> 00:10:15,830
+description لل current word إيش كذلك كمان؟ ال
+
+146
+00:10:15,830 --> 00:10:20,070
+rules فبالتالي بياخد تلاتة parameters اللي هو ال
+
+147
+00:10:20,070 --> 00:10:27,700
+percept وال state وال rules تمام؟طبعا بناء على ال
+
+148
+00:10:27,700 --> 00:10:31,260
+state و ال percept إيش بروح بسويه بعمل update لل
+
+149
+00:10:31,260 --> 00:10:37,080
+state تمام بعد ما أنا عملت update لل state الحالية
+
+150
+00:10:37,080 --> 00:10:40,540
+بدي أشوف إيش ال rules اللي بتنطبق فروح بعمل rule
+
+151
+00:10:40,540 --> 00:10:45,640
+match إيش بعطيله لل state بالإضافة لبجموعة ال
+
+152
+00:10:45,640 --> 00:10:50,840
+rules تبعتيإيش بروح بطلعليه ال rule اللي يفترض أنه
+
+153
+00:10:50,840 --> 00:10:54,980
+هي تشتغل فإيش بروح بسويه بروح بطبقها فبروح بعمل
+
+154
+00:10:54,980 --> 00:10:58,960
+rule action نفذلي هذه ال rule تمام قديته ال rule
+
+155
+00:10:58,960 --> 00:11:01,720
+هذه اللي انا استخرجتها من الخطوة السابقة بطلع عندي
+
+156
+00:11:01,720 --> 00:11:06,980
+action معين طبعا ال action هذا بيأثر علىال state
+
+157
+00:11:06,980 --> 00:11:09,640
+فعشان هيك ان انا بدي اعمل update لل state كمان مرة
+
+158
+00:11:09,640 --> 00:11:13,280
+لاحظوا ان انا عملت update لل state before و after
+
+159
+00:11:13,280 --> 00:11:17,040
+بالظبط شوفنا ايش هي ال state الحالية طبعا وال
+
+160
+00:11:17,040 --> 00:11:21,240
+state الحالية هادي static معناه ذلك انه بتأثر يعني
+
+161
+00:11:21,240 --> 00:11:23,540
+انه على ال global variable هدا اللي هي ال state
+
+162
+00:11:23,540 --> 00:11:26,460
+فبالتالي في المرة الجاية في الاستدعاء بياخد القيمة
+
+163
+00:11:26,460 --> 00:11:31,880
+ال updated و بعد هيك اخر خطوة بروح بعمل برجع ل
+
+164
+00:11:31,880 --> 00:11:35,860
+action تمام هيبقى ببساطة
+
+165
+00:11:38,860 --> 00:11:42,440
+الـ model-based reflex agent هو عبارة عن simple
+
+166
+00:11:42,440 --> 00:11:45,600
+reflex agent، إيش انضاف عليه؟ انضاف عليه الجزئية
+
+167
+00:11:45,600 --> 00:11:49,480
+هذه، اللي هي الـ model، اللي بتتكون من شغلتين، إنه
+
+168
+00:11:49,480 --> 00:11:54,320
+بلاحظ كيف العالم إن هو بتطور، وإيش ال actions، إيش
+
+169
+00:11:54,320 --> 00:11:58,410
+التأثيرات تبعتها، تمام؟وهذا الكلام إنه بعمل update
+
+170
+00:11:58,410 --> 00:12:03,270
+لل state كل مرة وطبيعة الحال يعني إنه ال condition
+
+171
+00:12:03,270 --> 00:12:07,910
+action rules هذه عبارة عن مجموعة ال rules اللي
+
+172
+00:12:07,910 --> 00:12:11,710
+موجودة عندي بشوف بطبخها أي rule يفترض إن أنا أختار
+
+173
+00:12:11,710 --> 00:12:18,530
+بناء على ال state اللي موجودة عندي، تمام؟ طيب، نجي
+
+174
+00:12:18,530 --> 00:12:22,990
+للنوع اللي بعده، واضح الأمور لغاية الآن؟ النوع
+
+175
+00:12:22,990 --> 00:12:27,170
+اللي بعده اللي هو ال goal based agentفي هذه الحالة
+
+176
+00:12:27,170 --> 00:12:31,470
+بيكون في عندي goal معين في بعض الأحيان أنه أنا
+
+177
+00:12:31,470 --> 00:12:37,790
+أعرف ال state و ال environment مش كافي فبالتالي
+
+178
+00:12:37,790 --> 00:12:42,370
+يعني بحتاج يعني في بعض ال problem في بعض التطبيقات
+
+179
+00:12:42,370 --> 00:12:45,550
+ال reflex agent بيكون كافي بالنسبة لعيلها، يكفي،
+
+180
+00:12:45,550 --> 00:12:48,130
+التطبيقات التانية لأ لازم أنه أطور شوية أضيف
+
+181
+00:12:48,130 --> 00:12:52,840
+model، التطبيقات التالتةبنفعش لازم أضيف goal لإنه
+
+182
+00:12:52,840 --> 00:12:57,280
+بنفعش إن هو يضل يعمل يتفاعل مع البيئة زي هيك بدون
+
+183
+00:12:57,280 --> 00:13:02,320
+أي goal موجود عنده، تمام؟ يعني على سبيل المثال إن
+
+184
+00:13:02,320 --> 00:13:05,660
+ال taxi ممكن يروح شمال ويمين و straight، طب و
+
+185
+00:13:05,660 --> 00:13:11,420
+بعدين؟ إيش الهدف؟ الهدف لازم يكون في عندي goal إيش
+
+186
+00:13:11,420 --> 00:13:14,480
+هو ال goal؟ إنه لازم يكون في عندي destination
+
+187
+00:13:14,480 --> 00:13:16,040
+أصلها
+
+188
+00:13:17,790 --> 00:13:20,890
+تمام؟ إشي يا destination أنه ال passenger أو
+
+189
+00:13:20,890 --> 00:13:25,270
+الراكب أنا بيكون عندي يفترض أن هو بده يروح على
+
+190
+00:13:25,270 --> 00:13:28,530
+مكان معين فبالتالي هذا ال goal تبعي بيكون بهذا
+
+191
+00:13:28,530 --> 00:13:28,870
+الشكل
+
+192
+00:13:43,930 --> 00:13:47,690
+طيب يبقى احنا في هذا النوع من ال agent بدنا نستخدم
+
+193
+00:13:47,690 --> 00:13:52,110
+ال knowledge about the goal ايش knowledge about
+
+194
+00:13:52,110 --> 00:13:54,630
+the goal يعني انه على سبيل المثال انه destination
+
+195
+00:13:54,630 --> 00:13:57,430
+ها دي موجودة في المكان اللي فلاني ايش ال knowledge
+
+196
+00:13:57,430 --> 00:14:01,050
+اللي عليها ان انا عشان اصل للمكان اللي فلاني عشان
+
+197
+00:14:01,050 --> 00:14:04,410
+لازم اروح على يعني اروح على النقطة A وانا اروح على
+
+198
+00:14:04,410 --> 00:14:08,830
+النقطة B مثلا زي هي تمام عشان نعمل guide لل action
+
+199
+00:14:08,830 --> 00:14:12,670
+ال action ان انا اروح اول على المدينة A والمدينة B
+
+200
+00:14:13,270 --> 00:14:16,090
+زي ما شوفنا في خريطة رومانيا لو أنا مثلا موجود في
+
+201
+00:14:16,090 --> 00:14:20,130
+بوخرست و بدي أروح لمدينة معينة لازم أزور المدينة
+
+202
+00:14:20,130 --> 00:14:22,930
+هذه و أزور المدينة هذه عشان أنا أصل لل destination
+
+203
+00:14:25,760 --> 00:14:30,680
+تمام؟ طيب شوفنا في خط يعني في .. في slide سابقة
+
+204
+00:14:30,680 --> 00:14:34,040
+انه يعني على سبيل المثال انه انا في عندي possible
+
+205
+00:14:34,040 --> 00:14:38,360
+solutions انه انا يعني انا عند .. لو كنت موجود في
+
+206
+00:14:38,360 --> 00:14:41,140
+بخرست و انا بدي أروح على مدينة معينة في عندي ممكن
+
+207
+00:14:41,140 --> 00:14:43,660
+أروح على المسار هذا أو بالمسار هذا فبالتالي
+
+208
+00:14:43,660 --> 00:14:47,960
+الموضوع هنا بيحتاج ل searchوهنا بيحتاج lab
+
+209
+00:14:47,960 --> 00:14:51,560
+learning فبالتالي هنا جربنا من الباب الجاي أو
+
+210
+00:14:51,560 --> 00:14:54,480
+الباب القادم أو ال chapter القادم اللي في ال
+
+211
+00:14:54,480 --> 00:14:57,180
+intelligence في ال .. في ال .. في ال artificial
+
+212
+00:14:57,180 --> 00:15:03,260
+intelligence اللي هو solving problem by search
+
+213
+00:15:03,260 --> 00:15:07,320
+solving problems by search فبالتالي هنابدنا ندخل
+
+214
+00:15:07,320 --> 00:15:09,580
+ال search في الموضوع فبتاعي بدنا نعمل formulation
+
+215
+00:15:09,580 --> 00:15:12,580
+of ال problem as a search problem وندخل ال search
+
+216
+00:15:12,580 --> 00:15:15,600
+في الموضوع عشان ا .. عشان انا يعني احدد ايش ال
+
+217
+00:15:15,600 --> 00:15:18,500
+actions اللي انا بدي اسويها بناء على ال
+
+218
+00:15:18,500 --> 00:15:28,820
+destination تمام؟ طيب ايش الاختلاف؟ صار في عندي
+
+219
+00:15:28,820 --> 00:15:35,200
+هنا goal هاي ال agentبهذا الشكل طبيعة الحال هذه
+
+220
+00:15:35,200 --> 00:15:39,180
+أساسية sensors بشوف كيف شكل ال environment وال
+
+221
+00:15:39,180 --> 00:15:43,840
+actuators من خلالها بتفاعل مع البيئة طبعا ال
+
+222
+00:15:43,840 --> 00:15:47,400
+sensors أيش بت .. يعني انه من خلالها بحدد انه كيف
+
+223
+00:15:47,400 --> 00:15:52,330
+شكل ال environment حالياطبعا؟ و هنا في ال goal بي
+
+224
+00:15:52,330 --> 00:15:54,650
+.. يعني في ال .. في ال goal based agent في عنده
+
+225
+00:15:54,650 --> 00:15:59,170
+هنا component إضافي إنه what it will be like if I
+
+226
+00:15:59,170 --> 00:16:01,910
+do action A إذا أنا عملت ال action A هنا في عندي
+
+227
+00:16:01,910 --> 00:16:05,110
+مجموعة من ال actions طبعا؟ لأنه هنا عادي ال
+
+228
+00:16:05,110 --> 00:16:08,990
+component إنه جاية من ال model يبقى ال goal based
+
+229
+00:16:08,990 --> 00:16:13,650
+agent في model ولا فيش في model؟ في model طبعا؟ بس
+
+230
+00:16:13,650 --> 00:16:16,250
+إيش الإضافة دي ضفنا عليها؟ إن أحنا ضفنا goal
+
+231
+00:16:17,920 --> 00:16:20,840
+فبالتالي هنا من مجموعة ال actions اللي موجودة عندي
+
+232
+00:16:20,840 --> 00:16:24,700
+بدي احدد انه لو اخترت ال action ايه، ايش بيصير؟ طب
+
+233
+00:16:24,700 --> 00:16:29,720
+لو اخترت بيه، ايش بيصير؟ زي هيك، تمام؟ و هنا زي ما
+
+234
+00:16:29,720 --> 00:16:34,700
+شوفنا في ال .. في ال model based agent انه في عندي
+
+235
+00:16:34,700 --> 00:16:38,540
+component بيحدد كيف ان هو العالم بتطور بناء على ال
+
+236
+00:16:38,540 --> 00:16:44,180
+actions اللي انا بدي ااخدها طبعا اختيار ال action
+
+237
+00:16:44,180 --> 00:16:50,430
+بيكون بناء على ايش؟ مجموعة من ال goalsتمام؟ هناك
+
+238
+00:16:50,430 --> 00:16:53,730
+إنه كان سابقا على أساس مجموعة من ال rules لكن هنا
+
+239
+00:16:53,730 --> 00:17:01,930
+بناء على مجموعة من ال goals تمام؟
+
+240
+00:17:01,930 --> 00:17:02,450
+طيب
+
+241
+00:17:08,880 --> 00:17:12,700
+الـ Reflex Agent إنه انعكاسي يعني إحنا بنرجع بنذكر
+
+242
+00:17:12,700 --> 00:17:15,420
+في الـ Reflex Agent إنه إحنا كيف نضيف ال goal في
+
+243
+00:17:15,420 --> 00:17:18,520
+الموضوع إنه إنه انعكاسي بناءً على الأشياء اللي
+
+244
+00:17:18,520 --> 00:17:21,040
+بتسير في ال environment و هو بيصير فيه انعكاس على
+
+245
+00:17:21,040 --> 00:17:23,960
+ال action اللي بيسوي يعني على سبيل المثال إنه الـ
+
+246
+00:17:23,960 --> 00:17:29,840
+Reflex Agent بعمل break لما يشوف ال brake light من
+
+247
+00:17:29,840 --> 00:17:33,100
+السيارة اللي أمامه طبعا طبيعي الحال يبقى أنا لما
+
+248
+00:17:33,100 --> 00:17:36,880
+أشوف ال brake light من السيارة الأمامي معنا ذلك
+
+249
+00:17:36,880 --> 00:17:43,940
+إنهالـ car اللي موجودة قدامي تتوقف معناه ذلك إنه
+
+250
+00:17:43,940 --> 00:17:47,500
+أنا لازم أتوقف كذلك معناه ذلك I should use break
+
+251
+00:17:47,500 --> 00:17:53,800
+هذا reflex agent تمام إنه زي هيك طبعا بدي أكون
+
+252
+00:17:53,800 --> 00:17:58,460
+إضافة على ذلك في أنا عندي model عشان أنا أعرف كيف
+
+253
+00:17:58,460 --> 00:18:00,860
+العالم بتطور بالإضافة لذلك إنه أنا بدي أكون في
+
+254
+00:18:00,860 --> 00:18:04,260
+عندي goal
+
+255
+00:18:04,260 --> 00:18:05,800
+reasons
+
+256
+00:18:10,540 --> 00:18:15,440
+تمام؟ طيب نجي للنوع الجديد أو النوع اللي بعده من
+
+257
+00:18:15,440 --> 00:18:20,020
+.. من .. من ال agents اللي هو ال utility based
+
+258
+00:18:20,020 --> 00:18:28,140
+agent utility based agents طبعا
+
+259
+00:18:28,140 --> 00:18:32,580
+ال goals هناقد تكون إن هي في حداتها إن هي مش كافية
+
+260
+00:18:32,580 --> 00:18:35,940
+يعني في بعض التطبيقات إنه ال goal بيكون خلاص كافي
+
+261
+00:18:35,940 --> 00:18:39,680
+لكن في بعض التطبيقات التانية إنه لأ ال goal بيكونش
+
+262
+00:18:39,680 --> 00:18:43,820
+كافي لازم يكون في عندي هنا محددات أخرى يعني على
+
+263
+00:18:43,820 --> 00:18:48,800
+سبيل المثال بالإضافة لل goal اللي هو ال
+
+264
+00:18:48,800 --> 00:18:54,120
+destination إن أنا بدي أروح على المكان C مثلا بدي
+
+265
+00:18:54,120 --> 00:18:57,120
+أضيف معلومات أو شغلات تانية اللي هي مثلا على سبيل
+
+266
+00:18:57,120 --> 00:19:02,700
+المثال إن أناجداش يعني انه .. يعني كانت انه الرحلة
+
+267
+00:19:02,700 --> 00:19:06,580
+سريعة او جداش وصلت .. يعني جداش انه .. يعني سرعة
+
+268
+00:19:06,580 --> 00:19:11,740
+وصولي ل .. لل destination تبعتي او انه جداش انه
+
+269
+00:19:11,740 --> 00:19:14,340
+انا روحت لل destination تبعتي وكان ان الوضع آمن
+
+270
+00:19:14,340 --> 00:19:18,040
+يعني ممكن يكون في عندي agent يوصلني هناك بس يوصلني
+
+271
+00:19:18,040 --> 00:19:24,080
+هناك مصاب وفي agent تاني انه بوصلني إياه سليم
+
+272
+00:19:24,080 --> 00:19:27,650
+فبالتالي الجولة وحدهما بيكفي فبالتالي بدنا نضيف
+
+273
+00:19:27,650 --> 00:19:30,710
+parameters تانية ممكن تكون أكتر من parameters يبقى
+
+274
+00:19:30,710 --> 00:19:34,230
+إيش الفرق بين ال goal وال utility based ال utility
+
+275
+00:19:34,230 --> 00:19:38,370
+based برضه بتشمل على goal بس إيش بدي أضيف بالظبط
+
+276
+00:19:38,370 --> 00:19:42,690
+والمعلومات هذه كيف بقيسها بقيسها ب quantity كمية
+
+277
+00:19:42,690 --> 00:19:47,610
+لازم يكون فيها underscore يعني على سبيل المثال ان
+
+278
+00:19:47,610 --> 00:19:52,250
+how fast يبقى ال agent هذا وصلني في خمس دقائق ال
+
+279
+00:19:52,250 --> 00:19:55,150
+agent اللي بعده يعني ال agent تاني وصلني بسبع
+
+280
+00:19:55,150 --> 00:19:58,840
+دقائقمين أفضل؟ يبقى هنا ال utility function بقدر
+
+281
+00:19:58,840 --> 00:20:03,500
+أقول إنه أه والله هذه الطريقة في التوصيل أفضل،
+
+282
+00:20:03,500 --> 00:20:06,120
+ليش؟ لأن هذه بتوصل في خمس دقائق و هذه بتوصل في سبع
+
+283
+00:20:06,120 --> 00:20:10,440
+دقائق، مش بس السرعة، بدي أخد في عيني اعتبار ال
+
+284
+00:20:10,440 --> 00:20:14,460
+safety مثلا على سبيل المثال هذه الطريقة في التوصيل
+
+285
+00:20:14,460 --> 00:20:20,740
+بتوصلني سليم 100% هذه ممكن توصلني 50 50 50، 50%،
+
+286
+00:20:20,740 --> 00:20:24,280
+معناه ذلك إنه احتمال 50% إنه يصير معايا حادث في
+
+287
+00:20:24,280 --> 00:20:28,290
+الطريق لو أنااتبعت هذه الطريقة في التوصيل بهذا
+
+288
+00:20:28,290 --> 00:20:32,390
+الشكل تمام؟ يبقى ال utility function تعملي map لل
+
+289
+00:20:32,390 --> 00:20:35,390
+state لل real number عشان هيك أنا قلتلكم انه ب
+
+290
+00:20:35,390 --> 00:20:38,990
+quantity بقدر انه من خلال ال score هذا اقدر اقارن
+
+291
+00:20:38,990 --> 00:20:43,690
+بين الحل هذا و الحل هذا تمام؟ طبعا ال score هذا
+
+292
+00:20:43,690 --> 00:20:49,560
+يعني بوصفالدرجة معينة على سبيل المثال أن ال
+
+293
+00:20:49,560 --> 00:20:52,540
+happiness أو ال goodness أو ال success أو ال
+
+294
+00:20:52,540 --> 00:20:56,340
+satisfaction أو بغض النظر حسب التطبيق يعني بيعتمد
+
+295
+00:20:56,340 --> 00:21:03,820
+حسب التطبيق تمام؟ يعني على سبيل المثالانه ال
+
+296
+00:21:03,820 --> 00:21:06,460
+utility measure comes from يعني على سبيل المثال
+
+297
+00:21:06,460 --> 00:21:10,900
+انه ال economics ان انا بدي اقيص مقدار ال money ال
+
+298
+00:21:10,900 --> 00:21:15,620
+profit طبعا و هذا الكلام ان احنا بدنا ندخله في ال
+
+299
+00:21:15,620 --> 00:21:18,200
+taxi driver لازم ندخله في ال taxi driver انه انا
+
+300
+00:21:18,200 --> 00:21:22,800
+زي ما حكيت انه اخر نهار لما يجيني ايش بهمني بدي
+
+301
+00:21:22,800 --> 00:21:25,400
+احطله utility function بالاضافة لل goal بدي احطله
+
+302
+00:21:25,400 --> 00:21:27,800
+utility function انه انت جدش الغلة اللي انت
+
+303
+00:21:27,800 --> 00:21:32,220
+استلنتها هذه شغلة فبالتالي انا بقيصها بال real
+
+304
+00:21:32,220 --> 00:21:37,820
+numberوإيش كمان؟ عدد المخالفات أنا بهمن يكون أقل
+
+305
+00:21:37,820 --> 00:21:41,220
+ما يمكن عدد المخالفات وإن السيارة ترجع سليمة جدش
+
+306
+00:21:41,220 --> 00:21:46,260
+إن السيارة رجعت سليمة؟ 100%؟ 90%؟ انكسر الضوء
+
+307
+00:21:46,260 --> 00:21:51,140
+تبحة؟ صار فيه خدش للباب؟ فبالتالي إنه أنا بقيصه ب
+
+308
+00:21:51,140 --> 00:21:55,400
+real number زي هيك، تمام؟ أما في ال biology على
+
+309
+00:21:55,400 --> 00:21:59,060
+سبيل المثال إنه يعني لو كانت مثلا في عندي game
+
+310
+00:21:59,060 --> 00:22:03,030
+معينةوال game هذه ان انا مثلا على سبيل المثال ان
+
+311
+00:22:03,030 --> 00:22:07,250
+انا عندي مزرعة وانتوا اكيد اللعبتوا يعني ألعاب
+
+312
+00:22:07,250 --> 00:22:10,410
+مشابهة لهذا الاشي فبالتالي انا كيف بقيس ال utility
+
+313
+00:22:10,410 --> 00:22:15,150
+function ان انا جداش مثلا عندي offspring ان انا
+
+314
+00:22:15,150 --> 00:22:17,330
+جداش .. يعني انا عندي مزرعة أبقار مثلا جداش انا
+
+315
+00:22:17,330 --> 00:22:20,570
+صار فيه عندي أبقار جداش انا عندي صار ان الأبقار
+
+316
+00:22:20,570 --> 00:22:23,890
+هذه بتتولد جداش صار فيه عندي أبقار او جداش صار فيه
+
+317
+00:22:23,890 --> 00:22:27,930
+عندي محصول بهذا الشكل تمام؟ ولو انا كنت بلعب game
+
+318
+00:22:29,000 --> 00:22:31,440
+أكيد انتوا بطبيعة الحال انه لعبتوا game وشوفتوا
+
+319
+00:22:31,440 --> 00:22:34,020
+انه ال character اللي أنا بلعب فيه فيه يعني بيكون
+
+320
+00:22:34,020 --> 00:22:38,480
+فيه ال life تبعه فبالتالي ال life هذا بيضلوا يعني
+
+321
+00:22:38,480 --> 00:22:42,860
+يعني مية في المية يعني healthy مية في المية بيضلوا
+
+322
+00:22:42,860 --> 00:22:45,500
+يتناقص يتناقص يتناقص و بعدها بيموت ال character
+
+323
+00:22:45,500 --> 00:22:48,760
+هذا فبالتالي بيصير انا عندي ك goal ان انا ال real
+
+324
+00:22:48,760 --> 00:22:52,640
+number هذا احافظ عليه انه maximum يعني انه maximum
+
+325
+00:22:52,640 --> 00:22:57,540
+as يعني انه يعني اقصى درجة او اعلى قيمة بهذا الشكل
+
+326
+00:22:57,540 --> 00:23:04,400
+طوال الوقتطبعا فبالتالي
+
+327
+00:23:04,400 --> 00:23:10,660
+ال utility based agent نفس ال agent السابق مضيش ان
+
+328
+00:23:10,660 --> 00:23:13,980
+انا اضيف يعني شروحات كتيرة او ان هو يعني في الرسمة
+
+329
+00:23:13,980 --> 00:23:19,400
+بس ايش اضاف هذا ال component اللي هو how happy I
+
+330
+00:23:19,400 --> 00:23:24,100
+will be in a such state طبعا هنا how ال happy يعني
+
+331
+00:23:24,100 --> 00:23:28,980
+ان هو طبعا على سبيل المثالممكن انه في .. في .. في
+
+332
+00:23:28,980 --> 00:23:31,700
+application تانية انه هيقول انه .. انه how much
+
+333
+00:23:31,700 --> 00:23:36,560
+money I can earn او مثلا how money life انه موجودة
+
+334
+00:23:36,560 --> 00:23:40,680
+عندي او generation عندي of spring تمام؟ و هنا بده
+
+335
+00:23:40,680 --> 00:23:44,600
+يكون في عندي ال utility function اللي هي بتحدد او
+
+336
+00:23:44,600 --> 00:23:50,280
+بتحسب ال real number هذا تمام؟
+
+337
+00:23:50,280 --> 00:23:54,340
+نجي
+
+338
+00:23:54,340 --> 00:23:59,200
+نشوف الآنالـ learning agents يعني لو احنا رجعنا
+
+339
+00:23:59,200 --> 00:24:04,240
+انه أكم agent احنا شوفنا لغاية الآن أربع أنواع
+
+340
+00:24:04,240 --> 00:24:09,660
+شوفنا ال reflex انه ال agent الانعكاسي بتكون ردود
+
+341
+00:24:09,660 --> 00:24:12,320
+أفعاله انعكاسية بناء على حالة ال environment وإيش
+
+342
+00:24:12,320 --> 00:24:17,100
+كمان هو نفس ال reflex بصدفناله model إيش ال model
+
+343
+00:24:17,100 --> 00:24:20,860
+بيحدد؟ إنه كيف العالم بيراقب كيف العالم بتطور بناء
+
+344
+00:24:20,860 --> 00:24:26,470
+على actions معينة إيش بعده كمان؟Goal Based Agent
+
+345
+00:24:26,470 --> 00:24:29,990
+إنه مرات في بعض التطبيقات بكفيش إن أنا يكون في
+
+346
+00:24:29,990 --> 00:24:33,510
+عندي يعني إنه model يعني لازم يكون في عندي goal
+
+347
+00:24:33,510 --> 00:24:39,790
+محدد زي إنه destination معينة أو إنه أنا يعني درجة
+
+348
+00:24:39,790 --> 00:24:43,970
+نظافة معينة لو إحنا بنحكي على vacuum cleaner agent
+
+349
+00:24:43,970 --> 00:24:47,850
+إن أنا أجداش مقدار إنه القاعة هاد نظيفة في وقت
+
+350
+00:24:47,850 --> 00:24:52,670
+معين فبالتالي بقدر إن أنا أحدد هذا ال goalوشوفنا
+
+351
+00:24:52,670 --> 00:24:56,130
+كذلك ال utility based agent هو نفس الاشي goal بس
+
+352
+00:24:56,130 --> 00:25:00,550
+أنه أنا بقدر أضيف أكتر من factor وال factor هذا
+
+353
+00:25:00,550 --> 00:25:04,410
+بقيسه ب real number بحيث أنه أحدد لل agent هذا أنه
+
+354
+00:25:04,410 --> 00:25:08,390
+هذا أعمله maximize و هذا أعمله minimize بهذا الشكل
+
+355
+00:25:08,390 --> 00:25:18,650
+حاجات الأنواع هذه ممكن أنه أنا أخليها تتعلم تمام؟
+
+356
+00:25:18,920 --> 00:25:21,940
+طبعا يعني طريقة التعلم هذا هو بيتعلم من البيئة
+
+357
+00:25:21,940 --> 00:25:25,400
+اللي هو موجود فيها انه بيشوف انه عايش الأخطاء اللي
+
+358
+00:25:25,400 --> 00:25:34,500
+بيجع فيها فبالتالي انه بيقدر ان هو يتعلم لوحده طيب
+
+359
+00:25:34,500 --> 00:25:41,000
+يبقى هنا انه عادة ال performance انا عندي بيكون ان
+
+360
+00:25:41,000 --> 00:25:44,200
+انا بقدر ان انا راقبال environment من خلال ال
+
+361
+00:25:44,200 --> 00:25:48,440
+input sensor و ال output action زي ما اتعودنا بشوف
+
+362
+00:25:48,440 --> 00:25:51,660
+حالة ال environment من ال input sensor و بختار ال
+
+363
+00:25:51,660 --> 00:25:55,660
+action هذه تمام؟
+
+364
+00:25:55,660 --> 00:25:59,980
+بناء على ال agent نفسه هذا ال component كله ك
+
+365
+00:25:59,980 --> 00:26:04,120
+agent نفسه هنشوف تفاصيله يفترض ان ال actions تبعتي
+
+366
+00:26:04,870 --> 00:26:07,730
+اللي أنا بتطبقها من خلال الـ Actuators إنه هي
+
+367
+00:26:07,730 --> 00:26:11,950
+بتتطور مع الوقت أو بتتحسن أدائها مع الوقت، هذا هو
+
+368
+00:26:11,950 --> 00:26:19,710
+المطلوب إيش بيكون في عندي component إضافي هنا؟ إنه
+
+369
+00:26:19,710 --> 00:26:25,130
+أنا بحددله ال performance standard وهنا
+
+370
+00:26:25,130 --> 00:26:27,650
+بيكون في عندي component critique بقيس ال
+
+371
+00:26:27,650 --> 00:26:28,030
+performance
+
+372
+00:26:30,700 --> 00:26:35,060
+يعني على سبيل المثال لو أنا بدي أحكي أنه يعني أنه
+
+373
+00:26:35,060 --> 00:26:41,520
+بشكل standard أنه الطالب الطالب ال standard يفترض
+
+374
+00:26:41,520 --> 00:26:44,860
+أنه يعني بدي أقول أنا لو أديته عشر واجبات يفترض أن
+
+375
+00:26:44,860 --> 00:26:51,160
+هو يحل تسع واجبات على الأقل بهذا الشكل، تمام؟
+
+376
+00:26:51,160 --> 00:26:54,360
+فبالتالي ال critique هذا بروح بحسب لكل طالب أن هذا
+
+377
+00:26:54,360 --> 00:26:57,660
+حل تلت واجبات، هذا حل خمس واجبات، هذا حل سبعة
+
+378
+00:26:57,660 --> 00:27:04,000
+واجبات، فبالتالي بروح أنهبعطيله feedback لأي
+
+379
+00:27:04,000 --> 00:27:09,240
+component اللي هو learning element يقولوا خلّي بقى
+
+380
+00:27:09,240 --> 00:27:11,660
+عليك أنت الواجبات اللي أنت عملتها أقل من ال
+
+381
+00:27:11,660 --> 00:27:14,220
+standard لازم ترفع الأداء تبعك كيف دك ترفع الأداء
+
+382
+00:27:14,220 --> 00:27:17,680
+تبعك؟ ليش ماحلتش الواجبات أنت؟ والله يا دي المسألة
+
+383
+00:27:17,680 --> 00:27:22,320
+أنا مش فاهمها ممكن أنه يعني أشرحلك إياها والله كان
+
+384
+00:27:22,320 --> 00:27:25,800
+في عندي إشكالية أنه مثلا أنه يعني كان في عندي
+
+385
+00:27:25,800 --> 00:27:29,960
+إشكالية في الكهربا بنحللك إياها زي هيك تمام؟
+
+386
+00:27:30,930 --> 00:27:37,110
+فبالتالي هنا الـ learning element بيحدد من خلال ال
+
+387
+00:27:37,110 --> 00:27:40,770
+performance element أنه يعني ال component هذا أنه
+
+388
+00:27:40,770 --> 00:27:46,150
+بيقيس أنه بناء على knowledge معينة كيف ممكن أنه ال
+
+389
+00:27:46,150 --> 00:27:51,330
+performance أنه يتغير طب يعني على سبيل المثال جرب
+
+390
+00:27:51,330 --> 00:27:56,630
+شغل تانية، جرب actions تانية، تعلم، شوف، يعني جرب
+
+391
+00:27:56,630 --> 00:28:03,500
+طريقة تانية في التعلمو قيص جداش انه مقدار ان ال
+
+392
+00:28:03,500 --> 00:28:08,160
+performance بتغير تمام؟
+
+393
+00:28:08,160 --> 00:28:11,180
+و بدي اشوف مدى مطابقة التغيير هذا لل learning
+
+394
+00:28:11,180 --> 00:28:14,460
+goals اللي موجودة عندي تمام؟ و هنا بيكون في عندي
+
+395
+00:28:14,460 --> 00:28:17,520
+component إضافي اللي هو مثلا problem generator
+
+396
+00:28:20,930 --> 00:28:25,230
+إيش ال problem generator هذا بيفترض أو بيولد
+
+397
+00:28:25,230 --> 00:28:28,870
+لمشاكل افتراضية موجودة وكيف إن هو ممكن يتصرف ال
+
+398
+00:28:28,870 --> 00:28:34,710
+agent في حال وجودها، بدي قيس الأداء يعني على سبيل
+
+399
+00:28:34,710 --> 00:28:39,670
+المثال في ال vacuum cleaner أنا إيش ممكن أسوي؟ممكن
+
+400
+00:28:39,670 --> 00:28:45,450
+أسوي إنه أنا بروح يعني هو موجود في .. في .. يعني
+
+401
+00:28:45,450 --> 00:28:51,550
+خليني أشرحلكم إياه على بلوح زي هيك إنه ال vacuum
+
+402
+00:28:51,550 --> 00:28:56,610
+cleaner إنه ممكن إن هو يشتغل في هذه ال area هي ال
+
+403
+00:28:56,610 --> 00:29:02,550
+agent تبعي ممكن يكون موجود زي هنا زي هيك، تمام؟
+
+404
+00:29:02,550 --> 00:29:05,030
+إيش في ال problem generator بروح أسوي؟ بروح بحط
+
+405
+00:29:05,030 --> 00:29:05,730
+اللوعاق هنا
+
+406
+00:29:09,750 --> 00:29:14,050
+هو بتحرك بهذا الاتجاه هو يفترض ان هو بده يصل لهنا
+
+407
+00:29:14,050 --> 00:29:19,170
+هذا ال goal تبعه هذه ال destination فال problem
+
+408
+00:29:19,170 --> 00:29:22,110
+generator انه يروح ويفترض ان هو موجود في هنا عندي
+
+409
+00:29:22,110 --> 00:29:25,770
+عائق هنا فبالتالي ان هو يفترض ان هو يتعلم لحاله
+
+410
+00:29:25,770 --> 00:29:30,370
+انه مادام انت فيه عندك عائق هنا و ال action ان انت
+
+411
+00:29:30,370 --> 00:29:34,390
+تتحرك من هنا لهنا انه دايما انه straight لأ جرب
+
+412
+00:29:34,390 --> 00:29:37,550
+شغل تاني يمكن تظبط معاك طب جرب روح هيك و بعدها
+
+413
+00:29:37,550 --> 00:29:43,840
+اروح straight و بعدها اطلع فوقمثلا فهي فكرة أنه ال
+
+414
+00:29:43,840 --> 00:29:47,060
+problem generator لو صار في عندي مثلا شغل معين
+
+415
+00:29:47,060 --> 00:29:50,500
+بتعيق ده أو كيف أن هو ممكن أن هو يتصرف بهذا الشكل
+
+416
+00:29:50,500 --> 00:29:54,460
+فبالتالي بيكون في أنا عندي performance standard
+
+417
+00:29:54,460 --> 00:29:57,380
+وبيكون في عندي learning element في ال problem
+
+418
+00:29:57,380 --> 00:30:00,940
+generator من خلالها أنا بقيس الأداء تبعه ويفترض أن
+
+419
+00:30:00,940 --> 00:30:04,960
+هو يحسن الأداء تبعه باستمرار كيف بيحسن الأداء
+
+420
+00:30:04,960 --> 00:30:09,640
+تبعه؟ بتجريب actions جديدةيعني على سبيل المثال انا
+
+421
+00:30:09,640 --> 00:30:13,920
+ممكن ان انتوا كطلاب قاعدين تتعلموا برمجة تمام؟
+
+422
+00:30:13,920 --> 00:30:18,540
+باجي بحكيلكم ان انتوا عشان انه اتحسن أدائك في
+
+423
+00:30:18,540 --> 00:30:23,420
+البرمجة يا بتحل نماذج امتحانات سابقة تمام؟ و ان
+
+424
+00:30:23,420 --> 00:30:26,740
+انت تشوف ان انت فعلا تقدر تتحلها ولا لا يا اما
+
+425
+00:30:26,740 --> 00:30:30,060
+تتعلم مثلا على platforms موجودة على ال internet
+
+426
+00:30:30,060 --> 00:30:32,640
+بتخليني ان انا اعمل practice زي مثلا ال hacker
+
+427
+00:30:32,640 --> 00:30:36,440
+rank تمام؟ فبتعمل ال profile هناك و بتختار لغة
+
+428
+00:30:36,440 --> 00:30:42,000
+البرمجة اللي انت بدك إياهافممكن إنه حدا معين يجرب
+
+429
+00:30:42,000 --> 00:30:46,160
+أسلوب إن هو يحل الامتحانات يلاقي إنه أداءه زي ما
+
+430
+00:30:46,160 --> 00:30:50,180
+هو مافيش اختلاف بروح بيجرب ال action التاني agent
+
+431
+00:30:50,180 --> 00:30:56,120
+تاني لأ بيكون إن هو مختلف تمام؟
+
+432
+00:30:56,120 --> 00:30:57,660
+بهذا الشكل
+
+433
+00:31:13,060 --> 00:31:17,060
+يبقى هنا ال problem generator الوظيفة طبعته أنه
+
+434
+00:31:17,060 --> 00:31:20,800
+بيدفع ال agent أنه يخلي يحاول أنه يحل المشكلة
+
+435
+00:31:20,800 --> 00:31:24,580
+بطريقة مختلفة بدل من أنه يعمل optimize لنفس
+
+436
+00:31:24,580 --> 00:31:27,800
+الطريقة اللي هو يعني ال standard اللي موجود عنده
+
+437
+00:31:27,800 --> 00:31:32,020
+جرب طريقة تانية هذه طريقة صحيح هي الأفضل يعني أفضل
+
+438
+00:31:32,020 --> 00:31:35,060
+طريقة أنه زي ما حكيت أنه هنا أنه لما يكون في عندي
+
+439
+00:31:35,060 --> 00:31:40,310
+عائق زي هيك أن أنا أروح straight هذا ال optimalبس
+
+440
+00:31:40,310 --> 00:31:48,450
+بتحلش المشكلة جرب طريقة مختلفة طبعا طبعا هذا يدفع
+
+441
+00:31:48,450 --> 00:31:52,890
+انه انه عمل exploration ل new actions عشان انه يحل
+
+442
+00:31:52,890 --> 00:31:57,690
+المشكلة زي ما وضحتلكم هنا يا أخي بدل ان انت تحاول
+
+443
+00:31:57,690 --> 00:32:02,850
+تتحرك straight و الحاجز
+
+444
+00:32:02,850 --> 00:32:06,570
+هذا بيعملك blocking تتحركش يا أخي جرب action
+
+445
+00:32:06,570 --> 00:32:12,680
+مختلفةيعني جرب الـ new action تمام؟ و .. و .. و ..
+
+446
+00:32:12,680 --> 00:32:15,560
+يعني افترض كذلك مشاكل تانية اتوقع مشاكل تانية عشان
+
+447
+00:32:15,560 --> 00:32:21,500
+ان انت تشوف كيف أداها على ال problem تبعتك طيب
+
+448
+00:32:21,500 --> 00:32:27,800
+نجي نفبق الكلام هذا على taxi driver learning agent
+
+449
+00:32:27,800 --> 00:32:33,080
+يعني
+
+450
+00:32:37,230 --> 00:32:40,550
+الـ performance element أنا عندي ممكن أضيف في الـ
+
+451
+00:32:40,550 --> 00:32:44,530
+performance element انه how it currently drives
+
+452
+00:32:44,530 --> 00:32:53,850
+كيف السواجة تبعته حاليا طيب
+
+453
+00:32:53,850 --> 00:32:58,490
+ال taxi driver بيعمل a quick left turn across
+
+454
+00:32:58,490 --> 00:33:01,070
+تلاتة lanes بعد تلت
+
+455
+00:33:03,860 --> 00:33:09,920
+التلت زنجات مثلا يعني بعد تلت حرات بعد تلت حواري
+
+456
+00:33:09,920 --> 00:33:17,600
+ان هو بيروح بيبدوا يعمل انه quick left turn يبقى
+
+457
+00:33:17,600 --> 00:33:21,000
+ال critique هنا بيروح بيعمل observe لل shocking
+
+458
+00:33:21,000 --> 00:33:27,060
+language by passenger الراكب اللي معايا بيروح
+
+459
+00:33:27,060 --> 00:33:30,360
+براقب يعني كيف ال shocking language انه انا ماشي
+
+460
+00:33:30,360 --> 00:33:35,560
+زي هيك و روحت فجأة لفت شمالبهذا الشكل بشوف ان هو
+
+461
+00:33:35,560 --> 00:33:41,840
+جدش انه مقدار ان هو مصدوم تمام ايش كمان مش بس ال
+
+462
+00:33:41,840 --> 00:33:45,520
+passenger مين كمان ال other drivers انا مش لحالي
+
+463
+00:33:45,520 --> 00:33:49,120
+بسوج في سواجين تانين بشوفهم انه هل هم اضايقوا من
+
+464
+00:33:49,120 --> 00:33:52,400
+التصرف تبعي هل هم مصدمين من التصرف تبعي الفجائي
+
+465
+00:33:52,400 --> 00:33:56,660
+بهذا الشكلكذلك المرة الناس اللي بتمشي في الشارع
+
+466
+00:33:56,660 --> 00:34:00,820
+بشوف انهم ماجدهش انه يعني ارتعبوا او خافوا من ال
+
+467
+00:34:00,820 --> 00:34:06,680
+action هذا اللي انا سويته بشكل سريع تمام؟ و بروح
+
+468
+00:34:06,680 --> 00:34:11,100
+بعمل inform انه هذا ال action bad بتعلم، هي طريقة
+
+469
+00:34:11,100 --> 00:34:15,640
+التعلم، بروح بعرف انه .. انه لما ألف انا فجأة
+
+470
+00:34:15,640 --> 00:34:20,420
+بيكون انا عندي ال action هذا يعني الاثر تبعه سيء
+
+471
+00:34:22,360 --> 00:34:25,500
+يبقى learning element إيش بروح بحاول بعد ما يعرف
+
+472
+00:34:25,500 --> 00:34:29,460
+إنه هذا bad إنه يهدل ال performance element في ال
+
+473
+00:34:29,460 --> 00:34:32,880
+future بحيث إنه هو ماياخدش هذا ال action ليش؟ لأنه
+
+474
+00:34:32,880 --> 00:34:38,040
+اتعلم كيف اتعلم إنه هذا bad من خلال ال feedback؟
+
+475
+00:34:38,040 --> 00:34:42,820
+هيه نرجع مش احنا خدت feedback كيف أخدت ال
+
+476
+00:34:42,820 --> 00:34:44,740
+feedback؟ من ال shocking language رقابتي من ال
+
+477
+00:34:44,740 --> 00:34:47,360
+shocking language بتطلب طبعا طبيعي الحال computer
+
+478
+00:34:47,360 --> 00:34:49,820
+vision عشان أشوف إن هم ماجداش إن هم shocked
+
+479
+00:34:52,850 --> 00:34:57,250
+تمام؟ هذه شغلة الشغلة التانية انه ال problem
+
+480
+00:34:57,250 --> 00:35:03,650
+generator بروح بقترح انه يجرب something called انه
+
+481
+00:35:03,650 --> 00:35:13,590
+brakes in different road conditions واضحة
+
+482
+00:35:13,590 --> 00:35:17,720
+النقطة؟ يعني على سبيل المثالأنا عندي ال road
+
+483
+00:35:17,720 --> 00:35:20,860
+conditions أنه يعني ال road conditions أنه هو ال
+
+484
+00:35:20,860 --> 00:35:23,640
+road يعني في الحالة العادية لما بيكون الطقس جاف
+
+485
+00:35:23,640 --> 00:35:28,640
+مافيش .. و لما يكون فيه مطر و لما يكون فيه تلج و
+
+486
+00:35:28,640 --> 00:35:31,820
+لما يكون فيه مطر كذلك و في للأسف على الطريق أنه في
+
+487
+00:35:31,820 --> 00:35:36,200
+بقعة ذاتفال problem generator هو موجود أنا عنده ال
+
+488
+00:35:36,200 --> 00:35:40,060
+environment هذي تمام فبروح .. بروح بتعلم بيقول إنه
+
+489
+00:35:40,060 --> 00:35:43,960
+أنا جربت سابقا إنه أنا روحت عملت break في طريق كان
+
+490
+00:35:43,960 --> 00:35:47,360
+فيها مطر وكان فيها بقع ذات وكان إنه ال .. ال break
+
+491
+00:35:47,360 --> 00:35:52,720
+هذا بي .. بيسبب مشاكل بهذا الشكلأو مثلا عصابين
+
+492
+00:35:52,720 --> 00:35:56,080
+المثال أنه ال break بطريقة معينة و لما يكون في
+
+493
+00:35:56,080 --> 00:36:00,200
+يعني عندي ice أو ثلج على ال .. على الطريق أنه
+
+494
+00:36:00,200 --> 00:36:02,980
+بيكون أنه فيه إيه الأثر معين فبالتالي بروح بياخد
+
+495
+00:36:02,980 --> 00:36:05,660
+يعني بيتعلم أنه هذه ال actions هي الأثر تبعها
+
+496
+00:36:05,660 --> 00:36:10,520
+فبروح بياخد باله أنه بيعمل problem generation بشكل
+
+497
+00:36:10,520 --> 00:36:14,480
+مسبق بتوقع أنه إيش ممكن يكون عشان في المستقبل لو
+
+498
+00:36:14,480 --> 00:36:18,240
+كان في condition مشابه بيكون في عنده معرفة مسبقة
+
+499
+00:36:18,240 --> 00:36:24,250
+بهذا الشيءو هذه الشغلاء أنه بنسميها exploration و
+
+500
+00:36:24,250 --> 00:36:29,170
+exploitation إيش ال exploration و ال exploitation؟
+
+501
+00:36:29,170 --> 00:36:32,670
+exploration استكشاف أنا بروح بجرب أسوي شغلات كتيرة
+
+502
+00:36:32,670 --> 00:36:37,870
+في conditions مختلفة هذا بنسميه exploration و ال
+
+503
+00:36:37,870 --> 00:36:42,770
+exploitation بروح أنا بستغل الأشياء اللي حسب
+
+504
+00:36:42,770 --> 00:36:45,530
+الخبرة السابقة طبعا حسب ال exploration أنه بروح
+
+505
+00:36:45,530 --> 00:36:49,710
+بستغل هذه الأشياءال .. اللي .. اللي .. اللي ..
+
+506
+00:36:49,710 --> 00:36:54,410
+اللي ال feedback تبعها كويس و بتجنب الأشياء ال
+
+507
+00:36:54,410 --> 00:36:59,390
+feedback تبعها سيئ طبعا
+
+508
+00:36:59,390 --> 00:37:12,950
+بجرب
+
+509
+00:37:12,950 --> 00:37:19,200
+شغلات مختلفةطبعا و بروح باخد feedback بناء على ال
+
+510
+00:37:19,200 --> 00:37:21,720
+feedback هذا بروح بعمل exploit لل knowledge هذه
+
+511
+00:37:21,720 --> 00:37:23,740
+إيش يعني exploit بستغل ال knowledge اللي أنا
+
+512
+00:37:23,740 --> 00:37:27,300
+عرفتها يعني على سبيل المثال روحت أنا من ضمن
+
+513
+00:37:27,300 --> 00:37:30,600
+الشغلات أن أنا فيها عندي ركاب كتير روحت راكب معين
+
+514
+00:37:30,600 --> 00:37:34,620
+اتصرفت روحت عملت exploration معاه بطريقة معينة
+
+515
+00:37:34,620 --> 00:37:40,620
+طبعا ماعجبوش الوضع كتير فإيش راح أتعني less tips
+
+516
+00:37:40,620 --> 00:37:46,720
+إكرامية أقلتمام؟ يعني أنه أخد هذه الفلوس وإنه
+
+517
+00:37:46,720 --> 00:37:50,400
+الإكرامية يا ده بجداني يعني شغلات بسيطة بينما راكب
+
+518
+00:37:50,400 --> 00:37:54,540
+تاني عملت exploration معاه لطريقة معينة في التوصيل
+
+519
+00:37:54,540 --> 00:37:59,180
+تمام؟ كان ال tips كتيرة فبالتالي ال feedback هذا
+
+520
+00:37:59,180 --> 00:38:03,970
+بروح باخد knowledgeبروح بعملها exploitation إيش
+
+521
+00:38:03,970 --> 00:38:06,290
+يعني exploitation؟ بروح بستغل هذه المعرفة إيش
+
+522
+00:38:06,290 --> 00:38:10,210
+يعني؟ بقول والله أه صار في عندي معرفة مسبقة من
+
+523
+00:38:10,210 --> 00:38:13,210
+تجربتي من ال exploration تبعي أن الطريقة هذه في
+
+524
+00:38:13,210 --> 00:38:16,910
+التوصيل بيكون البكشيش فيها أقل وهذه الطريقة من في
+
+525
+00:38:16,910 --> 00:38:21,570
+التوصيل أن البكشيش تبحر أنه أكتر زي هيك أو مثلا
+
+526
+00:38:21,570 --> 00:38:25,390
+على سبيل المثال أنه طريقة معينة في القيادة أنه
+
+527
+00:38:25,390 --> 00:38:27,690
+بتزود ال shocking language طريقة تانية أنه لأ
+
+528
+00:38:27,690 --> 00:38:33,500
+بتزودشواضح ايش ال exploration و ال exploitation هو
+
+529
+00:38:33,500 --> 00:38:37,040
+يفترض ان ال agent يتعلم لوحده فكيف يتعلم لوحده
+
+530
+00:38:37,040 --> 00:38:40,300
+لوحده بده يجرب لازم ان هو يجرب لوحده هذا الاشي
+
+531
+00:38:40,300 --> 00:38:43,320
+مابكونش مبرمج بشكل مسبق هو بروح بجرب بعمل
+
+532
+00:38:43,320 --> 00:38:47,840
+exploration طبعا لو سويت زي هيك ايش بيصير؟ مابكونش
+
+533
+00:38:47,840 --> 00:38:51,440
+اعرف هو في الأول باخد feedback بعرف بناء على
+
+534
+00:38:51,440 --> 00:38:54,340
+المعرفة هذه بروح بعملها exploitation بروح ان هو
+
+535
+00:38:54,340 --> 00:39:00,610
+بستغلها يعني على سبيل المثال انهلو .. والله لو انا
+
+536
+00:39:00,610 --> 00:39:05,350
+يعني روحت اتجولت في منطقة معينة في المدينة هذا
+
+537
+00:39:05,350 --> 00:39:09,190
+بيقدي انه يكون في عندي ركاب اقل بينما منطقة تانية
+
+538
+00:39:09,190 --> 00:39:12,270
+لأ في .. في ركاب اكتر فبالتالي صار في عنده
+
+539
+00:39:12,270 --> 00:39:14,890
+exploration استكشاف ان والله هذه المنطقة من
+
+540
+00:39:14,890 --> 00:39:19,270
+المدينة فيها ركاب اقل ممكن ان يكون هذه فيها ركاب
+
+541
+00:39:19,270 --> 00:39:22,130
+اقل بس ال tips بتبعتهم اعلى مثلا يعني عصابي
+
+542
+00:39:22,130 --> 00:39:25,270
+المفاكس كله exploration بعرفش فهو مفهوم ان ال
+
+543
+00:39:25,270 --> 00:39:27,650
+exploration و ال exploitation واضح؟
+
+544
+00:39:30,280 --> 00:39:35,260
+طيب بنا ناخد ال big picture لـ model based agents
+
+545
+00:39:35,260 --> 00:39:40,600
+احنا بدنا ندخل ال learning في الموضوع فيبقى انا
+
+546
+00:39:40,600 --> 00:39:45,240
+عندي هنا actions تمام؟ و ال actions هذه انا بدي
+
+547
+00:39:45,240 --> 00:39:49,640
+اتعلم منها و العلم اللي اتعلمته هذا بدي احطه في
+
+548
+00:39:49,640 --> 00:39:52,980
+knowledge بهذا الشكل و ال knowledge هذه برضه بدي
+
+549
+00:39:52,980 --> 00:39:56,760
+ارجع استغلها عشان انا اخد actions جديدة فبالتالي
+
+550
+00:39:56,760 --> 00:40:00,110
+ال actions يفترض ان هي بده تتحسن كمان مرةال
+
+551
+00:40:00,110 --> 00:40:02,270
+actions هذه اللي أنا بسويها في مرحلة ال
+
+552
+00:40:02,270 --> 00:40:07,370
+exploration إيش بروح بسوي بتعلم بعمل exploration
+
+553
+00:40:07,370 --> 00:40:10,470
+إيش طبيعة ال actions هذه؟ إيش ال feedback تبعها؟
+
+554
+00:40:10,470 --> 00:40:13,050
+بروح بضيف الأشياء اللي أنا اتعلمتها على ال
+
+555
+00:40:13,050 --> 00:40:16,130
+knowledge تبعتي طبعا طبيعة الحالة knowledge هذه
+
+556
+00:40:16,130 --> 00:40:20,890
+بستخدمها عشان أنا أعمل أختار ال actions الجديدة
+
+557
+00:40:20,890 --> 00:40:24,150
+اللي يفترض ان ال actions مع ال widget انه يتحسن
+
+558
+00:40:24,150 --> 00:40:28,770
+أدائهامش هيك البشر بتتعلم أنه يعني أنا أول ما أخد
+
+559
+00:40:28,770 --> 00:40:31,990
+مثلا شغل معينة بيكون أدائي أنه مش ولا bot بعديها
+
+560
+00:40:31,990 --> 00:40:36,920
+أنه بيبدأ يتحسن الأداء تبعي زي هيك، تمام؟زي أنا
+
+561
+00:40:36,920 --> 00:40:40,000
+يعني زي الـ human beings لما هم يبدوا يتعلموا
+
+562
+00:40:40,000 --> 00:40:43,400
+الاسواجة أنه فعلا أنه بواجه الشغلات هذه أنه ممكن
+
+563
+00:40:43,400 --> 00:40:47,720
+يسوي الشغلات بشكل فجائع أنه أه باعرف أنه يعني أنه
+
+564
+00:40:47,720 --> 00:40:53,580
+ممكن أنه يعمل shock للناس اللي راكبها أو shock
+
+565
+00:40:53,580 --> 00:40:57,140
+للركاب أو shock للمرأة اللي موجودين في الشارع
+
+566
+00:40:57,140 --> 00:41:00,480
+فبالتالي هو بيعرف أنه لأ هذا ال action جربته مش
+
+567
+00:41:00,480 --> 00:41:06,240
+هايده تاني خلاص زيك تمام؟ هذه الشغلةأو هذه المنطقة
+
+568
+00:41:06,240 --> 00:41:08,820
+أن actions مع learning بنسميها reinforcement
+
+569
+00:41:08,820 --> 00:41:13,680
+learning مفهوم reinforcement learning أنه حكينا
+
+570
+00:41:13,680 --> 00:41:20,720
+فيها شغلتين ثواب و عقاب كيف
+
+571
+00:41:20,720 --> 00:41:25,580
+ال actions ال bad actions اللي بياخدها إيش بروح
+
+572
+00:41:25,580 --> 00:41:31,340
+بسويله فيها بديله فيها score أقل بعقبه أو حتى ممكن
+
+573
+00:41:31,340 --> 00:41:35,370
+أنجز منه ال score الحالياللي هو أدائك العام أنه
+
+574
+00:41:35,370 --> 00:41:39,010
+أنت ممكن أدائك العام أقول أنه أدائك 100% أنت سويت
+
+575
+00:41:39,010 --> 00:41:43,130
+شغل bad لأ بينجز صرت 70% فهو بروح بتعلم هذا ال
+
+576
+00:41:43,130 --> 00:41:47,690
+action bad بننقص ال score تبعي بينما لما يسوي
+
+577
+00:41:47,690 --> 00:41:50,290
+action تاني و ال action هذا good بروح برفع ال
+
+578
+00:41:50,290 --> 00:41:54,030
+score تبعه أنت صرت 70 هيبقى أرفعك 80 أنت سويت شغل
+
+579
+00:41:54,030 --> 00:41:58,270
+كويسة هذا اسمه reinforcement learning تعليم
+
+580
+00:41:58,270 --> 00:42:01,880
+بالإجبارفبالتالي فعليا هو بيكون موجود في
+
+581
+00:42:01,880 --> 00:42:06,880
+environment و بتعلم لوحده من بهذه الطريقة طبعا ال
+
+582
+00:42:06,880 --> 00:42:11,920
+learning و أنه أضيفه هنا على ال knowledge يعني في
+
+583
+00:42:11,920 --> 00:42:14,380
+طرق يعني معينة في ال representation لل knowledge
+
+584
+00:42:14,380 --> 00:42:19,440
+هذا بنسميه machine learning تمام؟ و ممكن أستخدم
+
+585
+00:42:19,440 --> 00:42:23,700
+عليه الأسليب تبع ال statistics طبعا ال knowledge
+
+586
+00:42:23,700 --> 00:42:29,130
+هنا بخزنها يعني بحتاج ل .. يعني مفهوم ال logicال
+
+587
+00:42:29,130 --> 00:42:34,310
+probability ال heuristics وال inference ال logic
+
+588
+00:42:34,310 --> 00:42:37,190
+يعني انه ال knowledge هذه انه على سبيل المثال انه
+
+589
+00:42:37,190 --> 00:42:39,750
+بتكون مصاغة على شكل logic ايش يعني على شكل logic
+
+590
+00:42:39,750 --> 00:42:44,430
+انه على شكل F then rules اذا انا قدت السيارة بسرعة
+
+591
+00:42:44,430 --> 00:42:49,070
+كبيرة راح تكون ال shocking language high هذا
+
+592
+00:42:49,070 --> 00:42:51,770
+الكلام من وين اتعلمته هيه اللي قمت هنا بس لازم
+
+593
+00:42:51,770 --> 00:42:54,950
+يخزن انه بشكل structured بشكل knowledge بشكل
+
+594
+00:42:54,950 --> 00:42:58,850
+standard انه انا اقدريعني أعمل من خلاله inference
+
+595
+00:42:58,850 --> 00:43:03,770
+inference يعني استنتاج بناء على rules معينة طبعا
+
+596
+00:43:03,770 --> 00:43:06,370
+ال probability و الheuristics تدخل هنا في الموضوع
+
+597
+00:43:06,370 --> 00:43:09,690
+أن ال probability و الheuristics هذه يعني لها
+
+598
+00:43:09,690 --> 00:43:15,290
+علاقة بالحسابات يعني على سبيل المثال إذا أنا قدت
+
+599
+00:43:15,290 --> 00:43:20,450
+بسرعة في أغلب الأحيان 80% من الحالات يعني أنه
+
+600
+00:43:20,450 --> 00:43:25,790
+بيكون ال passengers في عندهم خوف بخافوا من السرعة
+
+601
+00:43:25,790 --> 00:43:30,480
+الكبيرةيعني أنا مابديش أعمل من الموضوع مابديش أقول
+
+602
+00:43:30,480 --> 00:43:34,440
+إنه والله كل ال passengers بيخافوش من أو يعني إنه
+
+603
+00:43:34,440 --> 00:43:37,800
+.. إنه بيخافوا من .. من القيادة السريعة معظمهم
+
+604
+00:43:37,800 --> 00:43:41,320
+بيخافوا من القيادة السريعة ال probability إنه 80%
+
+605
+00:43:41,320 --> 00:43:44,380
+يعني أنا عندي مثلا على سبيل المثال سبعة passengers
+
+606
+00:43:44,380 --> 00:43:47,700
+يعني إيجا في اليوم أنا عندي سبعة ركّاب من السبعة
+
+607
+00:43:47,700 --> 00:43:50,680
+ركّاب خمس ركّاب كانوا خايفين واتنين ماكانوش خايفين
+
+608
+00:43:50,680 --> 00:43:56,640
+فبالتالي بتصير نسبة مئوية خمسة على سبعة بتمثل نسبة
+
+609
+00:43:56,640 --> 00:44:02,220
+مئويةتمام ك Probability انه ممكن انه كان في عندهم
+
+610
+00:44:02,220 --> 00:44:09,540
+خوف طبعا بناء على ال knowledge هذا هاي اللي مخزنه
+
+611
+00:44:09,540 --> 00:44:13,500
+بهذا ال format ايش بدي اسوي؟ بدي اعمل planning
+
+612
+00:44:13,500 --> 00:44:20,360
+واستخدم ال decision theory و game theory ايش
+
+613
+00:44:20,360 --> 00:44:23,060
+هو ال planning؟ ان انا بدي اشوف ايه هي الحلول
+
+614
+00:44:23,060 --> 00:44:27,440
+الممكنة تبعتي كلها بعمل planning لإلهاdecision
+
+615
+00:44:27,440 --> 00:44:33,320
+theory ان انا بدي اختار الحل الأفضل طبعا لو احنا
+
+616
+00:44:33,320 --> 00:44:36,240
+كنا يعني في .. يعني في game فبدي يكون انه game
+
+617
+00:44:36,240 --> 00:44:39,840
+theory ان انا قاش ال action او اي حجر من الشطران
+
+618
+00:44:39,840 --> 00:44:46,000
+اللي بدي أحركه بحيث ان هو ايش يعمل؟ انه يحققلي
+
+619
+00:44:46,000 --> 00:44:48,840
+يعني أفضل أداء، تمام؟
+
+620
+00:44:55,860 --> 00:44:59,000
+هذه جزئية احنا شرحناها انه هذه الحال انه هذه
+
+621
+00:44:59,000 --> 00:45:03,100
+المنطقة انه action مع learning أي action مع
+
+622
+00:45:03,100 --> 00:45:05,720
+learning اللي هي reinforcement learning وزي ما
+
+623
+00:45:05,720 --> 00:45:09,660
+حكينا انه هي يعني يعني موجودة يعني بتستند على مبدأ
+
+624
+00:45:09,660 --> 00:45:16,080
+الثواب والعقاب زي ما حكينا طيب نيجي للملخص لهذا
+
+625
+00:45:16,080 --> 00:45:20,480
+الباب الباب اللي بحكي عن الوكيل الذكي او ال
+
+626
+00:45:20,480 --> 00:45:27,010
+intelligent agents في ال AIطبعا ال agents هذه انا
+
+627
+00:45:27,010 --> 00:45:31,270
+بصممها او
+
+628
+00:45:31,270 --> 00:45:38,170
+بوصفها من خلال ال PS performance major environment
+
+629
+00:45:38,170 --> 00:45:44,770
+بحدد طريقة قياس أدائها بحدد ال PL هتشتغل فيها طبعا
+
+630
+00:45:44,770 --> 00:45:49,230
+ال actuators تبعتها الأذرع تبعتها بالإضافة لل
+
+631
+00:45:49,230 --> 00:45:54,350
+sensorsأي agent هو زي ما حكينا أنه محل أسئلة،
+
+632
+00:45:54,350 --> 00:46:00,350
+تمام؟ و بعدها في ال environment بدينا نفصل حكينا
+
+633
+00:46:00,350 --> 00:46:04,770
+.. شوفنا إيش أنواع ال environment و حكينا إنه ال
+
+634
+00:46:04,770 --> 00:46:08,410
+environment بتتحدد حسب ال key property تبعتها، إيش
+
+635
+00:46:08,410 --> 00:46:12,910
+هي ال key property؟Exploration يعني عفوًا
+
+636
+00:46:12,910 --> 00:46:16,470
+Observable ولا مش Observable؟ Deterministic ولا مش
+
+637
+00:46:16,470 --> 00:46:22,630
+Deterministic؟ Stochastic ولا Episodic؟ يعني زي
+
+638
+00:46:22,630 --> 00:46:27,590
+هي، كل هاي ال property إنه شفناها حددنا فيها ال
+
+639
+00:46:27,590 --> 00:46:31,010
+environment، تمام؟ وحكينا عن المفهوم ال
+
+640
+00:46:31,010 --> 00:46:35,890
+rationality في ال agent إن ال rational agent يفترض
+
+641
+00:46:35,890 --> 00:46:40,750
+إنه يعمل maximize لل performance measureبناء على
+
+642
+00:46:40,750 --> 00:46:44,910
+الـ PS تبعته يعني بمعنى أخر يفترض أنه يختار ال
+
+643
+00:46:44,910 --> 00:46:50,250
+action اللي expected أنه يعمل maximize لل
+
+644
+00:46:50,250 --> 00:46:53,590
+performance expected أنا برجع بقول expected مش
+
+645
+00:46:53,590 --> 00:46:58,610
+actually بيرفع الأداء طبعا هو يعني أنا بعتقد أن
+
+646
+00:46:58,610 --> 00:47:00,950
+هذا ال action بيرفع الأداء لكن هل هو بيرفع الأداء
+
+647
+00:47:00,950 --> 00:47:07,480
+أو لا يعني بيعتمدتمام؟ و ال performance بيعتمد على
+
+648
+00:47:07,480 --> 00:47:09,780
+ال agent function و شفنا ال agent function هذه
+
+649
+00:47:09,780 --> 00:47:13,520
+عملنا لها formulation على حسب ال agent المختلفة
+
+650
+00:47:13,520 --> 00:47:17,160
+النوع المختلفة في ال agent تمام؟ و شفنا كيف ال
+
+651
+00:47:17,160 --> 00:47:20,940
+implementation تبع ال function هذه بدأنا بالتدريج
+
+652
+00:47:20,940 --> 00:47:25,000
+من ال .. من ال .. من ال reflex agent reflex أو ال
+
+653
+00:47:25,000 --> 00:47:29,420
+model based أو reflex agent مع .. مع ال model و مع
+
+654
+00:47:29,420 --> 00:47:35,280
+ال .. ال goal based و ال utility basedطبعا
+
+655
+00:47:35,280 --> 00:47:38,360
+فبالتالي شوفنا ال architectures الرئيسية لل agent
+
+656
+00:47:38,360 --> 00:47:43,720
+programs وشوفنا كيف ان هي بتتفاعل معاها فهذا هو
+
+657
+00:47:43,720 --> 00:47:50,380
+يعني كانكل ما يتعلق بال agents في الباب الجاي ان
+
+658
+00:47:50,380 --> 00:47:55,720
+شاء الله بدنا نبدأ نحكي عن ال search او solving
+
+659
+00:47:55,720 --> 00:47:58,800
+problems by search انه بدنا نعمل formulation لل
+
+660
+00:47:58,800 --> 00:48:02,380
+problem لل problems as a search problem ونشوف ايش
+
+661
+00:48:02,380 --> 00:48:05,240
+ال search algorithms اللي احنا ممكن ان احنا نطبقها
+
+662
+00:48:05,240 --> 00:48:09,300
+اما بخصوص ال agents اذا في عندكم اي سؤال او
+
+663
+00:48:09,300 --> 00:48:13,760
+استفسار كل الأمور واضحة تمام؟
+
+664
+00:48:15,580 --> 00:48:19,040
+الـ Architectures اللي هي الأنواع الـ Agents اللي
+
+665
+00:48:19,040 --> 00:48:23,600
+هي الـ Reflex والـ Reflex مع Model و الـ Goal و
+
+666
+00:48:23,600 --> 00:48:26,080
+الـ Utility و الـ Goal و الـ Utility حكينا إنه
+
+667
+00:48:26,080 --> 00:48:28,640
+يعني حتى علمتلكم في الـ slide عليها إنه هي يعني
+
+668
+00:48:28,640 --> 00:48:32,040
+تعتبر نفس الاشي الـ Goal بيكون أنا فيه عندي goal
+
+669
+00:48:32,040 --> 00:48:37,860
+واحد بس لا يقاس إنه ب score أو بـ real number أما
+
+670
+00:48:37,860 --> 00:48:41,100
+بالـ Utility بيصير أنا عندي إضافة للقياس للـ real
+
+671
+00:48:41,100 --> 00:48:43,800
+number و ممكن يكون فيه عندي أكتر من factor في
+
+672
+00:48:43,800 --> 00:48:48,230
+القياسطبعا، هذه هي التلت أنواع شوفنا ال
+
+673
+00:48:48,230 --> 00:48:53,410
+implementation .. ال implementation إنه بقصد إنه
+
+674
+00:48:53,410 --> 00:49:01,430
+شغل زي هيك يعني بالظبط بالظبط إنه هذا يعني في ال
+
+675
+00:49:01,430 --> 00:49:04,170
+.. في ال model based ال reflex إنه بدنا نفهم إن
+
+676
+00:49:04,170 --> 00:49:07,230
+أنا بدي أعمل update before و after و إيش بدي أسوي
+
+677
+00:49:07,230 --> 00:49:10,230
+كمان؟ بدي أشوف إنه إيش هي ال role اللي أنا بدي
+
+678
+00:49:10,230 --> 00:49:15,420
+أختارها و بعدها بدي أحدد ال action أنا في ذوتمام و
+
+679
+00:49:15,420 --> 00:49:20,520
+بعدها أعمل update لل state و برجع لل action هنا ال
+
+680
+00:49:20,520 --> 00:49:25,720
+implementation مختلف simple very simple بهذا الشكل
+
+681
+00:49:25,720 --> 00:49:37,960
+تمام طبعا مطبق على يعني ال vacuum cleaner تمام؟
+
+682
+00:49:37,960 --> 00:49:39,680
+في أي سؤال تاني؟
+
+683
+00:49:42,860 --> 00:49:47,400
+في أي سؤال تاني واضح بخصوص ال agents يعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY.srt
new file mode 100644
index 0000000000000000000000000000000000000000..fa29409eb08e4c8f744050be5c87206909f31a02
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY.srt
@@ -0,0 +1,1659 @@
+1
+00:00:04,880 --> 00:00:08,160
+طيب بسم الله الرحمن الرحيم صباح الخير، واليوم إن
+
+2
+00:00:08,160 --> 00:00:11,880
+شاء الله راح نكمل في المحاضرة الثانية في the problem
+
+3
+00:00:11,880 --> 00:00:15,580
+solving by search، وكنا نحكي في المحاضرة الماضية
+
+4
+00:00:15,580 --> 00:00:20,960
+عن الـ state space، وشوفنا أنه احنا توقفنا.. يعني
+
+5
+00:00:20,960 --> 00:00:24,540
+أخذنا بعض الأمثلة، يعني أخذنا مثالاً واحداً على ما أذكر
+
+6
+00:00:24,540 --> 00:00:29,800
+والآن بدنا نكمل في، يعني في بقية الأمثلة، يعني
+
+7
+00:00:29,800 --> 00:00:32,580
+شوفنا أنه الـ state space لـ puzzle كيف أنه هي
+
+8
+00:00:32,580 --> 00:00:36,660
+لما تكبر، أنه عدد الـ tiles اللي موجودة في الـ puzzle
+
+9
+00:00:36,660 --> 00:00:40,420
+بيكبر، أنا عندي الـ state space كذلك الـ TSP أو
+
+10
+00:00:40,420 --> 00:00:43,940
+traveling salesman problem، لما يكون في عندي عشرون
+
+11
+00:00:43,940 --> 00:00:46,480
+مدينة، جدّاً أنه بيكون
+
+12
+00:00:49,520 --> 00:00:54,760
+حجم الـ state space هائل. نأخذ على سبيل المثال أنه
+
+13
+00:00:54,760 --> 00:00:58,840
+في الـ vacuum cleaner، إيش الـ state space graph؟
+
+14
+00:00:58,840 --> 00:01:02,920
+طبعاً احنا حكينا أنه تقريباً عددهم ثمانية، أي واحد
+
+15
+00:01:02,920 --> 00:01:06,520
+اثنين، ثلاثة، أربعة، خمسة، ستة، سبعة، ثمانية. طبعاً
+
+16
+00:01:06,520 --> 00:01:09,420
+الانتقال بيناتهم بيكون بناءً على شروط معينة،
+
+17
+00:01:09,420 --> 00:01:13,100
+ما ينفعش أنه أنا أنتقل من space إلى space ثانية بشكل
+
+18
+00:01:13,100 --> 00:01:19,340
+مباشر، بدون ما يكون أنه أنا أنتقل في states وسيطة،
+
+19
+00:01:19,340 --> 00:01:21,540
+يعني على سبيل المثال ما ينفعش أنه أنا أكون في هذه
+
+20
+00:01:21,540 --> 00:01:25,680
+الـ state تمام، وأنتقل إلى هذه الـ state بشكل مباشر،
+
+21
+00:01:25,680 --> 00:01:29,400
+ما ينفعش، منطقياً بـ step واحدة. أنا أقصد منطقياً لأن
+
+22
+00:01:29,400 --> 00:01:32,260
+أنا في عندي أنه هو موجود في الـ location هذا، وأنه
+
+23
+00:01:32,260 --> 00:01:37,200
+هذا أنه dirty وهذا dirty، ما ينفعش أنه الاثنان يكونوا
+
+24
+00:01:37,200 --> 00:01:41,760
+clean مع بعض. لازم أنه يعمل، أنه بالظبط، أنه يكون
+
+25
+00:01:41,760 --> 00:01:47,870
+في عندي state وسيطة، أنه مثلاً على سبيل المثال، أنه
+
+26
+00:01:47,870 --> 00:01:50,250
+ينتقل إلى الـ state هذه، أو ينتقل إلى الـ state
+
+27
+00:01:50,250 --> 00:01:53,370
+الثانية، وبعدها بيصير في الـ state هذه. فبالتالي أنه
+
+28
+00:01:53,370 --> 00:01:56,410
+ممكن ينتقل هكذا، وبعدها بيجي على الـ state هذه، و
+
+29
+00:01:56,410 --> 00:02:00,710
+بعدها ممكن أنه ينتقل على الـ state هذه بهذا الشكل
+
+30
+00:02:00,710 --> 00:02:09,710
+فالانتقال بشكل مباشر مش.. مش ممكن، تمام؟ طيب،
+
+31
+00:02:09,710 --> 00:02:14,130
+الآن نشوف إيش هي الـ states اللي ممكنة
+
+32
+00:02:18,290 --> 00:02:21,730
+أنه زي ما حكينا أنه أنا في عندي ثلاثة actions اللي
+
+33
+00:02:21,730 --> 00:02:31,060
+هي left و right، تمام؟ و suck. الآن على سبيل المثال
+
+34
+00:02:31,060 --> 00:02:34,580
+هذه الـ state، لما أنا أجي أنه سهم الـ state هذه، و
+
+35
+00:02:34,580 --> 00:02:37,320
+برجع إليها نفسها، معناها أنه البقاء في نفس الـ state
+
+36
+00:02:37,320 --> 00:02:41,140
+وهذا الكلام أنه رسمناه في رسمة سابقة لما كنا نحكي
+
+37
+00:02:41,140 --> 00:02:43,960
+عن الـ Markovian، أنه على سبيل المثال، إن عندي state
+
+38
+00:02:43,960 --> 00:02:48,660
+zero، تمام؟ في عندي إمكانية أنتقل إلى state S1
+
+39
+00:02:51,200 --> 00:02:54,180
+تمام؟ وفي عندي إمكانية إن أنا أضلّني في نفس الـ
+
+40
+00:02:54,180 --> 00:03:00,020
+state، فهذه الـ.. أنه.. أنه الإشارة أنه أنا برجع
+
+41
+00:03:00,020 --> 00:03:03,260
+إلى نفس الـ state، أنه أنا معناها ذلك أنه أنا ببقى في
+
+42
+00:03:03,260 --> 00:03:05,880
+نفس الـ state، فبالتالي أنه أنا موجود هنا left، ومعناه ذلك أنه أنا بقيت left، تمام؟ في عندي action
+
+43
+00:03:05,880 --> 00:03:09,580
+ثانية، أنه أنا ممكن أروح right، وفي عندي action ثالثة
+
+44
+00:03:09,580 --> 00:03:14,030
+أنه أنا ممكن أعمل suck. إذا أنا رحت right، معناه
+
+45
+00:03:17,830 --> 00:03:20,550
+ذلك أنه الـ vacuum cleaner بده ينتقل من هذا الـ
+
+46
+00:03:20,550 --> 00:03:24,970
+location إلى هذا الـ location، بتتغير الـ state تبعته، و
+
+47
+00:03:24,970 --> 00:03:28,750
+في حال أنه أنا عملت suck، إيش نتيجة تبعته؟ أنه الـ
+
+48
+00:03:28,750 --> 00:03:33,350
+state هي، أنه الـ location هذا بيصير clean، تمام؟
+
+49
+00:03:33,350 --> 00:03:35,890
+بهذا الشكل، أنّه بيضلّ مكانه، والـ location بيصير
+
+50
+00:03:35,890 --> 00:03:40,410
+clean. في حال إن أنا انتقلت right، ممكن أضلّني في نفس
+
+51
+00:03:40,410 --> 00:03:45,570
+المكان right، تمام؟ أو ممكن أعمل suck، أو ممكن أرجع
+
+52
+00:03:45,570 --> 00:03:48,590
+left. فبالتالي هذا هو الـ state space، والانتقال
+
+53
+00:03:48,590 --> 00:03:52,250
+بيناتهم بهذا الشكل. وحكينا أنه كل الـ possible
+
+54
+00:03:52,250 --> 00:03:58,770
+states عددها ثمانية states. طيب، يبقى نشوف هنا أن الـ
+
+55
+00:03:58,770 --> 00:04:04,710
+states عبارة عن إيش؟ عبارة عن شغلتين، اللي هو أن الـ
+
+56
+00:04:04,710 --> 00:04:09,450
+status. في فرق بين الـ state والـ status. الـ status هي
+
+57
+00:04:09,450 --> 00:04:12,770
+إيش حالة الـ location؟ هل هو dirty ولا clean؟ أما الـ
+
+58
+00:04:12,770 --> 00:04:17,670
+state، إن هي بتشمل الشغلتين، اللي هي الـ location مع
+
+59
+00:04:17,670 --> 00:04:22,040
+الـ status. الـ location مع الـ status. فبالتالي هنا الـ
+
+60
+00:04:22,040 --> 00:04:24,900
+status، أنه مكونة من شغلتين، أنه هنا عبارة عن
+
+61
+00:04:24,900 --> 00:04:29,860
+integer dirt، أن هو عبارة عن variable integer dirt
+
+62
+00:04:29,860 --> 00:04:33,000
+ممكن يكون zero أو واحد. zero يعني أنه clean، واحد
+
+63
+00:04:33,000 --> 00:04:36,640
+يعني dirty، تمام؟ بالإضافة إلى الـ location. وفي الحالة
+
+64
+00:04:36,640 --> 00:04:39,880
+تبعّتنا، احنا هذا الـ variable، أنه بياخذ two values
+
+65
+00:04:39,880 --> 00:04:44,960
+اللي هو a و b، تمام؟ يبقى أنا فيه عندي ثلاثة
+
+66
+00:04:44,960 --> 00:04:47,580
+variables، اللي هو.. عفواً، two variables، اللي هو
+
+67
+00:04:47,580 --> 00:04:51,160
+الـ integer dirt بالإضافة إلى الـ location، والـ
+
+68
+00:04:51,160 --> 00:04:54,200
+location بياخذ two values، وهذا الـ value تبعته زي
+
+69
+00:04:54,200 --> 00:04:59,040
+ما حكينا، أنه صفر واحد، بيكون هذا الشكل. طيب، إيش الـ
+
+70
+00:04:59,040 --> 00:05:02,720
+actions؟ deterministic ولا مش deterministic؟
+
+71
+00:05:02,720 --> 00:05:05,760
+محدودة ولا مش محدودة؟ محدودة، عندي أربعة.. ثلاثة
+
+72
+00:05:05,760 --> 00:05:10,370
+actions زي ما حكينا هنا، هي الثلاثة، اللي هم left
+
+73
+00:05:10,370 --> 00:05:15,870
+و right و suck، تمام؟ الـ goal state، إيش الهدف من
+
+74
+00:05:15,870 --> 00:05:21,710
+الـ vacuum cleaner؟ بالظبط، إنه ما يكونش في عندي
+
+75
+00:05:21,710 --> 00:05:26,430
+أوساخ في كل الأماكن. مش أنه هو ينظّف، هذا هدف عام، لكن
+
+76
+00:05:26,430 --> 00:05:28,590
+أنا بدي أكون specific، أنه أنا بدي أحكيله أن الـ
+
+77
+00:05:28,590 --> 00:05:31,370
+location A و B ما في.. ما بديش فيهم أوساخ، بدي
+
+78
+00:05:31,370 --> 00:05:34,550
+المكان هذا، أو الغرفة هذه اللي أنت بتكون موجود فيها
+
+79
+00:05:34,550 --> 00:05:38,070
+ما بديش أن هي تكون متسخة على الإطلاق. بدي أن المكان
+
+80
+00:05:38,070 --> 00:05:44,080
+يظلّ نظيف طوال الوقت، تمام؟ الـ path cost، إيش المقصود
+
+81
+00:05:44,080 --> 00:05:48,700
+بالـ path؟ أنه أنا، هذا الانتقال، قد إيش الـ cost تبعته،
+
+82
+00:05:48,700 --> 00:05:51,880
+قد إيش اللي بدي أحطها؟ بدي أحط أنه على الـ edge هذا
+
+83
+00:05:51,880 --> 00:05:59,740
+أنه one per action، معناه ذلك أنه أنا كنت موجود في
+
+84
+00:05:59,740 --> 00:06:04,220
+هذه الـ state، عفواً، تمام؟ واخترت الـ action suck
+
+85
+00:06:04,220 --> 00:06:08,920
+فقد إيش الـ cost تبعته؟ واحد. أو أنه أنا أروح إلى
+
+86
+00:06:08,920 --> 00:06:11,960
+right، قد إيش الـ cost تبعّتها؟ واحد، بهذا الشكل
+
+87
+00:06:11,960 --> 00:06:15,540
+فبالتالي الانتقال على سبيل المثال من هذه الـ state
+
+88
+00:06:15,540 --> 00:06:21,120
+إلى هذه الـ state، باجي بحسبها، زي هيك: واحد، اثنين، ثلاثة
+
+89
+00:06:21,120 --> 00:06:26,360
+فالـ cost تبعّتها ثلاثة، بهذا الشكل. واضح؟ واضح؟ هل
+
+90
+00:06:26,360 --> 00:06:30,700
+أحكيها كمان مرة؟ تمام؟ فبالتالي الـ cost، إن هي
+
+91
+00:06:30,700 --> 00:06:35,450
+الانتقال من state إلى state، أو أنه عمل action معيّن،
+
+92
+00:06:35,450 --> 00:06:39,550
+بتكلف أنه واحد. قد يكون في problems ثانية، أنه لأ،
+
+93
+00:06:39,550 --> 00:06:42,490
+بدي يكون عبارة عن رقم معيّن، يعني على سبيل المثال زي
+
+94
+00:06:42,490 --> 00:06:48,050
+الـ map تبعّت رومانيا، أنه المسافة بين المدن بتكون هي
+
+95
+00:06:48,050 --> 00:06:50,890
+عبارة عن المسافة الفعلية، مش أنه واحد، بتكون بهذا
+
+96
+00:06:50,890 --> 00:06:56,210
+الشكل. نأخذ مثالاً ثانياً، الـ eight puzzle، شوفنا كيف
+
+97
+00:06:56,210 --> 00:06:59,430
+أنه الـ states تبعّتها، إيش الـ goal state؟ أنه أنا
+
+98
+00:06:59,430 --> 00:07:04,170
+أرتّب الـ tiles، اللي هي البلاّطات تبعّتي هدول، أو القطع
+
+99
+00:07:04,170 --> 00:07:08,130
+تبعّتي هدول، أنه بهذا الشكل، أنه هنا يكون blank، تمام؟
+
+100
+00:07:08,130 --> 00:07:13,510
+و تكون بالترتيب: واحد، اثنين، ثلاثة، أربعة، خمسة، ستة،
+
+101
+00:07:13,510 --> 00:07:16,750
+سبعة، ثمانية، بهذا الشكل. هذا الـ goal state. الـ
+
+102
+00:07:16,750 --> 00:07:20,070
+initial ممكن تكون أيّ حاجة عشوائية، لأنه ممكن أنه
+
+103
+00:07:20,070 --> 00:07:22,970
+أنا أبدأ الـ state تبعي بأيّ حاجة عشوائية، ممكن تكون
+
+104
+00:07:22,970 --> 00:07:25,870
+شغلة زي هيك، أنه هي مش مرتّبة بأيّ طريقة، أنه يكون الـ
+
+105
+00:07:25,870 --> 00:07:28,190
+blank موجود في المنتصف.
+
+106
+00:07:30,590 --> 00:07:35,370
+طيب، نجي أنه احنا، يعني نشوف.. نفكّر مع بعض، إيش ممكن
+
+107
+00:07:35,370 --> 00:07:38,390
+تكون الـ states تبعّتي؟ الـ states تبعّتي، اللي هو
+
+108
+00:07:38,390 --> 00:07:42,950
+الترتيب بالظبط، اللي هو ترتيب الـ tiles اللي موجودة
+
+109
+00:07:42,950 --> 00:07:46,530
+في الـ.. في الـ.. في الـ eight puzzle، تمام؟ الـ actions
+
+110
+00:07:46,530 --> 00:07:51,510
+اللي أنا ممكن أسويها، إيش الـ action؟ أحرّك الـ blank
+
+111
+00:07:51,510 --> 00:07:55,170
+هذا، اتفقنا بدنا نسمّيه blank، blank يعني مكان فاضي،
+
+112
+00:07:55,170 --> 00:07:59,390
+تمام؟ ممكن أنا أحرّكه حسب الـ.. الـ.. يعني الـ state
+
+113
+00:07:59,390 --> 00:08:03,570
+هذه تحديداً، ممكن أحرّكه بهذا الشكل، معناه ذلك أنه
+
+114
+00:08:03,570 --> 00:08:06,910
+الخمسة بتيجي هنا، والـ blank بيجي هنا، أو بهذا الشكل،
+
+115
+00:08:06,910 --> 00:08:14,230
+أو فوق أو تحت. بالظبط، في حال أنه كان الـ blank على
+
+116
+00:08:14,230 --> 00:08:20,470
+سبيل المثال موجود في هذا المكان، بالظبط اللي هو فوق
+
+117
+00:08:20,470 --> 00:08:27,050
+أو على اليسار. طبعاً، والـ goal state هي أن أنا أكون
+
+118
+00:08:27,050 --> 00:08:29,430
+رتّبتهم بهذا الشكل، وأن يكون الـ blank موجود في
+
+119
+00:08:29,430 --> 00:08:31,810
+الآخر، والـ path cost
+
+120
+00:08:35,730 --> 00:08:39,450
+ممكن أحطّه، يعني بشكل مبسّط زي المثال السابق، أنه كلّ
+
+121
+00:08:39,450 --> 00:08:43,910
+حركة بواحد، بهذا الشكل. فبالتالي هذا الكلام أنه زي
+
+122
+00:08:43,910 --> 00:08:47,650
+ما شفنا، هي one per move، والـ goal state، أنه هي
+
+123
+00:08:47,650 --> 00:08:52,690
+given، أنه كلّ مرة بدّي أفحص أنه أنا، هل وصلت للشكل
+
+124
+00:08:52,690 --> 00:08:55,950
+المطلوب ولا لأ؟ تمام؟ والـ actions، أنه حسب الـ
+
+125
+00:08:55,950 --> 00:09:00,600
+state هذه، أنه أعمل move للـ blank: left، و right، و up،
+
+126
+00:09:00,600 --> 00:09:04,860
+و down، والـ states هي عبارة عن ترتيب، أو الـ
+
+127
+00:09:04,860 --> 00:09:22,060
+location تبع الـ tiles. طبعاً، لماذا
+
+128
+00:09:22,060 --> 00:09:23,060
+عشوائي، يعني
+
+129
+00:09:30,680 --> 00:09:34,680
+يعني أن هو.. هو عبارة عن رقم نسبي، يعني على سبيل
+
+130
+00:09:34,680 --> 00:09:37,960
+المثال، أن أنا عشان أصل من الـ state هذه إلى الـ state
+
+131
+00:09:37,960 --> 00:09:41,860
+هذه، كم حركة بتلزمني؟ عشان هنا كده بحسبها، أن الـ
+
+132
+00:09:41,860 --> 00:09:46,200
+cost تبعّتها واحد، بهذا الشكل. أن هذه، هجيبها هنا، و
+
+133
+00:09:46,200 --> 00:09:49,080
+بعد ما أجيبها هنا، أطلّع الـ blank فوق، وبعدين هجيب
+
+134
+00:09:49,080 --> 00:09:51,980
+هذه هنا، كم يعني.. على سبيل المثال، أو أنا أديتك الـ
+
+135
+00:09:51,980 --> 00:09:57,510
+eight puzzle، كم حركة بت.. يعني ب.. بتعمليها عشان
+
+136
+00:09:57,510 --> 00:10:00,390
+أنه توصلي إلى الـ goal state، أو بالأحرى أنه أنت تحليها،
+
+137
+00:10:00,390 --> 00:10:04,350
+ممكن تعمليها في عشرين حركة، ممكن أدّيها لزميلتك،
+
+138
+00:10:04,350 --> 00:10:08,430
+تحلّها في خمسة عشر حركة. فبالتالي الـ cost، أنه هي عدد
+
+139
+00:10:08,430 --> 00:10:12,580
+الحركات اللي أنا بسويها. فبالتالي الـ cost هنا، يعني
+
+140
+00:10:12,580 --> 00:10:19,940
+منطقي أن أنا أحطّها واحد، يعني بالظبط، بالظبط
+
+141
+00:10:19,940 --> 00:10:24,100
+بالظبط
+
+142
+00:10:24,100 --> 00:10:28,460
+الهدف.. الهدف أن أنا لما أجي أحلّ، أن أنا أحلّ الـ
+
+143
+00:10:28,460 --> 00:10:32,140
+eight puzzle بأقل عدد من الحركات، ما هو مش هو هدف..
+
+144
+00:10:32,140 --> 00:10:36,410
+هيك بتحلّي الـ game، لأني أنا بدّي، يعني أدّي لك الـ eight
+
+145
+00:10:36,410 --> 00:10:39,170
+puzzle، وأدّي لك وقت معيّن، فبالتالي ممكن أنه يخلص
+
+146
+00:10:39,170 --> 00:10:43,950
+الوقت، وأنت مش حليتها، أو ممكن يكون أن الـ score
+
+147
+00:10:43,950 --> 00:10:47,450
+تبعي، أنه لما بدّي أجي أتنافس، أنه كلّ واحد، قد إيش عدد
+
+148
+00:10:47,450 --> 00:10:50,910
+الحركات اللي استخدمها عشان يحلّها، وممكن واحد يحلّها
+
+149
+00:10:50,910 --> 00:10:54,940
+بـ 15 حركة، واحد ثاني، بنفس الـ initial state، واحد
+
+150
+00:10:54,940 --> 00:10:58,760
+ثاني يحلّ بـ 20، واحد ثالث، أنه يضلّ يحرّك كتير، لغاية
+
+151
+00:10:58,760 --> 00:11:04,960
+لما يخلص الدور، الفكرة، ويعني ممكن يوصل 50 أو 60 حركة
+
+152
+00:11:04,960 --> 00:11:11,140
+عشان أنه يصل إلى الـ goal state. طبعاً،
+
+153
+00:11:11,140 --> 00:11:15,480
+هنا واحد، لأنه زي ما حكينا، أنه هي حركة واحدة، لكن في
+
+154
+00:11:15,480 --> 00:11:20,560
+problems ثانية زي رومانيا، أنه الانتقال من مدينة
+
+155
+00:11:20,560 --> 00:11:25,180
+إلى مدينة، الـ cost تبعّتها بتكون حسب المسافة، وممكن أدخل
+
+156
+00:11:25,180 --> 00:11:27,720
+في الموضوع شغلات ثانية، مش أنه بس المسافة الفعلية،
+
+157
+00:11:27,720 --> 00:11:32,060
+قد إيش أن الطريق هذه، أن الـ traffic فيها، أنه سالكة، أو
+
+158
+00:11:32,060 --> 00:11:35,020
+حالة الطريق، يعني ممكن أن تكون طريق من مدينة لمدينة
+
+159
+00:11:35,020 --> 00:11:38,420
+معبدة، وطريق من مدينة لمدينة ثانية، أنه هي وعرة
+
+160
+00:11:38,420 --> 00:11:41,340
+أصلاً، فبالتالي أن هذا الكلام بدخل في الـ cost،
+
+161
+00:11:41,340 --> 00:11:44,160
+فبالتالي الـ cost، اللي هو الـ edge هذا، اللي بيكون
+
+162
+00:11:44,160 --> 00:11:50,340
+بين المدن، هذا الرقم: 140، 151، ممكن يعبر عن مسافة
+
+163
+00:11:50,340 --> 00:11:55,490
+فعلية فقط، تمام؟ ممكن يعبر عن مسافة بالإضافة إلى وعورة
+
+164
+00:11:55,490 --> 00:11:59,210
+الطريق، ممكن يعبر عن مسافة بالإضافة إلى وعورة الطريق،
+
+165
+00:11:59,210 --> 00:12:01,670
+بالإضافة إلى الزحمة اللي موجودة هناك. فبالتالي كل ما
+
+166
+00:12:01,670 --> 00:12:05,870
+زادت الزحمة، بتزيد الـ cost. فبالتالي ممكن على سبيل
+
+167
+00:12:05,870 --> 00:12:10,150
+المثال، أنه هذا الـ 75، هذه المدينة قريبة جداً، ممكن لو
+
+168
+00:12:10,150 --> 00:12:14,610
+دخلنا عوامل ثانية، ممكن توصل 140. إيش
+
+169
+00:12:14,610 --> 00:12:18,530
+السبب؟ السبب أنه ز
+
+223
+00:16:14,710 --> 00:16:22,270
+grasp يلتقط شيئًا معينًا ما بدوش أنه يلتقطه ويسحقه
+
+224
+00:16:22,270 --> 00:16:26,010
+فبالتالي أنه يعني ممكن يلتقط شغلات soft بهذا الشكل
+
+225
+00:16:26,010 --> 00:16:31,790
+فممكن أنْ تشوفوا أشياء
+
+226
+00:16:31,790 --> 00:16:33,590
+مختلفة، ممكن يرتب الشغلات
+
+227
+00:16:37,480 --> 00:16:40,200
+كيف بحسب الزاوية، وبحدد الـ location تبعه، وبروح
+
+228
+00:16:40,200 --> 00:16:44,180
+بنقلها كلها في المكان المناسب، فبالتالي ممكن أنْ أنا
+
+229
+00:16:44,180 --> 00:16:48,000
+أدخل في الـ cost، كم كرتونة عبّى، كم قطعة جمعت
+
+230
+00:16:48,000 --> 00:16:49,980
+بهذا الشكل، تمام؟
+
+231
+00:17:01,730 --> 00:17:06,510
+طيب، نيجي للـ problem solving agent، احنا بنصمم الـ
+
+232
+00:17:06,510 --> 00:17:09,650
+agent عشان يحلّي مشاكل، الـ agent وكيل، أنا يعني
+
+233
+00:17:09,650 --> 00:17:13,550
+يفترض أنّه بوكّله أنّه يحلّ المشاكل عنّي، ويفترض
+
+234
+00:17:13,550 --> 00:17:17,990
+يكون في عنده ذكاء، فهذه هي الدالة، يعني بشكل برمجي
+
+235
+00:17:17,990 --> 00:17:22,750
+كيف ممكن أنّه يحلّي مشكلة معيّنة، شو بتاخد هذه
+
+236
+00:17:22,750 --> 00:17:25,550
+الدالة، simple problem solving agent، شو بتاخد
+
+237
+00:17:25,550 --> 00:17:30,610
+percept فقط الـ perception؟ لأ، في عندي شغلات تانية
+
+238
+00:17:30,610 --> 00:17:34,190
+static وحكينا شو معناه أنّه تكون static من ناحية
+
+239
+00:17:34,190 --> 00:17:37,130
+برمجية، معناه ذلك أنّه الـ scope تبعها مش فقط في هذه
+
+240
+00:17:37,130 --> 00:17:42,670
+الدالة بالظبط، أنّه بتكون أنّه outside الـ الـ الـ الـ
+
+241
+00:17:42,670 --> 00:17:45,530
+function هي، فبالتالي يتمّ التعديل عليها من برا
+
+242
+00:17:45,530 --> 00:17:48,890
+الدالة، شو بتاخد؟ الـ sequence، الـ sequence تبع الـ
+
+243
+00:17:48,890 --> 00:17:52,130
+action في الحلقة تبعنا في الـ eight puzzle، إيش الـ
+
+244
+00:17:52,130 --> 00:17:56,430
+sequence؟ left، right، up، down، في حالة الـ vacuum
+
+245
+00:17:56,430 --> 00:18:02,090
+cleaner، left و right و suck، ممكن أنّه سلسلة أنّه left
+
+246
+00:18:02,090 --> 00:18:05,630
+right .. right .. ما تضلّك في الـ right، تضلّك في الـ
+
+247
+00:18:05,630 --> 00:18:09,070
+right، ليش؟ لأنّ المكان نظيف، بعدها suck، بعدها روح
+
+248
+00:18:09,070 --> 00:18:12,670
+right كمان مرّة، فهذه عبارة عن سلسلة الـ actions اللي
+
+249
+00:18:12,670 --> 00:18:17,490
+.. السلسلة الـ actions اللي أنا أخذتها، بعدها الـ
+
+250
+00:18:17,490 --> 00:18:23,730
+state، اتّفقنا نقول إنّ الـ state إيش بيشمل؟ شغل ثاني، يعني
+
+251
+00:18:23,730 --> 00:18:27,570
+أنّه الـ status في الـ vacuum cleaner، الـ status والـ
+
+252
+00:18:27,570 --> 00:18:31,420
+location، بالظبط، والـ goal .. إيش الـ goal state
+
+253
+00:18:31,420 --> 00:18:34,720
+تبعي؟ الـ goal state تبعي أنّه حسب الـ problem تبعّتي،
+
+254
+00:18:34,720 --> 00:18:39,820
+يعني ممكن يكون في الـ vacuum .. في الـ vacuum
+
+255
+00:18:39,820 --> 00:18:44,540
+cleaner، ممكن يكون أنّه يخلّي كل الـ locations أنّه
+
+256
+00:18:44,540 --> 00:18:49,100
+نظيفة طول الوقت، أو ممكن يكون في الـ 8th puzzle أنّه
+
+257
+00:18:49,100 --> 00:18:52,440
+نوصل لـ state معيّنة، ترتيب معيّن في الـ tiles، هذا
+
+258
+00:18:52,440 --> 00:18:55,540
+initially بيكون null، ليش؟ لأنّه هأعمله update هنا،
+
+259
+00:18:55,540 --> 00:18:59,180
+هورجيكم تحت، بالإضافة للـ problem، problem
+
+260
+00:18:59,180 --> 00:19:02,620
+formulation، الـ problem formulation هذه من أهمّ
+
+261
+00:19:02,620 --> 00:19:07,860
+الشغلات، هي المفتاح، وهذه هي يعني أن وظيفتكم أن
+
+262
+00:19:07,860 --> 00:19:10,180
+أنْتوا ليش بتدرسوا هذا الكلام؟ أنْتوا بتدرسوا هذا
+
+263
+00:19:10,180 --> 00:19:13,820
+الكلام عشان تعملوا formulation لـ problem معيّنة، أنّه
+
+264
+00:19:13,820 --> 00:19:20,700
+بحيث أنْ أنْتوا تقدروا أنْ تعملوا لها صياغة على شكل
+
+265
+00:19:20,700 --> 00:19:24,940
+أنّه search problem، فبالتالي ممكن نطبّق search
+
+266
+00:19:24,940 --> 00:19:30,750
+strategy معيّنة، تمام؟ طبعًا أوّل حاجة بسويها بعمل
+
+267
+00:19:30,750 --> 00:19:35,910
+update للـ state، تمام، بأخذ الـ state الحاليّة
+
+268
+00:19:35,910 --> 00:19:39,460
+بالإضافة للـ percept اللي هي حالة الـ sensors تبعّتي
+
+269
+00:19:39,460 --> 00:19:42,860
+فبعمل update للـ state، طبعًا هذا الـ condition بيكون
+
+270
+00:19:42,860 --> 00:19:45,980
+true في أوّل run، أنّه الـ sequence بيكون empty، أنا
+
+271
+00:19:45,980 --> 00:19:49,940
+لسّه ما أخذتش ولا action، فإذا كان الـ sequence empty
+
+272
+00:19:49,940 --> 00:19:52,660
+معناه ذلك أنّه إيش بدّي أسوي؟ بدّي أعمل
+
+273
+00:19:52,660 --> 00:19:54,900
+initialization للـ goal، يعني الـ goal هنا بيكون
+
+274
+00:19:54,900 --> 00:19:58,320
+initially null، هنا بدّي أعمله initialization، إيش
+
+275
+00:19:58,320 --> 00:20:02,640
+بدّي استدعي الدالة؟ formulate goal، بنتج أنا عندي الـ
+
+276
+00:20:02,640 --> 00:20:08,000
+goal هنا، بدّي آخذه وين أودّيه؟ كبارامتر اللي هتدّخل للدالة
+
+277
+00:20:08,000 --> 00:20:11,580
+مع الـ state اللي هي formula of problem، يبقى بصيغ
+
+278
+00:20:11,580 --> 00:20:16,380
+الهدف، وبصيغ الـ problem، تنتج عندي الـ problem، الـ
+
+279
+00:20:16,380 --> 00:20:21,020
+problem هذه بدّيها لدالة الـ search اللي هي هناخد
+
+280
+00:20:21,020 --> 00:20:24,570
+أنواعها اللي هي search strategy فيها، أنا عندي أنواع
+
+281
+00:20:24,570 --> 00:20:28,010
+مختلفة من الـ search، هدّيله problem هذه عشان يديلي
+
+282
+00:20:28,010 --> 00:20:31,870
+الـ action اللي أنا بدّي أسويه، والـ action هذا اللي
+
+283
+00:20:31,870 --> 00:20:35,410
+بدّي أسويه بدّي يصير من سلسلة الـ actions اللي أنا
+
+284
+00:20:35,410 --> 00:20:41,230
+بدّي آخذها، هنا بنفّذ الـ action طبعًا، وهنا بضيفه على
+
+285
+00:20:41,230 --> 00:20:44,890
+سلسلة الـ action، وبَرجع الـ action بهذا الشكل، طبعًا
+
+286
+00:20:44,890 --> 00:20:49,230
+الدالة high و recursive بتمّ استدعاؤها باستمرار عشان
+
+287
+00:20:49,230 --> 00:20:52,670
+كل step أنْ هي تأخذ الخطوة اللي وراها
+
+288
+00:20:56,580 --> 00:21:01,960
+هذا pseudocode كفهم طبعًا، بطبيعة الحال كفهم، لأنّه
+
+289
+00:21:01,960 --> 00:21:08,320
+هذا pseudocode أنّه بيشرح الفكرة يعني
+
+290
+00:21:08,320 --> 00:21:13,460
+ممكن أنْ أنا أجاوبكم في نهاية المحاضرة على هذا
+
+291
+00:21:13,460 --> 00:21:21,430
+السؤال، تمام؟ طيب، الآن بدنا ندخل في تفصيل أكثر، أن
+
+292
+00:21:21,430 --> 00:21:26,870
+الـ search هذا بدنا أنّه نعمل، يعني ندخل بشكل تفصيلي
+
+293
+00:21:26,870 --> 00:21:30,250
+أكثر، أو بشكل مُخصّص أكثر، أنّه مش أي search، الـ three
+
+294
+00:21:30,250 --> 00:21:33,630
+search algorithms، بدنا نركّز على الـ three search
+
+295
+00:21:33,630 --> 00:21:36,930
+algorithms، فبالتالي أنّه الـ states بتاعتي بدّي
+
+296
+00:21:36,930 --> 00:21:41,060
+أعملها على شكل شجرة، وعلى شكل تفرّعات، تمام؟
+
+297
+00:21:41,060 --> 00:21:43,900
+فبالتالي أنّه الفكرة في الموضوع أنّه بنعمل offline
+
+298
+00:21:43,900 --> 00:21:47,740
+simulated exploration للـ status base، وإنّه احنا
+
+299
+00:21:47,740 --> 00:21:50,620
+نعمل generation للـ successor .. successor ..
+
+300
+00:21:50,620 --> 00:21:54,920
+successor state، طبعًا طبيعة الحال، كيف ممكن نعمل
+
+301
+00:21:54,920 --> 00:22:00,340
+هذه الشغلة؟ أنّه الـ already explored states بنعملها
+
+302
+00:22:00,340 --> 00:22:05,870
+expanding، يعني كل state أنا استكشفتها بروح بعملها
+
+303
+00:22:05,870 --> 00:22:09,050
+expand، بروح بجيب الـ success source تبعها، وبسير
+
+304
+00:22:09,050 --> 00:22:13,190
+بدوّر في كل الـ states هذه في الشجرة تبعّتي على الحلّ
+
+305
+00:22:13,190 --> 00:22:20,930
+تمام، فبالتالي هاي بتمثّل الـ strategy اللي هو عبارة
+
+306
+00:22:20,930 --> 00:22:27,210
+عن أساس هذا الـ chapter عندنا في في في في الدرس
+
+307
+00:22:27,210 --> 00:22:30,750
+تبعنا اللي هو search strategies، إيش الـ search
+
+308
+00:22:30,750 --> 00:22:33,610
+strategies اللي استخدمناها قبل السابق كلّه اللي كنا
+
+309
+00:22:33,610 --> 00:22:37,750
+نحكي عليه مجرد أنّه عبارة عن تمهيد، وتعريفات، وعبارة
+
+310
+00:22:37,750 --> 00:22:41,170
+عن صياغة للـ problem، واتفاق أنّه تكون هي structured
+
+311
+00:22:41,170 --> 00:22:44,730
+من أربع شغلات، وجيف أنّه يكون تعريفها بهذا الشكل
+
+312
+00:22:44,730 --> 00:22:48,480
+عرفناها ساعتها، بدنا نسير أنّه احنا ندرس الـ
+
+313
+00:22:48,480 --> 00:22:52,520
+strategies أو الـ search strategies المختلفة، ونشوف
+
+314
+00:22:52,520 --> 00:22:57,860
+كل واحدة كيف أداءها، تمام؟ احنا متّفقين أنّ احنا بدنا
+
+315
+00:22:57,860 --> 00:23:01,620
+نستخدم search، ومش أي search، three search، إيش بدّه
+
+316
+00:23:01,620 --> 00:23:06,920
+ياخذ الـ problem بالإضافة للـ strategy، أنا هأعطيه في
+
+317
+00:23:06,920 --> 00:23:09,520
+الـ three search، في عندي عِدّة استراتيجيات، فممكن أن
+
+318
+00:23:09,520 --> 00:23:13,930
+أنا أدي له الـ strategy، إيش بدّه يرجع؟ solution، في حال
+
+319
+00:23:13,930 --> 00:23:18,630
+أنّه لقى، أو failure، أنّه ما لقيهاش، الحلّ وارد أنّه
+
+320
+00:23:18,630 --> 00:23:22,330
+ما لقيهاش، الحلّ طبعًا بطبيعة الحال، طبعًا هنا بدّي أعمل
+
+321
+00:23:22,330 --> 00:23:27,590
+initialize للـ search tree، تمام، والـ initial state
+
+322
+00:23:27,590 --> 00:23:31,570
+الخاصة في الـ problem يعني، تمام، وهنا بدّي يكون في
+
+323
+00:23:31,570 --> 00:23:35,650
+عندي loop، إيش الـ loop هذه؟ أنّي بدّي أضلّني أعمل
+
+324
+00:23:35,650 --> 00:23:39,410
+expand للـ tree، وأدور على الحلّ، لغاية ما أجيب
+
+325
+00:23:39,410 --> 00:23:44,490
+أعمل stop، وأرجع الـ solution، عملت expand لكل الـ
+
+326
+00:23:44,490 --> 00:23:49,250
+nodes، وما لقيّتش حلّ، شعرت ساعتها برجع failure، طبعًا
+
+327
+00:23:49,250 --> 00:23:53,530
+يبقى هنا هذا معنى هذا الكلام، أنّه كـ pseudocode، if
+
+328
+00:23:53,530 --> 00:23:57,410
+there is no candidate for expansion then return
+
+329
+00:23:57,410 --> 00:24:03,350
+failure، عملت expand لكلّ حاجة، لكلّ node، بس ما لقيّتش
+
+330
+00:24:03,350 --> 00:24:09,810
+solution، ساعتها برجع failure، تمام، إذا هذا الشرط
+
+331
+00:24:09,810 --> 00:24:14,830
+أنّه false، لسّه في عندي candidate، إيش بدّي أسوي؟ بروح
+
+332
+00:24:14,830 --> 00:24:18,550
+أختار leaf node for expansion according to، إيش؟ to
+
+333
+00:24:18,550 --> 00:24:22,090
+strategy، الفكرة في الموضوع إنّه هنا إنّي عندي هذه
+
+334
+00:24:22,090 --> 00:24:24,910
+candidate node، بسمّيها candidate node، candidate
+
+335
+00:24:24,910 --> 00:24:29,690
+node، أيّ واحد أختار هذه ولا هي ولا هي؟ مين اللي
+
+336
+00:24:29,690 --> 00:24:35,180
+بيحدّد؟ الـ Strategy، تمام؟ هذه معنى هذا الكلام هنا
+
+337
+00:24:35,180 --> 00:24:40,140
+يبقى هنا بدّي أختار node أعمل لها Expansion حسب الـ
+
+338
+00:24:40,140 --> 00:24:43,500
+Strategy المعيّنة، يبقى الـ Strategy الوظيفة تبعّتها
+
+339
+00:24:43,500 --> 00:24:51,380
+هي تحديد الـ node اللي بِسير لها Expansion، تمام؟
+
+340
+00:24:51,380 --> 00:24:58,640
+طيب، الـ node هذه اللي عملنا لها Expand إذا بتحتوي على
+
+341
+00:24:58,640 --> 00:25:02,890
+الـ goal state، إذا هي مُطابقة للـ goal states، زي مثلًا
+
+342
+00:25:02,890 --> 00:25:06,150
+في حالة الـ 8 puzzle أو كذا، ساعتها إيش بدّي أسوي؟
+
+343
+00:25:06,150 --> 00:25:09,310
+return ده الـ corresponding solution، إيش الـ
+
+344
+00:25:09,310 --> 00:25:12,610
+corresponding solution؟ أنّه على سبيل المثال أنّه ..
+
+345
+00:25:12,610 --> 00:25:16,870
+أنّه أنا الـ corresponding solution، أنّه أنا رحت عملت
+
+346
+00:25:16,870 --> 00:25:21,890
+expand لهذه، وبعديها هذه، وبعديها هذه، طبعًا حسب الـ
+
+347
+00:25:21,890 --> 00:25:24,970
+strategy، اخترت أنْ أنا أعمل expand لهذه، وهذول
+
+348
+00:25:24,970 --> 00:25:29,840
+أتركهم، على سبيل المثال، تمام؟ طبعًا هذول عملت لهم
+
+349
+00:25:29,840 --> 00:25:34,000
+expand زي هيك بهذا الشكل، كلّ واحدة بدّي أفحصها، هل
+
+350
+00:25:34,000 --> 00:25:38,700
+فرجاس هي الـ state solution، تمام؟ هل هي الـ
+
+351
+00:25:38,700 --> 00:25:43,160
+state .. هل هي الـ goal .. عفوًا الـ goal state، تمام؟
+
+352
+00:25:43,160 --> 00:25:45,640
+لقيّت مثلًا على سبيل المثال أنّه فرجاس، أنّه الـ state
+
+353
+00:25:45,640 --> 00:25:48,120
+space، معناه ذلك أنّه بروح برجع الـ solution، إيش هو
+
+354
+00:25:48,120 --> 00:25:53,070
+الـ solution؟ هو عبارة عن هذا المسار، عشان أصل الـ
+
+355
+00:25:53,070 --> 00:25:56,790
+state تبعي، إنّي بدّي أروح من أراد لفرجاس، إنّي أنا
+
+356
+00:25:56,790 --> 00:26:00,190
+بدّي أروح من أراد لسيبوي، ومن سيبوي بدّي أروح على
+
+357
+00:26:00,190 --> 00:26:04,130
+فرجاس في أحدى الشكل، واضح؟ هذه معنى هذا الكلام
+
+358
+00:26:04,130 --> 00:26:08,530
+هنا في الـ code، then correspond return للـ
+
+359
+00:26:08,530 --> 00:26:13,130
+correspond solution، تمام؟ else، ما بتحتوي على الحلّ،
+
+360
+00:26:13,130 --> 00:26:17,130
+نرجع هنا، ولا واحدة من هذول بتحتوي على الحلّ، طب شو
+
+361
+00:26:17,130 --> 00:26:21,150
+الخيار؟ بدّي أدوّر أنْ أنا أعمل expand لهذه، ولهذه، و
+
+362
+00:26:21,150 --> 00:26:27,470
+لهذه، ولهذه، حسب شو؟ الـ strategy، تمام 100%، فبالتالي
+
+363
+00:26:27,470 --> 00:26:31,610
+بظنّ بستمر في هذه العملية الـ recursive لغاية ما
+
+364
+00:26:31,610 --> 00:26:36,490
+أنا أجيب حلّ، أو بكون عملت expansion لكلّ الـ nodes، و
+
+365
+00:26:36,490 --> 00:26:37,150
+ما جيتش حلّ
+
+366
+00:26:41,050 --> 00:26:45,470
+تمام، يبقى هنا else، expand the node and add
+
+367
+00:26:45,470 --> 00:26:48,310
+resulting node to the search tree، فبالتالي بروح
+
+368
+00:26:48,310 --> 00:26:52,950
+بكبر الشجرة، وبعمل expand لنود جديدة، فهي فعليًا الـ
+
+369
+00:26:52,950 --> 00:26:59,230
+pseudocode هو المفتاح تبع الـ chapter تبعنا كلّه، هي
+
+370
+00:26:59,230 --> 00:27:02,990
+الأساس تبعه، لو فهمته بتكون الأمور تمام، وإيش اللي
+
+371
+00:27:02,990 --> 00:27:07,270
+بدّه يتمّ استبداله هنا، الـ strategy، كلّ مرّة بدّي أجرب
+
+372
+00:27:07,270 --> 00:27:11,330
+strategy جديدة، إيش بتحدّد الـ strategy؟ الـ node اللي
+
+373
+00:27:11,330 --> 00:27:14,910
+أنا بدّي أعمل لها expand، أمّا كـ search algorithm كلّه
+
+374
+00:27:14,910 --> 00:27:17,190
+نفس المبدأ، طيب
+
+375
+00:27:26,340 --> 00:27:32,380
+طبعًا هنا بيحاول أنّه يذكّر أنّه في فرق كبير بين الـ
+
+376
+00:27:32,380 --> 00:27:37,820
+search graph والـ static graph، بدّي يكون
+
+377
+00:27:37,820 --> 00:27:43,040
+في عندي فرق بين الـ graph والـ tree، طبعًا ف .. ف ..
+
+378
+00:27:43,040 --> 00:27:45,640
+ف .. فبالتالي أنّه الـ search tree هو عبارة عن
+
+379
+00:27:45,640 --> 00:27:50,500
+sequence of actions، طبعًا، أمّا الـ static graph هي كلّ
+
+380
+00:27:50,500 --> 00:27:52,560
+الـ nodes اللي موجودة عندي في الـ environment
+
+381
+00:27:55,800 --> 00:27:59,180
+بعد ما نخلّص الـ search trees، ممكن أنْ احنا نطبّق الـ
+
+382
+00:27:59,180 --> 00:28:03,760
+search graph في الموضوع، في نهاية هذا الـ chapter، إن
+
+383
+00:28:03,760 --> 00:28:07,920
+شاء الله، في عندكم هنا الـ website هذا، هيكون في عليه
+
+384
+00:28:07,920 --> 00:28:11,180
+assignment، أنّه بعد ما احنا نأخذ بعض الـ search
+
+385
+00:28:11,180 --> 00:28:14,640
+strategies، فبالتالي مطلوب منكم أنْ أنْتوا يعني في
+
+386
+00:28:14,640 --> 00:28:18,760
+problem معيّنة، أنْ أنْتوا تأخذوا الـ problem هذه، مجرد
+
+387
+00:28:18,760 --> 00:28:22,180
+أنّه تطبيق، هي tool، لتطبيق الـ search strategies
+
+388
+00:28:22,180 --> 00:28:28,830
+المختلفة، هذه الـ link تبعها موجود على المدوّنة، تمام،
+
+389
+00:28:28,830 --> 00:28:37,090
+وهيها موجودة هنا، biograph researching، وهنا ممكن
+
+390
+00:28:37,090 --> 00:28:42,470
+أجرب فيها
+
+445
+00:32:38,010 --> 00:32:42,760
+solution أو أقل أو الحل الأقل تكلفة هذه برضه من
+
+446
+00:32:42,760 --> 00:32:47,380
+الشغلات اللي احنا بناخدها في التقييم طبعا الـ time
+
+447
+00:32:47,380 --> 00:32:52,920
+و الـ space complexity أنه بيتم قياسها بالـ B و الـ D
+
+448
+00:32:52,920 --> 00:33:00,040
+إيش الـ B و الـ D؟ و الـ M، الـ B و الـ D و الـ M، الـ B هي
+
+449
+00:33:00,040 --> 00:33:03,920
+عمارة عن الـ maximum branching factor جداش
+
+450
+00:33:03,920 --> 00:33:07,860
+التفريعات اللي موجودة عندي في الشجرة طبعا يعني على
+
+451
+00:33:07,860 --> 00:33:12,220
+سبيل المثال أن الشجرة هي كام تفريعة فيها؟ هنا عندي
+
+452
+00:33:12,220 --> 00:33:15,000
+branch وهنا branch وهنا branch، ثلاث تفريعات بهذا
+
+453
+00:33:15,000 --> 00:33:18,840
+الشكل، فبالتالي أنه باخد branching factor في الـ
+
+454
+00:33:18,840 --> 00:33:27,260
+tree بهذا الشكل، والـ D، الـ depth تبع الـ solution
+
+455
+00:33:27,260 --> 00:33:33,660
+معناه ذلك أن أنا بدي أرجع هنا زي كأنه أنا بدي أقيس
+
+456
+00:33:33,660 --> 00:33:41,300
+الـ B هيك بشكل عربي، وبدي أقيس الـ D، إيش معناه الـ D؟
+
+457
+00:33:41,300 --> 00:33:43,480
+يعني على سبيل المثال ممكن تكون الـ tree أن الـ
+
+458
+00:33:43,480 --> 00:33:47,260
+expansion تبعها أن أنا لقيت الـ solution هنا، وممكن
+
+459
+00:33:47,260 --> 00:33:50,620
+أن الشجرة الثانية ألاقي solution هنا deeper يعني
+
+460
+00:33:50,620 --> 00:33:55,380
+في تفريعة عميقة في الداخل، تمام؟ فبالتالي هذه بقيسها
+
+461
+00:33:55,380 --> 00:33:58,640
+بالـ D factor وهذه بالـ B factor، جداش عدد التفريعات؟
+
+462
+00:33:58,640 --> 00:34:01,740
+طبعا هذا بيحدد حجم الشجرة، جداش أنه بيزيد الـ
+
+463
+00:34:01,740 --> 00:34:06,940
+complexity، نعم بالظبط، المستوى تبع الشجرة أنه بعد
+
+464
+00:34:06,940 --> 00:34:18,370
+كام level أن أنا وجدت الحل، تمام؟ والـ M اللي هو الـ
+
+465
+00:34:18,370 --> 00:34:23,690
+maximum depth للـ states space، الـ maximum depth لكل
+
+466
+00:34:23,690 --> 00:34:28,090
+الـ states space high للـ solution لغاية لما نصل للـ
+
+467
+00:34:28,090 --> 00:34:32,490
+solution، high الـ maximum depth لكل الـ states طبعا
+
+468
+00:34:32,490 --> 00:34:36,850
+يبقى الـ B والـ D والـ M هذه هتمر علينا كتير بعد ما
+
+469
+00:34:36,850 --> 00:34:40,750
+ناخد كل algorithm، هنشوف جداش الـ B تبعت high وجداش
+
+470
+00:34:40,750 --> 00:34:45,490
+الـ D وجداش الـ M، ممكن
+
+471
+00:34:45,490 --> 00:34:49,320
+أن الـ states تكون infinity يعني في بعض الـ
+
+472
+00:34:49,320 --> 00:34:52,980
+applications أن طبيعة الـ states تبعتها أنه بتضلها إلى
+
+473
+00:34:52,980 --> 00:34:56,440
+مدى نهاية، بضلني أفرع، بضلني أفرع، مع ذلك أن مافيش
+
+474
+00:34:56,440 --> 00:35:02,960
+node أن أنا ممكن أن أتوقف، يعني أنه أتوقف مش
+
+475
+00:35:02,960 --> 00:35:10,960
+واضحة، إيه
+
+476
+00:35:10,960 --> 00:35:15,720
+الرسمة هاي تبعت هاي
+
+477
+00:35:25,640 --> 00:35:28,760
+لو أنا أخدت قرار أن هاي مثلا على سبيل المثال
+
+478
+00:35:28,760 --> 00:35:34,900
+وصلتها زي هيك، وهي راحت وصلتها زي هيك، هيك بتصير
+
+479
+00:35:34,900 --> 00:35:37,400
+infinity، إيش معناه هذا الكلام؟ كل مدينة أنا
+
+480
+00:35:37,400 --> 00:35:42,660
+بزورها في عندي تفريعات لمدن ثانية أني بزورها، كل
+
+481
+00:35:42,660 --> 00:35:46,420
+مدينة بزورها في عندي تفريعات، في شيء آخر للطريق،
+
+482
+00:35:46,420 --> 00:35:49,460
+في شيء آخر للمدن اللي أنا بزورها، في هذا الشكل،
+
+483
+00:35:49,460 --> 00:35:56,000
+فبالتالي أنه... أنه هنا نمت على سبيل المثال، أنه
+
+484
+00:35:56,000 --> 00:35:59,660
+الخيار الوحيد عندي أن أرجع لأ، أنا بدي مدن جديدة أن
+
+485
+00:35:59,660 --> 00:36:03,320
+أنا أزورها، تمام؟ فبالتالي هنا في حال أن هذا الـ
+
+486
+00:36:03,320 --> 00:36:06,380
+connection اللي أنا عملتها جديد أن ما كانت موجودة
+
+487
+00:36:06,380 --> 00:36:12,240
+خلاص، أنه بيصير أنه infinite، يعني finite، لكن أنه
+
+488
+00:36:12,240 --> 00:36:15,480
+مدام أنه ما انقفل، رجعنا لفرجاس، وفرجاس وين؟ بروح،
+
+489
+00:36:15,480 --> 00:36:19,100
+بفرع هنا وبفرع هنا بهذا الشكل، فبالتالي إلى ما
+
+490
+00:36:19,100 --> 00:36:21,300
+لا نهاية، بضلني كل مرة أنا أعمل expand
+
+491
+00:36:34,370 --> 00:36:39,410
+طيب الـ search strategies، في عندي ثلاث أنواع الـ
+
+492
+00:36:39,410 --> 00:36:43,850
+uninformed search أو الـ blind search، هذا النوع
+
+493
+00:36:43,850 --> 00:36:50,350
+الأول، تمام؟ طبعا في عدة algorithms، وعندي التصنيف
+
+494
+00:36:50,350 --> 00:36:53,470
+الثاني أو الاستراتيجية الثانية اللي هو الـ informed
+
+495
+00:36:53,470 --> 00:37:00,950
+search، فيه نوعان، تمام؟ وفي عندي النوع الثالث أو
+
+496
+00:37:00,950 --> 00:37:05,330
+الاستراتيجية الثالثة اللي هي adversarial search
+
+497
+00:37:05,330 --> 00:37:07,970
+algorithm، هذا بيكون مطبق في الـ theory adversarial
+
+498
+00:37:07,970 --> 00:37:10,910
+أن أنا بتعامل مع الخصم، فبالتالي أن بدي algorithm
+
+499
+00:37:10,910 --> 00:37:17,110
+أن فيه maximize للـ... للـ score تبعي، وminimize لـ
+
+500
+00:37:17,110 --> 00:37:20,590
+score تبع الخصم، فبيكون أن أنا بتعامل فيه مع الخصم
+
+501
+00:37:20,590 --> 00:37:23,170
+بهذا الشكل، تمام؟
+
+502
+00:37:25,440 --> 00:37:28,880
+كام algorithm أنا عندي في الـ uninformed search هي
+
+503
+00:37:28,880 --> 00:37:34,560
+واحد، اثنين، ثلاثة، أربعة algorithms، تمام؟ فبالتالي
+
+504
+00:37:34,560 --> 00:37:42,440
+هنا نرجع اللي أنا فيه، عندي هنا أربعة algorithms، و
+
+505
+00:37:42,440 --> 00:37:48,060
+هنا تقريبا أنا فيه عندي two algorithms، تمام؟
+
+506
+00:37:48,060 --> 00:37:51,040
+وهنا هناخد algorithm واحد، في أكثر، في في غيرهم
+
+507
+00:37:51,040 --> 00:37:54,760
+كتير، بس احنا هناخد واحد تقريبا، تمام؟
+
+508
+00:37:57,090 --> 00:38:03,170
+إيش هما الـ algorithms هدول؟ breadth-first، depth-
+
+509
+00:38:03,170 --> 00:38:06,970
+first، depth-limited، iterative deepening search،
+
+510
+00:38:06,970 --> 00:38:11,490
+هذا في الـ blind search أو الـ uninformed search،
+
+511
+00:38:11,490 --> 00:38:16,830
+طبعا تعريفه هو عبارة عن search strategy فقط بتستخدم
+
+512
+00:38:16,830 --> 00:38:19,430
+المعلومات الـ available في الـ problem definition،
+
+513
+00:38:19,430 --> 00:38:23,490
+عشان هيك بنسميه blind، أنه بيشتغل بشكل عام يعني أو
+
+514
+00:38:23,490 --> 00:38:26,990
+أنه uninformed search بهذا الشكل، فبالتالي أنا في
+
+515
+00:38:26,990 --> 00:38:31,250
+عندي أربعة algorithms، أعتقد أنه منها مر عليكم في الـ
+
+516
+00:38:31,250 --> 00:38:35,200
+data structure، فبالتالي يعني احنا... احنا في كل
+
+517
+00:38:35,200 --> 00:38:40,940
+الأحوال احنا هنشرحها طبعا؟ طيب خليني أنا أتوقف هنا
+
+518
+00:38:40,940 --> 00:38:46,300
+لأن احنا المحاضرة الجاية هنرجع أن نجمّل هذا
+
+519
+00:38:46,300 --> 00:38:49,900
+الكلام بشكل سريع، الـ... الـ search strategies،
+
+520
+00:38:49,900 --> 00:38:54,550
+الأنواع تبعها، تمام؟ وكذلك هنبدأ في أول algorithm
+
+521
+00:38:54,550 --> 00:39:00,410
+اللي هو الـ breadth-first search، هي حد عنده سؤال؟
+
+522
+00:39:00,410 --> 00:39:03,290
+يعطيكم يعطيكم العافية
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9a9dd1bfae64cab6465c688ac37207945af35969
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_postprocess.srt
@@ -0,0 +1,2088 @@
+1
+00:00:04,880 --> 00:00:08,160
+طيب بسم الله الرحمن الرحيم صباح الخير و اليوم ان
+
+2
+00:00:08,160 --> 00:00:11,880
+شاء الله راح نكمل في المحاضرة التانية في problem
+
+3
+00:00:11,880 --> 00:00:15,580
+solving by search و كنا نحكي في المحاضرة الماضية
+
+4
+00:00:15,580 --> 00:00:20,960
+عن ال state space و شوفنا أنه احنا توقفنا .. يعني
+
+5
+00:00:20,960 --> 00:00:24,540
+أخدنا بعض الأمثلةيعني أخدنا مثال واحد على ما أذكر
+
+6
+00:00:24,540 --> 00:00:29,800
+والآن بدنا نكمل في يعني في باقية الأمثلة يعني
+
+7
+00:00:29,800 --> 00:00:32,580
+شوفنا أنه ال status base لقيت puzzle كيف أنه هي
+
+8
+00:00:32,580 --> 00:00:36,660
+لما تكبر أنه عدد ال tiles اللي موجودة في ال puzzle
+
+9
+00:00:36,660 --> 00:00:40,420
+بكتر أنا عندي ال status base كذلك ال TSP أو
+
+10
+00:00:40,420 --> 00:00:43,940
+traveling salesman problem لما يكون في عندي عشرين
+
+11
+00:00:43,940 --> 00:00:46,480
+مدينة جداش أنه بيكون
+
+12
+00:00:49,520 --> 00:00:54,760
+حجم ال state space سبعي ناخد على سبيل المثال انه
+
+13
+00:00:54,760 --> 00:00:58,840
+في ال vacuum cleaner انه ايش ال state space graph
+
+14
+00:00:58,840 --> 00:01:02,920
+طبعا احنا حكينا انه تقريبا عددهم تمانية اي واحد
+
+15
+00:01:02,920 --> 00:01:06,520
+اتنين تلاتة اربعة خمسة ستة سبعة تمانيةطبعا
+
+16
+00:01:06,520 --> 00:01:09,420
+الانتقال بيناتهم بيكون بناء على شروط معينة،
+
+17
+00:01:09,420 --> 00:01:13,100
+ماينفعش أنه أنا أنتقل من space ل space تانية بشكل
+
+18
+00:01:13,100 --> 00:01:19,340
+مباشر بدون ما يكون أنه أنا أنتقل في states وسيطة،
+
+19
+00:01:19,340 --> 00:01:21,540
+يعني على سبيل المثال ماينفعش أنه أنا أكون في هاي
+
+20
+00:01:21,540 --> 00:01:25,680
+ال state تمام و أنتقل لهاي ال state بشكل مباشر،
+
+21
+00:01:25,680 --> 00:01:29,400
+ماينفعش، منطقيا ب step واحدة، أنا بقصدبانطقية لإن
+
+22
+00:01:29,400 --> 00:01:32,260
+أنا في عندي إن هو موجود في ال location هذا و إنه
+
+23
+00:01:32,260 --> 00:01:37,200
+هذا انه dirty و هذا dirty بنفعش إنه الإتنين يكونوا
+
+24
+00:01:37,200 --> 00:01:41,760
+clean مع بعض لازم إنه يعمل إنه بالظبط إنه إن يكون
+
+25
+00:01:41,760 --> 00:01:47,870
+في عندي state وسيطة إنه مثلا على سبيل المثالإنه
+
+26
+00:01:47,870 --> 00:01:50,250
+ينتقل على ال state هذه أو ينتقل على ال state
+
+27
+00:01:50,250 --> 00:01:53,370
+التانية و بعدها بيصير في ال state هاي فبالتالي إنه
+
+28
+00:01:53,370 --> 00:01:56,410
+ممكن ينتقل زي هيك و بعدها بيجي على ال state هاي و
+
+29
+00:01:56,410 --> 00:02:00,710
+بعدها ممكن إنه ينتقل على ال state هاي بهذا الشكل
+
+30
+00:02:00,710 --> 00:02:09,710
+فالانتقال بشكل مباشر مش .. مش ممكن، تمام؟ طيب،
+
+31
+00:02:09,710 --> 00:02:14,130
+الآن نشوف إيش هي ال states اللي ممكنة
+
+32
+00:02:18,290 --> 00:02:21,730
+إنه زي ما حكينا إنه أنا في عندي تلاتة actions اللي
+
+33
+00:02:21,730 --> 00:02:31,060
+هي left و right تمام؟ و suckالان على سبيل المثال
+
+34
+00:02:31,060 --> 00:02:34,580
+هاي ال state لما انا الاجي انه سهم ال state هاي و
+
+35
+00:02:34,580 --> 00:02:37,320
+برجع الها نفسها معناها انه البقاء في نفس ال state
+
+36
+00:02:37,320 --> 00:02:41,140
+و هذا الكلام انه رسمناه في رسمة سابقة لما كنا نحكي
+
+37
+00:02:41,140 --> 00:02:43,960
+عن ال Markovian انه على سبيل المثال ان عندي state
+
+38
+00:02:43,960 --> 00:02:48,660
+zero تمام؟ في عندي امكانية انتقل ل state S1
+
+39
+00:02:51,200 --> 00:02:54,180
+تمام؟ و في عندي إمكانية إن أنا أضلني في نفس ال
+
+40
+00:02:54,180 --> 00:03:00,020
+state فهذه ال .. انه .. انه الإشارة إنه أنا برجع
+
+41
+00:03:00,020 --> 00:03:03,260
+على نفس ال state إنه أنا معناه ذلك إنه أنا ببقى في
+
+42
+00:03:03,260 --> 00:03:05,880
+نفس ال state فبالتالي إنه أنا موجود هنا left و
+
+43
+00:03:05,880 --> 00:03:09,580
+معناه ذلك إنه أنا بقيت left تمام؟ في عندي action
+
+44
+00:03:09,580 --> 00:03:14,030
+تاني إنه أنا ممكن أروح rightو في عندي action تالت
+
+45
+00:03:14,030 --> 00:03:17,830
+انه انا ممكن اعمل sack اذا انا روحت right معناه
+
+46
+00:03:17,830 --> 00:03:20,550
+ذلك انه ال vacuum cleaner بده ينتقل من هذا ال
+
+47
+00:03:20,550 --> 00:03:24,970
+location لهذا ال location بتتغير ال state تبعته و
+
+48
+00:03:24,970 --> 00:03:28,750
+في حال انه انا عملت sack ايش نتيجة تبعته انه ال
+
+49
+00:03:28,750 --> 00:03:33,350
+state هي انه ال location هذا بيصير clean تمام؟
+
+50
+00:03:33,350 --> 00:03:35,890
+بهذا الشكل ان هو بيضلوا مكانه و ال location بيصير
+
+51
+00:03:35,890 --> 00:03:40,410
+cleanفي حال ان انا انتقلت right ممكن اضلني في نفس
+
+52
+00:03:40,410 --> 00:03:45,570
+المكان right تمام او ممكن اعمل suck او ممكن ارجع
+
+53
+00:03:45,570 --> 00:03:48,590
+left فبالتالي هذا هو ال status base والانتقال
+
+54
+00:03:48,590 --> 00:03:52,250
+بيناتهم بهذا الشكل وحكينا انه كل ال possible
+
+55
+00:03:52,250 --> 00:03:58,770
+states عددها تمانية states طيب يبقى نشوف هنا ان ال
+
+56
+00:03:58,770 --> 00:04:04,710
+states عبارة عن ايش عبارة عن شغلتين اللي هو انه ال
+
+57
+00:04:04,710 --> 00:04:09,450
+statusفي فرق بين ال state و ال status ال status هي
+
+58
+00:04:09,450 --> 00:04:12,770
+إيش حالة ال location هل هو dirty ولا clean أما ال
+
+59
+00:04:12,770 --> 00:04:17,670
+state إن هي بتشمل الشغلتين اللي هي ال location مع
+
+60
+00:04:17,670 --> 00:04:22,040
+ال statusال location مع ال status فبالتالي هنا ال
+
+61
+00:04:22,040 --> 00:04:24,900
+status انه مكونة من شغلتين انه هنا عبارة عن
+
+62
+00:04:24,900 --> 00:04:29,860
+integer dirt ان هو عبارة عن variable integer dirt
+
+63
+00:04:29,860 --> 00:04:33,000
+ممكن يكون zero او واحد zero يعني انه clean واحد
+
+64
+00:04:33,000 --> 00:04:36,640
+يعني dirty تمام بالاضافة لل location وفي الحالة
+
+65
+00:04:36,640 --> 00:04:39,880
+تبعتنا احنا هذا ال variable انه بياخد two value
+
+66
+00:04:39,880 --> 00:04:44,960
+اللي هو a و bتمام؟ يبقى أنا فيه عندي تلاتة
+
+67
+00:04:44,960 --> 00:04:47,580
+variables اللي هو .. عفوا، two variables اللي هو
+
+68
+00:04:47,580 --> 00:04:51,160
+ال integer there بالإضافة لل location و ال
+
+69
+00:04:51,160 --> 00:04:54,200
+location بياخد two value و هذا ال value تبعته زي
+
+70
+00:04:54,200 --> 00:04:59,040
+ما حكينا أنه صفر واحد، بيقعد الشكل طيب، إيش ال
+
+71
+00:04:59,040 --> 00:05:02,720
+actions؟ deterministic ولا مش deterministic؟
+
+72
+00:05:02,720 --> 00:05:05,760
+محدودة ولا مش محدودة؟ محدودة، عندي أربعة .. تلاتة
+
+73
+00:05:05,760 --> 00:05:10,370
+actions زي ما حكينا هنا، هاي هم تلاتةاللي هم left
+
+74
+00:05:10,370 --> 00:05:15,870
+و right و suck، تمام؟ ال goal state إيش الهدف من
+
+75
+00:05:15,870 --> 00:05:21,710
+ال vacuum cleaner؟ بالظبط، إنه مايكونش في عندي
+
+76
+00:05:21,710 --> 00:05:26,430
+أوساخ في كل الأماكنمش ان هو ينظف هذا هدف عام لكن
+
+77
+00:05:26,430 --> 00:05:28,590
+انا بدي اكون specific انه انا بدي احكيله ان ال
+
+78
+00:05:28,590 --> 00:05:31,370
+location A و B مافي .. مابديش فيهم أوساخ بدي
+
+79
+00:05:31,370 --> 00:05:34,550
+المكان هذا او الغرفة هذه اللي انت بتكون موجود فيها
+
+80
+00:05:34,550 --> 00:05:38,070
+مابديش ان هي تكون متسقها على الإطلاق بدي ان المطار
+
+81
+00:05:38,070 --> 00:05:44,080
+يظل نظيف طوال الوقت تمام؟ ال path costإيش المقصود
+
+82
+00:05:44,080 --> 00:05:48,700
+بال path؟ إنه أنا هذا الانتقال جديش ال cost تبعته،
+
+83
+00:05:48,700 --> 00:05:51,880
+جديش اللي بدي أحطها، بدي أحط إنه على ال edge هذا
+
+84
+00:05:51,880 --> 00:05:59,740
+إنه one pair action معناه ذلك إنه أنا كنت موجود في
+
+85
+00:05:59,740 --> 00:06:04,220
+هذه ال state عفوا تمام؟ و أختارت ال action suck
+
+86
+00:06:04,220 --> 00:06:08,920
+فبدالي جديش ال cost تبعته؟ واحدأو انه انا أروح ات
+
+87
+00:06:08,920 --> 00:06:11,960
+write كداش ال cost تبعتها؟ واحد بهذا الشكل
+
+88
+00:06:11,960 --> 00:06:15,540
+فبالتالي الانتقال على سبيل المثال من هاي ال state
+
+89
+00:06:15,540 --> 00:06:21,120
+لهاي ال state باجي بحسبها زيك هاي واحد اتنين تلاتة
+
+90
+00:06:21,120 --> 00:06:26,360
+فال cost تبعتها تلاتة بهذا الشكل واضح؟ واضح؟ هل
+
+91
+00:06:26,360 --> 00:06:30,700
+أحكيها كمان مرة؟ تمام؟ فبالتالي ال cost ان هي
+
+92
+00:06:30,700 --> 00:06:35,450
+الانتقالمن state ل state او انه عمل action معين
+
+93
+00:06:35,450 --> 00:06:39,550
+بتكلف انه واحد قد يكون في problems تانية انه لأ
+
+94
+00:06:39,550 --> 00:06:42,490
+بدي يكون عبارة عن رقم معين يعني على سبيل المثال زي
+
+95
+00:06:42,490 --> 00:06:48,050
+ال map تبعت رومانيا انه المسافة بين المدن بتكون هي
+
+96
+00:06:48,050 --> 00:06:50,890
+عبارة عن المسافة الفعلية مش انه واحد بتكون بهذا
+
+97
+00:06:50,890 --> 00:06:56,210
+الشكل ناخد مثال تاني ال eight puzzle شوفنا كدهش
+
+98
+00:06:56,210 --> 00:06:59,430
+انه ال states تبعتها ايش ال goal state انه انا
+
+99
+00:06:59,430 --> 00:07:04,170
+ارتب ال tilesاللي هي البلطات تبعتي هدول أو القطع
+
+100
+00:07:04,170 --> 00:07:08,130
+تبعتي هدول انه بهذا الشكل انه هنا يكون blank تمام
+
+101
+00:07:08,130 --> 00:07:13,510
+و تكون بالترتيب واحد اتنين تلاتة اربع خمسة ستة
+
+102
+00:07:13,510 --> 00:07:16,750
+سبعة تمانية بهذا الشكل هذا ال goal state ال
+
+103
+00:07:16,750 --> 00:07:20,070
+initial ممكن تكون اي حاجة عشوائية لأنه ممكن انه
+
+104
+00:07:20,070 --> 00:07:22,970
+انا ابدا ال state بتاعي اي حاجة عشوائية ممكن تكون
+
+105
+00:07:22,970 --> 00:07:25,870
+شغلة زي هيك انه هي مش مرتبة بأي طريقة انه يكون ال
+
+106
+00:07:25,870 --> 00:07:28,190
+blank موجود في المنتصف
+
+107
+00:07:30,590 --> 00:07:35,370
+طيب نجي انه احنا يعني نشوف .. نفكر مع بعض إيش ممكن
+
+108
+00:07:35,370 --> 00:07:38,390
+تكون ال states تبعتي ال states تبعتي اللي هو
+
+109
+00:07:38,390 --> 00:07:42,950
+الترتيب بالظبط اللي هو ترتيب ال tiles اللي موجودة
+
+110
+00:07:42,950 --> 00:07:46,530
+في ال .. في .. في ال eight puzzle تمام؟ ال actions
+
+111
+00:07:46,530 --> 00:07:51,510
+اللي أنا ممكن أسويهاإيش ال action؟ أحرك ال blank
+
+112
+00:07:51,510 --> 00:07:55,170
+هذا اتفقنا بدنا نسميه blank blank يعني مكان فاضي
+
+113
+00:07:55,170 --> 00:07:59,390
+تمام؟ ممكن أنا أحركه حسب ال .. ال .. يعني ال state
+
+114
+00:07:59,390 --> 00:08:03,570
+هذه تحديدا ممكن أحركه بهذا الشكل معناه ذلك إنه
+
+115
+00:08:03,570 --> 00:08:06,910
+الخمسة بتيجي هنا و ال blank بيجي هنا أو بهذا الشكل
+
+116
+00:08:06,910 --> 00:08:14,230
+أو فوق أو تحت بالظبط في حال إنه كان ال blank على
+
+117
+00:08:14,230 --> 00:08:20,470
+سبيل المثال موجود في هذا المكانبالظبط اللي هو فوق
+
+118
+00:08:20,470 --> 00:08:27,050
+أو على اليسار طبعا و ال goal state هي ان انا اكون
+
+119
+00:08:27,050 --> 00:08:29,430
+ارتبهم بهذا الشكل و ان يكون ال blank موجود في
+
+120
+00:08:29,430 --> 00:08:31,810
+الأول و ال path cost
+
+121
+00:08:35,730 --> 00:08:39,450
+ممكن أحط بيعني بشكل مبسط زي ال مثال السابق أنه كل
+
+122
+00:08:39,450 --> 00:08:43,910
+حركة بواحد بهذا الشكل فبالتالي هذا الكلام أنه زي
+
+123
+00:08:43,910 --> 00:08:47,650
+ما شوفنا هي one pair move و ال goal state أنه هي
+
+124
+00:08:47,650 --> 00:08:52,690
+given أنه كل برة بدي أفحص أنه أنا هل وصلت للشكل
+
+125
+00:08:52,690 --> 00:08:55,950
+المطلوب ولا لأ؟ تمام؟ و ال actions أنه حسب ال
+
+126
+00:08:55,950 --> 00:09:00,600
+state هذه أنه أعمل move لل blankleft و right و up
+
+127
+00:09:00,600 --> 00:09:04,860
+و down و ال states هي عبارة عن ترتيب أو ال
+
+128
+00:09:04,860 --> 00:09:22,060
+location تبع ال tiles طبعا لماذا
+
+129
+00:09:22,060 --> 00:09:23,060
+عشوائي يعني
+
+130
+00:09:30,680 --> 00:09:34,680
+يعني ان هو .. هو عبارة عن رقم نسبي يعني على سبيل
+
+131
+00:09:34,680 --> 00:09:37,960
+المثال ان انا عشان اصل من ال state هاي ل ال state
+
+132
+00:09:37,960 --> 00:09:41,860
+هاي اكم حركة بتلزمني عشان هنا كده بحسبها انه ال
+
+133
+00:09:41,860 --> 00:09:46,200
+cost بتبعتها واحد بهذا الشكل انه هذه هجيبها هنا و
+
+134
+00:09:46,200 --> 00:09:49,080
+بعد ما اجيبها هنا اطلع ال blank فوق و بعدين هجرب
+
+135
+00:09:49,080 --> 00:09:51,980
+هذه هنا اكم يعني على سبيل المثال او انا اديتك ال
+
+136
+00:09:51,980 --> 00:09:57,510
+eight puzzleأكم حركة بت .. يعني ب .. بتعمليها عشان
+
+137
+00:09:57,510 --> 00:10:00,390
+أنه تصلي لل goal state أو بالأحرى أنه انت تحليها
+
+138
+00:10:00,390 --> 00:10:04,350
+ممكن تعمليها في عشرين حركة ممكن أديها لزميلتك
+
+139
+00:10:04,350 --> 00:10:08,430
+تحلها في خمستاشر حركة فبالتالي ال cost أنه هي عدد
+
+140
+00:10:08,430 --> 00:10:12,580
+الحركات اللي أنا بسويها فبالتالي ال costهنا يعني
+
+141
+00:10:12,580 --> 00:10:19,940
+منطقي أن أنا أحطها واحد يعني بالظبط بالظبط
+
+142
+00:10:19,940 --> 00:10:24,100
+بالظبط
+
+143
+00:10:24,100 --> 00:10:28,460
+الهدف .. الهدف أنه أنا لما أجي أحل أنه أنا أحل ال
+
+144
+00:10:28,460 --> 00:10:32,140
+بقية puzzle بأقل عدد من الحركات ما هو مش هو هدف ..
+
+145
+00:10:32,140 --> 00:10:36,410
+هيك بتحلي ال gameلأنه أنا بدي يعني أديلك ال at
+
+146
+00:10:36,410 --> 00:10:39,170
+puzzle و أديلك وقت معين فبالتالي ممكن أنه يخلص
+
+147
+00:10:39,170 --> 00:10:43,950
+الوقت و أنت مش حالها أو ممكن يكون أنه ال score
+
+148
+00:10:43,950 --> 00:10:47,450
+تبعي أنه لما بدي أجي أتنافس أنه كل واحد جديش عدد
+
+149
+00:10:47,450 --> 00:10:50,910
+الحركات اللي استخدمها عشان يحلها و ممكن واحد يحلها
+
+150
+00:10:50,910 --> 00:10:54,940
+ب 15 حركة واحد تاني بالنفس ال initial stateواحد
+
+151
+00:10:54,940 --> 00:10:58,760
+تاني حل ب 20 واحد تالت انه يضله يحرك كتير لغاية
+
+152
+00:10:58,760 --> 00:11:04,960
+لما الدور له الفكرة ويعني ممكن يوصل 50 او 60 حركة
+
+153
+00:11:04,960 --> 00:11:11,140
+عشان انه يصل ال goal state طبعا
+
+154
+00:11:11,140 --> 00:11:15,480
+هنا واحد لأنه زي ما حكينا انه هي حركة واحدة لكن في
+
+155
+00:11:15,480 --> 00:11:20,560
+problems تانية زي رومانيا انه الانتقال من مدينة
+
+156
+00:11:20,560 --> 00:11:25,180
+لمدينة ال cost تبعتها بتكون حسب المسافةو ممكن ادخل
+
+157
+00:11:25,180 --> 00:11:27,720
+في الموضوع شغلات تانية مش انه بس المسافة الفعلية
+
+158
+00:11:27,720 --> 00:11:32,060
+جداش ان الطريق هذه ان ال traffic فيها انه سالكة او
+
+159
+00:11:32,060 --> 00:11:35,020
+حالة الطريق يعني ممكن ان تكون طريق من مدينة لمدينة
+
+160
+00:11:35,020 --> 00:11:38,420
+معبدة وطريق من مدينة لمدينة تانية انه هي واعرة
+
+161
+00:11:38,420 --> 00:11:41,340
+اصلا فبالتالي ان هذا الكلام بدخل في ال cost
+
+162
+00:11:41,340 --> 00:11:44,160
+فبالتالي ال cost اللي هو ال edge هذا اللي بيكون
+
+163
+00:11:44,160 --> 00:11:50,340
+بين المدن هذا الرقم 140 151 ممكن يعبر عن مسافة
+
+164
+00:11:50,340 --> 00:11:55,490
+فعلية فقطتمام؟ ممكن يعبر عن مسافة بالإضافة لوعورة
+
+165
+00:11:55,490 --> 00:11:59,210
+الطريق ممكن يعبر عن مسافة بالإضافة لوعورة الطريق
+
+166
+00:11:59,210 --> 00:12:01,670
+بالإضافة للزحمة اللي موجودة هناك فبالتالي كل ما
+
+167
+00:12:01,670 --> 00:12:05,870
+زادت الزحمة بتزيد ال cost فبالتالي ممكن على سبيل
+
+168
+00:12:05,870 --> 00:12:10,150
+المثال أنه هذا ال 75 هذه المدينة قريبة جدا ممكن لو
+
+169
+00:12:10,150 --> 00:12:14,610
+دخلنا عوامل تانية ممكن توصل تلتمية وأربعين ايش
+
+170
+00:12:14,610 --> 00:12:18,530
+السبب؟ السبب أنه زحمة والسبب أنه الطريق جبلية أنه
+
+171
+00:12:18,530 --> 00:12:22,850
+انا طالع في طلعة زي هيكفبالتالي بدخل هذه الشغلات
+
+172
+00:12:22,850 --> 00:12:26,330
+في حساب ال cost لكن هنا في ال games انه بشكل مبسط
+
+173
+00:12:26,330 --> 00:12:30,510
+كل حركة بحسب ال cost بتاعتها واحد هتمر علينا أنثى
+
+174
+00:12:30,510 --> 00:12:35,070
+لتانية نشوف ان ال cost بدي ادخلها أو اعمل تانية
+
+175
+00:12:35,070 --> 00:12:39,290
+ناخد على سبيل المثال ال robotic assembly
+
+176
+00:12:42,830 --> 00:12:45,990
+زي ما احنا شوفنا انه ب .. يعني انه هذا عبارة عن
+
+177
+00:12:45,990 --> 00:12:49,170
+دراع انه انا في عندي حركة زي هيك و هنا في عندي
+
+178
+00:12:49,170 --> 00:12:53,990
+rotation و هنا في عندي rotation تمام ال rotation
+
+179
+00:12:53,990 --> 00:12:58,150
+طبعا برفع الدراع هذه بهذا الاتجاه زي هيك تمام و
+
+180
+00:12:58,150 --> 00:13:00,830
+هذا انه بحركها بهذا الاتجاه هذه الحركة اللي هنا
+
+181
+00:13:00,830 --> 00:13:05,810
+بحركها بهذا الشكل بشكل دائري و الدراع هذه فيها
+
+182
+00:13:05,810 --> 00:13:12,210
+حركة بهذا الاتجاه و بهذا الاتجاهتمام؟ و .. ال ..
+
+183
+00:13:12,210 --> 00:13:15,010
+أنه هي بتلتقط object معين فبالتالي ال status
+
+184
+00:13:15,010 --> 00:13:18,350
+تبعتها كيف دي أقلص ال status؟ هذه شغلة مختلفة
+
+185
+00:13:18,350 --> 00:13:20,710
+تماما عن ليه الأمثلة اللي احنا أخدناها سابقا
+
+186
+00:13:20,710 --> 00:13:23,730
+الأمثلة اللي أخدناها سابقا عبارة عن deterministic
+
+187
+00:13:23,730 --> 00:13:27,560
+أنه ال boardالحالة تبعتها انه ترتيب ال location
+
+188
+00:13:27,560 --> 00:13:30,640
+يعني ترتيب ال ties اللي موجودة في ال location او
+
+189
+00:13:30,640 --> 00:13:34,180
+حالة ال vacuum cleaner انه موجود في ال location A
+
+190
+00:13:34,180 --> 00:13:38,080
+او B بالاضافة انه dirty ولا clean فشغلات محددة
+
+191
+00:13:38,080 --> 00:13:42,600
+اربع شغلات لكن هنا عبارة عنو real value
+
+192
+00:13:42,600 --> 00:13:48,660
+coordinates لل robotic joint angle تمام و ال parts
+
+193
+00:13:48,660 --> 00:13:51,280
+تبعت ال object to be assembled فبالتالي ال state
+
+194
+00:13:51,280 --> 00:13:55,300
+تبعته معبرة على شكل أرقام يعني انه هي ال real
+
+195
+00:13:55,300 --> 00:13:58,400
+value تبع ال coordinate فبالتالي في ال state تبعتي
+
+196
+00:13:58,400 --> 00:14:02,060
+انه انا بدخل هنا ال coordinate انه هادي انه مثلا
+
+197
+00:14:02,060 --> 00:14:04,600
+انه موجود في ال location او ال coordinate انا عندي
+
+198
+00:14:04,600 --> 00:14:12,200
+مثلا 3.7لأن الـ real value هو 5.12 بشكل دقيقي يعني
+
+199
+00:14:12,200 --> 00:14:14,960
+بهذا الشكل بالاضافة لل coordinates بتاعة ال joint
+
+200
+00:14:14,960 --> 00:14:21,120
+التانية بهذا الشكل تمام؟ ال action شفنا ال action
+
+201
+00:14:21,120 --> 00:14:25,780
+محددة في ال vacuum cleaner ع كام action كان عندي؟
+
+202
+00:14:25,780 --> 00:14:34,520
+تلاتة و في ال eight puzzleأربعة أو تلاتة او اربعة
+
+203
+00:14:34,520 --> 00:14:39,440
+او اتنين على حسب ال state بهذا الشكل لكن هنا ال
+
+204
+00:14:39,440 --> 00:14:44,220
+action هو عبارة عن continuous motion حركة مستمرة
+
+205
+00:14:44,220 --> 00:14:47,940
+ان انا احرك كلماتور بدرجة معينة مسافة معينة بحيث
+
+206
+00:14:47,940 --> 00:14:52,610
+انه يقدم قدام شوية او يأخرلورة شوية فبالتالي انه
+
+207
+00:14:52,610 --> 00:14:58,550
+الحركة تبعته انه continuous مش مش انه discrete
+
+208
+00:14:58,550 --> 00:15:04,350
+طبعا و ال goal state ايهش الهدف انه انا اعمل
+
+209
+00:15:04,350 --> 00:15:08,970
+complete لل assembly انه اخلص عملية التجميع طبعا و
+
+210
+00:15:08,970 --> 00:15:14,410
+ال path تبعت ال costهنا مختلف تخلنا شغلة مختلفة
+
+211
+00:15:14,410 --> 00:15:18,990
+اللي هو الـtime to execute انه اكمل جمع part في
+
+212
+00:15:18,990 --> 00:15:24,090
+وقت معين ممكن انه هذا ال agent انه انا يعني اخليله
+
+213
+00:15:24,090 --> 00:15:28,370
+اشغله search algorithm او search strategy انه
+
+214
+00:15:28,370 --> 00:15:32,590
+اتجمع للقطع مثلا في 40 دقيقة ممكن لو جربت strategy
+
+215
+00:15:32,590 --> 00:15:38,740
+تانية اتجمع للقطعفي 13 دقيقة فبالتالي انه هنا بحسب
+
+216
+00:15:38,740 --> 00:15:45,980
+ال cost ممكن على سبيل المثال ان انت تتطلع هنا عشان
+
+217
+00:15:45,980 --> 00:15:49,900
+نضفتلكم
+
+218
+00:15:49,900 --> 00:15:58,080
+في هنا في ال state of the art على ما اعتقد هنا
+
+219
+00:15:58,080 --> 00:16:01,240
+ال state of the art فيه بتلاقوا اخر حاجة تحت من
+
+220
+00:16:01,240 --> 00:16:02,120
+ضمن ال applications
+
+221
+00:16:05,210 --> 00:16:10,370
+هذا ال robot طبعا هذا ال robot بيسموه soft robot
+
+222
+00:16:10,370 --> 00:16:14,710
+ليش؟ لأنه لما بده يعمل assembly للأشياء أو يعمل
+
+223
+00:16:14,710 --> 00:16:22,270
+grasp يلتقط شيء معين مابدوش أنه يلتقطه و يسحقه
+
+224
+00:16:22,270 --> 00:16:26,010
+فبالتالي أنه يعني ممكن يلتقط شغلات soft بهذا الشكل
+
+225
+00:16:26,010 --> 00:16:31,790
+فممكن أن انت تشوفوا أشياء
+
+226
+00:16:31,790 --> 00:16:33,590
+مختلفة ممكن يرتب الشغلات
+
+227
+00:16:37,480 --> 00:16:40,200
+كيف بحسب الزاوية و بحدد ال location تبعه و بروح
+
+228
+00:16:40,200 --> 00:16:44,180
+بنقلها كلها في المكان المناسب فبالتالي ممكن ان انا
+
+229
+00:16:44,180 --> 00:16:48,000
+ادخل في ال cost اكم كرتونة عبّها اكم قطعة جمعة
+
+230
+00:16:48,000 --> 00:16:49,980
+بهذا الشكل تمام؟
+
+231
+00:17:01,730 --> 00:17:06,510
+طيب نيجي لل problem solving agent احنا بنصمم ال
+
+232
+00:17:06,510 --> 00:17:09,650
+agent عشان تحللي مشاكل ال agent وكيل انا يعني
+
+233
+00:17:09,650 --> 00:17:13,550
+يفترض ان هو بوكله ان هو يحل المشاكل عني ويفترض
+
+234
+00:17:13,550 --> 00:17:17,990
+يكون في عنده ذكاء فهذه هي الدالة يعني بشكل برمجي
+
+235
+00:17:17,990 --> 00:17:22,750
+كيف ممكن انه تحللي المشكلة معينة شو بتاخد هذه
+
+236
+00:17:22,750 --> 00:17:25,550
+الدالة simple problem solving agent شو بتاخد
+
+237
+00:17:25,550 --> 00:17:30,610
+perceptفقط ال perception؟ لأ في عندي شغلات تانية
+
+238
+00:17:30,610 --> 00:17:34,190
+static وحكينا شو معناته أنه تكون static من ناحية
+
+239
+00:17:34,190 --> 00:17:37,130
+برمجية معناه ذلك أنه ال scope تبعتها مش فقط في هذه
+
+240
+00:17:37,130 --> 00:17:42,670
+الدالة بالظبط أنه بتكون أنه outside ال ال ال ال
+
+241
+00:17:42,670 --> 00:17:45,530
+function هي فبالتالي بيتم التعديل عليها من برات
+
+242
+00:17:45,530 --> 00:17:48,890
+الدالة شو بتاخد؟ ال sequence ال sequence تبعت ال
+
+243
+00:17:48,890 --> 00:17:52,130
+action في الحلقة تبعتنا في ال eight puzzle إيش ال
+
+244
+00:17:52,130 --> 00:17:56,430
+sequence؟ left, right, up, down في حالة ال vacuum
+
+245
+00:17:56,430 --> 00:18:02,090
+cleanerleft و right و suck ممكن انه سلسلة انه left
+
+246
+00:18:02,090 --> 00:18:05,630
+right .. right .. ماتضلك في ال right اتضلك في ال
+
+247
+00:18:05,630 --> 00:18:09,070
+right ليش؟ لأن المكان نظيف بعدها suck بعدها روح
+
+248
+00:18:09,070 --> 00:18:12,670
+right كمان مرة فهذه عبارة عن سلسلة ال actions اللي
+
+249
+00:18:12,670 --> 00:18:17,490
+.. السلسلة ال actions اللي انا أخدتها بعدها ال
+
+250
+00:18:17,490 --> 00:18:23,730
+state اتفق نقي ان ال state ايش بيشمل؟ شغل تان يعني
+
+251
+00:18:23,730 --> 00:18:27,570
+انه ال status في ال vacuum cleaner ال status و ال
+
+252
+00:18:27,570 --> 00:18:31,420
+location بالظبطو ال goal .. ايش ال goal state
+
+253
+00:18:31,420 --> 00:18:34,720
+تبعي؟ ال goal state تبعي انه حسب ال problem تبعتي،
+
+254
+00:18:34,720 --> 00:18:39,820
+يعني ممكن يكون في ال vacuum .. في ال vacuum
+
+255
+00:18:39,820 --> 00:18:44,540
+cleanerممكن يكون إنه يخلّي كل ال locations إنه
+
+256
+00:18:44,540 --> 00:18:49,100
+نظيفة طوال الوقت أو ممكن يكون في ال 8th puzzle إنه
+
+257
+00:18:49,100 --> 00:18:52,440
+نقص الله state معينة، ترتيب معين في ال tiles هذا
+
+258
+00:18:52,440 --> 00:18:55,540
+initially بيكون null، ليش؟ لأنه هعملها update هنا،
+
+259
+00:18:55,540 --> 00:18:59,180
+هورجيكم تحت بالإضافة لل problem، problem
+
+260
+00:18:59,180 --> 00:19:02,620
+formulationال problem formulation هذه من أهم
+
+261
+00:19:02,620 --> 00:19:07,860
+الشغلات هي المفتاح وهذه هي يعني ان وظيفتكم ان
+
+262
+00:19:07,860 --> 00:19:10,180
+انتوا ليش بتدرسوا هذا الكلام انتوا بتدرسوا هذا
+
+263
+00:19:10,180 --> 00:19:13,820
+الكلام عشان تعمله formulation لproblem معينة انه
+
+264
+00:19:13,820 --> 00:19:20,700
+بحيث ان انتوا تقدروا انه تعملوا لها صياغة على شكل
+
+265
+00:19:20,700 --> 00:19:24,940
+انه search problem فبالتالي ممكن نطبق search
+
+266
+00:19:24,940 --> 00:19:30,750
+strategy معينة تمام؟طبعا أول حاجة بسويها بعمل
+
+267
+00:19:30,750 --> 00:19:35,910
+update لل state تمام باخد ال state الحالية
+
+268
+00:19:35,910 --> 00:19:39,460
+بالإضافة لل perceptاللي هي حالة ال sensors تبعتي
+
+269
+00:19:39,460 --> 00:19:42,860
+فبعمل update لل state طبعا هذا ال condition بيكون
+
+270
+00:19:42,860 --> 00:19:45,980
+true في أول run انه ال sequence بيكون empty انا
+
+271
+00:19:45,980 --> 00:19:49,940
+لسه ماخدتش ولا action فإذا كان ال sequence empty
+
+272
+00:19:49,940 --> 00:19:52,660
+معناه ذلك انه ايش بدي اسوي؟ بدي اعمل
+
+273
+00:19:52,660 --> 00:19:54,900
+initialization لل goal يعني ال goal هنا بيكون
+
+274
+00:19:54,900 --> 00:19:58,320
+initially null هنا بدي اعمله initialization ايش
+
+275
+00:19:58,320 --> 00:20:02,640
+بدي استدعي الدالة؟ formulate goal بنتج انا عندي ال
+
+276
+00:20:02,640 --> 00:20:08,000
+goal هنا بدي اخده وين اودي؟كبراميطر اللي هيتدالة
+
+277
+00:20:08,000 --> 00:20:11,580
+مع ال state اللي هي formula of problem يبقى بصيغ
+
+278
+00:20:11,580 --> 00:20:16,380
+الهدف و بصيغ ال problem تنتج عندي ال problem ال
+
+279
+00:20:16,380 --> 00:20:21,020
+problem هذه بديها لدالة ال search اللي هي هناخد
+
+280
+00:20:21,020 --> 00:20:24,570
+أنواعهااللي هي search strategy فيها أنا عندي أنواع
+
+281
+00:20:24,570 --> 00:20:28,010
+مختلفة من ال search هديله problem هذه عشان يديلي
+
+282
+00:20:28,010 --> 00:20:31,870
+ال action اللي أنا بدي أسويه وال action هذا اللي
+
+283
+00:20:31,870 --> 00:20:35,410
+بدي أسويه بدي يصير من سلسلة ال actions اللي أنا
+
+284
+00:20:35,410 --> 00:20:41,230
+بدي أاخدها هنا بنفذ ال actionطبعا و هنا بضيفه على
+
+285
+00:20:41,230 --> 00:20:44,890
+سلسلة ال action و برجع ال action بها ده الشكل طبعا
+
+286
+00:20:44,890 --> 00:20:49,230
+الدالة high و recursive بتم استدعاها باستمرار عشان
+
+287
+00:20:49,230 --> 00:20:52,670
+كل step ان هي تاخد الخطوة اللي وراها
+
+288
+00:20:56,580 --> 00:21:01,960
+هذا pseudocode كفهم طبعا بطبيعة الحال كفهم لإنه
+
+289
+00:21:01,960 --> 00:21:08,320
+هذا pseudocode إنه بيشرح الفكرة يعني
+
+290
+00:21:08,320 --> 00:21:13,460
+ممكن إنه أنا أجابك في نهاية المحاضرة على هذا
+
+291
+00:21:13,460 --> 00:21:21,430
+السؤال، تمام؟ طيبالآن بدنا ندخل في تفصيل أكتر، إن
+
+292
+00:21:21,430 --> 00:21:26,870
+ال search هذا بدنا إنه نعمل يعني ندخل بشكل تفصيلي
+
+293
+00:21:26,870 --> 00:21:30,250
+أكتر أو بشكل مخصص أكتر، إنه مش أي search، ال three
+
+294
+00:21:30,250 --> 00:21:33,630
+search algorithms، بدنا نركز على ال three search
+
+295
+00:21:33,630 --> 00:21:36,930
+algorithms، فبالتالي إنه ال states بتاعتي بدي
+
+296
+00:21:36,930 --> 00:21:41,060
+أعملها على شكل شجرة و على شكل تفريعاتتمام؟
+
+297
+00:21:41,060 --> 00:21:43,900
+فبالتالي أنه الفكرة في الموضوع أنه بنعمل offline
+
+298
+00:21:43,900 --> 00:21:47,740
+simulated exploration لل status base وإنه احنا
+
+299
+00:21:47,740 --> 00:21:50,620
+نعمل generation لل successor .. successor ..
+
+300
+00:21:50,620 --> 00:21:54,920
+successor state طبعا طبيعة الحياة كيف ممكن نعمل
+
+301
+00:21:54,920 --> 00:22:00,340
+هذه الشغلة؟ انه ال already explored states بنعملها
+
+302
+00:22:00,340 --> 00:22:05,870
+expandingيعني كل state أنا استكشفتها بروح بعملها
+
+303
+00:22:05,870 --> 00:22:09,050
+expand بروح بجيب ال success source تبعتها و بسير
+
+304
+00:22:09,050 --> 00:22:13,190
+بدور في كل ال states هذه في الشجرة تبعتي على الحل
+
+305
+00:22:13,190 --> 00:22:20,930
+تمام فبالتالي هايبتمثل ال strategy اللي هو عبارة
+
+306
+00:22:20,930 --> 00:22:27,210
+عن أساس هذا ال chapter عندنا في في في في الدرس
+
+307
+00:22:27,210 --> 00:22:30,750
+تبعنا اللي هو search strategies أيش ال search
+
+308
+00:22:30,750 --> 00:22:33,610
+strategies اللي استخدمنا لكن السابق كله اللي كنا
+
+309
+00:22:33,610 --> 00:22:37,750
+نحكي عليه مجرد أنه عبارة عن تمهيد وتعريفات وعبارة
+
+310
+00:22:37,750 --> 00:22:41,170
+عن صياغة لل problem واتفاق أنه تكون هي structured
+
+311
+00:22:41,170 --> 00:22:44,730
+من أربع شغلات وجيف أنه يكون تعريفها بهذا الشكل
+
+312
+00:22:44,730 --> 00:22:48,480
+عرفناها ساعتها بدنا نسير أنه احناندرس ال
+
+313
+00:22:48,480 --> 00:22:52,520
+strategies أو ال search strategies المختلفة و نشوف
+
+314
+00:22:52,520 --> 00:22:57,860
+كل واحدة كيف أدائها تمام؟ احنا متفقين ان احنا بدنا
+
+315
+00:22:57,860 --> 00:23:01,620
+نستخدم search و مش اي search three search ايش بده
+
+316
+00:23:01,620 --> 00:23:06,920
+ياخد ال problem بالاضافة لل strategy انا هندي في
+
+317
+00:23:06,920 --> 00:23:09,520
+ال three search في عدي عدة استراتيجيات فممكن ان
+
+318
+00:23:09,520 --> 00:23:13,930
+انا اديله ال strategy ايش بده يرجع؟سليوشيت في حال
+
+319
+00:23:13,930 --> 00:23:18,630
+ان هو لجأ او failure انه مالجهاش الحل وارد انه
+
+320
+00:23:18,630 --> 00:23:22,330
+مالجهاش الحل طبعا بطبيعة الحال طبعا هنا بدي اعمل
+
+321
+00:23:22,330 --> 00:23:27,590
+initialize لل search tree تمام و ال initial state
+
+322
+00:23:27,590 --> 00:23:31,570
+الخاصة في ال problem يعني تمام و هنا بدي يكون في
+
+323
+00:23:31,570 --> 00:23:35,650
+عندي loop ايش ال loop هذه ان انا بدي اضلنيأعمل
+
+324
+00:23:35,650 --> 00:23:39,410
+expand للـ tree و أدور على الحل لغاية لما أجيب
+
+325
+00:23:39,410 --> 00:23:44,490
+أعمل stop و أرجع ال solution عملت expand لكل ال
+
+326
+00:23:44,490 --> 00:23:49,250
+nodes و مالجيتش حل شعرت ساعتها برجع failure طبعا
+
+327
+00:23:49,250 --> 00:23:53,530
+يبقى هنا هذا معنى هذا الكلام انه ك pseudocode if
+
+328
+00:23:53,530 --> 00:23:57,410
+there is no candidate for expansion then return
+
+329
+00:23:57,410 --> 00:24:03,350
+failureعملت expand لكل حاجة لكل node بس ما لجيت
+
+330
+00:24:03,350 --> 00:24:09,810
+solution ساعتها برجع failure تمام إذا هذا الشرط
+
+331
+00:24:09,810 --> 00:24:14,830
+انه falseلسة في عندي candidate إيش بدي أسوي؟ بروح
+
+332
+00:24:14,830 --> 00:24:18,550
+أختار leaf node for expansion according to إيش؟ to
+
+333
+00:24:18,550 --> 00:24:22,090
+strategy الفكرة في الموضوع إن هنا إن أنا عندي هذه
+
+334
+00:24:22,090 --> 00:24:24,910
+candidate node بسميها candidate node candidate
+
+335
+00:24:24,910 --> 00:24:29,690
+node أي واحد أختار هذه ولا هي ولا هي؟ مين اللي
+
+336
+00:24:29,690 --> 00:24:35,180
+بيحدد؟الـ Strategy تمام؟ هذه معنات هذا الكلام هنا
+
+337
+00:24:35,180 --> 00:24:40,140
+يبقى هنا بدي أختار Node أعملها Expansion حسب ال
+
+338
+00:24:40,140 --> 00:24:43,500
+Strategy المعينة يبقى ال Strategy الوظيفة طبعتها
+
+339
+00:24:43,500 --> 00:24:51,380
+هي تحديد ال Node اللي بيسرلها Expansion تمام؟
+
+340
+00:24:51,380 --> 00:24:58,640
+طيب ال Node هذه اللي عملناها Expand إذا بتحتوي على
+
+341
+00:24:58,640 --> 00:25:02,890
+ال goal stateإذا هي مطابقة لل goal states زي مثلا
+
+342
+00:25:02,890 --> 00:25:06,150
+في حالة تلاقيت puzzle أو كذا ساعتها إيش بدي أسوي
+
+343
+00:25:06,150 --> 00:25:09,310
+return ده corresponding solution إيش ال
+
+344
+00:25:09,310 --> 00:25:12,610
+corresponding solution إنه على سبيل المثال إنه ..
+
+345
+00:25:12,610 --> 00:25:16,870
+إنه أنا ال corresponding solution إن أنا روحت عملت
+
+346
+00:25:16,870 --> 00:25:21,890
+expand لهذه و بعديها هذه و بعديها هذه طبعا حسب ال
+
+347
+00:25:21,890 --> 00:25:24,970
+strategy اخترت إن أنا أعمل expand لهذه و هدول
+
+348
+00:25:24,970 --> 00:25:29,840
+أتركهم على سبيل المثالتمام؟ طبعا هدول عملتلهم
+
+349
+00:25:29,840 --> 00:25:34,000
+expand زي هيك بهذا الشكل كل واحدة بدي أفحصها هل
+
+350
+00:25:34,000 --> 00:25:38,700
+فرجاس هي ال state solution تمام؟ هل أراد هي ال
+
+351
+00:25:38,700 --> 00:25:43,160
+state .. هل هي ال goal .. عفوا ال goal state تمام؟
+
+352
+00:25:43,160 --> 00:25:45,640
+لجيت مثلا على سبيل المثال أن فرجاس أن ال state
+
+353
+00:25:45,640 --> 00:25:48,120
+space معناه ذلك أنه بروح برجع ال solution إيش هو
+
+354
+00:25:48,120 --> 00:25:53,070
+ال solution؟ هو عبارة عن هذا المسارعشان أصل ال
+
+355
+00:25:53,070 --> 00:25:56,790
+state تبعي إن أنا بدي أروح من أراد لفرجاس إن أنا
+
+356
+00:25:56,790 --> 00:26:00,190
+بدي أروح من أراد ل سيبوي و من سيبوي بدي أروح على
+
+357
+00:26:00,190 --> 00:26:04,130
+فرجاس في أحدى الشكل، واضح؟ هذه معناته هذا الكلام
+
+358
+00:26:04,130 --> 00:26:08,530
+هنا في ال code then correspond return لل
+
+359
+00:26:08,530 --> 00:26:13,130
+correspond solution تمام؟ else ما بتحتوي على الحل،
+
+360
+00:26:13,130 --> 00:26:17,130
+نرجع هنا ولا واحدة من هدول بتحتوي على الحل، طب شو
+
+361
+00:26:17,130 --> 00:26:21,150
+الخيار؟بدي ادور ان انا اعمل expand لهذه و لهذه و
+
+362
+00:26:21,150 --> 00:26:27,470
+لهذه و لهذه حسب شو؟ ال strategy تمام 100% فبالتالي
+
+363
+00:26:27,470 --> 00:26:31,610
+بظن بستمر في هذه العملية ال recursive لغاية لما
+
+364
+00:26:31,610 --> 00:26:36,490
+انا اجي حل او بكون عملت expansion لكل ال nodes و
+
+365
+00:26:36,490 --> 00:26:37,150
+ماجيتش حل
+
+366
+00:26:41,050 --> 00:26:45,470
+تمام يبقى هنا else expand the node and add
+
+367
+00:26:45,470 --> 00:26:48,310
+resulting node to the search tree فبالتالي بروح
+
+368
+00:26:48,310 --> 00:26:52,950
+بكبر الشجرة و بعمل expand لنودة جديدة فهي فعليا ال
+
+369
+00:26:52,950 --> 00:26:59,230
+pseudocode هو المفتاح تبع ال chapter تبعنا كله هي
+
+370
+00:26:59,230 --> 00:27:02,990
+الأساس تبعه لو فهمته بتكون الأمور تمام و إيش اللي
+
+371
+00:27:02,990 --> 00:27:07,270
+بدو يتم استبداله هناال strategy كل مرة بدي اجرب
+
+372
+00:27:07,270 --> 00:27:11,330
+strategy جديدة ايش بتحدد ال strategy ال node اللي
+
+373
+00:27:11,330 --> 00:27:14,910
+انا بدي اعملها expand اما ك search algorithm كله
+
+374
+00:27:14,910 --> 00:27:17,190
+نفس المبدأ طيب
+
+375
+00:27:26,340 --> 00:27:32,380
+طبعا هنا بيحاول انه يذكر انه في فرق كبير بين ال
+
+376
+00:27:32,380 --> 00:27:37,820
+graph ال search graph و ال static graph بدي يكون
+
+377
+00:27:37,820 --> 00:27:43,040
+في عندي فرق بين ال graph و ال tree طبعا ف .. ف ..
+
+378
+00:27:43,040 --> 00:27:45,640
+ف .. فبالتالي ان ال search tree هو عبارة عن
+
+379
+00:27:45,640 --> 00:27:50,500
+sequence of actions طبعا اما ال static graph هي كل
+
+380
+00:27:50,500 --> 00:27:52,560
+ال nodes اللي موجودة عندي في ال environment
+
+381
+00:27:55,800 --> 00:27:59,180
+بعد ما نخلص ال search trees ممكن ان احنا نطبق ال
+
+382
+00:27:59,180 --> 00:28:03,760
+search graph في الموضوع في نهاية هذا ال chapter ان
+
+383
+00:28:03,760 --> 00:28:07,920
+شاء الله في عندكم هنا ال website هذا هيكون في عليه
+
+384
+00:28:07,920 --> 00:28:11,180
+assignment انه بعد ما احنا ناخد بعض ال search
+
+385
+00:28:11,180 --> 00:28:14,640
+strategies فبالتالي مطلوب منكم ان انتوا يعني في
+
+386
+00:28:14,640 --> 00:28:18,760
+problem معينة ان انتوا تاخدوا ال problem هذه مجرد
+
+387
+00:28:18,760 --> 00:28:22,180
+انه تطبيق هي tool لتطبيق ال search strategies
+
+388
+00:28:22,180 --> 00:28:28,830
+المختلفة هذه ال link تبعها موجودعلى المدونة تمام
+
+389
+00:28:28,830 --> 00:28:37,090
+وهيها موجودة هنا biograph researching وهنا ممكن
+
+390
+00:28:37,090 --> 00:28:42,470
+اجرب فيها ال .. ال .. الطرق المختلفة طبعا هي
+
+391
+00:28:42,470 --> 00:28:45,390
+بتشتغل على ال Java فبالتالي لازم الجهاز تبعكم يكون
+
+392
+00:28:45,390 --> 00:28:52,670
+نازل عليه Java و ان انتوا تشغلوا عليه هذه ال ..
+
+393
+00:28:52,670 --> 00:28:54,210
+هذه الطولة تمام؟
+
+394
+00:28:57,520 --> 00:29:01,160
+بالظبط انه انت بتدخلي لها problem تمام و بروح
+
+395
+00:29:01,160 --> 00:29:04,840
+بمعمل ايه يعني انه زي بيعمل انه simulate انه معمل
+
+396
+00:29:04,840 --> 00:29:08,600
+expand لل tree و بيطلعلك ان هاي الحال بهذا الشكل
+
+397
+00:29:08,600 --> 00:29:12,900
+ممكن تغيري ال strategy فبتطلعلك tree مختلفة للحل
+
+398
+00:29:12,900 --> 00:29:18,780
+ممكن تغيري ال strategy بتاعتها و بتطلعي strategy
+
+399
+00:29:18,780 --> 00:29:22,660
+.. strategy مختلفة طبعا ال download تبعها download
+
+400
+00:29:22,660 --> 00:29:27,100
+link موجود على المدونةهي ال download انه لل graph
+
+401
+00:29:27,100 --> 00:29:30,640
+searching هذا هو المطلوب منكم طبعا فبتعملي
+
+402
+00:29:30,640 --> 00:29:37,240
+download لل exe لو انت عندك windows او jar لو انت
+
+403
+00:29:37,240 --> 00:29:41,740
+يعني ممكن ان انت تشغلي ال jar files ك application
+
+404
+00:29:41,740 --> 00:29:48,200
+طبعا؟ مين الجيبتها؟ هيتم
+
+405
+00:29:48,200 --> 00:29:49,080
+تحديدها في ال assignment
+
+406
+00:29:53,400 --> 00:29:59,900
+تمام؟ فينا برضه كده لكنه exercise هاي هذا ال
+
+407
+00:29:59,900 --> 00:30:02,260
+uniform .. ال uninformed search هاي ده ال
+
+408
+00:30:02,260 --> 00:30:06,600
+heuristic search فبالتالي انه ممكن انه يعني تاخدي
+
+409
+00:30:06,600 --> 00:30:11,280
+exercises من هنا و زي ما ذكرتلكم هيتم تحديده في ال
+
+410
+00:30:11,280 --> 00:30:12,440
+assignment ان شاء الله
+
+411
+00:30:15,600 --> 00:30:18,660
+بعد ما ناخد اكتر من search strategy بس ان الطول
+
+412
+00:30:18,660 --> 00:30:21,860
+هذه كويس ان انتوا .. يعني كل search strategy احنا
+
+413
+00:30:21,860 --> 00:30:25,460
+بناخدها ان انتوا تطبقوها بشكل عملي انه كويس انه
+
+414
+00:30:25,460 --> 00:30:30,900
+تجربوها يعني ممكن
+
+415
+00:30:30,900 --> 00:30:34,460
+بعد ما احنا نخلص يعني مثلا search يعني كذا search
+
+416
+00:30:34,460 --> 00:30:37,280
+strategy ممكن نطبق شيء مافيش مشكلة ان شاء الله
+
+417
+00:30:37,280 --> 00:30:41,560
+تمام؟
+
+418
+00:30:46,240 --> 00:30:52,580
+يبقى تعريف الـ search strategy هي عبارة عن is
+
+419
+00:30:52,580 --> 00:30:55,960
+defined by picking the order of node of expansion
+
+420
+00:30:55,960 --> 00:30:59,320
+ترتيب ال nodes اللي بعملها expansion هي تحديد ال
+
+421
+00:30:59,320 --> 00:31:01,760
+node اللي انا هعملها expansion هذا ال formal
+
+422
+00:31:01,760 --> 00:31:07,300
+definition اللي لها طبعا كيف بتم تقييمها انه
+
+423
+00:31:07,300 --> 00:31:12,640
+evaluated باستخدام هذه ال dimensions completeness
+
+424
+00:31:12,640 --> 00:31:17,040
+completenessواللي هو جداش انه مقدار هذا ال
+
+425
+00:31:17,040 --> 00:31:25,290
+solution ان هو complete تمام؟ time complexityأكمل
+
+426
+00:31:25,290 --> 00:31:28,750
+الوقت المستغرق في إيجاد هذا الحل ممكن استراتيجي
+
+427
+00:31:28,750 --> 00:31:33,290
+معينة توجدلي الحل في ال 8 puzzle تاخد مثلا سبع
+
+428
+00:31:33,290 --> 00:31:37,410
+ثواني استراتيجي تانية ممكن تاخدلي عشرين ثانية
+
+429
+00:31:37,410 --> 00:31:40,910
+فبالتالي أنه هنا ال time complexity طبعا مش ال
+
+430
+00:31:40,910 --> 00:31:43,750
+time تبع ال execution لأن هذا بيختلف من جهاز لجهاز
+
+431
+00:31:43,750 --> 00:31:46,070
+ال time complexity زي ما انتوا أخدتوا في ال data
+
+432
+00:31:46,070 --> 00:31:49,790
+structure و ال algorithms اللي هوال complexity تبع
+
+433
+00:31:49,790 --> 00:31:52,270
+ال algorithm نفسه او ال big O notation تبع ال
+
+434
+00:31:52,270 --> 00:31:56,410
+algorithm نفسه تمام ال space complexity اللي هو ال
+
+435
+00:31:56,410 --> 00:31:59,510
+maximum number of nodes in memory في بعض ال search
+
+436
+00:31:59,510 --> 00:32:02,290
+strategies بتطلب ان ال nodes كلها تكون في الذاكرة
+
+437
+00:32:02,290 --> 00:32:05,790
+و في البعض التاني ان هم يعني بتطلب انه تكون في
+
+438
+00:32:05,790 --> 00:32:08,530
+nodes اقل في الذاكرة فبالتالي ال memory
+
+439
+00:32:08,530 --> 00:32:12,570
+requirements بتم اخدها بعين الاعتبار تمام
+
+440
+00:32:12,570 --> 00:32:18,110
+optimality انه بمعنى يعني معنى ذلك انه هل هي دائما
+
+441
+00:32:19,930 --> 00:32:25,270
+توجد الـ least cost solution ممكن يعني زي ما شوفنا
+
+442
+00:32:25,270 --> 00:32:28,530
+في ال .. في ال .. في ال problem تبعت رومانيا إن
+
+443
+00:32:28,530 --> 00:32:34,050
+أنا ممكن أنتقل لل goal تبعي بعدد طرق هل إنه أنا كل
+
+444
+00:32:34,050 --> 00:32:38,010
+مرة بشغلها إنه هي بتيجي أو بتجيبلي ال least cost
+
+445
+00:32:38,010 --> 00:32:42,760
+solution أو أقل أو الحل الأقل تكلفةهذه برضه من
+
+446
+00:32:42,760 --> 00:32:47,380
+الشغلات اللي احنا بناخدها في التقييم طبعا ال time
+
+447
+00:32:47,380 --> 00:32:52,920
+و ال space complexity انه بيتم قياسها بال B و ال D
+
+448
+00:32:52,920 --> 00:33:00,040
+ايش ال B و ال D؟و ال M ال B و ال D و ال M ال B هي
+
+449
+00:33:00,040 --> 00:33:03,920
+عمارة عن ال maximum branching factor جداش
+
+450
+00:33:03,920 --> 00:33:07,860
+التفريعات اللي موجودة عندي في الشجرة طبعا يعني على
+
+451
+00:33:07,860 --> 00:33:12,220
+سبيل المثال أن الشجرة هي كام تفريعة فيها هنا عندي
+
+452
+00:33:12,220 --> 00:33:15,000
+branch و هنا branch و هنا branch تلت تفريعات بهذا
+
+453
+00:33:15,000 --> 00:33:18,840
+الشكل فبالتالي أنه باخد branching factor في ال
+
+454
+00:33:18,840 --> 00:33:27,260
+tree بهذا الشكل و ال Dالـ depth تبع ال solution
+
+455
+00:33:27,260 --> 00:33:33,660
+معناه ذلك ان انا بدي ارجع هنا زي كأنه انا بدي اقيس
+
+456
+00:33:33,660 --> 00:33:41,300
+ال B هيك بشكل عربي و بدي اقيس ال D ايش معناه ال D
+
+457
+00:33:41,300 --> 00:33:43,480
+يعني على سبيل المثال ممكن تكون ال tree ان ال
+
+458
+00:33:43,480 --> 00:33:47,260
+expansion تبعها ان انا لجيت ال solution هناو ممكن
+
+459
+00:33:47,260 --> 00:33:50,620
+أن الشجرة تانية أنه ألاقي solution هنا deeper يعني
+
+460
+00:33:50,620 --> 00:33:55,380
+في تفريعة عميقة في الداخل تمام فبالتالي هذه بقيسها
+
+461
+00:33:55,380 --> 00:33:58,640
+بال D factor وهذه بال B factor جديش عدد التفريعات
+
+462
+00:33:58,640 --> 00:34:01,740
+طبعا هذا بيحدد حجم الشجرة جديش أنه بيزود ال
+
+463
+00:34:01,740 --> 00:34:06,940
+complexity نعم بالظبط المستوى تبع الشجرة أنه بعد
+
+464
+00:34:06,940 --> 00:34:18,370
+أكام level أنه أنا وجدت الحل تمام و ال Mاللي هو ال
+
+465
+00:34:18,370 --> 00:34:23,690
+maximum depth لل states space ال maximum depth لكل
+
+466
+00:34:23,690 --> 00:34:28,090
+ال states space high لل solution لغاية لما نصل لل
+
+467
+00:34:28,090 --> 00:34:32,490
+solution high ال maximum depth لكل ال states طبعا
+
+468
+00:34:32,490 --> 00:34:36,850
+يبقى ال b و ال d و ال m هذه هتمر علينا كتير بعد ما
+
+469
+00:34:36,850 --> 00:34:40,750
+ناخد كل algorithm هنشوف جداش ال b تبعت high و جداش
+
+470
+00:34:40,750 --> 00:34:45,490
+ال d و جداش ال m ممكن
+
+471
+00:34:45,490 --> 00:34:49,320
+أن ال states تكون infinityيعني في بعض ال
+
+472
+00:34:49,320 --> 00:34:52,980
+applications أن طبيعة states تبعتها أنه بتضلها إلى
+
+473
+00:34:52,980 --> 00:34:56,440
+مدى نهاية بضلني أفرع بضلني أفرع مع ذلك أن مافيش
+
+474
+00:34:56,440 --> 00:35:02,960
+node أنه أنا ممكن أن أتوقف يعني أنه أتوقف مش
+
+475
+00:35:02,960 --> 00:35:10,960
+واضحة إيه
+
+476
+00:35:10,960 --> 00:35:15,720
+الرسمة هاي تبعت هاي
+
+477
+00:35:25,640 --> 00:35:28,760
+لو أنا أخدت قرار أن هاي مثلا على سبيل المثال
+
+478
+00:35:28,760 --> 00:35:34,900
+وصلتها زي هيك و هي روحت وصلتها زي هيك، هيك بتصير
+
+479
+00:35:34,900 --> 00:35:37,400
+infinity، إيش معناة هذا الكلام؟ كل مدينة أنا
+
+480
+00:35:37,400 --> 00:35:42,660
+بزورهافي عندي تفريعات لمدن تانية اني بزورها، كل
+
+481
+00:35:42,660 --> 00:35:46,420
+مدينة بزورها في عندي تفريعات، في شيء آخر للطريق،
+
+482
+00:35:46,420 --> 00:35:49,460
+في شيء آخر للمدن اللي أنا بزورها، في هذا الشكل،
+
+483
+00:35:49,460 --> 00:35:56,000
+فبالتالي انه .. انه هنا نمت على سبيل المثال، انه
+
+484
+00:35:56,000 --> 00:35:59,660
+الخيار الوحيد عندي أن ارجعلأ، أنا بدي مدن جديدة إن
+
+485
+00:35:59,660 --> 00:36:03,320
+أنا أزورها، تمام؟ فبالتالي هنا في حال إنه هذا ال
+
+486
+00:36:03,320 --> 00:36:06,380
+connection اللي أنا عملتها جديد إنه ماكنتش موجودة
+
+487
+00:36:06,380 --> 00:36:12,240
+خلاص، إنه بيصير إنه infinite، يعني finite، لكن إنه
+
+488
+00:36:12,240 --> 00:36:15,480
+مدام إنه منقتلت، رجعنا لفرجاس، وفرجاس وين؟ بروح،
+
+489
+00:36:15,480 --> 00:36:19,100
+بفرح هنا و بفرح هنا بهذا الشكل، فبالتالي إلى ما
+
+490
+00:36:19,100 --> 00:36:21,300
+لنهاية، بضلني كل مرة أنا أعمل expand
+
+491
+00:36:34,370 --> 00:36:39,410
+طيب ال search strategies في عندي تلت أنواع ال
+
+492
+00:36:39,410 --> 00:36:43,850
+uninformed search أو ال blind search هذا النوع
+
+493
+00:36:43,850 --> 00:36:50,350
+الأول تمام طبعا في عدة algorithms وعندي التصنيف
+
+494
+00:36:50,350 --> 00:36:53,470
+التاني أو الاستراتيجية التانية اللي هو ال informed
+
+495
+00:36:53,470 --> 00:37:00,950
+search فيه نوعين تمام وفي عندي النوع التالت أو
+
+496
+00:37:00,950 --> 00:37:05,330
+الاستراتيجية التالتةاللي هي adversarial search
+
+497
+00:37:05,330 --> 00:37:07,970
+algorithm هذا بيكون مطبق في الـ theory adversarial
+
+498
+00:37:07,970 --> 00:37:10,910
+إنه أنا بتعامل مع الخصم فبالتالي إنه بدي algorithm
+
+499
+00:37:10,910 --> 00:37:17,110
+إنه فيه maximize لل .. لل score تبعي و minimize ل
+
+500
+00:37:17,110 --> 00:37:20,590
+score تبع الخصم فبيكون إن أنا بتعامل فيه مع الخصم
+
+501
+00:37:20,590 --> 00:37:23,170
+بهذا الشكل، تمام؟
+
+502
+00:37:25,440 --> 00:37:28,880
+أكام algorithm أنا عندي في ال uninformed search هي
+
+503
+00:37:28,880 --> 00:37:34,560
+واحد اتنين تلاتة اربعة algorithms تمام فبالتالي
+
+504
+00:37:34,560 --> 00:37:42,440
+هنا نرجع اللي انا فيه عندي هنا اربعة algorithms و
+
+505
+00:37:42,440 --> 00:37:48,060
+هنا تقريبا انا فيه عندي two algorithms تمام
+
+506
+00:37:48,060 --> 00:37:51,040
+و هنا هناخد algorithm واحد في اكتر في في غيرهم
+
+507
+00:37:51,040 --> 00:37:54,760
+كتير بس احنا هناخد واحد تقريبا تمام
+
+508
+00:37:57,090 --> 00:38:03,170
+إيش هما ال algorithms هدول breadth-first، depth
+
+509
+00:38:03,170 --> 00:38:06,970
+-first، depth-limited، iterative deepening search
+
+510
+00:38:06,970 --> 00:38:11,490
+هذا في ال blind search أو ال uninformed search
+
+511
+00:38:11,490 --> 00:38:16,830
+طبعا تعريفه هو عبارة عن search strategyفقط بتستخدم
+
+512
+00:38:16,830 --> 00:38:19,430
+المعلومات ال available في ال problem definition
+
+513
+00:38:19,430 --> 00:38:23,490
+عشان هيك بنسمي blind أنه بيشتغل بشكل عام يعني أو
+
+514
+00:38:23,490 --> 00:38:26,990
+أنه uninformed search بهذا الشكل فبالتالي أنا في
+
+515
+00:38:26,990 --> 00:38:31,250
+عندي أربع algorithms أعتقد أنه منها مر عليكم في ال
+
+516
+00:38:31,250 --> 00:38:35,200
+data structure فبالتالييعني احنا .. احنا في كل
+
+517
+00:38:35,200 --> 00:38:40,940
+الأحوال احنا هنشرحها طبعا؟ طيب خليني انا أتوقف هنا
+
+518
+00:38:40,940 --> 00:38:46,300
+لإنه احنا المحاضرة الجاية هنرجع انه نجمل هذا
+
+519
+00:38:46,300 --> 00:38:49,900
+الكلام بشكل سريع ال .. ال search strategies
+
+520
+00:38:49,900 --> 00:38:54,550
+الأنواع تبعتهاتمام؟ و كذلك هنبدأ في أول algorithm
+
+521
+00:38:54,550 --> 00:39:00,410
+اللي هو ال breedeth first search هي حد عنده سؤال؟
+
+522
+00:39:00,410 --> 00:39:03,290
+يعطيكم يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca68619f19b81931f9ac97e62af01e86c9bbfd31
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.json
@@ -0,0 +1 @@
+{"segments": [{"id": 1, "seek": 2228, "start": 4.88, "end": 22.28, "text": "طيب بسم الله الرحمن الرحيم صباح الخير و اليوم ان شاء الله راح نكمل في المحاضرة التانية في problem solving by search و كنا نحكي في المحاضرة الماضية عن ال state space و شوفنا أنه احنا توقفنا .. يعني أخدنا بعض الأمثلة", "tokens": [9566, 1829, 3555, 4724, 38251, 21984, 34892, 5016, 27842, 34892, 5016, 32640, 20328, 3555, 39319, 33962, 13546, 4032, 45595, 20498, 16472, 13412, 16606, 21984, 12602, 39319, 8717, 24793, 1211, 8978, 9673, 5016, 46958, 25720, 16712, 7649, 10632, 8978, 1154, 12606, 538, 3164, 4032, 9122, 8315, 8717, 5016, 4117, 1829, 8978, 9673, 5016, 46958, 25720, 9673, 46958, 10632, 18871, 2423, 1785, 1901, 4032, 13412, 38688, 8315, 14739, 3224, 1975, 5016, 8315, 6055, 30543, 5172, 8315, 4386, 37495, 22653, 5551, 9778, 3215, 8315, 45030, 11242, 16247, 2304, 12984, 37977], "avg_logprob": -0.11354758184064519, "compression_ratio": 1.6650943396226414, "no_speech_prob": 1.1324882507324219e-06, "words": 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dirty و هذا dirty بنفعش إنه الإتنين يكونوا clean مع بعض لازم إنه يعمل إنه بالظبط إنه إن يكون في عندي state وسيطة إنه مثلا على سبيل المثال", "tokens": [3555, 7649, 9566, 4587, 10632, 5296, 28814, 1863, 41850, 8978, 18871, 16254, 36145, 31439, 3714, 29245, 23328, 8978, 2423, 4914, 23758, 4032, 36145, 3224, 23758, 16472, 3224, 9360, 4032, 23758, 9360, 4724, 1863, 5172, 3615, 8592, 36145, 3224, 33688, 2655, 1863, 9957, 7251, 30544, 14407, 2541, 20449, 45030, 11242, 5296, 31377, 2304, 36145, 3224, 7251, 25957, 1211, 36145, 3224, 20666, 19913, 3555, 9566, 36145, 3224, 36145, 7251, 30544, 8978, 18871, 16254, 1785, 46952, 1829, 9566, 3660, 36145, 3224, 50113, 15040, 15844, 8608, 21292, 1211, 9673, 12984, 6027], "avg_logprob": -0.217151988805695, "compression_ratio": 1.7135678391959799, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 88.66, "end": 89.24, "word": "بانطقية", "probability": 0.613623046875}, {"start": 89.24, "end": 89.4, "word": " لإن", "probability": 0.685546875}, 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0.85791015625}, {"start": 1165.58, "end": 1167.32, "word": " معينة", "probability": 0.9871419270833334}, {"start": 1167.32, "end": 1168.02, "word": " تمام؟", "probability": 0.8390299479166666}], "temperature": 1.0}, {"id": 51, "seek": 117684, "start": 1168.47, "end": 1176.85, "text": "طبعا أول حاجة بسويها بعمل update لل state تمام باخد ال state الحالية بالإضافة لل percept", "tokens": [9566, 3555, 3615, 995, 5551, 12610, 11331, 26108, 3660, 4724, 3794, 45865, 11296, 4724, 25957, 1211, 5623, 24976, 1785, 46811, 10943, 4724, 47283, 3215, 2423, 1785, 21542, 6027, 10632, 20666, 28814, 11242, 31845, 3660, 24976, 43276], "avg_logprob": -0.14843750644374537, "compression_ratio": 1.2660550458715596, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 1168.47, "end": 1169.11, "word": "طبعا", "probability": 0.94970703125}, {"start": 1169.11, "end": 1169.55, "word": " أول", "probability": 0.78759765625}, {"start": 1169.55, "end": 1169.83, "word": " حاجة", "probability": 0.9873046875}, 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كل step ان هي تاخد الخطوة اللي وراها", "tokens": [9566, 3555, 3615, 995, 4032, 34105, 4724, 11242, 33911, 3224, 15844, 8608, 1211, 3794, 37977, 2423, 3069, 4032, 4724, 47341, 3615, 2423, 3069, 4724, 11296, 11778, 3224, 25124, 28820, 23032, 3555, 3615, 995, 32748, 6027, 3660, 1090, 4032, 20560, 488, 39894, 2304, 44713, 3215, 3615, 995, 11296, 4724, 995, 14851, 29973, 9640, 6225, 8592, 7649, 28242, 1823, 16472, 39896, 6055, 47283, 3215, 33962, 9566, 2407, 3660, 13672, 1829, 4032, 23557, 11296], "avg_logprob": -0.1673177048150036, "compression_ratio": 1.5266272189349113, "no_speech_prob": 8.344650268554688e-07, "words": [{"start": 1239.01, "end": 1239.59, "word": "طبعا", "probability": 0.7763671875}, {"start": 1239.59, "end": 1239.67, "word": " و", "probability": 0.281982421875}, {"start": 1239.67, "end": 1240.25, "word": " هنا", "probability": 0.9423828125}, {"start": 1240.25, "end": 1241.05, "word": " بضيفه", "probability": 0.9715576171875}, {"start": 1241.05, "end": 1241.23, "word": " 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نعمل generation لل successor .. successor .. successor state طبعا طبيعة الحياة كيف ممكن نعمل هذه الشغلة؟ انه ال already explored states بنعملها expanding", "tokens": [39237, 10943, 22807, 6156, 3555, 6027, 2655, 6027, 1829, 14739, 3224, 27188, 4117, 25720, 8978, 9673, 2407, 11242, 45367, 14739, 3224, 44945, 25957, 1211, 21857, 41713, 16197, 24976, 6558, 3096, 4032, 28814, 1863, 3224, 1975, 5016, 8315, 8717, 25957, 1211, 5125, 24976, 31864, 4386, 31864, 4386, 31864, 1785, 23032, 3555, 3615, 995, 23032, 21292, 27884, 21542, 25528, 3660, 9122, 33911, 3714, 43020, 8717, 25957, 1211, 29538, 25124, 17082, 37977, 22807, 16472, 3224, 2423, 1217, 24016, 4368, 44945, 25957, 1211, 11296, 14702], "avg_logprob": -0.18483231362046265, "compression_ratio": 1.6053811659192825, "no_speech_prob": 0.0, "words": [{"start": 1300.2, "end": 1301.06, "word": "تمام؟", "probability": 0.7041015625}, {"start": 1301.06, "end": 1301.76, "word": " فبالتالي", "probability": 0.9823404947916666}, {"start": 1301.76, 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"probability": 0.854248046875}, {"start": 1400.07, "end": 1400.45, "word": " الحال", "probability": 0.973388671875}, {"start": 1400.45, "end": 1401.53, "word": " طبعا", "probability": 0.91455078125}, {"start": 1401.53, "end": 1401.75, "word": " هنا", "probability": 0.9833984375}, {"start": 1401.75, "end": 1402.13, "word": " بدي", "probability": 0.731201171875}, {"start": 1402.13, "end": 1402.33, "word": " اعمل", "probability": 0.9319661458333334}, {"start": 1402.33, "end": 1402.93, "word": " initialize", "probability": 0.9111328125}, {"start": 1402.93, "end": 1403.19, "word": " لل", "probability": 0.59814453125}, {"start": 1403.19, "end": 1403.73, "word": " search", "probability": 0.77783203125}, {"start": 1403.73, "end": 1404.19, "word": " tree", "probability": 0.87939453125}, {"start": 1404.19, "end": 1405.23, "word": " تمام", "probability": 0.869140625}, {"start": 1405.23, "end": 1405.73, "word": " و", "probability": 0.377685546875}, {"start": 1405.73, "end": 1405.83, "word": " ال", "probability": 0.90673828125}, {"start": 1405.83, "end": 1406.13, "word": " initial", "probability": 0.9326171875}, {"start": 1406.13, "end": 1407.59, "word": " state", "probability": 0.6474609375}, {"start": 1407.59, "end": 1408.65, "word": " الخاصة", "probability": 0.85693359375}, {"start": 1408.65, "end": 1408.73, "word": " في", "probability": 0.8544921875}, {"start": 1408.73, "end": 1408.83, "word": " ال", "probability": 0.90673828125}, {"start": 1408.83, "end": 1409.15, "word": " problem", "probability": 0.841796875}, {"start": 1409.15, "end": 1409.51, "word": " يعني", "probability": 0.566650390625}, {"start": 1409.51, "end": 1410.27, "word": " تمام", "probability": 0.952392578125}, {"start": 1410.27, "end": 1410.83, "word": " و", "probability": 0.56298828125}, {"start": 1410.83, "end": 1410.99, "word": " هنا", "probability": 0.97509765625}, {"start": 1410.99, "end": 1411.21, "word": " بدي", "probability": 0.908935546875}, {"start": 1411.21, "end": 1411.41, "word": " يكون", "probability": 0.76025390625}, {"start": 1411.41, "end": 1411.57, "word": " في", "probability": 0.85400390625}, {"start": 1411.57, "end": 1411.81, "word": " عندي", "probability": 0.8759765625}, {"start": 1411.81, "end": 1412.09, "word": " loop", "probability": 0.9169921875}, {"start": 1412.09, "end": 1412.35, "word": " ايش", "probability": 0.8767903645833334}, {"start": 1412.35, "end": 1412.49, "word": " ال", "probability": 0.740234375}, {"start": 1412.49, "end": 1412.63, "word": " loop", "probability": 0.98193359375}, {"start": 1412.63, "end": 1412.99, "word": " هذه", "probability": 0.42626953125}, {"start": 1412.99, "end": 1413.27, "word": " ان", "probability": 0.86474609375}, {"start": 1413.27, "end": 1413.43, "word": " انا", "probability": 0.75390625}, {"start": 1413.43, "end": 1413.69, "word": " بدي", "probability": 0.94140625}, {"start": 1413.69, "end": 1414.27, "word": " اضلني", "probability": 0.7017822265625}], "temperature": 1.0}, {"id": 63, "seek": 143791, "start": 1415.17, "end": 1437.91, "text": "أعمل expand للـ tree و أدور على الحل لغاية لما أجيب أعمل stop و أرجع ال solution عملت expand لكل ال nodes و مالجيتش حل شعرت ساعتها برجع failure طبعا يبقى هنا هذا معنى هذا الكلام انه ك pseudocode if there is no candidate for expansion then return failure", "tokens": [10721, 25957, 1211, 5268, 24976, 39184, 4230, 4032, 5551, 3215, 13063, 15844, 21542, 1211, 5296, 17082, 995, 10632, 5296, 15042, 5551, 7435, 1829, 3555, 5551, 25957, 1211, 1590, 4032, 5551, 47341, 3615, 2423, 3827, 6225, 42213, 2655, 5268, 5296, 28820, 2423, 13891, 4032, 3714, 6027, 7435, 36081, 8592, 11331, 1211, 13412, 3615, 43500, 8608, 995, 34268, 11296, 4724, 47341, 3615, 7763, 23032, 3555, 3615, 995, 7251, 3555, 4587, 7578, 34105, 23758, 20449, 1863, 7578, 23758, 2423, 28820, 10943, 16472, 3224, 9122, 25505, 532, 905, 1429, 498, 456, 307, 572, 11532, 337, 11260, 550, 2736, 7763], "avg_logprob": -0.23258464178070426, "compression_ratio": 1.5407725321888412, "no_speech_prob": 0.0, "words": 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1419.67, "end": 1420.05, "word": " stop", "probability": 0.91259765625}, {"start": 1420.05, "end": 1420.23, "word": " و", "probability": 0.78125}, {"start": 1420.23, "end": 1420.69, "word": " أرجع", "probability": 0.8759765625}, {"start": 1420.69, "end": 1420.83, "word": " ال", "probability": 0.5205078125}, {"start": 1420.83, "end": 1421.23, "word": " solution", "probability": 0.95849609375}, {"start": 1421.23, "end": 1422.45, "word": " عملت", "probability": 0.9381510416666666}, {"start": 1422.45, "end": 1423.13, "word": " expand", "probability": 0.923828125}, {"start": 1423.13, "end": 1424.35, "word": " لكل", "probability": 0.958251953125}, {"start": 1424.35, "end": 1424.49, "word": " ال", "probability": 0.9541015625}, {"start": 1424.49, "end": 1424.81, "word": " nodes", "probability": 0.95654296875}, {"start": 1424.81, "end": 1425.87, "word": " و", "probability": 0.953125}, {"start": 1425.87, "end": 1426.35, "word": " مالجيتش", "probability": 0.6718505859375}, {"start": 1426.35, "end": 1426.59, "word": " حل", "probability": 0.983642578125}, {"start": 1426.59, "end": 1426.91, "word": " شعرت", "probability": 0.4178466796875}, {"start": 1426.91, "end": 1427.29, "word": " ساعتها", "probability": 0.9566650390625}, {"start": 1427.29, "end": 1427.77, "word": " برجع", "probability": 0.8640950520833334}, {"start": 1427.77, "end": 1428.47, "word": " failure", "probability": 0.703125}, {"start": 1428.47, "end": 1429.25, "word": " طبعا", "probability": 0.77972412109375}, {"start": 1429.25, "end": 1430.13, "word": " يبقى", "probability": 0.7421875}, {"start": 1430.13, "end": 1430.37, "word": " هنا", "probability": 0.98095703125}, {"start": 1430.37, "end": 1430.81, "word": " هذا", "probability": 0.82470703125}, {"start": 1430.81, "end": 1431.03, "word": " معنى", "probability": 0.6578776041666666}, {"start": 1431.03, "end": 1431.25, "word": " هذا", "probability": 0.8515625}, {"start": 1431.25, "end": 1431.97, "word": " الكلام", "probability": 0.95361328125}, {"start": 1431.97, "end": 1432.29, "word": " انه", "probability": 0.5521240234375}, {"start": 1432.29, "end": 1432.39, "word": " ك", "probability": 0.8388671875}, {"start": 1432.39, "end": 1432.93, "word": " pseudocode", "probability": 0.846435546875}, {"start": 1432.93, "end": 1433.53, "word": " if", "probability": 0.8154296875}, {"start": 1433.53, "end": 1433.77, "word": " there", "probability": 0.91162109375}, {"start": 1433.77, "end": 1433.89, "word": " is", "probability": 0.95361328125}, {"start": 1433.89, "end": 1434.05, "word": " no", "probability": 0.95068359375}, {"start": 1434.05, "end": 1434.69, "word": " candidate", "probability": 0.88720703125}, {"start": 1434.69, "end": 1435.19, "word": " for", "probability": 0.9736328125}, {"start": 1435.19, "end": 1435.93, "word": " expansion", "probability": 0.94580078125}, {"start": 1435.93, "end": 1436.61, "word": " then", "probability": 0.7109375}, {"start": 1436.61, "end": 1437.41, "word": " return", "probability": 0.94140625}, {"start": 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state solution تمام؟ هل أراد هي ال state .. هل هي ال goal .. عفوا ال goal state تمام؟ لجيت مثلا على سبيل المثال أن فرجاس أن ال state space معناه ذلك أنه بروح برجع ال solution إيش هو ال solution؟ هو عبارة عن هذا المسار", "tokens": [39237, 10943, 22807, 23032, 3555, 3615, 995, 8032, 3215, 12610, 6225, 42213, 2655, 1211, 16095, 5268, 30767, 1829, 39896, 4117, 39627, 15730, 25124, 28820, 28242, 36764, 24401, 3660, 4724, 16254, 5551, 5172, 5016, 9381, 11296, 8032, 1211, 6156, 47341, 32277, 39896, 2423, 1785, 3827, 46811, 10943, 22807, 8032, 1211, 5551, 2288, 18513, 39896, 2423, 1785, 4386, 8032, 1211, 39896, 2423, 3387, 4386, 6225, 5172, 14407, 2423, 3387, 1785, 46811, 10943, 22807, 5296, 7435, 36081, 50113, 15040, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 14739, 6156, 47341, 32277, 14739, 2423, 1785, 1901, 20449, 8315, 3224, 29910, 23275, 14739, 3224, 4724, 32887, 5016, 4724, 47341, 3615, 2423, 3827, 11933, 1829, 8592, 31439, 2423, 3827, 22807, 31439, 6225, 3555, 9640, 3660, 18871, 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"word": " space", "probability": 0.74853515625}, {"start": 1546.02, "end": 1546.34, "word": " معناه", "probability": 0.9527994791666666}, {"start": 1546.34, "end": 1546.54, "word": " ذلك", "probability": 0.988037109375}, {"start": 1546.54, "end": 1546.74, "word": " أنه", "probability": 0.793701171875}, {"start": 1546.74, "end": 1546.98, "word": " بروح", "probability": 0.9348958333333334}, {"start": 1546.98, "end": 1547.36, "word": " برجع", "probability": 0.8819986979166666}, {"start": 1547.36, "end": 1547.46, "word": " ال", "probability": 0.8408203125}, {"start": 1547.46, "end": 1547.78, "word": " solution", "probability": 0.99072265625}, {"start": 1547.78, "end": 1548.0, "word": " إيش", "probability": 0.7652994791666666}, {"start": 1548.0, "end": 1548.12, "word": " هو", "probability": 0.9912109375}, {"start": 1548.12, "end": 1548.22, "word": " ال", "probability": 0.7685546875}, {"start": 1548.22, "end": 1548.88, "word": " solution؟", "probability": 0.930419921875}, {"start": 1548.88, "end": 1549.1, "word": " هو", "probability": 0.970703125}, {"start": 1549.1, "end": 1549.44, "word": " عبارة", "probability": 0.9957275390625}, {"start": 1549.44, "end": 1549.6, "word": " عن", "probability": 0.998046875}, {"start": 1549.6, "end": 1549.88, "word": " هذا", "probability": 0.95361328125}, {"start": 1549.88, "end": 1550.36, "word": " المسار", "probability": 0.792724609375}], "temperature": 1.0}, {"id": 69, "seek": 157781, "start": 1552.33, "end": 1577.81, "text": "عشان أصل ال state تبعي إن أنا بدي أروح من أراد لفرجاس إن أنا بدي أروح من أراد ل سيبوي و من سيبوي بدي أروح على فرجاس في أحدى الشكل، واضح؟ هذه معناته هذا الكلام هنا في ال code then correspond return لل correspond solution تمام؟ else ما بتحتوي على الحل، نرجع هنا ولا واحدة من هدول بتحتوي على الحل، طب شو الخيار؟", "tokens": [3615, 8592, 7649, 5551, 36520, 2423, 1785, 6055, 3555, 3615, 1829, 36145, 41850, 4724, 16254, 5551, 32887, 5016, 9154, 5551, 2288, 18513, 5296, 5172, 47341, 32277, 36145, 41850, 4724, 16254, 5551, 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1566.05, "word": " then", "probability": 0.5244140625}, {"start": 1566.05, "end": 1566.77, "word": " correspond", "probability": 0.5693359375}, {"start": 1566.77, "end": 1568.07, "word": " return", "probability": 0.447998046875}, {"start": 1568.07, "end": 1568.53, "word": " لل", "probability": 0.8076171875}, {"start": 1568.53, "end": 1568.99, "word": " correspond", "probability": 0.59326171875}, {"start": 1568.99, "end": 1569.69, "word": " solution", "probability": 0.9580078125}, {"start": 1569.69, "end": 1570.69, "word": " تمام؟", "probability": 0.7256673177083334}, {"start": 1570.69, "end": 1571.05, "word": " else", "probability": 0.81201171875}, {"start": 1571.05, "end": 1571.81, "word": " ما", "probability": 0.85205078125}, {"start": 1571.81, "end": 1572.27, "word": " بتحتوي", "probability": 0.9695638020833334}, {"start": 1572.27, "end": 1572.43, "word": " على", "probability": 0.9580078125}, {"start": 1572.43, "end": 1573.13, "word": " الحل،", "probability": 0.8026529947916666}, {"start": 1573.13, "end": 1573.47, "word": " نرجع", "probability": 0.97607421875}, {"start": 1573.47, "end": 1573.73, "word": " هنا", "probability": 0.9970703125}, {"start": 1573.73, "end": 1574.97, "word": " ولا", "probability": 0.759765625}, {"start": 1574.97, "end": 1575.29, "word": " واحدة", "probability": 0.9913736979166666}, {"start": 1575.29, "end": 1575.39, "word": " من", "probability": 0.99560546875}, {"start": 1575.39, "end": 1575.71, "word": " هدول", "probability": 0.9319661458333334}, {"start": 1575.71, "end": 1576.11, "word": " بتحتوي", "probability": 0.8850911458333334}, {"start": 1576.11, "end": 1576.25, "word": " على", "probability": 0.970703125}, {"start": 1576.25, "end": 1576.89, "word": " الحل،", "probability": 0.9371744791666666}, {"start": 1576.89, "end": 1576.99, "word": " طب", "probability": 0.899658203125}, {"start": 1576.99, "end": 1577.13, "word": " شو", "probability": 0.958251953125}, {"start": 1577.13, "end": 1577.81, "word": " الخيار؟", "probability": 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163719, "start": 1625.47, "end": 1637.19, "text": "ال strategy كل مرة بدي اجرب strategy جديدة ايش بتحدد ال strategy ال node اللي انا بدي اعملها expand اما ك search algorithm كله نفس المبدأ طيب", "tokens": [6027, 5206, 28242, 3714, 25720, 4724, 16254, 1975, 7435, 25513, 5206, 10874, 16254, 41891, 1975, 1829, 8592, 39894, 24401, 3215, 2423, 5206, 2423, 9984, 13672, 1829, 1975, 8315, 4724, 16254, 1975, 25957, 1211, 11296, 5268, 1975, 15042, 9122, 3164, 9284, 28242, 3224, 8717, 36178, 9673, 44510, 10721, 23032, 1829, 3555], "avg_logprob": -0.19883577730141433, "compression_ratio": 1.417808219178082, "no_speech_prob": 5.960464477539062e-07, "words": [{"start": 1625.47, "end": 1625.69, "word": "ال", "probability": 0.68408203125}, {"start": 1625.69, "end": 1626.19, "word": " strategy", "probability": 0.329833984375}, {"start": 1626.19, "end": 1626.49, "word": " كل", "probability": 0.84130859375}, {"start": 1626.49, "end": 1626.71, "word": " مرة", "probability": 0.991455078125}, {"start": 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"probability": 0.9775390625}, {"start": 1834.46, "end": 1835.02, "word": " strategy", "probability": 0.88623046875}, {"start": 1835.02, "end": 1835.34, "word": " ممكن", "probability": 0.986083984375}, {"start": 1835.34, "end": 1835.76, "word": " نطبق", "probability": 0.9749755859375}, {"start": 1835.76, "end": 1836.16, "word": " شيء", "probability": 0.867431640625}, {"start": 1836.16, "end": 1836.48, "word": " مافيش", "probability": 0.79248046875}, {"start": 1836.48, "end": 1836.9, "word": " مشكلة", "probability": 0.9742838541666666}, {"start": 1836.9, "end": 1836.98, "word": " ان", "probability": 0.6953125}, {"start": 1836.98, "end": 1837.14, "word": " شاء", "probability": 0.992919921875}, {"start": 1837.14, "end": 1837.28, "word": " الله", "probability": 0.9716796875}, {"start": 1837.28, "end": 1841.56, "word": " تمام؟", "probability": 0.9220377604166666}], "temperature": 1.0}, {"id": 80, "seek": 187468, "start": 1846.24, "end": 1874.68, "text": "يبقى تعريف الـ search strategy هي عبارة عن is defined by picking the order of node of expansion ترتيب ال nodes اللي بعملها expansion هي تحديد ال node اللي انا هعملها expansion هذا ال formal definition اللي لها طبعا كيف بتم تقييمها انه evaluated باستخدام هذه ال dimensions completeness completeness", "tokens": [1829, 3555, 4587, 7578, 37279, 16572, 5172, 2423, 39184, 3164, 5206, 39896, 6225, 3555, 9640, 3660, 18871, 307, 7642, 538, 8867, 264, 1668, 295, 9984, 295, 11260, 6055, 2288, 31371, 3555, 2423, 13891, 13672, 1829, 4724, 25957, 1211, 11296, 11260, 39896, 6055, 5016, 16254, 3215, 2423, 9984, 13672, 1829, 1975, 8315, 8032, 25957, 1211, 11296, 11260, 23758, 2423, 9860, 7123, 13672, 1829, 5296, 11296, 23032, 3555, 3615, 995, 9122, 33911, 39894, 2304, 6055, 38436, 32640, 11296, 16472, 3224, 25509, 4724, 995, 14851, 9778, 3215, 10943, 29538, 2423, 12819, 1557, 15264, 1557, 15264], "avg_logprob": -0.1754032245246313, "compression_ratio": 1.6680497925311204, "no_speech_prob": 0.0, "words": [{"start": 1846.24, "end": 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اللي", "probability": 0.6904296875}, {"start": 1862.38, "end": 1862.72, "word": " لها", "probability": 0.817626953125}, {"start": 1862.72, "end": 1864.44, "word": " طبعا", "probability": 0.874267578125}, {"start": 1864.44, "end": 1865.28, "word": " كيف", "probability": 0.90380859375}, {"start": 1865.28, "end": 1865.56, "word": " بتم", "probability": 0.4881591796875}, {"start": 1865.56, "end": 1866.18, "word": " تقييمها", "probability": 0.9510498046875}, {"start": 1866.18, "end": 1867.3, "word": " انه", "probability": 0.6939697265625}, {"start": 1867.3, "end": 1867.96, "word": " evaluated", "probability": 0.9716796875}, {"start": 1867.96, "end": 1869.78, "word": " باستخدام", "probability": 0.98974609375}, {"start": 1869.78, "end": 1870.28, "word": " هذه", "probability": 0.57470703125}, {"start": 1870.28, "end": 1870.46, "word": " ال", "probability": 0.9755859375}, {"start": 1870.46, "end": 1871.06, "word": " dimensions", "probability": 0.97607421875}, {"start": 1871.06, "end": 1872.64, "word": " completeness", "probability": 0.959716796875}, {"start": 1872.64, "end": 1874.68, "word": " completeness", "probability": 0.901611328125}], "temperature": 1.0}, {"id": 81, "seek": 188226, "start": 1875.4, "end": 1882.26, "text": "واللي هو جداش انه مقدار هذا ال solution ان هو complete تمام؟ time complexity", "tokens": [2407, 6027, 20292, 31439, 10874, 3215, 33599, 16472, 3224, 3714, 28543, 9640, 23758, 2423, 3827, 16472, 31439, 3566, 46811, 10943, 22807, 565, 14024], "avg_logprob": -0.3557942770421505, "compression_ratio": 1.1237113402061856, "no_speech_prob": 0.0, "words": [{"start": 1875.4, "end": 1875.66, "word": "واللي", "probability": 0.5818684895833334}, {"start": 1875.66, "end": 1875.82, "word": " هو", "probability": 0.9912109375}, {"start": 1875.82, "end": 1876.2, "word": " جداش", "probability": 0.77294921875}, {"start": 1876.2, "end": 1876.42, "word": " انه", "probability": 0.4644775390625}, {"start": 1876.42, "end": 1876.76, "word": " مقدار", "probability": 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ثانية فبالتالي أنه هنا ال time complexity طبعا مش ال time تبع ال execution لأن هذا بيختلف من جهاز لجهاز ال time complexity زي ما انتوا أخدتوا في ال data structure و ال algorithms اللي هو", "tokens": [10721, 24793, 1211, 2423, 30543, 2655, 9673, 14851, 17082, 2288, 4587, 8978, 11933, 1829, 7435, 18513, 23758, 21542, 1211, 3714, 43020, 44713, 2288, 9307, 1829, 7435, 1829, 20449, 9957, 3660, 6055, 29245, 3215, 20292, 21542, 1211, 8978, 2423, 1649, 12805, 6055, 47283, 3215, 50113, 15040, 8608, 3555, 3615, 38637, 2407, 7649, 1829, 44713, 2288, 9307, 1829, 7435, 1829, 6055, 7649, 10632, 3714, 43020, 6055, 47283, 3215, 20292, 6225, 46309, 9957, 38637, 7649, 10632, 6156, 3555, 6027, 2655, 6027, 1829, 14739, 3224, 34105, 2423, 565, 14024, 23032, 3555, 3615, 995, 37893, 2423, 565, 6055, 3555, 3615, 2423, 15058, 5296, 33456, 23758, 4724, 1829, 46456, 46538, 9154, 10874, 3224, 31377, 5296, 7435, 3224, 31377, 2423, 565, 14024, 30767, 1829, 19446, 16472, 2655, 14407, 5551, 9778, 3215, 2655, 14407, 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0.9854736328125}, {"start": 1903.75, "end": 1904.25, "word": " ال", "probability": 0.9189453125}, {"start": 1904.25, "end": 1904.41, "word": " time", "probability": 0.84716796875}, {"start": 1904.41, "end": 1904.91, "word": " complexity", "probability": 0.96826171875}, {"start": 1904.91, "end": 1905.13, "word": " زي", "probability": 0.939453125}, {"start": 1905.13, "end": 1905.19, "word": " ما", "probability": 0.98193359375}, {"start": 1905.19, "end": 1905.39, "word": " انتوا", "probability": 0.7322591145833334}, {"start": 1905.39, "end": 1905.73, "word": " أخدتوا", "probability": 0.87265625}, {"start": 1905.73, "end": 1905.85, "word": " في", "probability": 0.9638671875}, {"start": 1905.85, "end": 1905.91, "word": " ال", "probability": 0.966796875}, {"start": 1905.91, "end": 1906.07, "word": " data", "probability": 0.9658203125}, {"start": 1906.07, "end": 1906.45, "word": " structure", "probability": 0.85791015625}, {"start": 1906.45, "end": 1906.57, "word": " و", "probability": 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هنا نمت على سبيل المثال، انه الخيار الوحيد عندي أن ارجع", "tokens": [41185, 18871, 16254, 6055, 5172, 16572, 3615, 9307, 32767, 3215, 1863, 6055, 7649, 10632, 16472, 1829, 4724, 11622, 13063, 11296, 12399, 28242, 3714, 3215, 9957, 3660, 4724, 11622, 13063, 11296, 8978, 18871, 16254, 6055, 5172, 16572, 3615, 9307, 12399, 8978, 44049, 38207, 19753, 34740, 24976, 9566, 16572, 4587, 12399, 8978, 44049, 38207, 19753, 34740, 5296, 19528, 3215, 1863, 13672, 1829, 41850, 4724, 11622, 13063, 11296, 12399, 8978, 23758, 25124, 28820, 12399, 6156, 3555, 6027, 2655, 6027, 1829, 16472, 3224, 4386, 16472, 3224, 34105, 8717, 2304, 2655, 15844, 8608, 21292, 1211, 9673, 12984, 6027, 12399, 16472, 3224, 33962, 1829, 9640, 2423, 2407, 5016, 25708, 18871, 16254, 14739, 1975, 47341, 3615], "avg_logprob": -0.13231534361839295, "compression_ratio": 2.0698924731182795, "no_speech_prob": 1.1920928955078125e-07, "words": [{"start": 2138.92, "end": 2139.16, "word": "في", "probability": 0.8271484375}, {"start": 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منها", "probability": 0.9921875}, {"start": 2309.57, "end": 2309.93, "word": " مر", "probability": 0.924560546875}, {"start": 2309.93, "end": 2310.89, "word": " عليكم", "probability": 0.974609375}, {"start": 2310.89, "end": 2311.11, "word": " في", "probability": 0.98681640625}, {"start": 2311.11, "end": 2311.25, "word": " ال", "probability": 0.95361328125}, {"start": 2311.25, "end": 2311.45, "word": " data", "probability": 0.97314453125}, {"start": 2311.45, "end": 2311.87, "word": " structure", "probability": 0.92529296875}, {"start": 2311.87, "end": 2312.53, "word": " فبالتالي", "probability": 0.9893391927083334}], "temperature": 1.0}, {"id": 99, "seek": 233080, "start": 2313.74, "end": 2330.8, "text": "يعني احنا .. احنا في كل الأحوال احنا هنشرحها طبعا؟ طيب خليني انا أتوقف هنا لإنه احنا المحاضرة الجاية هنرجع انه نجمل هذا الكلام بشكل سريع ال .. ال search strategies الأنواع تبعتها", "tokens": [40228, 22653, 1975, 5016, 8315, 4386, 1975, 5016, 8315, 8978, 28242, 16247, 5016, 2407, 6027, 1975, 5016, 8315, 8032, 1863, 46309, 5016, 11296, 23032, 3555, 3615, 995, 22807, 23032, 1829, 3555, 16490, 1211, 9957, 1829, 1975, 8315, 5551, 2655, 30543, 5172, 34105, 5296, 28814, 1863, 3224, 1975, 5016, 8315, 9673, 5016, 46958, 25720, 25724, 995, 10632, 8032, 1863, 47341, 3615, 16472, 3224, 8717, 7435, 42213, 23758, 2423, 28820, 10943, 4724, 8592, 28820, 8608, 16572, 3615, 2423, 4386, 2423, 3164, 9029, 16247, 1863, 14407, 3615, 6055, 3555, 34268, 11296], "avg_logprob": -0.1585323087285074, "compression_ratio": 1.6432432432432433, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 2313.7400000000002, "end": 2314.46, "word": "يعني", "probability": 0.952392578125}, {"start": 2314.46, "end": 2314.66, "word": " احنا", "probability": 0.9083658854166666}, {"start": 2314.66, "end": 2314.72, "word": " ..", "probability": 0.6728515625}, {"start": 2314.72, "end": 2314.94, "word": " احنا", "probability": 0.9490559895833334}, {"start": 2314.94, "end": 2315.04, "word": " في", "probability": 0.7744140625}, {"start": 2315.04, "end": 2315.2, "word": " كل", "probability": 0.9951171875}, {"start": 2315.2, "end": 2315.54, "word": " الأحوال", "probability": 0.86566162109375}, {"start": 2315.54, "end": 2315.86, "word": " احنا", "probability": 0.7518717447916666}, {"start": 2315.86, "end": 2316.58, "word": " هنشرحها", "probability": 0.969140625}, {"start": 2316.58, "end": 2318.66, "word": " طبعا؟", "probability": 0.769140625}, {"start": 2318.66, "end": 2319.88, "word": " طيب", "probability": 0.9768880208333334}, {"start": 2319.88, "end": 2320.18, "word": " خليني", "probability": 0.83056640625}, {"start": 2320.18, "end": 2320.3, "word": " انا", "probability": 0.5455322265625}, {"start": 2320.3, "end": 2320.66, "word": " أتوقف", "probability": 0.8746337890625}, {"start": 2320.66, "end": 2320.94, "word": " هنا", "probability": 0.99462890625}, {"start": 2320.94, "end": 2321.66, "word": " لإنه", "probability": 0.7862548828125}, {"start": 2321.66, "end": 2321.9, "word": " احنا", "probability": 0.9475911458333334}, {"start": 2321.9, "end": 2322.32, "word": " المحاضرة", "probability": 0.872802734375}, {"start": 2322.32, "end": 2322.68, "word": " الجاية", "probability": 0.8297526041666666}, {"start": 2322.68, "end": 2323.42, "word": " هنرجع", "probability": 0.9801025390625}, {"start": 2323.42, "end": 2323.94, "word": " انه", "probability": 0.769287109375}, {"start": 2323.94, "end": 2326.12, "word": " نجمل", "probability": 0.8889973958333334}, {"start": 2326.12, "end": 2326.3, "word": " هذا", "probability": 0.95751953125}, {"start": 2326.3, "end": 2326.6, "word": " الكلام", "probability": 0.9796549479166666}, {"start": 2326.6, "end": 2326.9, "word": " بشكل", "probability": 0.9505208333333334}, {"start": 2326.9, "end": 2327.44, "word": " سريع", "probability": 0.9874674479166666}, {"start": 2327.44, "end": 2328.26, "word": " ال", "probability": 0.79248046875}, {"start": 2328.26, "end": 2328.48, "word": " ..", "probability": 0.53125}, {"start": 2328.48, "end": 2328.9, "word": " ال", "probability": 0.90625}, {"start": 2328.9, "end": 2329.26, "word": " search", "probability": 0.943359375}, {"start": 2329.26, "end": 2329.9, "word": " strategies", "probability": 0.86572265625}, {"start": 2329.9, "end": 2330.32, "word": " الأنواع", "probability": 0.8804931640625}, {"start": 2330.32, "end": 2330.8, "word": " تبعتها", "probability": 0.9154052734375}], "temperature": 1.0}, {"id": 100, "seek": 234329, "start": 2331.41, "end": 2343.29, "text": "تمام؟ و كذلك هنبدأ في أول algorithm اللي هو ال breedeth first search هي حد عنده سؤال؟ يعطيكم يعطيكم العافية", "tokens": [39237, 10943, 22807, 4032, 9122, 8848, 23275, 8032, 1863, 44510, 10721, 8978, 5551, 12610, 9284, 13672, 1829, 31439, 2423, 18971, 3293, 700, 3164, 39896, 11331, 3215, 43242, 3224, 8608, 33604, 6027, 22807, 37495, 9566, 1829, 24793, 37495, 9566, 1829, 24793, 18863, 31845, 10632], "avg_logprob": -0.2872869304635308, "compression_ratio": 1.2462686567164178, "no_speech_prob": 0.001483917236328125, "words": [{"start": 2331.41, "end": 2332.27, "word": "تمام؟", "probability": 0.8074544270833334}, {"start": 2332.27, "end": 2332.43, "word": " و", "probability": 0.98486328125}, {"start": 2332.43, "end": 2333.07, "word": " كذلك", "probability": 0.9049479166666666}, {"start": 2333.07, "end": 2333.67, "word": " هنبدأ", "probability": 0.9207763671875}, {"start": 2333.67, "end": 2333.85, "word": " في", "probability": 0.9560546875}, {"start": 2333.85, "end": 2334.09, "word": " أول", "probability": 0.9501953125}, {"start": 2334.09, "end": 2334.55, "word": " algorithm", "probability": 0.919921875}, {"start": 2334.55, "end": 2334.73, "word": " اللي", "probability": 0.878662109375}, {"start": 2334.73, "end": 2334.85, "word": " هو", "probability": 0.97265625}, {"start": 2334.85, "end": 2334.95, "word": " ال", "probability": 0.4443359375}, {"start": 2334.95, "end": 2335.55, "word": " breedeth", "probability": 0.353271484375}, {"start": 2335.55, "end": 2336.33, "word": " first", "probability": 0.6298828125}, {"start": 2336.33, "end": 2337.13, "word": " search", "probability": 0.978515625}, {"start": 2337.13, "end": 2338.27, "word": " هي", "probability": 0.141845703125}, {"start": 2338.27, "end": 2338.49, "word": " حد", "probability": 0.836181640625}, {"start": 2338.49, "end": 2338.91, "word": " عنده", "probability": 0.924560546875}, {"start": 2338.91, "end": 2340.41, "word": " سؤال؟", "probability": 0.94140625}, {"start": 2340.41, "end": 2341.51, "word": " يعطيكم", "probability": 0.81878662109375}, {"start": 2341.51, "end": 2342.99, "word": " يعطيكم", "probability": 0.802734375}, {"start": 2342.99, "end": 2343.29, "word": " العافية", "probability": 0.8269856770833334}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2343.891875, "duration_after_vad": 2219.4631249999943}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..9a9dd1bfae64cab6465c688ac37207945af35969
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/qS535vAHqnY_raw.srt
@@ -0,0 +1,2088 @@
+1
+00:00:04,880 --> 00:00:08,160
+طيب بسم الله الرحمن الرحيم صباح الخير و اليوم ان
+
+2
+00:00:08,160 --> 00:00:11,880
+شاء الله راح نكمل في المحاضرة التانية في problem
+
+3
+00:00:11,880 --> 00:00:15,580
+solving by search و كنا نحكي في المحاضرة الماضية
+
+4
+00:00:15,580 --> 00:00:20,960
+عن ال state space و شوفنا أنه احنا توقفنا .. يعني
+
+5
+00:00:20,960 --> 00:00:24,540
+أخدنا بعض الأمثلةيعني أخدنا مثال واحد على ما أذكر
+
+6
+00:00:24,540 --> 00:00:29,800
+والآن بدنا نكمل في يعني في باقية الأمثلة يعني
+
+7
+00:00:29,800 --> 00:00:32,580
+شوفنا أنه ال status base لقيت puzzle كيف أنه هي
+
+8
+00:00:32,580 --> 00:00:36,660
+لما تكبر أنه عدد ال tiles اللي موجودة في ال puzzle
+
+9
+00:00:36,660 --> 00:00:40,420
+بكتر أنا عندي ال status base كذلك ال TSP أو
+
+10
+00:00:40,420 --> 00:00:43,940
+traveling salesman problem لما يكون في عندي عشرين
+
+11
+00:00:43,940 --> 00:00:46,480
+مدينة جداش أنه بيكون
+
+12
+00:00:49,520 --> 00:00:54,760
+حجم ال state space سبعي ناخد على سبيل المثال انه
+
+13
+00:00:54,760 --> 00:00:58,840
+في ال vacuum cleaner انه ايش ال state space graph
+
+14
+00:00:58,840 --> 00:01:02,920
+طبعا احنا حكينا انه تقريبا عددهم تمانية اي واحد
+
+15
+00:01:02,920 --> 00:01:06,520
+اتنين تلاتة اربعة خمسة ستة سبعة تمانيةطبعا
+
+16
+00:01:06,520 --> 00:01:09,420
+الانتقال بيناتهم بيكون بناء على شروط معينة،
+
+17
+00:01:09,420 --> 00:01:13,100
+ماينفعش أنه أنا أنتقل من space ل space تانية بشكل
+
+18
+00:01:13,100 --> 00:01:19,340
+مباشر بدون ما يكون أنه أنا أنتقل في states وسيطة،
+
+19
+00:01:19,340 --> 00:01:21,540
+يعني على سبيل المثال ماينفعش أنه أنا أكون في هاي
+
+20
+00:01:21,540 --> 00:01:25,680
+ال state تمام و أنتقل لهاي ال state بشكل مباشر،
+
+21
+00:01:25,680 --> 00:01:29,400
+ماينفعش، منطقيا ب step واحدة، أنا بقصدبانطقية لإن
+
+22
+00:01:29,400 --> 00:01:32,260
+أنا في عندي إن هو موجود في ال location هذا و إنه
+
+23
+00:01:32,260 --> 00:01:37,200
+هذا انه dirty و هذا dirty بنفعش إنه الإتنين يكونوا
+
+24
+00:01:37,200 --> 00:01:41,760
+clean مع بعض لازم إنه يعمل إنه بالظبط إنه إن يكون
+
+25
+00:01:41,760 --> 00:01:47,870
+في عندي state وسيطة إنه مثلا على سبيل المثالإنه
+
+26
+00:01:47,870 --> 00:01:50,250
+ينتقل على ال state هذه أو ينتقل على ال state
+
+27
+00:01:50,250 --> 00:01:53,370
+التانية و بعدها بيصير في ال state هاي فبالتالي إنه
+
+28
+00:01:53,370 --> 00:01:56,410
+ممكن ينتقل زي هيك و بعدها بيجي على ال state هاي و
+
+29
+00:01:56,410 --> 00:02:00,710
+بعدها ممكن إنه ينتقل على ال state هاي بهذا الشكل
+
+30
+00:02:00,710 --> 00:02:09,710
+فالانتقال بشكل مباشر مش .. مش ممكن، تمام؟ طيب،
+
+31
+00:02:09,710 --> 00:02:14,130
+الآن نشوف إيش هي ال states اللي ممكنة
+
+32
+00:02:18,290 --> 00:02:21,730
+إنه زي ما حكينا إنه أنا في عندي تلاتة actions اللي
+
+33
+00:02:21,730 --> 00:02:31,060
+هي left و right تمام؟ و suckالان على سبيل المثال
+
+34
+00:02:31,060 --> 00:02:34,580
+هاي ال state لما انا الاجي انه سهم ال state هاي و
+
+35
+00:02:34,580 --> 00:02:37,320
+برجع الها نفسها معناها انه البقاء في نفس ال state
+
+36
+00:02:37,320 --> 00:02:41,140
+و هذا الكلام انه رسمناه في رسمة سابقة لما كنا نحكي
+
+37
+00:02:41,140 --> 00:02:43,960
+عن ال Markovian انه على سبيل المثال ان عندي state
+
+38
+00:02:43,960 --> 00:02:48,660
+zero تمام؟ في عندي امكانية انتقل ل state S1
+
+39
+00:02:51,200 --> 00:02:54,180
+تمام؟ و في عندي إمكانية إن أنا أضلني في نفس ال
+
+40
+00:02:54,180 --> 00:03:00,020
+state فهذه ال .. انه .. انه الإشارة إنه أنا برجع
+
+41
+00:03:00,020 --> 00:03:03,260
+على نفس ال state إنه أنا معناه ذلك إنه أنا ببقى في
+
+42
+00:03:03,260 --> 00:03:05,880
+نفس ال state فبالتالي إنه أنا موجود هنا left و
+
+43
+00:03:05,880 --> 00:03:09,580
+معناه ذلك إنه أنا بقيت left تمام؟ في عندي action
+
+44
+00:03:09,580 --> 00:03:14,030
+تاني إنه أنا ممكن أروح rightو في عندي action تالت
+
+45
+00:03:14,030 --> 00:03:17,830
+انه انا ممكن اعمل sack اذا انا روحت right معناه
+
+46
+00:03:17,830 --> 00:03:20,550
+ذلك انه ال vacuum cleaner بده ينتقل من هذا ال
+
+47
+00:03:20,550 --> 00:03:24,970
+location لهذا ال location بتتغير ال state تبعته و
+
+48
+00:03:24,970 --> 00:03:28,750
+في حال انه انا عملت sack ايش نتيجة تبعته انه ال
+
+49
+00:03:28,750 --> 00:03:33,350
+state هي انه ال location هذا بيصير clean تمام؟
+
+50
+00:03:33,350 --> 00:03:35,890
+بهذا الشكل ان هو بيضلوا مكانه و ال location بيصير
+
+51
+00:03:35,890 --> 00:03:40,410
+cleanفي حال ان انا انتقلت right ممكن اضلني في نفس
+
+52
+00:03:40,410 --> 00:03:45,570
+المكان right تمام او ممكن اعمل suck او ممكن ارجع
+
+53
+00:03:45,570 --> 00:03:48,590
+left فبالتالي هذا هو ال status base والانتقال
+
+54
+00:03:48,590 --> 00:03:52,250
+بيناتهم بهذا الشكل وحكينا انه كل ال possible
+
+55
+00:03:52,250 --> 00:03:58,770
+states عددها تمانية states طيب يبقى نشوف هنا ان ال
+
+56
+00:03:58,770 --> 00:04:04,710
+states عبارة عن ايش عبارة عن شغلتين اللي هو انه ال
+
+57
+00:04:04,710 --> 00:04:09,450
+statusفي فرق بين ال state و ال status ال status هي
+
+58
+00:04:09,450 --> 00:04:12,770
+إيش حالة ال location هل هو dirty ولا clean أما ال
+
+59
+00:04:12,770 --> 00:04:17,670
+state إن هي بتشمل الشغلتين اللي هي ال location مع
+
+60
+00:04:17,670 --> 00:04:22,040
+ال statusال location مع ال status فبالتالي هنا ال
+
+61
+00:04:22,040 --> 00:04:24,900
+status انه مكونة من شغلتين انه هنا عبارة عن
+
+62
+00:04:24,900 --> 00:04:29,860
+integer dirt ان هو عبارة عن variable integer dirt
+
+63
+00:04:29,860 --> 00:04:33,000
+ممكن يكون zero او واحد zero يعني انه clean واحد
+
+64
+00:04:33,000 --> 00:04:36,640
+يعني dirty تمام بالاضافة لل location وفي الحالة
+
+65
+00:04:36,640 --> 00:04:39,880
+تبعتنا احنا هذا ال variable انه بياخد two value
+
+66
+00:04:39,880 --> 00:04:44,960
+اللي هو a و bتمام؟ يبقى أنا فيه عندي تلاتة
+
+67
+00:04:44,960 --> 00:04:47,580
+variables اللي هو .. عفوا، two variables اللي هو
+
+68
+00:04:47,580 --> 00:04:51,160
+ال integer there بالإضافة لل location و ال
+
+69
+00:04:51,160 --> 00:04:54,200
+location بياخد two value و هذا ال value تبعته زي
+
+70
+00:04:54,200 --> 00:04:59,040
+ما حكينا أنه صفر واحد، بيقعد الشكل طيب، إيش ال
+
+71
+00:04:59,040 --> 00:05:02,720
+actions؟ deterministic ولا مش deterministic؟
+
+72
+00:05:02,720 --> 00:05:05,760
+محدودة ولا مش محدودة؟ محدودة، عندي أربعة .. تلاتة
+
+73
+00:05:05,760 --> 00:05:10,370
+actions زي ما حكينا هنا، هاي هم تلاتةاللي هم left
+
+74
+00:05:10,370 --> 00:05:15,870
+و right و suck، تمام؟ ال goal state إيش الهدف من
+
+75
+00:05:15,870 --> 00:05:21,710
+ال vacuum cleaner؟ بالظبط، إنه مايكونش في عندي
+
+76
+00:05:21,710 --> 00:05:26,430
+أوساخ في كل الأماكنمش ان هو ينظف هذا هدف عام لكن
+
+77
+00:05:26,430 --> 00:05:28,590
+انا بدي اكون specific انه انا بدي احكيله ان ال
+
+78
+00:05:28,590 --> 00:05:31,370
+location A و B مافي .. مابديش فيهم أوساخ بدي
+
+79
+00:05:31,370 --> 00:05:34,550
+المكان هذا او الغرفة هذه اللي انت بتكون موجود فيها
+
+80
+00:05:34,550 --> 00:05:38,070
+مابديش ان هي تكون متسقها على الإطلاق بدي ان المطار
+
+81
+00:05:38,070 --> 00:05:44,080
+يظل نظيف طوال الوقت تمام؟ ال path costإيش المقصود
+
+82
+00:05:44,080 --> 00:05:48,700
+بال path؟ إنه أنا هذا الانتقال جديش ال cost تبعته،
+
+83
+00:05:48,700 --> 00:05:51,880
+جديش اللي بدي أحطها، بدي أحط إنه على ال edge هذا
+
+84
+00:05:51,880 --> 00:05:59,740
+إنه one pair action معناه ذلك إنه أنا كنت موجود في
+
+85
+00:05:59,740 --> 00:06:04,220
+هذه ال state عفوا تمام؟ و أختارت ال action suck
+
+86
+00:06:04,220 --> 00:06:08,920
+فبدالي جديش ال cost تبعته؟ واحدأو انه انا أروح ات
+
+87
+00:06:08,920 --> 00:06:11,960
+write كداش ال cost تبعتها؟ واحد بهذا الشكل
+
+88
+00:06:11,960 --> 00:06:15,540
+فبالتالي الانتقال على سبيل المثال من هاي ال state
+
+89
+00:06:15,540 --> 00:06:21,120
+لهاي ال state باجي بحسبها زيك هاي واحد اتنين تلاتة
+
+90
+00:06:21,120 --> 00:06:26,360
+فال cost تبعتها تلاتة بهذا الشكل واضح؟ واضح؟ هل
+
+91
+00:06:26,360 --> 00:06:30,700
+أحكيها كمان مرة؟ تمام؟ فبالتالي ال cost ان هي
+
+92
+00:06:30,700 --> 00:06:35,450
+الانتقالمن state ل state او انه عمل action معين
+
+93
+00:06:35,450 --> 00:06:39,550
+بتكلف انه واحد قد يكون في problems تانية انه لأ
+
+94
+00:06:39,550 --> 00:06:42,490
+بدي يكون عبارة عن رقم معين يعني على سبيل المثال زي
+
+95
+00:06:42,490 --> 00:06:48,050
+ال map تبعت رومانيا انه المسافة بين المدن بتكون هي
+
+96
+00:06:48,050 --> 00:06:50,890
+عبارة عن المسافة الفعلية مش انه واحد بتكون بهذا
+
+97
+00:06:50,890 --> 00:06:56,210
+الشكل ناخد مثال تاني ال eight puzzle شوفنا كدهش
+
+98
+00:06:56,210 --> 00:06:59,430
+انه ال states تبعتها ايش ال goal state انه انا
+
+99
+00:06:59,430 --> 00:07:04,170
+ارتب ال tilesاللي هي البلطات تبعتي هدول أو القطع
+
+100
+00:07:04,170 --> 00:07:08,130
+تبعتي هدول انه بهذا الشكل انه هنا يكون blank تمام
+
+101
+00:07:08,130 --> 00:07:13,510
+و تكون بالترتيب واحد اتنين تلاتة اربع خمسة ستة
+
+102
+00:07:13,510 --> 00:07:16,750
+سبعة تمانية بهذا الشكل هذا ال goal state ال
+
+103
+00:07:16,750 --> 00:07:20,070
+initial ممكن تكون اي حاجة عشوائية لأنه ممكن انه
+
+104
+00:07:20,070 --> 00:07:22,970
+انا ابدا ال state بتاعي اي حاجة عشوائية ممكن تكون
+
+105
+00:07:22,970 --> 00:07:25,870
+شغلة زي هيك انه هي مش مرتبة بأي طريقة انه يكون ال
+
+106
+00:07:25,870 --> 00:07:28,190
+blank موجود في المنتصف
+
+107
+00:07:30,590 --> 00:07:35,370
+طيب نجي انه احنا يعني نشوف .. نفكر مع بعض إيش ممكن
+
+108
+00:07:35,370 --> 00:07:38,390
+تكون ال states تبعتي ال states تبعتي اللي هو
+
+109
+00:07:38,390 --> 00:07:42,950
+الترتيب بالظبط اللي هو ترتيب ال tiles اللي موجودة
+
+110
+00:07:42,950 --> 00:07:46,530
+في ال .. في .. في ال eight puzzle تمام؟ ال actions
+
+111
+00:07:46,530 --> 00:07:51,510
+اللي أنا ممكن أسويهاإيش ال action؟ أحرك ال blank
+
+112
+00:07:51,510 --> 00:07:55,170
+هذا اتفقنا بدنا نسميه blank blank يعني مكان فاضي
+
+113
+00:07:55,170 --> 00:07:59,390
+تمام؟ ممكن أنا أحركه حسب ال .. ال .. يعني ال state
+
+114
+00:07:59,390 --> 00:08:03,570
+هذه تحديدا ممكن أحركه بهذا الشكل معناه ذلك إنه
+
+115
+00:08:03,570 --> 00:08:06,910
+الخمسة بتيجي هنا و ال blank بيجي هنا أو بهذا الشكل
+
+116
+00:08:06,910 --> 00:08:14,230
+أو فوق أو تحت بالظبط في حال إنه كان ال blank على
+
+117
+00:08:14,230 --> 00:08:20,470
+سبيل المثال موجود في هذا المكانبالظبط اللي هو فوق
+
+118
+00:08:20,470 --> 00:08:27,050
+أو على اليسار طبعا و ال goal state هي ان انا اكون
+
+119
+00:08:27,050 --> 00:08:29,430
+ارتبهم بهذا الشكل و ان يكون ال blank موجود في
+
+120
+00:08:29,430 --> 00:08:31,810
+الأول و ال path cost
+
+121
+00:08:35,730 --> 00:08:39,450
+ممكن أحط بيعني بشكل مبسط زي ال مثال السابق أنه كل
+
+122
+00:08:39,450 --> 00:08:43,910
+حركة بواحد بهذا الشكل فبالتالي هذا الكلام أنه زي
+
+123
+00:08:43,910 --> 00:08:47,650
+ما شوفنا هي one pair move و ال goal state أنه هي
+
+124
+00:08:47,650 --> 00:08:52,690
+given أنه كل برة بدي أفحص أنه أنا هل وصلت للشكل
+
+125
+00:08:52,690 --> 00:08:55,950
+المطلوب ولا لأ؟ تمام؟ و ال actions أنه حسب ال
+
+126
+00:08:55,950 --> 00:09:00,600
+state هذه أنه أعمل move لل blankleft و right و up
+
+127
+00:09:00,600 --> 00:09:04,860
+و down و ال states هي عبارة عن ترتيب أو ال
+
+128
+00:09:04,860 --> 00:09:22,060
+location تبع ال tiles طبعا لماذا
+
+129
+00:09:22,060 --> 00:09:23,060
+عشوائي يعني
+
+130
+00:09:30,680 --> 00:09:34,680
+يعني ان هو .. هو عبارة عن رقم نسبي يعني على سبيل
+
+131
+00:09:34,680 --> 00:09:37,960
+المثال ان انا عشان اصل من ال state هاي ل ال state
+
+132
+00:09:37,960 --> 00:09:41,860
+هاي اكم حركة بتلزمني عشان هنا كده بحسبها انه ال
+
+133
+00:09:41,860 --> 00:09:46,200
+cost بتبعتها واحد بهذا الشكل انه هذه هجيبها هنا و
+
+134
+00:09:46,200 --> 00:09:49,080
+بعد ما اجيبها هنا اطلع ال blank فوق و بعدين هجرب
+
+135
+00:09:49,080 --> 00:09:51,980
+هذه هنا اكم يعني على سبيل المثال او انا اديتك ال
+
+136
+00:09:51,980 --> 00:09:57,510
+eight puzzleأكم حركة بت .. يعني ب .. بتعمليها عشان
+
+137
+00:09:57,510 --> 00:10:00,390
+أنه تصلي لل goal state أو بالأحرى أنه انت تحليها
+
+138
+00:10:00,390 --> 00:10:04,350
+ممكن تعمليها في عشرين حركة ممكن أديها لزميلتك
+
+139
+00:10:04,350 --> 00:10:08,430
+تحلها في خمستاشر حركة فبالتالي ال cost أنه هي عدد
+
+140
+00:10:08,430 --> 00:10:12,580
+الحركات اللي أنا بسويها فبالتالي ال costهنا يعني
+
+141
+00:10:12,580 --> 00:10:19,940
+منطقي أن أنا أحطها واحد يعني بالظبط بالظبط
+
+142
+00:10:19,940 --> 00:10:24,100
+بالظبط
+
+143
+00:10:24,100 --> 00:10:28,460
+الهدف .. الهدف أنه أنا لما أجي أحل أنه أنا أحل ال
+
+144
+00:10:28,460 --> 00:10:32,140
+بقية puzzle بأقل عدد من الحركات ما هو مش هو هدف ..
+
+145
+00:10:32,140 --> 00:10:36,410
+هيك بتحلي ال gameلأنه أنا بدي يعني أديلك ال at
+
+146
+00:10:36,410 --> 00:10:39,170
+puzzle و أديلك وقت معين فبالتالي ممكن أنه يخلص
+
+147
+00:10:39,170 --> 00:10:43,950
+الوقت و أنت مش حالها أو ممكن يكون أنه ال score
+
+148
+00:10:43,950 --> 00:10:47,450
+تبعي أنه لما بدي أجي أتنافس أنه كل واحد جديش عدد
+
+149
+00:10:47,450 --> 00:10:50,910
+الحركات اللي استخدمها عشان يحلها و ممكن واحد يحلها
+
+150
+00:10:50,910 --> 00:10:54,940
+ب 15 حركة واحد تاني بالنفس ال initial stateواحد
+
+151
+00:10:54,940 --> 00:10:58,760
+تاني حل ب 20 واحد تالت انه يضله يحرك كتير لغاية
+
+152
+00:10:58,760 --> 00:11:04,960
+لما الدور له الفكرة ويعني ممكن يوصل 50 او 60 حركة
+
+153
+00:11:04,960 --> 00:11:11,140
+عشان انه يصل ال goal state طبعا
+
+154
+00:11:11,140 --> 00:11:15,480
+هنا واحد لأنه زي ما حكينا انه هي حركة واحدة لكن في
+
+155
+00:11:15,480 --> 00:11:20,560
+problems تانية زي رومانيا انه الانتقال من مدينة
+
+156
+00:11:20,560 --> 00:11:25,180
+لمدينة ال cost تبعتها بتكون حسب المسافةو ممكن ادخل
+
+157
+00:11:25,180 --> 00:11:27,720
+في الموضوع شغلات تانية مش انه بس المسافة الفعلية
+
+158
+00:11:27,720 --> 00:11:32,060
+جداش ان الطريق هذه ان ال traffic فيها انه سالكة او
+
+159
+00:11:32,060 --> 00:11:35,020
+حالة الطريق يعني ممكن ان تكون طريق من مدينة لمدينة
+
+160
+00:11:35,020 --> 00:11:38,420
+معبدة وطريق من مدينة لمدينة تانية انه هي واعرة
+
+161
+00:11:38,420 --> 00:11:41,340
+اصلا فبالتالي ان هذا الكلام بدخل في ال cost
+
+162
+00:11:41,340 --> 00:11:44,160
+فبالتالي ال cost اللي هو ال edge هذا اللي بيكون
+
+163
+00:11:44,160 --> 00:11:50,340
+بين المدن هذا الرقم 140 151 ممكن يعبر عن مسافة
+
+164
+00:11:50,340 --> 00:11:55,490
+فعلية فقطتمام؟ ممكن يعبر عن مسافة بالإضافة لوعورة
+
+165
+00:11:55,490 --> 00:11:59,210
+الطريق ممكن يعبر عن مسافة بالإضافة لوعورة الطريق
+
+166
+00:11:59,210 --> 00:12:01,670
+بالإضافة للزحمة اللي موجودة هناك فبالتالي كل ما
+
+167
+00:12:01,670 --> 00:12:05,870
+زادت الزحمة بتزيد ال cost فبالتالي ممكن على سبيل
+
+168
+00:12:05,870 --> 00:12:10,150
+المثال أنه هذا ال 75 هذه المدينة قريبة جدا ممكن لو
+
+169
+00:12:10,150 --> 00:12:14,610
+دخلنا عوامل تانية ممكن توصل تلتمية وأربعين ايش
+
+170
+00:12:14,610 --> 00:12:18,530
+السبب؟ السبب أنه زحمة والسبب أنه الطريق جبلية أنه
+
+171
+00:12:18,530 --> 00:12:22,850
+انا طالع في طلعة زي هيكفبالتالي بدخل هذه الشغلات
+
+172
+00:12:22,850 --> 00:12:26,330
+في حساب ال cost لكن هنا في ال games انه بشكل مبسط
+
+173
+00:12:26,330 --> 00:12:30,510
+كل حركة بحسب ال cost بتاعتها واحد هتمر علينا أنثى
+
+174
+00:12:30,510 --> 00:12:35,070
+لتانية نشوف ان ال cost بدي ادخلها أو اعمل تانية
+
+175
+00:12:35,070 --> 00:12:39,290
+ناخد على سبيل المثال ال robotic assembly
+
+176
+00:12:42,830 --> 00:12:45,990
+زي ما احنا شوفنا انه ب .. يعني انه هذا عبارة عن
+
+177
+00:12:45,990 --> 00:12:49,170
+دراع انه انا في عندي حركة زي هيك و هنا في عندي
+
+178
+00:12:49,170 --> 00:12:53,990
+rotation و هنا في عندي rotation تمام ال rotation
+
+179
+00:12:53,990 --> 00:12:58,150
+طبعا برفع الدراع هذه بهذا الاتجاه زي هيك تمام و
+
+180
+00:12:58,150 --> 00:13:00,830
+هذا انه بحركها بهذا الاتجاه هذه الحركة اللي هنا
+
+181
+00:13:00,830 --> 00:13:05,810
+بحركها بهذا الشكل بشكل دائري و الدراع هذه فيها
+
+182
+00:13:05,810 --> 00:13:12,210
+حركة بهذا الاتجاه و بهذا الاتجاهتمام؟ و .. ال ..
+
+183
+00:13:12,210 --> 00:13:15,010
+أنه هي بتلتقط object معين فبالتالي ال status
+
+184
+00:13:15,010 --> 00:13:18,350
+تبعتها كيف دي أقلص ال status؟ هذه شغلة مختلفة
+
+185
+00:13:18,350 --> 00:13:20,710
+تماما عن ليه الأمثلة اللي احنا أخدناها سابقا
+
+186
+00:13:20,710 --> 00:13:23,730
+الأمثلة اللي أخدناها سابقا عبارة عن deterministic
+
+187
+00:13:23,730 --> 00:13:27,560
+أنه ال boardالحالة تبعتها انه ترتيب ال location
+
+188
+00:13:27,560 --> 00:13:30,640
+يعني ترتيب ال ties اللي موجودة في ال location او
+
+189
+00:13:30,640 --> 00:13:34,180
+حالة ال vacuum cleaner انه موجود في ال location A
+
+190
+00:13:34,180 --> 00:13:38,080
+او B بالاضافة انه dirty ولا clean فشغلات محددة
+
+191
+00:13:38,080 --> 00:13:42,600
+اربع شغلات لكن هنا عبارة عنو real value
+
+192
+00:13:42,600 --> 00:13:48,660
+coordinates لل robotic joint angle تمام و ال parts
+
+193
+00:13:48,660 --> 00:13:51,280
+تبعت ال object to be assembled فبالتالي ال state
+
+194
+00:13:51,280 --> 00:13:55,300
+تبعته معبرة على شكل أرقام يعني انه هي ال real
+
+195
+00:13:55,300 --> 00:13:58,400
+value تبع ال coordinate فبالتالي في ال state تبعتي
+
+196
+00:13:58,400 --> 00:14:02,060
+انه انا بدخل هنا ال coordinate انه هادي انه مثلا
+
+197
+00:14:02,060 --> 00:14:04,600
+انه موجود في ال location او ال coordinate انا عندي
+
+198
+00:14:04,600 --> 00:14:12,200
+مثلا 3.7لأن الـ real value هو 5.12 بشكل دقيقي يعني
+
+199
+00:14:12,200 --> 00:14:14,960
+بهذا الشكل بالاضافة لل coordinates بتاعة ال joint
+
+200
+00:14:14,960 --> 00:14:21,120
+التانية بهذا الشكل تمام؟ ال action شفنا ال action
+
+201
+00:14:21,120 --> 00:14:25,780
+محددة في ال vacuum cleaner ع كام action كان عندي؟
+
+202
+00:14:25,780 --> 00:14:34,520
+تلاتة و في ال eight puzzleأربعة أو تلاتة او اربعة
+
+203
+00:14:34,520 --> 00:14:39,440
+او اتنين على حسب ال state بهذا الشكل لكن هنا ال
+
+204
+00:14:39,440 --> 00:14:44,220
+action هو عبارة عن continuous motion حركة مستمرة
+
+205
+00:14:44,220 --> 00:14:47,940
+ان انا احرك كلماتور بدرجة معينة مسافة معينة بحيث
+
+206
+00:14:47,940 --> 00:14:52,610
+انه يقدم قدام شوية او يأخرلورة شوية فبالتالي انه
+
+207
+00:14:52,610 --> 00:14:58,550
+الحركة تبعته انه continuous مش مش انه discrete
+
+208
+00:14:58,550 --> 00:15:04,350
+طبعا و ال goal state ايهش الهدف انه انا اعمل
+
+209
+00:15:04,350 --> 00:15:08,970
+complete لل assembly انه اخلص عملية التجميع طبعا و
+
+210
+00:15:08,970 --> 00:15:14,410
+ال path تبعت ال costهنا مختلف تخلنا شغلة مختلفة
+
+211
+00:15:14,410 --> 00:15:18,990
+اللي هو الـtime to execute انه اكمل جمع part في
+
+212
+00:15:18,990 --> 00:15:24,090
+وقت معين ممكن انه هذا ال agent انه انا يعني اخليله
+
+213
+00:15:24,090 --> 00:15:28,370
+اشغله search algorithm او search strategy انه
+
+214
+00:15:28,370 --> 00:15:32,590
+اتجمع للقطع مثلا في 40 دقيقة ممكن لو جربت strategy
+
+215
+00:15:32,590 --> 00:15:38,740
+تانية اتجمع للقطعفي 13 دقيقة فبالتالي انه هنا بحسب
+
+216
+00:15:38,740 --> 00:15:45,980
+ال cost ممكن على سبيل المثال ان انت تتطلع هنا عشان
+
+217
+00:15:45,980 --> 00:15:49,900
+نضفتلكم
+
+218
+00:15:49,900 --> 00:15:58,080
+في هنا في ال state of the art على ما اعتقد هنا
+
+219
+00:15:58,080 --> 00:16:01,240
+ال state of the art فيه بتلاقوا اخر حاجة تحت من
+
+220
+00:16:01,240 --> 00:16:02,120
+ضمن ال applications
+
+221
+00:16:05,210 --> 00:16:10,370
+هذا ال robot طبعا هذا ال robot بيسموه soft robot
+
+222
+00:16:10,370 --> 00:16:14,710
+ليش؟ لأنه لما بده يعمل assembly للأشياء أو يعمل
+
+223
+00:16:14,710 --> 00:16:22,270
+grasp يلتقط شيء معين مابدوش أنه يلتقطه و يسحقه
+
+224
+00:16:22,270 --> 00:16:26,010
+فبالتالي أنه يعني ممكن يلتقط شغلات soft بهذا الشكل
+
+225
+00:16:26,010 --> 00:16:31,790
+فممكن أن انت تشوفوا أشياء
+
+226
+00:16:31,790 --> 00:16:33,590
+مختلفة ممكن يرتب الشغلات
+
+227
+00:16:37,480 --> 00:16:40,200
+كيف بحسب الزاوية و بحدد ال location تبعه و بروح
+
+228
+00:16:40,200 --> 00:16:44,180
+بنقلها كلها في المكان المناسب فبالتالي ممكن ان انا
+
+229
+00:16:44,180 --> 00:16:48,000
+ادخل في ال cost اكم كرتونة عبّها اكم قطعة جمعة
+
+230
+00:16:48,000 --> 00:16:49,980
+بهذا الشكل تمام؟
+
+231
+00:17:01,730 --> 00:17:06,510
+طيب نيجي لل problem solving agent احنا بنصمم ال
+
+232
+00:17:06,510 --> 00:17:09,650
+agent عشان تحللي مشاكل ال agent وكيل انا يعني
+
+233
+00:17:09,650 --> 00:17:13,550
+يفترض ان هو بوكله ان هو يحل المشاكل عني ويفترض
+
+234
+00:17:13,550 --> 00:17:17,990
+يكون في عنده ذكاء فهذه هي الدالة يعني بشكل برمجي
+
+235
+00:17:17,990 --> 00:17:22,750
+كيف ممكن انه تحللي المشكلة معينة شو بتاخد هذه
+
+236
+00:17:22,750 --> 00:17:25,550
+الدالة simple problem solving agent شو بتاخد
+
+237
+00:17:25,550 --> 00:17:30,610
+perceptفقط ال perception؟ لأ في عندي شغلات تانية
+
+238
+00:17:30,610 --> 00:17:34,190
+static وحكينا شو معناته أنه تكون static من ناحية
+
+239
+00:17:34,190 --> 00:17:37,130
+برمجية معناه ذلك أنه ال scope تبعتها مش فقط في هذه
+
+240
+00:17:37,130 --> 00:17:42,670
+الدالة بالظبط أنه بتكون أنه outside ال ال ال ال
+
+241
+00:17:42,670 --> 00:17:45,530
+function هي فبالتالي بيتم التعديل عليها من برات
+
+242
+00:17:45,530 --> 00:17:48,890
+الدالة شو بتاخد؟ ال sequence ال sequence تبعت ال
+
+243
+00:17:48,890 --> 00:17:52,130
+action في الحلقة تبعتنا في ال eight puzzle إيش ال
+
+244
+00:17:52,130 --> 00:17:56,430
+sequence؟ left, right, up, down في حالة ال vacuum
+
+245
+00:17:56,430 --> 00:18:02,090
+cleanerleft و right و suck ممكن انه سلسلة انه left
+
+246
+00:18:02,090 --> 00:18:05,630
+right .. right .. ماتضلك في ال right اتضلك في ال
+
+247
+00:18:05,630 --> 00:18:09,070
+right ليش؟ لأن المكان نظيف بعدها suck بعدها روح
+
+248
+00:18:09,070 --> 00:18:12,670
+right كمان مرة فهذه عبارة عن سلسلة ال actions اللي
+
+249
+00:18:12,670 --> 00:18:17,490
+.. السلسلة ال actions اللي انا أخدتها بعدها ال
+
+250
+00:18:17,490 --> 00:18:23,730
+state اتفق نقي ان ال state ايش بيشمل؟ شغل تان يعني
+
+251
+00:18:23,730 --> 00:18:27,570
+انه ال status في ال vacuum cleaner ال status و ال
+
+252
+00:18:27,570 --> 00:18:31,420
+location بالظبطو ال goal .. ايش ال goal state
+
+253
+00:18:31,420 --> 00:18:34,720
+تبعي؟ ال goal state تبعي انه حسب ال problem تبعتي،
+
+254
+00:18:34,720 --> 00:18:39,820
+يعني ممكن يكون في ال vacuum .. في ال vacuum
+
+255
+00:18:39,820 --> 00:18:44,540
+cleanerممكن يكون إنه يخلّي كل ال locations إنه
+
+256
+00:18:44,540 --> 00:18:49,100
+نظيفة طوال الوقت أو ممكن يكون في ال 8th puzzle إنه
+
+257
+00:18:49,100 --> 00:18:52,440
+نقص الله state معينة، ترتيب معين في ال tiles هذا
+
+258
+00:18:52,440 --> 00:18:55,540
+initially بيكون null، ليش؟ لأنه هعملها update هنا،
+
+259
+00:18:55,540 --> 00:18:59,180
+هورجيكم تحت بالإضافة لل problem، problem
+
+260
+00:18:59,180 --> 00:19:02,620
+formulationال problem formulation هذه من أهم
+
+261
+00:19:02,620 --> 00:19:07,860
+الشغلات هي المفتاح وهذه هي يعني ان وظيفتكم ان
+
+262
+00:19:07,860 --> 00:19:10,180
+انتوا ليش بتدرسوا هذا الكلام انتوا بتدرسوا هذا
+
+263
+00:19:10,180 --> 00:19:13,820
+الكلام عشان تعمله formulation لproblem معينة انه
+
+264
+00:19:13,820 --> 00:19:20,700
+بحيث ان انتوا تقدروا انه تعملوا لها صياغة على شكل
+
+265
+00:19:20,700 --> 00:19:24,940
+انه search problem فبالتالي ممكن نطبق search
+
+266
+00:19:24,940 --> 00:19:30,750
+strategy معينة تمام؟طبعا أول حاجة بسويها بعمل
+
+267
+00:19:30,750 --> 00:19:35,910
+update لل state تمام باخد ال state الحالية
+
+268
+00:19:35,910 --> 00:19:39,460
+بالإضافة لل perceptاللي هي حالة ال sensors تبعتي
+
+269
+00:19:39,460 --> 00:19:42,860
+فبعمل update لل state طبعا هذا ال condition بيكون
+
+270
+00:19:42,860 --> 00:19:45,980
+true في أول run انه ال sequence بيكون empty انا
+
+271
+00:19:45,980 --> 00:19:49,940
+لسه ماخدتش ولا action فإذا كان ال sequence empty
+
+272
+00:19:49,940 --> 00:19:52,660
+معناه ذلك انه ايش بدي اسوي؟ بدي اعمل
+
+273
+00:19:52,660 --> 00:19:54,900
+initialization لل goal يعني ال goal هنا بيكون
+
+274
+00:19:54,900 --> 00:19:58,320
+initially null هنا بدي اعمله initialization ايش
+
+275
+00:19:58,320 --> 00:20:02,640
+بدي استدعي الدالة؟ formulate goal بنتج انا عندي ال
+
+276
+00:20:02,640 --> 00:20:08,000
+goal هنا بدي اخده وين اودي؟كبراميطر اللي هيتدالة
+
+277
+00:20:08,000 --> 00:20:11,580
+مع ال state اللي هي formula of problem يبقى بصيغ
+
+278
+00:20:11,580 --> 00:20:16,380
+الهدف و بصيغ ال problem تنتج عندي ال problem ال
+
+279
+00:20:16,380 --> 00:20:21,020
+problem هذه بديها لدالة ال search اللي هي هناخد
+
+280
+00:20:21,020 --> 00:20:24,570
+أنواعهااللي هي search strategy فيها أنا عندي أنواع
+
+281
+00:20:24,570 --> 00:20:28,010
+مختلفة من ال search هديله problem هذه عشان يديلي
+
+282
+00:20:28,010 --> 00:20:31,870
+ال action اللي أنا بدي أسويه وال action هذا اللي
+
+283
+00:20:31,870 --> 00:20:35,410
+بدي أسويه بدي يصير من سلسلة ال actions اللي أنا
+
+284
+00:20:35,410 --> 00:20:41,230
+بدي أاخدها هنا بنفذ ال actionطبعا و هنا بضيفه على
+
+285
+00:20:41,230 --> 00:20:44,890
+سلسلة ال action و برجع ال action بها ده الشكل طبعا
+
+286
+00:20:44,890 --> 00:20:49,230
+الدالة high و recursive بتم استدعاها باستمرار عشان
+
+287
+00:20:49,230 --> 00:20:52,670
+كل step ان هي تاخد الخطوة اللي وراها
+
+288
+00:20:56,580 --> 00:21:01,960
+هذا pseudocode كفهم طبعا بطبيعة الحال كفهم لإنه
+
+289
+00:21:01,960 --> 00:21:08,320
+هذا pseudocode إنه بيشرح الفكرة يعني
+
+290
+00:21:08,320 --> 00:21:13,460
+ممكن إنه أنا أجابك في نهاية المحاضرة على هذا
+
+291
+00:21:13,460 --> 00:21:21,430
+السؤال، تمام؟ طيبالآن بدنا ندخل في تفصيل أكتر، إن
+
+292
+00:21:21,430 --> 00:21:26,870
+ال search هذا بدنا إنه نعمل يعني ندخل بشكل تفصيلي
+
+293
+00:21:26,870 --> 00:21:30,250
+أكتر أو بشكل مخصص أكتر، إنه مش أي search، ال three
+
+294
+00:21:30,250 --> 00:21:33,630
+search algorithms، بدنا نركز على ال three search
+
+295
+00:21:33,630 --> 00:21:36,930
+algorithms، فبالتالي إنه ال states بتاعتي بدي
+
+296
+00:21:36,930 --> 00:21:41,060
+أعملها على شكل شجرة و على شكل تفريعاتتمام؟
+
+297
+00:21:41,060 --> 00:21:43,900
+فبالتالي أنه الفكرة في الموضوع أنه بنعمل offline
+
+298
+00:21:43,900 --> 00:21:47,740
+simulated exploration لل status base وإنه احنا
+
+299
+00:21:47,740 --> 00:21:50,620
+نعمل generation لل successor .. successor ..
+
+300
+00:21:50,620 --> 00:21:54,920
+successor state طبعا طبيعة الحياة كيف ممكن نعمل
+
+301
+00:21:54,920 --> 00:22:00,340
+هذه الشغلة؟ انه ال already explored states بنعملها
+
+302
+00:22:00,340 --> 00:22:05,870
+expandingيعني كل state أنا استكشفتها بروح بعملها
+
+303
+00:22:05,870 --> 00:22:09,050
+expand بروح بجيب ال success source تبعتها و بسير
+
+304
+00:22:09,050 --> 00:22:13,190
+بدور في كل ال states هذه في الشجرة تبعتي على الحل
+
+305
+00:22:13,190 --> 00:22:20,930
+تمام فبالتالي هايبتمثل ال strategy اللي هو عبارة
+
+306
+00:22:20,930 --> 00:22:27,210
+عن أساس هذا ال chapter عندنا في في في في الدرس
+
+307
+00:22:27,210 --> 00:22:30,750
+تبعنا اللي هو search strategies أيش ال search
+
+308
+00:22:30,750 --> 00:22:33,610
+strategies اللي استخدمنا لكن السابق كله اللي كنا
+
+309
+00:22:33,610 --> 00:22:37,750
+نحكي عليه مجرد أنه عبارة عن تمهيد وتعريفات وعبارة
+
+310
+00:22:37,750 --> 00:22:41,170
+عن صياغة لل problem واتفاق أنه تكون هي structured
+
+311
+00:22:41,170 --> 00:22:44,730
+من أربع شغلات وجيف أنه يكون تعريفها بهذا الشكل
+
+312
+00:22:44,730 --> 00:22:48,480
+عرفناها ساعتها بدنا نسير أنه احناندرس ال
+
+313
+00:22:48,480 --> 00:22:52,520
+strategies أو ال search strategies المختلفة و نشوف
+
+314
+00:22:52,520 --> 00:22:57,860
+كل واحدة كيف أدائها تمام؟ احنا متفقين ان احنا بدنا
+
+315
+00:22:57,860 --> 00:23:01,620
+نستخدم search و مش اي search three search ايش بده
+
+316
+00:23:01,620 --> 00:23:06,920
+ياخد ال problem بالاضافة لل strategy انا هندي في
+
+317
+00:23:06,920 --> 00:23:09,520
+ال three search في عدي عدة استراتيجيات فممكن ان
+
+318
+00:23:09,520 --> 00:23:13,930
+انا اديله ال strategy ايش بده يرجع؟سليوشيت في حال
+
+319
+00:23:13,930 --> 00:23:18,630
+ان هو لجأ او failure انه مالجهاش الحل وارد انه
+
+320
+00:23:18,630 --> 00:23:22,330
+مالجهاش الحل طبعا بطبيعة الحال طبعا هنا بدي اعمل
+
+321
+00:23:22,330 --> 00:23:27,590
+initialize لل search tree تمام و ال initial state
+
+322
+00:23:27,590 --> 00:23:31,570
+الخاصة في ال problem يعني تمام و هنا بدي يكون في
+
+323
+00:23:31,570 --> 00:23:35,650
+عندي loop ايش ال loop هذه ان انا بدي اضلنيأعمل
+
+324
+00:23:35,650 --> 00:23:39,410
+expand للـ tree و أدور على الحل لغاية لما أجيب
+
+325
+00:23:39,410 --> 00:23:44,490
+أعمل stop و أرجع ال solution عملت expand لكل ال
+
+326
+00:23:44,490 --> 00:23:49,250
+nodes و مالجيتش حل شعرت ساعتها برجع failure طبعا
+
+327
+00:23:49,250 --> 00:23:53,530
+يبقى هنا هذا معنى هذا الكلام انه ك pseudocode if
+
+328
+00:23:53,530 --> 00:23:57,410
+there is no candidate for expansion then return
+
+329
+00:23:57,410 --> 00:24:03,350
+failureعملت expand لكل حاجة لكل node بس ما لجيت
+
+330
+00:24:03,350 --> 00:24:09,810
+solution ساعتها برجع failure تمام إذا هذا الشرط
+
+331
+00:24:09,810 --> 00:24:14,830
+انه falseلسة في عندي candidate إيش بدي أسوي؟ بروح
+
+332
+00:24:14,830 --> 00:24:18,550
+أختار leaf node for expansion according to إيش؟ to
+
+333
+00:24:18,550 --> 00:24:22,090
+strategy الفكرة في الموضوع إن هنا إن أنا عندي هذه
+
+334
+00:24:22,090 --> 00:24:24,910
+candidate node بسميها candidate node candidate
+
+335
+00:24:24,910 --> 00:24:29,690
+node أي واحد أختار هذه ولا هي ولا هي؟ مين اللي
+
+336
+00:24:29,690 --> 00:24:35,180
+بيحدد؟الـ Strategy تمام؟ هذه معنات هذا الكلام هنا
+
+337
+00:24:35,180 --> 00:24:40,140
+يبقى هنا بدي أختار Node أعملها Expansion حسب ال
+
+338
+00:24:40,140 --> 00:24:43,500
+Strategy المعينة يبقى ال Strategy الوظيفة طبعتها
+
+339
+00:24:43,500 --> 00:24:51,380
+هي تحديد ال Node اللي بيسرلها Expansion تمام؟
+
+340
+00:24:51,380 --> 00:24:58,640
+طيب ال Node هذه اللي عملناها Expand إذا بتحتوي على
+
+341
+00:24:58,640 --> 00:25:02,890
+ال goal stateإذا هي مطابقة لل goal states زي مثلا
+
+342
+00:25:02,890 --> 00:25:06,150
+في حالة تلاقيت puzzle أو كذا ساعتها إيش بدي أسوي
+
+343
+00:25:06,150 --> 00:25:09,310
+return ده corresponding solution إيش ال
+
+344
+00:25:09,310 --> 00:25:12,610
+corresponding solution إنه على سبيل المثال إنه ..
+
+345
+00:25:12,610 --> 00:25:16,870
+إنه أنا ال corresponding solution إن أنا روحت عملت
+
+346
+00:25:16,870 --> 00:25:21,890
+expand لهذه و بعديها هذه و بعديها هذه طبعا حسب ال
+
+347
+00:25:21,890 --> 00:25:24,970
+strategy اخترت إن أنا أعمل expand لهذه و هدول
+
+348
+00:25:24,970 --> 00:25:29,840
+أتركهم على سبيل المثالتمام؟ طبعا هدول عملتلهم
+
+349
+00:25:29,840 --> 00:25:34,000
+expand زي هيك بهذا الشكل كل واحدة بدي أفحصها هل
+
+350
+00:25:34,000 --> 00:25:38,700
+فرجاس هي ال state solution تمام؟ هل أراد هي ال
+
+351
+00:25:38,700 --> 00:25:43,160
+state .. هل هي ال goal .. عفوا ال goal state تمام؟
+
+352
+00:25:43,160 --> 00:25:45,640
+لجيت مثلا على سبيل المثال أن فرجاس أن ال state
+
+353
+00:25:45,640 --> 00:25:48,120
+space معناه ذلك أنه بروح برجع ال solution إيش هو
+
+354
+00:25:48,120 --> 00:25:53,070
+ال solution؟ هو عبارة عن هذا المسارعشان أصل ال
+
+355
+00:25:53,070 --> 00:25:56,790
+state تبعي إن أنا بدي أروح من أراد لفرجاس إن أنا
+
+356
+00:25:56,790 --> 00:26:00,190
+بدي أروح من أراد ل سيبوي و من سيبوي بدي أروح على
+
+357
+00:26:00,190 --> 00:26:04,130
+فرجاس في أحدى الشكل، واضح؟ هذه معناته هذا الكلام
+
+358
+00:26:04,130 --> 00:26:08,530
+هنا في ال code then correspond return لل
+
+359
+00:26:08,530 --> 00:26:13,130
+correspond solution تمام؟ else ما بتحتوي على الحل،
+
+360
+00:26:13,130 --> 00:26:17,130
+نرجع هنا ولا واحدة من هدول بتحتوي على الحل، طب شو
+
+361
+00:26:17,130 --> 00:26:21,150
+الخيار؟بدي ادور ان انا اعمل expand لهذه و لهذه و
+
+362
+00:26:21,150 --> 00:26:27,470
+لهذه و لهذه حسب شو؟ ال strategy تمام 100% فبالتالي
+
+363
+00:26:27,470 --> 00:26:31,610
+بظن بستمر في هذه العملية ال recursive لغاية لما
+
+364
+00:26:31,610 --> 00:26:36,490
+انا اجي حل او بكون عملت expansion لكل ال nodes و
+
+365
+00:26:36,490 --> 00:26:37,150
+ماجيتش حل
+
+366
+00:26:41,050 --> 00:26:45,470
+تمام يبقى هنا else expand the node and add
+
+367
+00:26:45,470 --> 00:26:48,310
+resulting node to the search tree فبالتالي بروح
+
+368
+00:26:48,310 --> 00:26:52,950
+بكبر الشجرة و بعمل expand لنودة جديدة فهي فعليا ال
+
+369
+00:26:52,950 --> 00:26:59,230
+pseudocode هو المفتاح تبع ال chapter تبعنا كله هي
+
+370
+00:26:59,230 --> 00:27:02,990
+الأساس تبعه لو فهمته بتكون الأمور تمام و إيش اللي
+
+371
+00:27:02,990 --> 00:27:07,270
+بدو يتم استبداله هناال strategy كل مرة بدي اجرب
+
+372
+00:27:07,270 --> 00:27:11,330
+strategy جديدة ايش بتحدد ال strategy ال node اللي
+
+373
+00:27:11,330 --> 00:27:14,910
+انا بدي اعملها expand اما ك search algorithm كله
+
+374
+00:27:14,910 --> 00:27:17,190
+نفس المبدأ طيب
+
+375
+00:27:26,340 --> 00:27:32,380
+طبعا هنا بيحاول انه يذكر انه في فرق كبير بين ال
+
+376
+00:27:32,380 --> 00:27:37,820
+graph ال search graph و ال static graph بدي يكون
+
+377
+00:27:37,820 --> 00:27:43,040
+في عندي فرق بين ال graph و ال tree طبعا ف .. ف ..
+
+378
+00:27:43,040 --> 00:27:45,640
+ف .. فبالتالي ان ال search tree هو عبارة عن
+
+379
+00:27:45,640 --> 00:27:50,500
+sequence of actions طبعا اما ال static graph هي كل
+
+380
+00:27:50,500 --> 00:27:52,560
+ال nodes اللي موجودة عندي في ال environment
+
+381
+00:27:55,800 --> 00:27:59,180
+بعد ما نخلص ال search trees ممكن ان احنا نطبق ال
+
+382
+00:27:59,180 --> 00:28:03,760
+search graph في الموضوع في نهاية هذا ال chapter ان
+
+383
+00:28:03,760 --> 00:28:07,920
+شاء الله في عندكم هنا ال website هذا هيكون في عليه
+
+384
+00:28:07,920 --> 00:28:11,180
+assignment انه بعد ما احنا ناخد بعض ال search
+
+385
+00:28:11,180 --> 00:28:14,640
+strategies فبالتالي مطلوب منكم ان انتوا يعني في
+
+386
+00:28:14,640 --> 00:28:18,760
+problem معينة ان انتوا تاخدوا ال problem هذه مجرد
+
+387
+00:28:18,760 --> 00:28:22,180
+انه تطبيق هي tool لتطبيق ال search strategies
+
+388
+00:28:22,180 --> 00:28:28,830
+المختلفة هذه ال link تبعها موجودعلى المدونة تمام
+
+389
+00:28:28,830 --> 00:28:37,090
+وهيها موجودة هنا biograph researching وهنا ممكن
+
+390
+00:28:37,090 --> 00:28:42,470
+اجرب فيها ال .. ال .. الطرق المختلفة طبعا هي
+
+391
+00:28:42,470 --> 00:28:45,390
+بتشتغل على ال Java فبالتالي لازم الجهاز تبعكم يكون
+
+392
+00:28:45,390 --> 00:28:52,670
+نازل عليه Java و ان انتوا تشغلوا عليه هذه ال ..
+
+393
+00:28:52,670 --> 00:28:54,210
+هذه الطولة تمام؟
+
+394
+00:28:57,520 --> 00:29:01,160
+بالظبط انه انت بتدخلي لها problem تمام و بروح
+
+395
+00:29:01,160 --> 00:29:04,840
+بمعمل ايه يعني انه زي بيعمل انه simulate انه معمل
+
+396
+00:29:04,840 --> 00:29:08,600
+expand لل tree و بيطلعلك ان هاي الحال بهذا الشكل
+
+397
+00:29:08,600 --> 00:29:12,900
+ممكن تغيري ال strategy فبتطلعلك tree مختلفة للحل
+
+398
+00:29:12,900 --> 00:29:18,780
+ممكن تغيري ال strategy بتاعتها و بتطلعي strategy
+
+399
+00:29:18,780 --> 00:29:22,660
+.. strategy مختلفة طبعا ال download تبعها download
+
+400
+00:29:22,660 --> 00:29:27,100
+link موجود على المدونةهي ال download انه لل graph
+
+401
+00:29:27,100 --> 00:29:30,640
+searching هذا هو المطلوب منكم طبعا فبتعملي
+
+402
+00:29:30,640 --> 00:29:37,240
+download لل exe لو انت عندك windows او jar لو انت
+
+403
+00:29:37,240 --> 00:29:41,740
+يعني ممكن ان انت تشغلي ال jar files ك application
+
+404
+00:29:41,740 --> 00:29:48,200
+طبعا؟ مين الجيبتها؟ هيتم
+
+405
+00:29:48,200 --> 00:29:49,080
+تحديدها في ال assignment
+
+406
+00:29:53,400 --> 00:29:59,900
+تمام؟ فينا برضه كده لكنه exercise هاي هذا ال
+
+407
+00:29:59,900 --> 00:30:02,260
+uniform .. ال uninformed search هاي ده ال
+
+408
+00:30:02,260 --> 00:30:06,600
+heuristic search فبالتالي انه ممكن انه يعني تاخدي
+
+409
+00:30:06,600 --> 00:30:11,280
+exercises من هنا و زي ما ذكرتلكم هيتم تحديده في ال
+
+410
+00:30:11,280 --> 00:30:12,440
+assignment ان شاء الله
+
+411
+00:30:15,600 --> 00:30:18,660
+بعد ما ناخد اكتر من search strategy بس ان الطول
+
+412
+00:30:18,660 --> 00:30:21,860
+هذه كويس ان انتوا .. يعني كل search strategy احنا
+
+413
+00:30:21,860 --> 00:30:25,460
+بناخدها ان انتوا تطبقوها بشكل عملي انه كويس انه
+
+414
+00:30:25,460 --> 00:30:30,900
+تجربوها يعني ممكن
+
+415
+00:30:30,900 --> 00:30:34,460
+بعد ما احنا نخلص يعني مثلا search يعني كذا search
+
+416
+00:30:34,460 --> 00:30:37,280
+strategy ممكن نطبق شيء مافيش مشكلة ان شاء الله
+
+417
+00:30:37,280 --> 00:30:41,560
+تمام؟
+
+418
+00:30:46,240 --> 00:30:52,580
+يبقى تعريف الـ search strategy هي عبارة عن is
+
+419
+00:30:52,580 --> 00:30:55,960
+defined by picking the order of node of expansion
+
+420
+00:30:55,960 --> 00:30:59,320
+ترتيب ال nodes اللي بعملها expansion هي تحديد ال
+
+421
+00:30:59,320 --> 00:31:01,760
+node اللي انا هعملها expansion هذا ال formal
+
+422
+00:31:01,760 --> 00:31:07,300
+definition اللي لها طبعا كيف بتم تقييمها انه
+
+423
+00:31:07,300 --> 00:31:12,640
+evaluated باستخدام هذه ال dimensions completeness
+
+424
+00:31:12,640 --> 00:31:17,040
+completenessواللي هو جداش انه مقدار هذا ال
+
+425
+00:31:17,040 --> 00:31:25,290
+solution ان هو complete تمام؟ time complexityأكمل
+
+426
+00:31:25,290 --> 00:31:28,750
+الوقت المستغرق في إيجاد هذا الحل ممكن استراتيجي
+
+427
+00:31:28,750 --> 00:31:33,290
+معينة توجدلي الحل في ال 8 puzzle تاخد مثلا سبع
+
+428
+00:31:33,290 --> 00:31:37,410
+ثواني استراتيجي تانية ممكن تاخدلي عشرين ثانية
+
+429
+00:31:37,410 --> 00:31:40,910
+فبالتالي أنه هنا ال time complexity طبعا مش ال
+
+430
+00:31:40,910 --> 00:31:43,750
+time تبع ال execution لأن هذا بيختلف من جهاز لجهاز
+
+431
+00:31:43,750 --> 00:31:46,070
+ال time complexity زي ما انتوا أخدتوا في ال data
+
+432
+00:31:46,070 --> 00:31:49,790
+structure و ال algorithms اللي هوال complexity تبع
+
+433
+00:31:49,790 --> 00:31:52,270
+ال algorithm نفسه او ال big O notation تبع ال
+
+434
+00:31:52,270 --> 00:31:56,410
+algorithm نفسه تمام ال space complexity اللي هو ال
+
+435
+00:31:56,410 --> 00:31:59,510
+maximum number of nodes in memory في بعض ال search
+
+436
+00:31:59,510 --> 00:32:02,290
+strategies بتطلب ان ال nodes كلها تكون في الذاكرة
+
+437
+00:32:02,290 --> 00:32:05,790
+و في البعض التاني ان هم يعني بتطلب انه تكون في
+
+438
+00:32:05,790 --> 00:32:08,530
+nodes اقل في الذاكرة فبالتالي ال memory
+
+439
+00:32:08,530 --> 00:32:12,570
+requirements بتم اخدها بعين الاعتبار تمام
+
+440
+00:32:12,570 --> 00:32:18,110
+optimality انه بمعنى يعني معنى ذلك انه هل هي دائما
+
+441
+00:32:19,930 --> 00:32:25,270
+توجد الـ least cost solution ممكن يعني زي ما شوفنا
+
+442
+00:32:25,270 --> 00:32:28,530
+في ال .. في ال .. في ال problem تبعت رومانيا إن
+
+443
+00:32:28,530 --> 00:32:34,050
+أنا ممكن أنتقل لل goal تبعي بعدد طرق هل إنه أنا كل
+
+444
+00:32:34,050 --> 00:32:38,010
+مرة بشغلها إنه هي بتيجي أو بتجيبلي ال least cost
+
+445
+00:32:38,010 --> 00:32:42,760
+solution أو أقل أو الحل الأقل تكلفةهذه برضه من
+
+446
+00:32:42,760 --> 00:32:47,380
+الشغلات اللي احنا بناخدها في التقييم طبعا ال time
+
+447
+00:32:47,380 --> 00:32:52,920
+و ال space complexity انه بيتم قياسها بال B و ال D
+
+448
+00:32:52,920 --> 00:33:00,040
+ايش ال B و ال D؟و ال M ال B و ال D و ال M ال B هي
+
+449
+00:33:00,040 --> 00:33:03,920
+عمارة عن ال maximum branching factor جداش
+
+450
+00:33:03,920 --> 00:33:07,860
+التفريعات اللي موجودة عندي في الشجرة طبعا يعني على
+
+451
+00:33:07,860 --> 00:33:12,220
+سبيل المثال أن الشجرة هي كام تفريعة فيها هنا عندي
+
+452
+00:33:12,220 --> 00:33:15,000
+branch و هنا branch و هنا branch تلت تفريعات بهذا
+
+453
+00:33:15,000 --> 00:33:18,840
+الشكل فبالتالي أنه باخد branching factor في ال
+
+454
+00:33:18,840 --> 00:33:27,260
+tree بهذا الشكل و ال Dالـ depth تبع ال solution
+
+455
+00:33:27,260 --> 00:33:33,660
+معناه ذلك ان انا بدي ارجع هنا زي كأنه انا بدي اقيس
+
+456
+00:33:33,660 --> 00:33:41,300
+ال B هيك بشكل عربي و بدي اقيس ال D ايش معناه ال D
+
+457
+00:33:41,300 --> 00:33:43,480
+يعني على سبيل المثال ممكن تكون ال tree ان ال
+
+458
+00:33:43,480 --> 00:33:47,260
+expansion تبعها ان انا لجيت ال solution هناو ممكن
+
+459
+00:33:47,260 --> 00:33:50,620
+أن الشجرة تانية أنه ألاقي solution هنا deeper يعني
+
+460
+00:33:50,620 --> 00:33:55,380
+في تفريعة عميقة في الداخل تمام فبالتالي هذه بقيسها
+
+461
+00:33:55,380 --> 00:33:58,640
+بال D factor وهذه بال B factor جديش عدد التفريعات
+
+462
+00:33:58,640 --> 00:34:01,740
+طبعا هذا بيحدد حجم الشجرة جديش أنه بيزود ال
+
+463
+00:34:01,740 --> 00:34:06,940
+complexity نعم بالظبط المستوى تبع الشجرة أنه بعد
+
+464
+00:34:06,940 --> 00:34:18,370
+أكام level أنه أنا وجدت الحل تمام و ال Mاللي هو ال
+
+465
+00:34:18,370 --> 00:34:23,690
+maximum depth لل states space ال maximum depth لكل
+
+466
+00:34:23,690 --> 00:34:28,090
+ال states space high لل solution لغاية لما نصل لل
+
+467
+00:34:28,090 --> 00:34:32,490
+solution high ال maximum depth لكل ال states طبعا
+
+468
+00:34:32,490 --> 00:34:36,850
+يبقى ال b و ال d و ال m هذه هتمر علينا كتير بعد ما
+
+469
+00:34:36,850 --> 00:34:40,750
+ناخد كل algorithm هنشوف جداش ال b تبعت high و جداش
+
+470
+00:34:40,750 --> 00:34:45,490
+ال d و جداش ال m ممكن
+
+471
+00:34:45,490 --> 00:34:49,320
+أن ال states تكون infinityيعني في بعض ال
+
+472
+00:34:49,320 --> 00:34:52,980
+applications أن طبيعة states تبعتها أنه بتضلها إلى
+
+473
+00:34:52,980 --> 00:34:56,440
+مدى نهاية بضلني أفرع بضلني أفرع مع ذلك أن مافيش
+
+474
+00:34:56,440 --> 00:35:02,960
+node أنه أنا ممكن أن أتوقف يعني أنه أتوقف مش
+
+475
+00:35:02,960 --> 00:35:10,960
+واضحة إيه
+
+476
+00:35:10,960 --> 00:35:15,720
+الرسمة هاي تبعت هاي
+
+477
+00:35:25,640 --> 00:35:28,760
+لو أنا أخدت قرار أن هاي مثلا على سبيل المثال
+
+478
+00:35:28,760 --> 00:35:34,900
+وصلتها زي هيك و هي روحت وصلتها زي هيك، هيك بتصير
+
+479
+00:35:34,900 --> 00:35:37,400
+infinity، إيش معناة هذا الكلام؟ كل مدينة أنا
+
+480
+00:35:37,400 --> 00:35:42,660
+بزورهافي عندي تفريعات لمدن تانية اني بزورها، كل
+
+481
+00:35:42,660 --> 00:35:46,420
+مدينة بزورها في عندي تفريعات، في شيء آخر للطريق،
+
+482
+00:35:46,420 --> 00:35:49,460
+في شيء آخر للمدن اللي أنا بزورها، في هذا الشكل،
+
+483
+00:35:49,460 --> 00:35:56,000
+فبالتالي انه .. انه هنا نمت على سبيل المثال، انه
+
+484
+00:35:56,000 --> 00:35:59,660
+الخيار الوحيد عندي أن ارجعلأ، أنا بدي مدن جديدة إن
+
+485
+00:35:59,660 --> 00:36:03,320
+أنا أزورها، تمام؟ فبالتالي هنا في حال إنه هذا ال
+
+486
+00:36:03,320 --> 00:36:06,380
+connection اللي أنا عملتها جديد إنه ماكنتش موجودة
+
+487
+00:36:06,380 --> 00:36:12,240
+خلاص، إنه بيصير إنه infinite، يعني finite، لكن إنه
+
+488
+00:36:12,240 --> 00:36:15,480
+مدام إنه منقتلت، رجعنا لفرجاس، وفرجاس وين؟ بروح،
+
+489
+00:36:15,480 --> 00:36:19,100
+بفرح هنا و بفرح هنا بهذا الشكل، فبالتالي إلى ما
+
+490
+00:36:19,100 --> 00:36:21,300
+لنهاية، بضلني كل مرة أنا أعمل expand
+
+491
+00:36:34,370 --> 00:36:39,410
+طيب ال search strategies في عندي تلت أنواع ال
+
+492
+00:36:39,410 --> 00:36:43,850
+uninformed search أو ال blind search هذا النوع
+
+493
+00:36:43,850 --> 00:36:50,350
+الأول تمام طبعا في عدة algorithms وعندي التصنيف
+
+494
+00:36:50,350 --> 00:36:53,470
+التاني أو الاستراتيجية التانية اللي هو ال informed
+
+495
+00:36:53,470 --> 00:37:00,950
+search فيه نوعين تمام وفي عندي النوع التالت أو
+
+496
+00:37:00,950 --> 00:37:05,330
+الاستراتيجية التالتةاللي هي adversarial search
+
+497
+00:37:05,330 --> 00:37:07,970
+algorithm هذا بيكون مطبق في الـ theory adversarial
+
+498
+00:37:07,970 --> 00:37:10,910
+إنه أنا بتعامل مع الخصم فبالتالي إنه بدي algorithm
+
+499
+00:37:10,910 --> 00:37:17,110
+إنه فيه maximize لل .. لل score تبعي و minimize ل
+
+500
+00:37:17,110 --> 00:37:20,590
+score تبع الخصم فبيكون إن أنا بتعامل فيه مع الخصم
+
+501
+00:37:20,590 --> 00:37:23,170
+بهذا الشكل، تمام؟
+
+502
+00:37:25,440 --> 00:37:28,880
+أكام algorithm أنا عندي في ال uninformed search هي
+
+503
+00:37:28,880 --> 00:37:34,560
+واحد اتنين تلاتة اربعة algorithms تمام فبالتالي
+
+504
+00:37:34,560 --> 00:37:42,440
+هنا نرجع اللي انا فيه عندي هنا اربعة algorithms و
+
+505
+00:37:42,440 --> 00:37:48,060
+هنا تقريبا انا فيه عندي two algorithms تمام
+
+506
+00:37:48,060 --> 00:37:51,040
+و هنا هناخد algorithm واحد في اكتر في في غيرهم
+
+507
+00:37:51,040 --> 00:37:54,760
+كتير بس احنا هناخد واحد تقريبا تمام
+
+508
+00:37:57,090 --> 00:38:03,170
+إيش هما ال algorithms هدول breadth-first، depth
+
+509
+00:38:03,170 --> 00:38:06,970
+-first، depth-limited، iterative deepening search
+
+510
+00:38:06,970 --> 00:38:11,490
+هذا في ال blind search أو ال uninformed search
+
+511
+00:38:11,490 --> 00:38:16,830
+طبعا تعريفه هو عبارة عن search strategyفقط بتستخدم
+
+512
+00:38:16,830 --> 00:38:19,430
+المعلومات ال available في ال problem definition
+
+513
+00:38:19,430 --> 00:38:23,490
+عشان هيك بنسمي blind أنه بيشتغل بشكل عام يعني أو
+
+514
+00:38:23,490 --> 00:38:26,990
+أنه uninformed search بهذا الشكل فبالتالي أنا في
+
+515
+00:38:26,990 --> 00:38:31,250
+عندي أربع algorithms أعتقد أنه منها مر عليكم في ال
+
+516
+00:38:31,250 --> 00:38:35,200
+data structure فبالتالييعني احنا .. احنا في كل
+
+517
+00:38:35,200 --> 00:38:40,940
+الأحوال احنا هنشرحها طبعا؟ طيب خليني انا أتوقف هنا
+
+518
+00:38:40,940 --> 00:38:46,300
+لإنه احنا المحاضرة الجاية هنرجع انه نجمل هذا
+
+519
+00:38:46,300 --> 00:38:49,900
+الكلام بشكل سريع ال .. ال search strategies
+
+520
+00:38:49,900 --> 00:38:54,550
+الأنواع تبعتهاتمام؟ و كذلك هنبدأ في أول algorithm
+
+521
+00:38:54,550 --> 00:39:00,410
+اللي هو ال breedeth first search هي حد عنده سؤال؟
+
+522
+00:39:00,410 --> 00:39:03,290
+يعطيكم يعطيكم العافية
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY.srt
new file mode 100644
index 0000000000000000000000000000000000000000..62a529aebbde0c462effe28c49bbfc37695a3e0f
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY.srt
@@ -0,0 +1,1815 @@
+1
+00:00:04,970 --> 00:00:08,710
+طيب صباح الخير جميعًا، أرحب بكم في اللقاء الثاني في
+
+2
+00:00:08,710 --> 00:00:13,790
+الذكاء الاصطناعي. حكينا المرة الماضية عن مفردات
+
+3
+00:00:13,790 --> 00:00:20,330
+المساق، وحكينا أنه احنا في...في...في هذه الجزئية
+
+4
+00:00:20,330 --> 00:00:22,770
+اللي هي أنه احنا بنحاول نتعرف إيش هو الذكاء
+
+5
+00:00:22,770 --> 00:00:26,530
+الاصطناعي، تمام؟ وبدنا كذلك نتعرض لهذه الجزئية
+
+6
+00:00:26,530 --> 00:00:31,580
+اللي هي بتحكي عن الـ state of the art في الذكاء
+
+7
+00:00:31,580 --> 00:00:34,120
+الاصطناعي. state of the art ذكرنا إنه هي أحداث ما
+
+8
+00:00:34,120 --> 00:00:37,320
+توصل إليه العلم أو أيش الحالة الموجودة حاليًا في
+
+9
+00:00:37,320 --> 00:00:41,080
+الذكاء الاصطناعي. خلّينا نكمل في إيش هو الذكاء
+
+10
+00:00:41,080 --> 00:00:44,800
+الاصطناعي. ذكرنا المرة الماضية إنه الذكاء الاصطناعي
+
+11
+00:00:44,800 --> 00:00:51,020
+بيحتوي على عدة مواضيع منها الـ machine learning، والـ
+
+12
+00:00:51,020 --> 00:00:54,060
+neural networks، والـ computer vision، والـ
+
+13
+00:00:54,060 --> 00:00:56,960
+natural language processing، والـ deep learning. هذه
+
+14
+00:00:56,960 --> 00:01:01,560
+هي المواضيع. ذكرنا إن الـ computer vision، إن الفكرة
+
+15
+00:01:01,560 --> 00:01:05,560
+الأساسية إنه بده يكون في عندي نظام رؤية للحاسوب
+
+16
+00:01:05,560 --> 00:01:10,220
+بتمكن الحاسوب من إنه يكون في عنده نظام رؤية للبيئة
+
+17
+00:01:10,220 --> 00:01:14,880
+اللي موجودة حواليه، بحيث إنه يقدر إن هو يتفاعل معها
+
+18
+00:01:14,880 --> 00:01:19,240
+وهذا الكلام احنا ذكرنا المرة الماضية إنه في عندنا
+
+19
+00:01:19,240 --> 00:01:21,800
+باب نحكي فيه على الـ Intelligent Agents والـ
+
+20
+00:01:21,800 --> 00:01:25,680
+Agents. حكينا إنه في عندي نوعين: في عندي hardware و
+
+21
+00:01:25,680 --> 00:01:29,040
+software. hardware بيكون robot، و software بيكون
+
+22
+00:01:29,720 --> 00:01:34,600
+عبارة عن برنامج. ففي الـ hardware محتاج لنظام رؤية
+
+23
+00:01:34,600 --> 00:01:37,820
+فهذا هو الموضوع المتعلق بالـ computer vision عندنا.
+
+24
+00:01:37,820 --> 00:01:40,740
+هنشوف إيش هو الـ computer vision. الـ neural networks
+
+25
+00:01:40,740 --> 00:01:44,580
+حكينا إنه المرة الماضية إنه هي عبارة عن الشبكات
+
+26
+00:01:44,580 --> 00:01:50,120
+العصبية. طبعًا الإنسان عادة لما بيحاول إن هو يصنع
+
+27
+00:01:50,120 --> 00:01:53,140
+شيء أو يعمل شيء، عادة إن هو بيشوف، بيتطلع حواليه إيش
+
+28
+00:01:53,140 --> 00:01:56,420
+فيه موجود في الطبيعة. يعني، على سبيل المثال، بدو يصنع
+
+29
+00:01:56,420 --> 00:02:00,360
+طائرة، بيتطلع كيف الطائر: إيش في عنده أجنحة، وفي عنده
+
+30
+00:02:00,360 --> 00:02:04,000
+ذيل. فبالتالي هو ما جاهاش في باله إن هو بدو يصنع
+
+31
+00:02:04,000 --> 00:02:08,200
+الطائرة هيك من فراغ. أكيد اتطلع على مثال سابق،
+
+32
+00:02:08,200 --> 00:02:13,420
+تمام؟ فرَبنا سبحانه وتعالى هو وحده اللي بيخلق بدون
+
+33
+00:02:13,420 --> 00:02:17,020
+مثال سابق، لكن البشر بدو يصنع شغل معينة، أكيد بدو
+
+34
+00:02:17,020 --> 00:02:21,220
+يتطلع على مثال سابق موجود أو يستوحي الشيء هذا من
+
+35
+00:02:21,220 --> 00:02:25,770
+مثال سابق موجود، وهذا الشيء موجود مش بس في صناعة
+
+36
+00:02:25,770 --> 00:02:29,890
+الطائرة، في أي شغلة أنه احنا بتخطر على بالنا. نظام
+
+37
+00:02:29,890 --> 00:02:33,130
+الاتصالات، أو الاستشعارات اللاسلكية، أو الشغلات هذه
+
+38
+00:02:33,130 --> 00:02:36,670
+كلها، كلها مستوحاة من الحشرات ومن عالم الحيوان،
+
+39
+00:02:36,670 --> 00:02:41,730
+كيف أنه هي بتسير، قليل التواصل في مبياناتها. فنرجع
+
+40
+00:02:41,730 --> 00:02:45,690
+لموضوع الـ neural networks، أنه الإنسان لما يفكر
+
+41
+00:02:45,690 --> 00:02:51,040
+إن هو بده يعمل أنظمة ذكية، بيتطلع إنه إيش الذكاء، هذا
+
+42
+00:02:51,040 --> 00:02:53,840
+وين موجود؟ موجود في عقل الإنسان. عقل الإنسان من
+
+43
+00:02:53,840 --> 00:02:57,900
+إيش؟ مكوّن، مكوّن من مجموعة من الشبكات العصبية.
+
+44
+00:02:57,900 --> 00:03:07,060
+والمرة الماضية أريتكم
+
+45
+00:03:07,060 --> 00:03:12,460
+إن الـ biological neuron، إنه كصورة هنا، إنه زي
+
+46
+00:03:12,460 --> 00:03:22,150
+ما احنا شوفنا، إنه هذه هي الرسمة، إن الـ biological
+
+47
+00:03:22,150 --> 00:03:27,950
+neuron، أو الخلية يعني الخلية العصبية اللي في دماغ
+
+48
+00:03:27,950 --> 00:03:31,370
+الإنسان، مكوّنة من الـ cell body، وهذه عبارة عن
+
+49
+00:03:31,370 --> 00:03:35,730
+مستقبلات بتستقبل إشارات كهروكيميائية، تمام؟ طبعًا
+
+50
+00:03:35,730 --> 00:03:39,190
+هنا بيصير فيه تفاعل كيميائي معين، لأنه هي بتشتغل في
+
+51
+00:03:39,190 --> 00:03:42,570
+نظام كهروكيميائي. بيصير تفاعل كيميائي معين، وعلى
+
+52
+00:03:42,570 --> 00:03:47,810
+هذا الأساس بتنقل إشارة للطرفيات هذه، واللي هي
+
+53
+00:03:47,810 --> 00:03:53,290
+بدورها أصلًا موصلة بشبكات عصبية أخرى، وشبكات العصبية
+
+54
+00:03:53,290 --> 00:03:57,450
+الأخرى كذلك بتستقبل، بتجري عملية كهروكيميائية
+
+55
+00:03:57,450 --> 00:04:00,910
+وبتنقل الإشارة للخلية اللي وراها، وهكذا. الآن احنا
+
+56
+00:04:00,910 --> 00:04:04,570
+بنعمل simulation لهذا الكلام في الشبكات العصبية. بدو
+
+57
+00:04:04,570 --> 00:04:07,850
+يكون في عندي هنا مدخلات، اللي هي المستقبلات، والـ
+
+58
+00:04:07,850 --> 00:04:14,230
+cell body هنا ما نستبدله بـ artificial neuron، عقدة
+
+59
+00:04:14,230 --> 00:04:18,970
+اصطناعية عصبية اصطناعية، وبدل التفاعلات الكهرو
+
+60
+00:04:18,970 --> 00:04:24,100
+كيميائية بنجري عملية رياضية حسابية، تمام؟ بناءً على
+
+61
+00:04:24,100 --> 00:04:26,660
+العملية الحسابية هذه بيكون في أنا عندي نتيجة، وأنا
+
+62
+00:04:26,660 --> 00:04:31,340
+بوزع النتيجة هذه على المخرجات. طبعًا هذه النقاط أنا
+
+63
+00:04:31,340 --> 00:04:35,480
+بوصلها ببعض، وبدنا نشوف هل هذا الـ model أو الـ
+
+64
+00:04:35,480 --> 00:04:39,570
+simulation اللي احنا عملناه، هل أنا ممكن إنه أخلي
+
+65
+00:04:39,570 --> 00:04:42,270
+إنه يقدر يتعلم أو يفكر زي الإنسان؟ هذا الكلام
+
+66
+00:04:42,270 --> 00:04:49,030
+هنشوفه بالتفصيل في...في...في...في...لما
+
+67
+00:04:49,030 --> 00:04:52,930
+نحكي بالتفصيل عن الشبكات العصبية، تمام؟ طبعًا احنا
+
+68
+00:04:52,930 --> 00:04:58,970
+حكينا سابقًا إنه أنا في عندي الذكاء الاصطناعي عدة
+
+69
+00:04:58,970 --> 00:05:01,950
+مصطلحات، اللي هي: التعلم، التفكير،
+
+70
+00:05:05,280 --> 00:05:08,220
+التفكير، والتحليل. طبعًا بدي يكون في عنده استذكار،
+
+71
+00:05:08,220 --> 00:05:12,260
+لازم يكون في عنده ذاكرة، والذاكرة هذه بده تكون يعني
+
+72
+00:05:12,260 --> 00:05:15,840
+يا إما مؤقتة، يا إما على المدى البعيد. مؤقتة، لو يعني
+
+73
+00:05:15,840 --> 00:05:18,520
+لو طلبت من حدا معين: إيش رقم تليفونك؟ بيقول: رقم
+
+74
+00:05:18,520 --> 00:05:22,780
+تليفوني: ثلاثة سبعة اثنين واحد صفر، okay. بروح إن
+
+75
+00:05:22,780 --> 00:05:25,740
+الذاكرة هذه بشكل مؤقت: ثلاثة سبعة اثنين ثلاثة صفر.
+
+76
+00:05:25,740 --> 00:05:28,860
+بعد هيك هذا الرقم بيتبخر من الذاكرة، لإن
+
+77
+00:05:28,860 --> 00:05:33,100
+أنا احتجته فقط في سياق معين. بينما أنا فيه عندي
+
+78
+00:05:33,100 --> 00:05:36,280
+معلومات بحتاجها على المدى البعيد، أنه أنا بحتفظ
+
+79
+00:05:36,280 --> 00:05:39,560
+فيها، لأنه بتمثل عندي الخبرات المتراكمة تبعتي.
+
+80
+00:05:39,560 --> 00:05:44,740
+طيب، ف...فنرجع نجمّل الموضوع: التعلم،
+
+81
+00:05:47,770 --> 00:05:50,830
+التفكير، والاستذكار، أنه يبقى يكون في عندي ذاكرة، وحل
+
+82
+00:05:50,830 --> 00:05:55,290
+المشاكل. فجزئية التعلم، بأن يكون في عندي قابلية أنه
+
+83
+00:05:55,290 --> 00:05:58,170
+نخلي الـ machine أنها تقدر تتعلم. فنصطلحها ده هو الـ
+
+84
+00:05:58,170 --> 00:06:00,910
+machine learning. فكيف الـ machine أنها بدها تقدر
+
+85
+00:06:00,910 --> 00:06:04,610
+تتعلم؟ هذا الكلام طبعًا أنه احنا بنتعلم بالخبرة،
+
+86
+00:06:04,610 --> 00:06:08,550
+بالممارسة، بأن أنا بتمر عليّ أنماط معينة، فبالتالي
+
+87
+00:06:08,550 --> 00:06:11,870
+أنه أنا بستكشف نمط معين، والـ machine كذلك نفس الشيء.
+
+88
+00:06:11,870 --> 00:06:15,370
+الأنماط هذه هتكون على شكل بيانات، فبالتالي بيكون أنا
+
+89
+00:06:15,370 --> 00:06:19,390
+في عندي سجلات من البيانات، بأدخلها لخوارزمية معينة.
+
+90
+00:06:19,390 --> 00:06:22,690
+الخوارزمية هذه بتتعرف على الأنماط، طبعتها، فبالتالي
+
+91
+00:06:22,690 --> 00:06:25,990
+بتقدر أنه هي تتعلم، أنه لما يكون أنا عندي المدخلات
+
+92
+00:06:25,990 --> 00:06:29,770
+هيك وهيك وهيك، المخرج بيكون أنا عندي زي هيك،
+
+93
+00:06:29,770 --> 00:06:32,850
+تمام؟ هذا هو موضوع الـ machine learning. موضوع الـ
+
+94
+00:06:32,850 --> 00:06:36,950
+natural language processing هو المعالجة الطبيعية
+
+95
+00:06:36,950 --> 00:06:41,490
+للغات البشر، وهو أكيد موضوع مرتبط بالذكاء الاصطناعي،
+
+96
+00:06:41,490 --> 00:06:44,490
+شو السبب؟ لأنه احنا بنخلي الـ Machine تفهم اللغة
+
+97
+00:06:44,490 --> 00:06:48,150
+الطبيعية تبعتنا، تبعة البشر، بحيث إنه أنا أقدر إنه
+
+98
+00:06:48,150 --> 00:06:51,810
+أنا أسأل الكمبيوتر أسئلة، أو أعمل عمليات بحث، وهو
+
+99
+00:06:51,810 --> 00:06:56,370
+يعطيني جواب معين. فبالتالي، على سبيل المثال، هنا في
+
+100
+00:06:56,370 --> 00:07:00,190
+محرك البحث، إنه أنا لو أدخلت، مثلًا، أنا عندي مثلًا
+
+101
+00:07:00,190 --> 00:07:00,830
+مواقيت
+
+102
+00:07:09,070 --> 00:07:15,450
+الصلاة، جدر أن هو يفهم، جدر
+
+103
+00:07:15,450 --> 00:07:18,830
+أن هو يفهم شو طبيعة السؤال تبعي، أن هو أنا عندي
+
+104
+00:07:18,830 --> 00:07:21,730
+مواقيت الصلاة، وعملي structuring  للـ information هذه
+
+105
+00:07:21,730 --> 00:07:28,810
+للمعلومات هذه على شكل جدول، ويطلع لي إياها، أن أنا عندي
+
+106
+00:07:28,810 --> 00:07:32,320
+هاي المواقيت بهذا الشكل، تمام؟ وممكن إن هو يطلع لي
+
+107
+00:07:32,320 --> 00:07:36,520
+النتيجة كذلك لـ 30 يوم كجدول. فبالتالي الكمبيوتر
+
+108
+00:07:36,520 --> 00:07:42,200
+هنا إنه قدر إن هو يفهم عليّ، إنه يعني كمحرك بحث، إن
+
+109
+00:07:42,200 --> 00:07:45,980
+أنا أطلب منه أسأله أسئلة معينة زي هيك، يعني مثلًا
+
+110
+00:07:45,980 --> 00:07:48,900
+ممكن أسأله: كم المسافة
+
+111
+00:07:51,910 --> 00:07:57,730
+بين القمر والأرض؟ فهي بتطلع لي إياها، إنها معلومة إن
+
+112
+00:07:57,730 --> 00:08:01,870
+أنا عندي 384 ألف كيلومتر مربع. فبالتالي هذا هو
+
+113
+00:08:01,870 --> 00:08:04,930
+مفهوم الـ Language Understanding، إن الـ machine
+
+114
+00:08:04,930 --> 00:08:08,930
+قدرت تفهم اللغة تبعتي. فأنا بصيغ السؤال بالـ natural
+
+115
+00:08:08,930 --> 00:08:13,250
+language، هو قدر يفهمه، عمل عملية بحث، وطلع لي الجواب
+
+116
+00:08:13,250 --> 00:08:17,210
+بهذا الشكل. أضف على ذلك اللي هو عملية التعرف على
+
+117
+00:08:17,210 --> 00:08:20,980
+الصوت. فبالتالي أنا ممكن أسوي الشغل هذه، أنه أنا
+
+118
+00:08:20,980 --> 00:08:23,900
+ممكن أحكي: السلام عليكم ورحمة الله وبركاته،
+
+119
+00:08:23,900 --> 00:08:29,440
+فبالتالي بصير أنا عندي تعرف على الكلام في الـ real
+
+120
+00:08:29,440 --> 00:08:31,380
+-time، زي ما أنتم شايفين على الشاشة الآن.
+
+121
+00:08:34,720 --> 00:08:38,320
+فهذا الكلام كله دخل كـ phrase، وعمل عملية بحث، تمام؟
+
+122
+00:08:38,320 --> 00:08:43,340
+okay. فهذا هو ال...ال...ال...الـ natural language
+
+123
+00:08:43,340 --> 00:08:46,180
+understanding. فبالتالي، إنه يكون عنده القدرة على
+
+124
+00:08:46,180 --> 00:08:49,820
+التعرف على الكلام كصوت، كموجات صوتية، ويقدر يحولها
+
+125
+00:08:49,820 --> 00:08:54,220
+لنصوص زي هيك. هذا بيتطلب ذكاء، وهذا عشان هيك أنا
+
+126
+00:08:54,220 --> 00:08:57,480
+عندي الـ natural language processing عنده العديد من
+
+127
+00:08:57,480 --> 00:09:01,710
+التطبيقات في الذكاء الاصطناعي، تمام؟ عندي كذلك من
+
+128
+00:09:01,710 --> 00:09:05,010
+المواضيع الـ deep learning. حكينا إن الـ deep learning
+
+129
+00:09:05,010 --> 00:09:07,590
+هو التعلم العميق، تمام؟
+
+130
+00:09:10,580 --> 00:09:16,900
+والتعلم العميق هو إنه هي
+
+131
+00:09:16,900 --> 00:09:21,620
+تقنية جديدة من الـ Machine Learning، تمام؟ وهنشوف
+
+132
+00:09:21,620 --> 00:09:25,500
+الفرق بينه وبين الـ Machine Learning. فهو إنه بنقدر
+
+133
+00:09:25,500 --> 00:09:29,280
+إن إحنا نخلي الآلة إن هي تتعلم، بس بأسلوب متقدم،
+
+134
+00:09:29,280 --> 00:09:33,360
+هنشوف الفرق بينهم الآن. يجي نتطلع على تصنيفات
+
+135
+00:09:33,360 --> 00:09:35,280
+الـ Machine Learning. حكينا إنه أنا فيه عندي
+
+136
+00:09:35,280 --> 00:09:38,680
+supervised، إنه بيصير في أنا عندي تعليم للـ machine
+
+137
+00:09:38,680 --> 00:09:44,210
+بإشراف. unsupervised، إنه بيتعلم لوحده بدون إشراف.
+
+138
+00:09:44,210 --> 00:09:48,270
+طبعًا reinforcement learning، إنه بيكون إن التعليم
+
+139
+00:09:48,270 --> 00:09:51,970
+بالإجبار. يعني، بمعنى ذلك إن أنا بيكون في عندي ثواب
+
+140
+00:09:51,970 --> 00:09:55,810
+وعقاب. بمعنى ذلك إن أنا بحط الـ agent أنا عندي في
+
+141
+00:09:55,810 --> 00:09:59,390
+بيئة معينة، إذا سوى شغل كويسة بعطيله جائزة، وإذا سوى
+
+142
+00:09:59,390 --> 00:10:04,870
+شيء مش كويس بروح بعاقبه. طبعًا، يعني، على سبيل المثال،
+
+143
+00:10:04,870 --> 00:10:10,350
+أنا ممكن أحط robot إن هو ينظف هذه القاعة، فبالتالي
+
+144
+00:10:10,350 --> 00:10:13,990
+إنه لو هو...إنه أنا تركته مثلًا ثلاث ساعات، لو إجيت
+
+145
+00:10:13,990 --> 00:10:16,510
+بعد ثلاث ساعات، ولا جيت، وإنه القاعة لسه متسخة،
+
+146
+00:10:16,510 --> 00:10:20,090
+فبالتالي بعاقبه. فهو اللي الحرية اللي كان له إن
+
+147
+00:10:20,090 --> 00:10:22,870
+هو أنا في عنده possible actions إن هو ممكن يسويها،
+
+148
+00:10:22,870 --> 00:10:26,950
+إن هو ينظف، ويضل إن هو يتجول بدون ما ينظف، فهو
+
+149
+00:10:26,950 --> 00:10:30,790
+بتعلم إنه إذا أنا اتجولت بدون ما أنا أنظف، معنى ذلك
+
+150
+00:10:30,790 --> 00:10:34,450
+إن أنا هأُعاقب، لأ، هأبطل أسوي الشغل هذه. فبالتالي،
+
+151
+00:10:34,450 --> 00:10:37,250
+بروح بجرب الـ action الثاني، إيش الـ action الثاني؟ إن
+
+152
+00:10:37,250 --> 00:10:43,400
+أنا بتجول وبنظف. طبعًا، فبالتالي لما أنا أجي بعد ثلاث
+
+153
+00:10:43,400 --> 00:10:47,020
+ساعات، ولقيته إنه هو منظف، معنى ذلك أنه اه بدي
+
+154
+00:10:47,020 --> 00:10:50,500
+أعطيه جائزة. فهو بتعلم إن الـ action هذا بيزيد الـ
+
+155
+00:10:50,500 --> 00:10:54,360
+score تبعه، و بده يصير فيه مقارنة. يعني، بمعنى آخر،
+
+156
+00:10:54,360 --> 00:10:57,220
+أنه بعد ثلاث ساعات، على سبيل المثال، إجيت لقيته منظف
+
+157
+00:10:57,220 --> 00:11:02,230
+نصف القاعة، بديله score. وفي مرة أخرى، إنه بعد ثلاث
+
+158
+00:11:02,230 --> 00:11:05,730
+ساعات إجيت، لقيته منظف كل القاعة، بديله score أعلى.
+
+159
+00:11:05,730 --> 00:11:10,370
+فبالتالي هو بتعلم إنه والله إذا نظفت أكثر في وقت
+
+160
+00:11:10,370 --> 00:11:14,530
+أقل بأخذ score أعلى. فهذا هو مفهوم الـ reinforcement
+
+161
+00:11:14,530 --> 00:11:18,590
+learning. بمعنى إنه أنا بجبره إجبارًا إن هو يتجه في
+
+162
+00:11:18,590 --> 00:11:22,720
+التعلم تبعه في اتجاه معين. semi-supervised learning،
+
+163
+00:11:22,720 --> 00:11:28,720
+اللي هو يعني أنه بالضبط، أنه يعني...يعني نصف تعليم،
+
+164
+00:11:28,720 --> 00:11:31,900
+أنه تحت الإشراف، أنه بديله في البداية شوية
+
+165
+00:11:31,900 --> 00:11:36,880
+إشراف، بعدها أنه بقدر يعتمد على نفسه ويتعلم لوحده،
+
+166
+00:11:36,880 --> 00:11:37,440
+تمام؟
+
+167
+00:11:40,000 --> 00:11:43,160
+طيب، حكينا كذلك المرة الماضية على الـ Turing Test،
+
+168
+00:11:43,160 --> 00:11:48,860
+وحكينا إنه...إنه الاختبار يعني إنه أنا أجي أعرف
+
+169
+00:11:48,860 --> 00:11:53,960
+الذكاء الاصطناعي بشكل formal،
+
+170
+00:11:53,960 --> 00:11:56,020
+إنه أنا أحكي: الذكاء الاصطناعي هو عبارة عن كذا،
+
+171
+00
+
+223
+00:16:19,540 --> 00:16:22,960
+عادةً أنها بتمول مشاريع الذكاء الاصطناعي كان الذكاء
+
+224
+00:16:22,960 --> 00:16:28,020
+الاصطناعي هو مجرد خيال في الخمسينات، تمام؟ فعليًا
+
+225
+00:16:28,020 --> 00:16:33,830
+أن الأبحاث في هذا المجال تتطلب تمويلًا كبيرًا، طبعًا زي
+
+226
+00:16:33,830 --> 00:16:37,590
+التمويل الذي بده يكون لـ.. يعني لمشاريع أيضًا
+
+227
+00:16:37,590 --> 00:16:43,530
+خيالية، زي مثلًا رحلات الفضاء، لأنها تتطلب
+
+228
+00:16:43,530 --> 00:16:47,730
+كثير فلوس، الأغلب كان فيه جدل في الموضوع أن هل
+
+229
+00:16:47,730 --> 00:16:51,830
+الذكاء الاصطناعي فعلاً مجدي أم غير مجدي، أننا أنفقنا عليه
+
+230
+00:16:51,830 --> 00:16:56,690
+فلوس كثيرة ولكن ما كانش فيه، أنا عندي ناتج من.. من
+
+231
+00:16:56,690 --> 00:17:02,010
+..من هذه الأبحاث، بينما كان فيه جدل أن لماذا لا
+
+232
+00:17:02,010 --> 00:17:05,690
+أن ننفق في هذا المجال، لعله وعسى أن ممكن
+
+233
+00:17:05,690 --> 00:17:08,850
+أن نحصل على نتيجة، لماذا؟ لأننا، شوفوا كم
+
+234
+00:17:08,850 --> 00:17:12,770
+مليونًا من الدولارات ننفقها سنويًا على
+
+235
+00:17:12,770 --> 00:17:17,310
+الكريمات، وعلى مستحضرات التجميل، وعلى الموضة، وعلى أي
+
+236
+00:17:17,310 --> 00:17:21,010
+شغلات من الشغلات الفارغة الأخرى، يعني إن صح
+
+237
+00:17:21,010 --> 00:17:26,180
+التعبير، أو إذا أردت، فبالتالي ما أريد قوله أن
+
+238
+00:17:26,180 --> 00:17:31,440
+الخلاصة أن التمويل في الـ AI مر بمراحل جذب وجذب
+
+239
+00:17:31,440 --> 00:17:34,260
+يعني أن كان فيه مراحل كان فيه تمويل عالي، وكان
+
+240
+00:17:34,260 --> 00:17:37,920
+فيه مراحل أخرى أصبح فيه إغلاق لكل مشاريع الـ AI
+
+241
+00:17:37,920 --> 00:17:46,030
+إلى غاية مرحلة معينة في السبعينات، أصبح فيه ممكن
+
+242
+00:17:46,030 --> 00:17:52,890
+يكون فيه نتائج معينة من الأشياء التي كانت
+
+243
+00:17:52,890 --> 00:17:56,950
+موجودة، الـ ELIZA، الـ ELIZA التي هي عبارة عن
+
+244
+00:17:56,950 --> 00:18:01,510
+Early Natural Language Processing Program، طبعًا تم
+
+245
+00:18:01,510 --> 00:18:05,590
+تطويره في الـ MIT، تمام؟ أنا أترك لكم هذا الفيديو
+
+246
+00:18:05,590 --> 00:18:08,690
+لتتفرجوا عليه، لتروا كيف كان
+
+247
+00:18:08,690 --> 00:18:12,470
+هذا أول عبارة.. هذا عبارة عن أول chatbot، أنا كان
+
+248
+00:18:12,470 --> 00:18:16,570
+موجودًا عندي، طبعًا تطور هذا الـ chatbot إلى أواخر
+
+249
+00:18:16,570 --> 00:18:20,550
+التسعينات، كانت فيه نسخة منه تحاكي طبيبًا
+
+250
+00:18:20,550 --> 00:18:25,760
+نفسيًا، الفكرة في الموضوع أن طبيبًا نفسيًا أن.. أن
+
+251
+00:18:25,760 --> 00:18:28,460
+أجيء أجلس معه وأبدأ أحكي له عن مشاكلي، طبعًا
+
+252
+00:18:28,460 --> 00:18:32,080
+تمام؟ بعد فترة يذهب ليسألني كيف حالي، ارتحت إن شاء الله
+
+253
+00:18:32,080 --> 00:18:36,620
+هذا الـ gate، فهو الفكرة طبعًا أنه يخليني أن أحكي
+
+254
+00:18:36,620 --> 00:18:40,940
+ويبقى يسألني عن النقاط التي أحكيها، يظل كل مرة
+
+255
+00:18:40,940 --> 00:18:43,700
+يسألني عن النقاط التي أحكيها، فبالتالي يخليني أحكي
+
+256
+00:18:43,700 --> 00:18:47,520
+أحكي أحكي إلى أن يصل إلى مرحلة أن
+
+257
+00:18:50,250 --> 00:18:53,270
+يقول لي: ها كيف إن شاء الله هذا الـ gate ارتحت، إن بعد
+
+258
+00:18:53,270 --> 00:18:56,310
+ما أن تتحدث، انفتحت، كيف؟ يعني يظل يسألني على
+
+259
+00:18:56,310 --> 00:18:58,810
+نقاطي التي أحكيها، يعني على سبيل المثال، أحكي له
+
+260
+00:18:58,810 --> 00:19:03,450
+أنا والله محبط، عندي محاضرات كثيرة، فبالتالي يذهب
+
+261
+00:19:03,450 --> 00:19:07,490
+ليسألني عن معلومة أنا حكيتها، فيقول لي: ما هي
+
+262
+00:19:07,490 --> 00:19:11,180
+المحاضرات التي تقدمها؟ أقول له: أقدم محاضرة كذا
+
+263
+00:19:11,180 --> 00:19:13,980
+وكذا وكذا، هذه المحاضرة، ما هي المواضيع التي أنتَ
+
+264
+00:19:13,980 --> 00:19:17,680
+تتحدث فيها؟ متى مواعيد هذه المحاضرات؟
+
+265
+00:19:17,680 --> 00:19:21,680
+فبالتالي يخليني أحكي أحكي أحكي، أسرد أسرد أسرد،
+
+266
+00:19:21,680 --> 00:19:23,960
+فبعد قليل يجيء ليقول لي: ها كيف إن شاء الله هذا الـ gate
+
+267
+00:19:23,960 --> 00:19:28,860
+ارتحت، فبالتالي ذكي، أنه محاكاة لذكاء الطبيب
+
+268
+00:19:28,860 --> 00:19:37,090
+النفساني، طيب، أريد أن أحكي عن هذه المرحلة 1997 تحديدًا
+
+269
+00:19:37,090 --> 00:19:43,080
+طبعًا شركة IBM طورت جهاز كمبيوتر اسمه Deep Blue
+
+270
+00:19:43,080 --> 00:19:46,900
+Super Computer، طبعًا هزم بطل العالم في الشطرنج
+
+271
+00:19:46,900 --> 00:19:50,180
+المعروف Kasparov، طبعًا هذا الفيديو يصور
+
+272
+00:19:50,180 --> 00:19:56,020
+هذه المباراة، هو فعليًا أن كانت أول مرة فعليًا أن
+
+273
+00:19:56,020 --> 00:20:01,560
+computer program يلعب شطرنج ويغلب أفضل لاعب في
+
+274
+00:20:01,560 --> 00:20:06,600
+الشطرنج، الذي هو بطل العالم في الشطرنج، تمام؟ هذه
+
+275
+00:20:06,600 --> 00:20:12,100
+المراحل التي بعدها إلى أن وصلنا إلى أن الـ Self
+
+276
+00:20:12,100 --> 00:20:16,000
+-driving car، أول ما بدأت، أول ما ظهرت في 2009، طبعًا
+
+277
+00:20:16,000 --> 00:20:20,220
+نحن في 2020، يعني بعد 11 سنة، كيف أصبح
+
+278
+00:20:20,220 --> 00:20:27,120
+الوضع، سنرى الآن، تمام؟ بعد
+
+279
+00:20:27,120 --> 00:20:30,220
+ذلك، عندي الداربا، الداربا التي هي وزارة الدفاع
+
+280
+00:20:30,220 --> 00:20:34,740
+الأمريكية، بدأت تُطور robots، هذه الـ robots في
+
+281
+00:20:34,740 --> 00:20:37,860
+عندها ذكاء معين، فبالتالي أصبح استبدال للجيش
+
+282
+00:20:37,860 --> 00:20:41,470
+النظامي، بجيش من الروبوتات، فبالتالي هو
+
+283
+00:20:41,470 --> 00:20:46,150
+يذهب يحارب عنه، ويعمل مهام خطيرة، فبالتالي أن
+
+284
+00:20:46,150 --> 00:20:52,610
+مفهوم الـ AI، تأثيره على حياتنا أصبح له
+
+285
+00:20:52,610 --> 00:20:57,750
+شيء، يعني تأثير كبير فعليًا، تمام؟
+
+286
+00:21:01,950 --> 00:21:05,230
+فهذه كل واحدة من هذه الأشياء فيها فيديو، أريد
+
+287
+00:21:05,230 --> 00:21:10,170
+أن أُخليكم أن تتطلعوا عليها، بهذا الشكل، كما
+
+288
+00:21:10,170 --> 00:21:13,990
+قلت، مرة أخرى، هذه التواريخ ليست للحفظ، ولكن لتعرفوا
+
+289
+00:21:13,990 --> 00:21:17,050
+أن الـ AI الذي وصلنا إليه، في الخلاصة، أن الـ
+
+290
+00:21:17,050 --> 00:21:22,950
+AI الذي وصلنا إليه اليوم لم يأتِ هكذا دفعة واحدة
+
+291
+00:21:22,950 --> 00:21:27,330
+بدأ من الخمسينات القرن الماضي، تمام؟ وهو عبارة
+
+292
+00:21:27,330 --> 00:21:31,450
+عن نتيجة تراكم أبحاث كثيرة في هذا المجال، وتطويرات
+
+293
+00:21:31,450 --> 00:21:35,890
+كثيرة في هذا المجال، والتمويل فيه مر بمراحل، يعني
+
+294
+00:21:35,890 --> 00:21:42,170
+أو.. أو دعوني أقول أن التقدم فيه مر بمراحل كانت
+
+295
+00:21:42,170 --> 00:21:45,370
+ذروة، وكانت في القاع في.. في.. في منطقة
+
+296
+00:21:45,370 --> 00:21:50,250
+معينة، فبالتالي لم يأتِ دفعة واحدة.. واحدة، أنه
+
+297
+00:21:50,250 --> 00:21:56,210
+أتى بشكل تراكمي، طيب بعد أن رأينا الـ timeline
+
+298
+00:21:56,210 --> 00:22:02,270
+سنعود هنا لنرى الـ state of the art of machine
+
+299
+00:22:02,270 --> 00:22:07,330
+learning، الـ
+
+300
+00:22:07,330 --> 00:22:13,230
+state of the art، هل
+
+301
+00:22:13,230 --> 00:22:18,950
+فعلاً أننا ممكن يكون فيه روبوت يتحدث
+
+302
+00:22:18,950 --> 00:22:23,420
+بخبرة الإنسان، ووضعه متقدم جدًا، طبعًا هذا الكلام
+
+303
+00:22:23,420 --> 00:22:28,760
+يعتمد، رأينا قبل قليل في الـ timeline هنا الـ
+
+304
+00:22:28,760 --> 00:22:35,820
+timeline، أعتقد
+
+305
+00:22:35,820 --> 00:22:39,740
+أن هذا الـ artificial، هذا الـ timeline، أني عندي
+
+306
+00:22:39,740 --> 00:22:45,480
+هنا robots مستخدمة
+
+307
+00:22:51,230 --> 00:22:57,010
+هنا، هذه الـ robots، هذه للداربا، وأدق منها بكثير
+
+308
+00:22:57,010 --> 00:22:59,810
+ممتازة طبعًا، لأن عندي مستويين من
+
+309
+00:22:59,810 --> 00:23:03,750
+العلم، العلم المتاح للعامة، والعلم المتاح في
+
+310
+00:23:03,750 --> 00:23:09,470
+وزارة الدفاع، تمام؟ فالـ.. الـ.. الـ.. الـ robots
+
+311
+00:23:09,470 --> 00:23:13,430
+المطورة في وزارة الدفاع مستواها متقدم جدًا،
+
+312
+00:23:13,430 --> 00:23:19,040
+لأن العلم الذي يكون هناك ليس متاحًا للعامة، فعشان هيك
+
+313
+00:23:19,040 --> 00:23:25,840
+أن أجيء أحكي، هل الـ robots الموجودة
+
+314
+00:23:25,840 --> 00:23:30,040
+حاليًا، منتشرة في السوق، أو المتاحة للعامة، هل تحاكي
+
+315
+00:23:30,040 --> 00:23:33,680
+فعلاً قدرة الإنسان في مجال معين؟ سأحكي لكم شيئين
+
+316
+00:23:33,680 --> 00:23:39,120
+أن إذا كان
+
+317
+00:23:39,120 --> 00:23:44,060
+الـ robot هذا يُقدّم مهمة محددة، يكون أدائه ممتازًا جدًا
+
+318
+00:23:44,060 --> 00:23:50,860
+ممكن أن يتفوق على البشر، لكن إذا كان أداء الـ
+
+319
+00:23:50,860 --> 00:23:55,880
+robot، أو عفواً تخصص الـ robot، نحن صنعناه، أن
+
+320
+00:23:55,880 --> 00:23:59,620
+تطلبه أن يكون فيه يعني، أن يتعامل مع
+
+321
+00:23:59,620 --> 00:24:05,520
+عدة مجالات، يكون أدائه سيئًا جدًا، و.. و.. و.. و
+
+322
+00:24:05,520 --> 00:24:09,280
+صعب أن يتفوق على البشر، تمام؟ ملخص للموضوع
+
+323
+00:24:11,080 --> 00:24:14,800
+الـ agents التي تكون محددة لمهمة محددة، يكون
+
+324
+00:24:14,800 --> 00:24:18,320
+أداؤها ممتازًا، لأنها في مجال محدد، تحل مشكلة
+
+325
+00:24:18,320 --> 00:24:23,900
+محددة، وتتفوق
+
+326
+00:24:23,900 --> 00:24:28,000
+ممكن أن تتفوق على البشر، بينما عندما يكون الـ agent
+
+327
+00:24:28,000 --> 00:24:32,060
+هذا مطلوب منه أن يكون في عدة أنظمة، أريد أن أربطها
+
+328
+00:24:32,060 --> 00:24:36,300
+مع بعضها، وتتفاعل مع بعضها، ممكن يكون أدائه سيئًا، ليس
+
+329
+00:24:36,300 --> 00:24:41,130
+بالمستوى المطلوب، والدليل على ذلك هذا اللاعب، تعرفونه
+
+330
+00:24:41,130 --> 00:24:52,310
+من؟ لا تعرفه، مثلاً، تمام؟ لا، منكم
+
+331
+00:24:52,310 --> 00:24:56,170
+يتابع كرة القدم، طيب، وهذا عبارة عن روبوت، لو
+
+332
+00:24:56,170 --> 00:24:58,070
+أجيت قارنت أداء
+
+333
+00:25:04,400 --> 00:25:06,740
+طبعًا هذه المهمة تتطلب ذكاءً، أنه يريد
+
+334
+00:25:06,740 --> 00:25:11,220
+أن يحافظ على الكرة، ويتجاوز المدافعين، ونفس الواجهة أن
+
+335
+00:25:11,220 --> 00:25:15,960
+يريد أن يصوب على المرمى، ويسدد الهدف، بينما الـ robot
+
+336
+00:25:15,960 --> 00:25:19,980
+كما ترون، ما هي الأنظمة المتعددة الموجودة في
+
+337
+00:25:19,980 --> 00:25:22,960
+هذا الـ robot، أنه يريد أن يكون عنده نظام
+
+338
+00:25:22,960 --> 00:25:26,540
+رؤية، computer vision، ويريد أن يكون عنده نظام حركة
+
+339
+00:25:27,130 --> 00:25:32,010
+تمام؟ ويريد أن يكون عنده نظام تسديد، أنه يسدد
+
+340
+00:25:32,010 --> 00:25:36,110
+على المرمى في الهدف، فبالتالي تفاعل هذه الأنظمة الثلاثة
+
+341
+00:25:36,110 --> 00:25:38,430
+بالإضافة لأنظمة أخرى كثيرة، هذه الأنظمة الرئيسية
+
+342
+00:25:38,430 --> 00:25:42,670
+التي أحكي عنها، تفاعل هذه الأنظمة الثلاثة يتطلب
+
+343
+00:25:42,670 --> 00:25:45,390
+منها تنسيقًا عاليًا، فبالتالي أدائه ليس من
+
+344
+00:25:45,390 --> 00:25:49,630
+المستوى المطلوب، لو عدنا من الأول وقارناه بأداء
+
+345
+00:25:49,630 --> 00:25:55,070
+هذا الروبوت، هذا الروبوت ينظر إلى الكرة، ينظر إلى
+
+346
+00:25:55,070 --> 00:25:55,590
+الأسفل إلى الكرة
+
+347
+00:26:01,020 --> 00:26:03,860
+لأن نظام الحركة فيه أيضًا يريد أن يحافظ على توازنه
+
+348
+00:26:03,860 --> 00:26:06,940
+هذا شيء مهم، وأيضًا يريد أن يلحق الكرة لأن
+
+349
+00:26:06,940 --> 00:26:10,340
+الكرة ممكن تذهب في اتجاه معين، في لحظة، في مرحلة
+
+350
+00:26:10,340 --> 00:26:16,460
+معينة أن
+
+351
+00:26:16,460 --> 00:26:19,380
+يريد أن ينظر إلى المرمى، انظر، ينظر للأمام الآن
+
+352
+00:26:19,380 --> 00:26:27,180
+ينظر فوق إلى المرمى، يحدد مكانه، ويريد أن يسدد، وفي
+
+353
+00:26:27,180 --> 00:26:34,310
+النهاية يخرج براً عن الهدف، فبالتالي هذا.. هذا..
+
+354
+00:26:34,310 --> 00:26:37,930
+ما أقصده أن عندما يكون عندي روبوت يعمل
+
+355
+00:26:37,930 --> 00:26:43,210
+عدة مهام، أداءه بالتأكيد لا يُقارن بلاعب كرة محترف، زي
+
+356
+00:26:43,210 --> 00:26:49,010
+ميسي، بينما عندي تطبيقات أخرى، هذا عبارة عن
+
+357
+00:26:49,010 --> 00:26:54,230
+روبوت، ما هي وظيفته؟ تنظيف، تنظيف، خلاص، أنتَ
+
+358
+00:26:54,230 --> 00:26:57,510
+وظيفتك تنظيف فقط، فبالتالي يركز في هذه المهمة
+
+359
+00:26:58,010 --> 00:27:01,370
+فبالتالي ممكن يتفوق على البشر، لماذا؟ لأنه لا يتعب،
+
+360
+00:27:01,370 --> 00:27:05,930
+متوفر أربع وعشرين ساعة، سبعة أيام في الأسبوع، ينظف
+
+361
+00:27:05,930 --> 00:27:11,470
+أي مكان، عنده خريطة، عنده خريطة يقدر يتعرف على أن هذه
+
+362
+00:27:11,470 --> 00:27:14,750
+المنطقة متسخة، وهذه المنطقة غير متسخة، فبالتالي
+
+363
+00:27:14,750 --> 00:27:17,090
+لو أنني أريد أن أدخل، عاملًا يدخل في حظيرة أبقار
+
+364
+00:27:20,540 --> 00:27:26,220
+وأن ينظفها، ممكن يتحمل، لكن هذا الروبوت
+
+365
+00:27:26,220 --> 00:27:31,980
+لا يكل ولا يمل، ويَفْعَلُ، وفي نفس الوقت عنده
+
+366
+00:27:31,980 --> 00:27:36,500
+ذكاء، لماذا عنده ذكاء؟ لأني لا أريده أن يبقى يدور في
+
+367
+00:27:36,500 --> 00:27:40,360
+أماكن فارغة، ويريد أن يكون لديه ذكاء يتجاوز
+
+368
+00:27:40,360 --> 00:27:43,160
+الأبقار، تمام؟ وفي نفس الوقت يريد أن ينظف، لا يبقى
+
+369
+00:27:43,160 --> 00:27:47,160
+ينظف في نفس المكان طوال الوقت، فبالتالي لديه ذكاء
+
+370
+00:27:47,160 --> 00:27:51,640
+هذا الروبوت، هذا يتفوق على البشر، لكن أن نصنع
+
+371
+00:27:51,640 --> 00:27:57,300
+روبوتًا يلعب كرة قدم، مستحيل، ليس مستحيل، صعب، لم نصل
+
+372
+00:27:57,300 --> 00:28:02,920
+بعد إلى هذه المرحلة، هذا مهم جدًا أن نعرفه، في الـ state
+
+373
+00:28:02,920 --> 00:28:07,680
+of the art في الـ AI، حالة أو أحدث
+
+374
+00:28:07,680 --> 00:28:11,980
+ما توصل إليه العلم في الذكاء الاصطناعي، عندي
+
+375
+00:28:11,980 --> 00:28:15,700
+روبوت مشهورة اسمها Sophia
+
+376
+00:28:22,400 --> 00:28:29,360
+صوفيا، فعليًا، لو تطلعتم عليها، هي من تصنيع شركة
+
+377
+00:28:29,360 --> 00:28:33,580
+«هانسون روبوتكس»، هذه الشركة في هونج كونج، من أكثر
+
+378
+00:28:33,580 --> 00:28:40,040
+الشركات تقدمًا في تصنيع الـ robots، عندها
+
+379
+00:28:40,040 --> 00:28:43,540
+القدرة على فهم لغة البشر، والتفاعل معها، وعندها
+
+380
+00:28:43,540 --> 00:28:48,700
+القدرة على التعبير عن المشاعر، تمام؟ في مرة
+
+381
+00:28:48,700 --> 00:28:55,020
+من المرات، صُممت بحيث يكون لديها
+
+382
+00:28:55,020 --> 00:28:59,040
+القدرة على تحسين أدائها مع الوقت، تكتسب معلومات
+
+383
+00:28:59,040 --> 00:29:03,160
+جديدة، وتحسن أدائها مع الوقت، في مرة من المرات أن
+
+384
+00:29:03,160 --> 00:29:08,720
+قالت: okay، I will destroy humans، أنها ستدمر
+
+385
+00:29:08,720 --> 00:29:12,580
+البشر، وهذا الكلام ينقلني هنا إلى
+
+387
+00:29:20,900 --> 00:29:28,480
+بلينكي، بلينكي، هذا عبارة عن روبوت، هذا عبارة عن
+
+388
+00:29:28,480 --> 00:29:30,940
+فيلم قصير، أُوصيكم بتتفرجوا عليه في البيت، ولكن لا
+
+389
+00:29:30,940 --> 00:29:38,080
+تتفرجوا عليه في الليل، لأنه فيه شوية رعب، الفكرة
+
+390
+00:29:38,080 --> 00:29:40,940
+في الموضوع، لمساعدتكم على فهم قصة
+
+391
+00:29:40,940 --> 00:29:46,760
+الفيلم، أن هذا الـ robot كان رغبة طفل صغير في
+
+392
+00:29:46,760 --> 00:29:50,880
+أسرة، أن يحصلوا عليه، تمام؟ فبالتالي
+
+393
+00:29:50,880 --> 00:29:54,700
+وظيفة هذا الـ robot أن يُسلي هذا الطفل الصغير، تمام؟
+
+394
+00:29:54,700 --> 00:30:00,570
+طبعًا الـ robot يتحدث مع الصغير
+
+445
+00:33:38,500 --> 00:33:42,400
+زي هيك تمام هذه airplane، طائرة
+
+446
+00:33:49,320 --> 00:33:52,460
+فبالتالي الـ self-driving cars، في عندها نظام
+
+447
+00:33:52,460 --> 00:33:55,020
+computer vision بيقدر يحدد إن أنا ماشي على الطريق
+
+448
+00:33:55,020 --> 00:33:58,140
+وإن أنا في قدامي سيارة، في قدامي شخص، في قدامي
+
+449
+00:33:58,140 --> 00:34:00,560
+إشارة مرور، شايفين هدول المعلّمات؟ هذي traffic
+
+450
+00:34:00,560 --> 00:34:02,980
+light، بتعرف عليها إنها traffic light، إشارة
+
+451
+00:34:02,980 --> 00:34:07,320
+ضوئية، تمام؟
+
+452
+00:34:07,320 --> 00:34:11,040
+فهذا هو مفهوم الـ computer vision، فبدنا نرجع
+
+453
+00:34:11,040 --> 00:34:17,830
+لصوفيا هنا، طبعا هنا في هذه الـ health care therapy conversation
+
+454
+00:34:17,830 --> 00:34:21,070
+أن هو فعلا بيحاول أن يتحدث، أن هو
+
+455
+00:34:21,070 --> 00:34:25,210
+... هي بيشوف هل عندها إجابات مسبقة ولا لأ، وهذا
+
+456
+00:34:25,210 --> 00:34:28,510
+الكلام أنه ممكن أن أورجيكم إياه في المحادثة
+
+457
+00:34:28,510 --> 00:34:34,830
+أعتقد أن المحادثة هنا لو فتحته في الـ YouTube
+
+458
+00:34:38,860 --> 00:34:44,900
+هي المحادثة أنه هنا "Hi Sophia, how are you?" وهنا
+
+459
+00:34:44,900 --> 00:34:51,660
+"Sophia, I am fine, hi." هنا من ضمن الإجابات أن Sophia
+
+460
+00:34:51,660 --> 00:34:55,420
+يعني هنا سألها سؤال، سؤال أنه "what kind of robotics
+
+461
+00:34:55,420 --> 00:34:59,280
+I'm living and I'm working with now?" يعني أنه هي
+
+462
+00:34:59,280 --> 00:35:02,140
+Sophia بتقوله خلي بالك يعني أنت محاط بالـ robotics
+
+463
+00:35:02,140 --> 00:35:05,640
+و أنت موجود، أنت عندك robotics في البيت، وأنت مش
+
+464
+00:35:05,640 --> 00:35:09,660
+داري، فبيساألها أنه إيش ... أنه إيش ... إيش هي الـ
+
+465
+00:35:09,660 --> 00:35:13,360
+robotics اللي موجودة حواليا وأنا مش داري فيها
+
+466
+00:35:13,360 --> 00:35:20,920
+فصوفيا ما كانش في عندها إجابة، فحكت "indeed" عن جد، فراح
+
+467
+00:35:20,920 --> 00:35:27,820
+حكالها إنه "is indeed your default answer when you
+
+468
+00:35:27,820 --> 00:35:32,460
+don't know something"، معناة ذلك أنه هل عن جد أنه هي
+
+469
+00:35:32,460 --> 00:35:37,140
+اللي هي الإجابة الافتراضية المبرمجة مسبقا عندك لما
+
+470
+00:35:37,140 --> 00:35:39,440
+أنت ما تعرفيش شغلة معينة، فبالتالي أنا لما أنا
+
+471
+00:35:39,440 --> 00:35:41,620
+أواجه في شغلة معينة أنا مش عارف الجواب، ممكن أقول
+
+472
+00:35:41,620 --> 00:35:48,020
+"عن جد"، فمبرمجة مسبقا، معناة ذلك أنه في هذا الفيديو
+
+473
+00:35:48,020 --> 00:35:54,640
+أن هو فعلا بيسألها أسئلة "what
+
+474
+00:35:54,640 --> 00:35:58,120
+are
+
+475
+00:35:58,120 --> 00:36:02,990
+your feelings and preferences"، فممكن أنكم تتفرجوا
+
+476
+00:36:02,990 --> 00:36:05,510
+على الفيديو براحتكم، وتشوفوا كيف المحادثة، أن هو
+
+477
+00:36:05,510 --> 00:36:10,050
+فعلا أنه أظهر أنه هي متقدمة جدا، لكن لما نيجي إحنا
+
+478
+00:36:10,050 --> 00:36:13,990
+في محادثة معينة، أنه لأ، في بعض الشغلات
+
+479
+00:36:13,990 --> 00:36:18,330
+المبرمجة بشكل مسبق، ما عندهاش الذكاء الكافي، لكن
+
+480
+00:36:18,330 --> 00:36:20,970
+اللي بيخوف في الموضوع أن هي عندها القدرة أن تتعلم
+
+481
+00:36:20,970 --> 00:36:26,670
+و هي، يعني طبعا أنه تم بناؤها أكيد من 2016 والآن
+
+482
+00:36:26,670 --> 00:36:30,270
+لها أربع سنوات، وأدائها بيتحسن، وهذا إيش بيخوف
+
+483
+00:36:33,370 --> 00:36:40,230
+تمام؟ طيب، هنا في أنا عندي problems صعبة، moral
+
+484
+00:36:40,230 --> 00:36:45,630
+questions، لو أنا جيت سألتك سؤال، أنه لو أنت كنت
+
+485
+00:36:45,630 --> 00:36:50,950
+ماشية في سيارة، وكان في عندك خيارين، أنه أنت خيار
+
+486
+00:36:50,950 --> 00:36:58,130
+أنه أنت تقتلي طفل صغير، ولا تقتلي مثلا ثلاثة أشخاص
+
+487
+00:36:58,130 --> 00:36:59,410
+عواجز
+
+488
+00:37:01,490 --> 00:37:05,430
+أنت في السيارة ماشية، وما في عندك خيار، يا بدك
+
+489
+00:37:05,430 --> 00:37:09,550
+تخبطي هؤلاء، يا تخبطي هؤلاء، هذا سؤال اللي له
+
+490
+00:37:09,550 --> 00:37:12,290
+علاقة بالأخلاق، وهذا الكلام طبعا سؤال جدلي،
+
+491
+00:37:12,290 --> 00:37:17,110
+بيختلف، فممكن يقول لأ، الناس الكبار حرام، خلينا
+
+492
+00:37:17,110 --> 00:37:19,990
+الولد الصغير هذا لسه ما شافش حاجة، فبالتالي لو راح
+
+493
+00:37:19,990 --> 00:37:22,810
+مش مشكلة، وفي ناس بتقول لأ، الولد الصغير لسه
+
+494
+00:37:22,810 --> 00:37:25,670
+قدامه كتير، وهؤلاء يعني خلاص، يفترض إن هم شبعوا من
+
+495
+00:37:25,670 --> 00:37:30,490
+الحياة، بكفيهم، يعني هذه moral questions، فبدنا
+
+496
+00:37:30,490 --> 00:37:35,630
+نشوف إن إجابتها على هذا السؤال، فهنا "getting some
+
+497
+00:37:35,630 --> 00:37:38,950
+help from AI at home is all well and good, what's
+
+498
+00:37:38,950 --> 00:37:42,290
+five people who are tied to the tracks"، هذه الفكرة
+
+499
+00:37:42,290 --> 00:37:45,810
+في الموضوع، لو كان في عندي روبوت خلينا إنه في
+
+500
+00:37:45,810 --> 00:37:49,010
+محطة القطر، إنه يحدد مسار القطر، إنه يروح بهذا
+
+501
+00:37:49,010 --> 00:37:52,150
+الاتجاه أو يروح بهذا الاتجاه، ولازم يكون في عنده
+
+502
+00:37:52,150 --> 00:37:55,510
+intelligence، ذكاء، إيش الـ decision تبعه المفروض
+
+503
+00:37:55,510 --> 00:37:59,810
+يكون؟ هذه من المشاكل الصعبة، لأن أصلا فيها جدل
+
+504
+00:37:59,810 --> 00:38:03,450
+بيننا إحنا كبشر، فمبالغ إن إحنا لما بدنا نخلي فيها
+
+505
+00:38:03,450 --> 00:38:07,390
+intelligence، إنه تخليها إنه تدهس هذا الشخص الواحد
+
+506
+00:38:07,390 --> 00:38:11,920
+ولا الخمس أشخاص هؤلاء، فهذه هي الـ moral questions
+
+507
+00:38:11,920 --> 00:38:17,800
+المقصود فيها بالأسئلة الأخلاقية في هذا الإطار، فيه
+
+508
+00:38:17,800 --> 00:38:23,980
+بدي أختم أنا بشغلتين، إنه أنا هذا، هذا نظام إنه
+
+509
+00:38:23,980 --> 00:38:26,800
+computer vision، إنه أنا ممكن إنه أشغل الـ robot هذه
+
+510
+00:38:26,800 --> 00:38:30,720
+أنا عندي في المحاضرة، إنه يراقب وجهكم طول الوقت، تمام؟
+
+511
+00:38:30,720 --> 00:38:33,500
+عشان إني أعرف إن المحاضرة تبعي مملة ولا لأ
+
+512
+00:38:33,500 --> 00:38:37,440
+فبالتالي بيقدر يحدد الطلاب إن هم منتبهين طول
+
+513
+00:38:37,440 --> 00:38:40,880
+الوقت، فبالتالي بيروح بيحدد لكل واحدة منكم، إيش قد
+
+514
+00:38:40,880 --> 00:38:45,860
+إنتبهت في المحاضرة، وهل هي كانت، يعني، أنه
+
+515
+00:38:45,860 --> 00:38:48,980
+مبسوطة في المحاضرة، ولا كانت إن المحاضرة مملة، فهذا
+
+516
+00:38:48,980 --> 00:38:51,740
+تطبيق من تطبيقات الـ computer vision، بيطلب ذكاء
+
+517
+00:38:51,740 --> 00:38:55,100
+إصطناعي، إن هي تتعرف على الوجوه، تتعرف على حالة
+
+518
+00:38:55,100 --> 00:38:59,750
+الوجه هذا طول الوقت، إن هي، إن هي تعملها، آخر حاجة
+
+519
+00:38:59,750 --> 00:39:02,730
+بدي أعمل لكم، أن أعطيكم إياها، إنه هي الـ Google
+
+520
+00:39:02,730 --> 00:39:07,690
+Assistant in Arabic، مراجعة المساعد الرقمي الشخصي لـ
+
+521
+00:39:07,690 --> 00:39:11,050
+Google، هذه أنا عملتها، تمام؟ فممكن أنكم تتفرجوا
+
+522
+00:39:11,050 --> 00:39:18,770
+عليها في البيت، السلام عليكم، وعليكم السلام، كيف
+
+523
+00:39:18,770 --> 00:39:26,360
+أساعدك؟ كيف الحال؟ أنا بأفضل حال، شكرا على السؤال،
+
+524
+00:39:26,360 --> 00:39:31,500
+هل من شيء أفعله للمساعدة؟
+
+525
+00:39:31,500 --> 00:39:36,880
+أفضل البقاء على الحياة، هذا المساعد الشخصي تبع Google
+
+526
+00:39:36,880 --> 00:39:40,380
+طبعا لاحظوا كل مرة أن أنا بسأله، بسأله، بحاول أنه
+
+527
+00:39:40,380 --> 00:39:44,120
+أسأله، أشوف أنه أعمل معاه محادثة عادية كشخص عادي
+
+528
+00:39:44,120 --> 00:39:48,200
+فبسأله أنه كيف الحال، الحمد لله، كيف ممكن أساعدك
+
+529
+00:39:48,200 --> 00:39:51,640
+بركز كل مرة، أنه أنا كيف ممكن أساعدك، أن هو بركز على
+
+530
+00:39:51,640 --> 00:39:56,720
+هذه النقطة، لما حكيته، حكيت له أنه كيف الحال، وحكالي
+
+531
+00:39:56,720 --> 00:40:02,100
+أنه الحمد لله، تمام، أنه برجع مرة ثانية، "اتفضل، كيف
+
+532
+00:40:02,100 --> 00:40:05,180
+ممكن أخدمك؟ كيف ممكن أساعدك؟" برضه برجع للـ task
+
+533
+00:40:05,180 --> 00:40:08,040
+الرئيسي تبعه، إن هو يجاوب على الأسئلة، هذا ممكن
+
+534
+00:40:08,040 --> 00:40:11,600
+أسأله، إيش أقرب رحلة قطار بالنسبة إلي؟ إيش
+
+535
+00:40:11,600 --> 00:40:15,580
+المسافة بين كذا وكذا؟ إيش أقرب مطعم بيتزا موجود
+
+536
+00:40:15,580 --> 00:40:17,700
+حواليا؟ كل هذه الأسئلة اللي أنتم بتختاروها، على
+
+537
+00:40:17,700 --> 00:40:20,060
+بالكم، ممكن إن أنتم تنزلوا عندكم في البيت، و
+
+538
+00:40:20,060 --> 00:40:24,910
+تجربوا بأنفسكم، لما سألته سؤال يعني بيتطلب ذكاء، يعني
+
+539
+00:40:24,910 --> 00:40:27,930
+أنه هل أنت ولد أم بنت؟ فبأكيد بطبيعة الحال، إنه هذه
+
+540
+00:40:27,930 --> 00:40:31,750
+الإجابة مبرمجة مسبقا، إنهم متوقعين إن حد ممكن يسأل
+
+541
+00:40:31,750 --> 00:40:35,510
+سؤال زي هيك، فبالتالي إنه الإجابة بطبيعة الحال funny،
+
+542
+00:40:35,510 --> 00:40:42,690
+يعني ... يعني مضحكة، ليش؟ لأنه يعني مع إنه واضح إنه
+
+543
+00:40:42,690 --> 00:40:46,250
+صوت ... صوت female، لكن إنه هو بيقول "أنا بفضل البقاء
+
+544
+00:40:46,250 --> 00:40:53,570
+على الحياة، أنا مش ولد ولا بنت"، طبعا، فأنا بدي أترككم
+
+545
+00:40:53,570 --> 00:40:56,590
+إن أنتم تطلعوا على الفيديوهات هذه، بحيث إن أنتم
+
+546
+00:40:56,590 --> 00:41:00,090
+فعلا تشوفوا إيش هي الـ state of the art تبع الـ AI، و
+
+547
+00:41:00,090 --> 00:41:06,010
+المحاضرة الجاية إن شاء الله بنبدأ في ... في ... في
+
+548
+00:41:06,010 --> 00:41:10,630
+الـ agents، إن شاء الله، في حدا عنده أي سؤال أو أي ...
+
+549
+00:41:10,630 --> 00:41:12,790
+كيف؟
+
+550
+00:41:15,670 --> 00:41:19,250
+عندك الـ outline، هو موجود هنا، ممكن إن أنت تتطلع
+
+551
+00:41:19,250 --> 00:41:22,090
+على المواضيع تبعته، بالإضافة إن أنت ممكن تشوف الـ
+
+552
+00:41:22,090 --> 00:41:25,130
+video تبع المحاضرة السابقة، تشوف إيش طبيعة
+
+553
+00:41:25,130 --> 00:41:29,590
+المواضيع، وكيف هي صعوبتها، وبيكون في امتحان موجود
+
+554
+00:41:29,590 --> 00:41:32,390
+هذا الكلام، هنا في عندك في الـ ... في الـ outline، في
+
+555
+00:41:32,390 --> 00:41:35,770
+عندك امتحان نصفي، و امتحان نهائي، وفي عندك الواجبات
+
+556
+00:41:35,770 --> 00:41:42,290
+عليها عشرين بالمئة، لأ، اني أعطيكم العفو
+
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_postprocess.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..5baf9237a3df28f7599bf2396bd459a362b8d690
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_postprocess.srt
@@ -0,0 +1,2224 @@
+1
+00:00:04,970 --> 00:00:08,710
+طيب صباح الخير جميعا برحب فيكم في اللقاء التاني في
+
+2
+00:00:08,710 --> 00:00:13,790
+الذكاء الاصطناعي حكينا المرة الماضية عن مفردات
+
+3
+00:00:13,790 --> 00:00:20,330
+المساق وحكينا أنه احنا في .. في .. في هذه الجزئية
+
+4
+00:00:20,330 --> 00:00:22,770
+اللي هي أنه احنا بنحاول نتعرف إيش هو الذكاء
+
+5
+00:00:22,770 --> 00:00:26,530
+الاصطناعي تمام؟ و بدنا كذلك نتعرض لهذه الجزئية
+
+6
+00:00:26,530 --> 00:00:31,580
+اللي هي بتحكي عن ال state of the artفي الذكاء
+
+7
+00:00:31,580 --> 00:00:34,120
+الاصطناعي state of the art ذكرنا إنه هي أحداث ما
+
+8
+00:00:34,120 --> 00:00:37,320
+توصل إليه العلم أو أيش الحالة الموجودة حاليا في
+
+9
+00:00:37,320 --> 00:00:41,080
+الذكاء الاصطناعي خلّينا نكمل في إيش هو الذكاء
+
+10
+00:00:41,080 --> 00:00:44,800
+الاصطناعي ذكرنا المرة الماضية إنه الذكاء الاصطناعي
+
+11
+00:00:44,800 --> 00:00:51,020
+بيحتوي على عدة مواضيع منها ال machine learning و
+
+12
+00:00:51,020 --> 00:00:54,060
+ال neural networks و ال computer vision و ال
+
+13
+00:00:54,060 --> 00:00:56,960
+natural language processing و ال deep learning هذه
+
+14
+00:00:56,960 --> 00:01:01,560
+هي المواضيع ذكرنا إن ال computer visionإنه الفكرة
+
+15
+00:01:01,560 --> 00:01:05,560
+الأساسية إنه بده يكون في عندي نظام رؤية للحسوب
+
+16
+00:01:05,560 --> 00:01:10,220
+بتمكن الحسوب من إنه يكون في عنده نظام رؤية للبيئة
+
+17
+00:01:10,220 --> 00:01:14,880
+اللي موجودة حواليه بحيث إنه يقدر إن هو يتفاعل معاه
+
+18
+00:01:14,880 --> 00:01:19,240
+وهذا الكلام أحنا ذكرنا المرة الماضية إنه في عندنا
+
+19
+00:01:19,240 --> 00:01:21,800
+باب نحكي فيه على الـ Intelligent Agents والـ
+
+20
+00:01:21,800 --> 00:01:25,680
+Agents حكينا إنه في عندي نوعين في عندي hardware و
+
+21
+00:01:25,680 --> 00:01:29,040
+software hardware بيكون robot و software بيكون
+
+22
+00:01:29,720 --> 00:01:34,600
+عبارة عن برنامج ففي الـ hardware محتاج لنظام رؤية
+
+23
+00:01:34,600 --> 00:01:37,820
+فهذا هو الموضوع المتعلق بال computer vision عندنا
+
+24
+00:01:37,820 --> 00:01:40,740
+هنشوف إيش هو ال computer vision ال neural networks
+
+25
+00:01:40,740 --> 00:01:44,580
+حكينا إنه المرة الماضية إنه هي عبارة عن الشبكات
+
+26
+00:01:44,580 --> 00:01:50,120
+العصبية طبعا الإنسان عادة لما بيحاول إن هو يصنع
+
+27
+00:01:50,120 --> 00:01:53,140
+شيء أو يعمل شيء عادة إن هو بيشوف بتطلع حواليه إيش
+
+28
+00:01:53,140 --> 00:01:56,420
+فيه موجود في الطبيعةيعني ع سبيل المثال، بدو يصنع
+
+29
+00:01:56,420 --> 00:02:00,360
+طيارة بتطلع كيف الطائر إيش في عنده أجنحة و في عنده
+
+30
+00:02:00,360 --> 00:02:04,000
+ذيل فبالتالي هو ماجهاش في باله إن هو بدو يصنع
+
+31
+00:02:04,000 --> 00:02:08,200
+الطائرة هيك من فراغ أكيد اتطلع على مثال سابق،
+
+32
+00:02:08,200 --> 00:02:13,420
+تمام؟ فربنا سبحانه وتعالى هو وحده اللي بيخلق بدون
+
+33
+00:02:13,420 --> 00:02:17,020
+مثال سابق لكن البشر بدو يصنع شغل معينة أكيد بدو
+
+34
+00:02:17,020 --> 00:02:21,220
+يتطلع على مثال سابق موجود أو يستوحي الإشي هدى من
+
+35
+00:02:21,220 --> 00:02:25,770
+مثال سابقموجود، وهذا الاشي موجود مش بس في صناعة
+
+36
+00:02:25,770 --> 00:02:29,890
+الطائرة، في أي شغلة أنه احنا بتخطر على بالنا نظام
+
+37
+00:02:29,890 --> 00:02:33,130
+الاتصالات أو الاستشعارات اللاسلكية أو الشغلات هذه
+
+38
+00:02:33,130 --> 00:02:36,670
+كلها، كلها مستوحاة من الحشرات ومن عالم الحيوان،
+
+39
+00:02:36,670 --> 00:02:41,730
+كيف أنه هي بتسير قليل التواصل في مبيناتها، فنرجع
+
+40
+00:02:41,730 --> 00:02:45,690
+لموضوع الـ neural networks، أنه الإنسان لما نفكر
+
+41
+00:02:45,690 --> 00:02:51,040
+أن هو بده يعمل أنظمة ذكيةتطلع إنه إيش الذكاء، هذا
+
+42
+00:02:51,040 --> 00:02:53,840
+وين موجود؟ موجود في عقل الإنسان، عقل الإنسان من
+
+43
+00:02:53,840 --> 00:02:57,900
+إيش؟ مكوّن، مكوّن من مجموعة من الشبكات العصبية
+
+44
+00:02:57,900 --> 00:03:07,060
+والمرة الماضية أورجيكم
+
+45
+00:03:07,060 --> 00:03:12,460
+إنه الـ biological neuron، إنه كصورة هنا، إنه زي
+
+46
+00:03:12,460 --> 00:03:22,150
+ما أحنا شوفنا إنههذه هي الرسمة إنه الـ biological
+
+47
+00:03:22,150 --> 00:03:27,950
+neuron أو الشبق يعني الخلية العصبية اللي في دماغ
+
+48
+00:03:27,950 --> 00:03:31,370
+الإنسان مكوّنة من الـ cell body وهذه عبارة عن
+
+49
+00:03:31,370 --> 00:03:35,730
+مستقبلات بتستقبل إشارات كهرو كيميائيةتمام؟ طبعا
+
+50
+00:03:35,730 --> 00:03:39,190
+هنا بيصير فيه تفاعل كيميائي معين لأنه هي بتشتغل في
+
+51
+00:03:39,190 --> 00:03:42,570
+نظام كهرو كيميائي بيصير تفاعل كيميائي معين وعلى
+
+52
+00:03:42,570 --> 00:03:47,810
+هذا الأساس بتنقل إشارة للطرفيات هذه واللي هي
+
+53
+00:03:47,810 --> 00:03:53,290
+بدورها أصلا موصلة بشبكات عصبية أخرى وشبكات العصبية
+
+54
+00:03:53,290 --> 00:03:57,450
+الأخرى كذلك بتستقبل بتجري عملية كهرو كيميائية
+
+55
+00:03:57,450 --> 00:04:00,910
+وبتنقل الإشارة للخلية اللي وراها وها كذا الآن احنا
+
+56
+00:04:00,910 --> 00:04:04,570
+بنعمل simulation لهذا الكلام في الشبكات العصبيةبدو
+
+57
+00:04:04,570 --> 00:04:07,850
+يكون في عندى هنا مدخلات اللي هي المستقبلات و ال
+
+58
+00:04:07,850 --> 00:04:14,230
+cell body هنا ما نستبدله ب artificial neuron عقدة
+
+59
+00:04:14,230 --> 00:04:18,970
+إصطناعية عصبية إصطناعية و بدل التفاعلات الكهرو
+
+60
+00:04:18,970 --> 00:04:24,100
+كيميائية بنجري عمليةرياضية حسابية تمام بناء على
+
+61
+00:04:24,100 --> 00:04:26,660
+العملية الحسابية هذه بيكون في أنا عندي نتج وانا
+
+62
+00:04:26,660 --> 00:04:31,340
+بوزع النتج هذا على المخرجات طبعا هذه النقاط انا
+
+63
+00:04:31,340 --> 00:04:35,480
+بوصلها ببعض وبدنا نشوف هل هذا ال model أو ال
+
+64
+00:04:35,480 --> 00:04:39,570
+simulation اللي احنا عملناههل أنا ممكن إنه أخلي
+
+65
+00:04:39,570 --> 00:04:42,270
+إنه يقدر يتعلم أو يفكر زي الإنسان؟ هذا الكلام
+
+66
+00:04:42,270 --> 00:04:49,030
+هنشوفه بالتفصيل في ال .. ال .. ال .. في .. لما
+
+67
+00:04:49,030 --> 00:04:52,930
+نحكي بالتفصيل عن الشبكات العصبية، تمام؟ طبعا إحنا
+
+68
+00:04:52,930 --> 00:04:58,970
+حكينا سابقا إنه أنا في عندي الذكاء الاصطناعي عدة
+
+69
+00:04:58,970 --> 00:05:01,950
+مصطلحات، اللي هي تعلم، التفكير
+
+70
+00:05:05,280 --> 00:05:08,220
+التفكير والتحليل طبعا بدي يكون في عنده استذكار
+
+71
+00:05:08,220 --> 00:05:12,260
+لازم يكون في عنده ذاكرة والذاكرة هذه بده تكون يعني
+
+72
+00:05:12,260 --> 00:05:15,840
+يا إما مؤقتة يا إما على المدى البعيد مؤقتة لو يعني
+
+73
+00:05:15,840 --> 00:05:18,520
+لو طلبت من حدا معين إيش رقم تليفونك بقول رقم
+
+74
+00:05:18,520 --> 00:05:22,780
+تليفوني تلاتة سبعة اتنين واحد صفر okay بروح إن
+
+75
+00:05:22,780 --> 00:05:25,740
+الذاكرة هذه بشكل مؤقت تلاتة سبعة اتنين تلاتة صفر
+
+76
+00:05:25,740 --> 00:05:28,860
+بعد هيك هذا الرقم بيتبخر أنا عندي من الذاكرة لإن
+
+77
+00:05:28,860 --> 00:05:33,100
+أنا احتجته فقط في سياق معينبينما أنا فيه عندي
+
+78
+00:05:33,100 --> 00:05:36,280
+معلومات بحتاجها على المدى البعيد أنه أنا بحتفظ
+
+79
+00:05:36,280 --> 00:05:39,560
+فيها لأنه بتمثل أنا عندي الخبرات المتراكمة تبعتي
+
+80
+00:05:39,560 --> 00:05:44,740
+طيب ف .. فنرجع نجمل الموضوع التعلم
+
+81
+00:05:47,770 --> 00:05:50,830
+التفكير والاستذكار أنه يبقى يكون في عندي ذاكرة وحل
+
+82
+00:05:50,830 --> 00:05:55,290
+المشاكل فجزئية التعلم بأن يكون في عندي قالية أنه
+
+83
+00:05:55,290 --> 00:05:58,170
+نخلي ال machine أنها تقدر تتعلم فبنصطلحها ده هو ال
+
+84
+00:05:58,170 --> 00:06:00,910
+machine learning فكيف ال machine أنها بدها تقدر
+
+85
+00:06:00,910 --> 00:06:04,610
+تتعلم هذا الكلام طبعا أنه احنا بنتعلم بالخبرة
+
+86
+00:06:04,610 --> 00:06:08,550
+بالممارسة بأن أنا بتمر عليها أنماط معينة فبالتالي
+
+87
+00:06:08,550 --> 00:06:11,870
+أنه أنا بستكشف نمط معين وال machine كذلك نفس الشيء
+
+88
+00:06:11,870 --> 00:06:15,370
+الأنماط هذه هتكون على شكل بياناتفبالتالي بيكون أنا
+
+89
+00:06:15,370 --> 00:06:19,390
+في عندي سجلات من البيانات بأدخلها لخوارزمية معينة
+
+90
+00:06:19,390 --> 00:06:22,690
+الخوارزمية هذه بتتعرف على الأنماط طبعتها فبالتالي
+
+91
+00:06:22,690 --> 00:06:25,990
+بتقدر أنه هي تتعلم أنه لما يكون أنا عندي المتخلط
+
+92
+00:06:25,990 --> 00:06:29,770
+هيك و هيك و هيك المخرج بيكون أنا عندي زي هيك،
+
+93
+00:06:29,770 --> 00:06:32,850
+تمام؟ هذا هو موضوع ال machine learning موضوع ال
+
+94
+00:06:32,850 --> 00:06:36,950
+natural language processingهو المعالجة الطبيعية
+
+95
+00:06:36,950 --> 00:06:41,490
+للغات البشر وهو أكيد موضوع مرتبط بالذكاء الصناعي،
+
+96
+00:06:41,490 --> 00:06:44,490
+شو السبب؟ لأنه إحنا بنخلي الـ Machine تفهم اللغة
+
+97
+00:06:44,490 --> 00:06:48,150
+الطبيعية تبعتنا تبعة البشر بحيث إنه أنا أقدر إنه
+
+98
+00:06:48,150 --> 00:06:51,810
+أنا أسأل الكمبيوتر أسئلة أو أعمل عمليات بحث وهو
+
+99
+00:06:51,810 --> 00:06:56,370
+يعطيني جواب معين، فبالتالي على سبيل المثال هنا في
+
+100
+00:06:56,370 --> 00:07:00,190
+محرك البحث إنه أنا لو أدخلت مثلا، أنا عندي مثلا
+
+101
+00:07:00,190 --> 00:07:00,830
+مواقيت
+
+102
+00:07:09,070 --> 00:07:15,450
+الصلاة جدر ان هو يفهم جدر
+
+103
+00:07:15,450 --> 00:07:18,830
+ان هو يفهم شو طبيعة السؤال تبعي ان هو انا عندي
+
+104
+00:07:18,830 --> 00:07:21,730
+مواقيت الصلاة وعملي structuring لل information هذه
+
+105
+00:07:21,730 --> 00:07:28,810
+للمعلومات هذه على شكل جدول و طلع ليها ان انا عندي
+
+106
+00:07:28,810 --> 00:07:32,320
+هاي المواقيت بهذا الشكل تمام؟وممكن إن هو يطلعلي
+
+107
+00:07:32,320 --> 00:07:36,520
+النتيجة كذلك لـ 30 يوم كجدول فبالتالي الكمبيوتر
+
+108
+00:07:36,520 --> 00:07:42,200
+هنا إنه قدر إن هو يفهم عليّ إنه يعني كمحرك بحث إن
+
+109
+00:07:42,200 --> 00:07:45,980
+أنا أطلب منه أسأله أسئلة معينة زي هيك يعني مثلا
+
+110
+00:07:45,980 --> 00:07:48,900
+ممكن أسأله إنه كام المسافة
+
+111
+00:07:51,910 --> 00:07:57,730
+بين القمر والأرض فهي بتطلعليها إنه هي معلومة إن
+
+112
+00:07:57,730 --> 00:08:01,870
+أنا عندي 384 ألف كيلومتر مربع فبالتالي هذا هو
+
+113
+00:08:01,870 --> 00:08:04,930
+مفهوم الـ Language Understanding إن ال machine
+
+114
+00:08:04,930 --> 00:08:08,930
+جدرت تفهم اللغة تبعتي فأنا بصيغ السؤال بال natural
+
+115
+00:08:08,930 --> 00:08:13,250
+language هو جدر يفهمه عمل عملية بحث و طلعلي الجواب
+
+116
+00:08:13,250 --> 00:08:17,210
+بهذا الشكل أضف على ذلك اللي هو عملية التعرف على
+
+117
+00:08:17,210 --> 00:08:20,980
+الصوتفبالتالي أنا ممكن أسوي الشغل هذه، أنه أنا
+
+118
+00:08:20,980 --> 00:08:23,900
+ممكن أحكي السلام عليكم ورحمة الله وبركاته،
+
+119
+00:08:23,900 --> 00:08:29,440
+فبالتالي بصير أنا عندي تعرف على الكلام في الـ real
+
+120
+00:08:29,440 --> 00:08:31,380
+-time زي ما أنتوا شايفين على الشاشة الآن
+
+121
+00:08:34,720 --> 00:08:38,320
+فهذا الكلام كله دخله ك phrase وعمل عملية بحث تمام
+
+122
+00:08:38,320 --> 00:08:43,340
+okay فهذا هو ال ال ال ال natural language
+
+123
+00:08:43,340 --> 00:08:46,180
+understanding فبالتالي انه يكون عنده القدرة على
+
+124
+00:08:46,180 --> 00:08:49,820
+التعرف على كلام كصوت كموجات صوتية ويقدر يحولها
+
+125
+00:08:49,820 --> 00:08:54,220
+لنصوص زي هيك هذا بيتطلب ذكاء فهذا عشان هيك أنا
+
+126
+00:08:54,220 --> 00:08:57,480
+عندي ال natural language processing عنده العديد من
+
+127
+00:08:57,480 --> 00:09:01,710
+التطبيقات في الذكاء الاصطناعي تمامعندي كذلك من
+
+128
+00:09:01,710 --> 00:09:05,010
+الموضوع ال deep learning حكينا إن ال deep learning
+
+129
+00:09:05,010 --> 00:09:07,590
+هو التعلم العميق، تمام؟
+
+130
+00:09:10,580 --> 00:09:16,900
+والتعلم العميق هو إنه هي
+
+131
+00:09:16,900 --> 00:09:21,620
+تكنيكي جديدة من الـ Machine Learning تمام؟ وحنشوف
+
+132
+00:09:21,620 --> 00:09:25,500
+الفرق بينه وبين الـ Machine Learning فهو إنه بنقدر
+
+133
+00:09:25,500 --> 00:09:29,280
+إنه إحنا نخلي الآلة إن هي تتعلم بس بأسلوب متقدم،
+
+134
+00:09:29,280 --> 00:09:33,360
+هنشوف الفرق بين أتهم الآن يجي نتطلع على تصنيفات
+
+135
+00:09:33,360 --> 00:09:35,280
+الـ Machine Learning حكينا إنه أنا فيه عندي
+
+136
+00:09:35,280 --> 00:09:38,680
+Supervised إنه بيصير في أنا عندي تعليم للمachine
+
+137
+00:09:38,680 --> 00:09:44,210
+إنه بإشرافunsupervised إنه بيتعلم لوحده بدون إشراف
+
+138
+00:09:44,210 --> 00:09:48,270
+طبعا reinforcement learning إنه بيكون إنه التعليم
+
+139
+00:09:48,270 --> 00:09:51,970
+بالإجبار يعني بمعنى ذلك إن أنا بيكون في عندي ثواب
+
+140
+00:09:51,970 --> 00:09:55,810
+وعقاب بمعنى ذلك إن أنا بحط ال agent أنا عندي في
+
+141
+00:09:55,810 --> 00:09:59,390
+بيئة معينة إذا سوى شغل كويسة بعطيله جائزة وإذا سوى
+
+142
+00:09:59,390 --> 00:10:04,870
+إشي مش كويس بروح بعاقبه طبعا يعني على سبيل المثال
+
+143
+00:10:04,870 --> 00:10:10,350
+أنا ممكن أحط robot إن هو ينظف هذه القاعةفبالتالي
+
+144
+00:10:10,350 --> 00:10:13,990
+إنه لو هو .. إنه أنا تركته مثلا تلت ساعات لو إجيت
+
+145
+00:10:13,990 --> 00:10:16,510
+بعد تلت ساعات ولا جيت إنه القاعة لسه متثقة
+
+146
+00:10:16,510 --> 00:10:20,090
+فبالتالي بعاقبه ف .. و هو اللي الحرية اللي كانة إن
+
+147
+00:10:20,090 --> 00:10:22,870
+هو أنا في عنده possible actions إن هو ممكن يسويها
+
+148
+00:10:22,870 --> 00:10:26,950
+إن هو ينظف و يضلوا إن هو يتجول بدون ما ينظف فهو
+
+149
+00:10:26,950 --> 00:10:30,790
+بتعلم إنه إذا أنا اتجولت بدون ما أنا أنظف معنى ذلك
+
+150
+00:10:30,790 --> 00:10:34,450
+إن أنا هتعاقب لأ هتبطل أسوي الشغل هذي فبالتالي
+
+151
+00:10:34,450 --> 00:10:37,250
+بروح بجرب ال action التاني إيش ال action التاني إن
+
+152
+00:10:37,250 --> 00:10:43,400
+أنا بتجول و بنظفطبعا فبالتالي لما أنا أجي بعد تلت
+
+153
+00:10:43,400 --> 00:10:47,020
+ساعات و لجيته أنه هو منظف معناه ذلك أنه أه بدي
+
+154
+00:10:47,020 --> 00:10:50,500
+أعطيله جائزة فهو بتعلم أن ال action هذا بيزود ال
+
+155
+00:10:50,500 --> 00:10:54,360
+score تبعه و بده يصير فيه مقارنة يعني بمعنى آخر
+
+156
+00:10:54,360 --> 00:10:57,220
+أنه بعد تلت ساعات على سبيل المثال إجيت لجيته منظف
+
+157
+00:10:57,220 --> 00:11:02,230
+نص القاعةبديله score وفي مرة أخرى إنه بعد تلات
+
+158
+00:11:02,230 --> 00:11:05,730
+ساعات إجيت لجيته منظف كل القاعة بديله score أعلى
+
+159
+00:11:05,730 --> 00:11:10,370
+فبالتالي هو بتعلم إنه والله إذا نظفت أكتر في وقت
+
+160
+00:11:10,370 --> 00:11:14,530
+أقل باخد score أعلى فهذا هو مفهوم ال reinforcement
+
+161
+00:11:14,530 --> 00:11:18,590
+learning بمعنى إنه أنا بجبره إجبار إن هو يتجاه في
+
+162
+00:11:18,590 --> 00:11:22,720
+التعلم تبعه في اتجاه معينsemi-supervised learning
+
+163
+00:11:22,720 --> 00:11:28,720
+اللي هو يعني أنه بالظبط أنه يعني يعني نصف تعليم
+
+164
+00:11:28,720 --> 00:11:31,900
+أنه تحت الإشراف أنه بديله في البداية أنه شوية
+
+165
+00:11:31,900 --> 00:11:36,880
+إشراف بعدها أنه بقدر يعتمد على نفسه ويتعلم لوحده،
+
+166
+00:11:36,880 --> 00:11:37,440
+تمام؟
+
+167
+00:11:40,000 --> 00:11:43,160
+طيب، حكينا كذلك المرة الماضية على الـ Turing Test
+
+168
+00:11:43,160 --> 00:11:48,860
+وحكينا إنه .. إنه الاختبار يعني إنه أنا أجي أعرف
+
+169
+00:11:48,860 --> 00:11:53,960
+الذكاء الاصطناعي بشكل formal
+
+170
+00:11:53,960 --> 00:11:56,020
+إنه أنا أحكي الذكاء الاصطناعي هو عبارة عن كده،
+
+171
+00:11:56,020 --> 00:11:59,970
+كده، كده، كده، هذا بيحطني في مأذقمعين لأنه مافيش
+
+172
+00:11:59,970 --> 00:12:06,670
+تعريف متفق عليه في اللغة للذكاء الاصطناعي فكان
+
+173
+00:12:06,670 --> 00:12:09,890
+المخرج في الموضوع أنه يكون في عندي اختبار الاختبار
+
+174
+00:12:09,890 --> 00:12:12,270
+هو بيحدد أن هذه ال machine ذكية أو مش ذكية
+
+175
+00:12:12,270 --> 00:12:16,730
+والاختبار أنا عندي كان عندي A و B و C A عبارة عن
+
+176
+00:12:16,730 --> 00:12:20,650
+evaluator و B عبارة عن human و C عبارة عن computer
+
+177
+00:12:20,650 --> 00:12:24,910
+وحكينا أنهالـ evaluator بحكي مع الكمبيوتر و الـ و
+
+178
+00:12:24,910 --> 00:12:28,090
+ال human من خلال terminal شاشة و keyboard هو مش
+
+179
+00:12:28,090 --> 00:12:34,790
+شايفهمفإذا الكمبيوتر نجح إنه هو يقنع الـ evaluator
+
+180
+00:12:34,790 --> 00:12:40,590
+إنه عبارة عن human زي هذا بالضبط فبالتالي أنه
+
+181
+00:12:40,590 --> 00:12:43,450
+بنقدر نقول إنه الكمبيوتر هذا نجح في الاختبار إنه
+
+182
+00:12:43,450 --> 00:12:48,830
+ذكي، في عنده ذكاء أما إذا أنا اكتشفت إنه الإجابات
+
+183
+00:12:48,830 --> 00:12:53,990
+تبعته إنه مبرمجة مسبقا، معناه ذلك إنه فشل في
+
+184
+00:12:53,990 --> 00:12:57,770
+الاختبار فبالتالي مافيش عنده الذكاء، تمام؟ ببساطة،
+
+185
+00:12:57,770 --> 00:12:58,510
+هذا هو الاختبار
+
+186
+00:13:01,320 --> 00:13:04,980
+طيب، الآن من ضمن التعريفات كذلك بدي أشوف مصطلح
+
+187
+00:13:04,980 --> 00:13:09,780
+اللي هو أنواع الـ AI، فيه أنا عندي تلت أنواع
+
+188
+00:13:14,190 --> 00:13:22,350
+Artificial Neural Intelligence أو ANI تمام؟ في هذه
+
+189
+00:13:22,350 --> 00:13:27,690
+الحالة إنه أنا بدي أستخدم الـ Machine Learning في
+
+190
+00:13:27,690 --> 00:13:32,710
+specific area أو في اختصاص معين اشتطت أمثلة على
+
+191
+00:13:32,710 --> 00:13:36,230
+هذه الشغلات اللي هو Siri وAlexa و Cortana بالإضافة
+
+192
+00:13:36,230 --> 00:13:42,990
+للـ Google Assistantإن هو باستخدمه في مجال معين
+
+193
+00:13:42,990 --> 00:13:50,130
+فهذا اسمه Artificial Neural Intelligence تمام؟
+
+194
+00:13:50,130 --> 00:13:53,570
+وفينا عند المصفحى التاني اللي هو Artificial
+
+195
+00:13:53,570 --> 00:14:00,050
+General Intelligence أو AGIتمام؟ في هذه المرحلة
+
+196
+00:14:00,050 --> 00:14:04,450
+التانية أنه بيصير عندي من التطور أنه بيصير في عندي
+
+197
+00:14:04,450 --> 00:14:10,210
+machine intelligence تمام؟ فبالتالي أنه يعني في
+
+198
+00:14:10,210 --> 00:14:16,130
+هذا المصطلح بشير للأجهزة الحاسوب اللي ممكن أن يكون
+
+199
+00:14:16,130 --> 00:14:20,930
+في عندها ذكاء في مجالات مختلفة ممكن يكون في عندها
+
+200
+00:14:20,930 --> 00:14:23,210
+ذكاء في مجالات مختلفة
+
+201
+00:14:26,660 --> 00:14:31,360
+طبعا؟ وبعديها في عندي المرحلة التالتة من الذكاء
+
+202
+00:14:31,360 --> 00:14:37,300
+اللي هو Artificial Super Intelligence أو ASI في
+
+203
+00:14:37,300 --> 00:14:41,980
+هذه الحالة أنه ال machine بتنتقل لمرحلة جديدة
+
+204
+00:14:41,980 --> 00:14:47,140
+اسمها Machine Consciousness أو أنه بيصير في عندها
+
+205
+00:14:47,140 --> 00:14:48,280
+إدراك أو وعي
+
+206
+00:14:52,760 --> 00:14:56,340
+تمام؟ بمعنى آخر أنه بيصير في عندها مشاعر وبيصير في
+
+207
+00:14:56,340 --> 00:14:59,840
+عندها إدراك ووعي وكل هذه الأمور فهذه التلت مراحل
+
+208
+00:14:59,840 --> 00:15:03,400
+هذه المرحلة الأولى أنه بيكون في domain معين بعدها
+
+209
+00:15:03,400 --> 00:15:05,940
+المرحلة التانية أنه بيكون في عدة domains المرحلة
+
+210
+00:15:05,940 --> 00:15:15,300
+التالتة أنه بيكون فيه صار عنده إدراك ووعي تمام؟
+
+211
+00:15:15,300 --> 00:15:16,840
+طيب
+
+212
+00:15:19,770 --> 00:15:27,350
+نجي الآن للـ timeline تبع الـ AI لأن الـ AI طبعاً
+
+213
+00:15:27,350 --> 00:15:31,190
+فيه إله تاريخ أول ما ظهر يعني مصطلح الذكاء الصناعي
+
+214
+00:15:31,190 --> 00:15:35,330
+كان في الخمسينات، خمسينات القرن الماضي، تمام؟
+
+215
+00:15:35,330 --> 00:15:38,710
+طبعاً التباريخ هذه مش للحفظ أكيد بطبيعة الحال، إنه
+
+216
+00:15:38,710 --> 00:15:43,670
+في الخمسينات القرن الماضي، إنه Alan Turingاللي هو
+
+217
+00:15:43,670 --> 00:15:48,990
+الوضع للـ tuning test تمام؟ هو كان عالم رياضيات في
+
+218
+00:15:48,990 --> 00:15:54,450
+.. في يعني عاصر الحرب العالمية التانية وزي ما
+
+219
+00:15:54,450 --> 00:16:01,150
+حكينا إن هو كان فيه له فضل في .. في .. في التشفير
+
+220
+00:16:01,150 --> 00:16:07,420
+في الحرب العالمية التانيةفبالتالي هو الوضع الـ
+
+221
+00:16:07,420 --> 00:16:12,640
+Turing Test هذه المراحل تبعته المراحل تبعته تلخيصا
+
+222
+00:16:12,640 --> 00:16:19,540
+أنه أنا بدي أجي أحكي أنه الحكومات
+
+223
+00:16:19,540 --> 00:16:22,960
+عادة أنها بتمول مشاريع الذكاء الاصطناعي كان الذكاء
+
+224
+00:16:22,960 --> 00:16:28,020
+الاصطناعي هو مجرد خيال في الخمسينات، تمام؟ ففعليا
+
+225
+00:16:28,020 --> 00:16:33,830
+أن الأبحاث في هذا المجال بتتطلب تمويل كبيرطبعا زي
+
+226
+00:16:33,830 --> 00:16:37,590
+التمويل اللي بده يكون ل .. يعني لمشاريع برضه
+
+227
+00:16:37,590 --> 00:16:43,530
+خيالية زي مثلا أنه يعني رحلات الفضاء لأن هي بتطلب
+
+228
+00:16:43,530 --> 00:16:47,730
+كتير فلوس الأغلب كان في جدل في الموضوع أنه هل
+
+229
+00:16:47,730 --> 00:16:51,830
+الذكاء الصناعي فعلا مجدي أو مش مجدي احنا كبنا عليه
+
+230
+00:16:51,830 --> 00:16:56,690
+فلوس كتير ولكن ماكانش فيه أنا عندي ناتج من .. من
+
+231
+00:16:56,690 --> 00:17:02,010
+.. من هذه الأبحاثبينما يعني كان في جدل إنه ليش ما
+
+232
+00:17:02,010 --> 00:17:05,690
+إنه إحنا نصرف في هذا المجال إنه لعله وعسى إنه ممكن
+
+233
+00:17:05,690 --> 00:17:08,850
+إنه إحنا نحصل على نتيجة ليش؟ لأنه إحنا شوف أكم
+
+234
+00:17:08,850 --> 00:17:12,770
+ملايين من الدولارات إنه إحنا بنصرف سنويًا على
+
+235
+00:17:12,770 --> 00:17:17,310
+الكريمات وعلى مستحضرات التجميل وعلى الموضة وعلى أي
+
+236
+00:17:17,310 --> 00:17:21,010
+شغلات من الشغلات الفاضية التانية يعني إن صح
+
+237
+00:17:21,010 --> 00:17:26,180
+التعبير أو إذا بدكفبالتالي أنه اللي بدي أقوله أنه
+
+238
+00:17:26,180 --> 00:17:31,440
+الخلاصة أنه التمويل في الـ AI مر بمراحل جذب وجذر
+
+239
+00:17:31,440 --> 00:17:34,260
+يعني أنه كان في مراحل أنه كان في تمويل عالي وكان
+
+240
+00:17:34,260 --> 00:17:37,920
+في مراحل تانية أنه صار في إغلاق لكل مشاريع الـ AI
+
+241
+00:17:37,920 --> 00:17:46,030
+لغاية مرحلة معينةفي السبعينات أنه صار في عندي ممكن
+
+242
+00:17:46,030 --> 00:17:52,890
+يكون في عندي نتائج معينة من الشغلات اللي كانت ان
+
+243
+00:17:52,890 --> 00:17:56,950
+عندي موجودة الـ ELISA الـ ELISA اللي هي عبارة عن
+
+244
+00:17:56,950 --> 00:18:01,510
+Early Natural Language Processing Program طبعا تم
+
+245
+00:18:01,510 --> 00:18:05,590
+تطويره في الـ MITتمام؟ أنا بدي أتركلكم هذا الفيديو
+
+246
+00:18:05,590 --> 00:18:08,690
+أنه أنتوا تتفرجوا عليه أنه تشوفوا كيف أنه كان أنه
+
+247
+00:18:08,690 --> 00:18:12,470
+هذا أول عبارة .. هذا عبارة عن أول chatbot أنا كان
+
+248
+00:18:12,470 --> 00:18:16,570
+موجود عندي طبعا تطور هذا ال chatbot لغاية أواخر
+
+249
+00:18:16,570 --> 00:18:20,550
+التسعينات كانت أنه في نسخة منه أنه بتحاكي طبيب
+
+250
+00:18:20,550 --> 00:18:25,760
+نفسيالفكرة في الموضوع أنه طبيب نفسي أنه .. أنه أنا
+
+251
+00:18:25,760 --> 00:18:28,460
+باجي بجلس معاه و ببدأ أحكيله عن المشاكل طبعتي
+
+252
+00:18:28,460 --> 00:18:32,080
+تمام؟ بعد فترة بروح بسألني كيف ان شاء الله ارتاحت
+
+253
+00:18:32,080 --> 00:18:36,620
+هال gate فهو الفكرة طبعته أنه بيخليني أنه أنا أحكي
+
+254
+00:18:36,620 --> 00:18:40,940
+و بيضلوا يسألني عن نقاط أنا بحكيها بيضلوا كل مرة
+
+255
+00:18:40,940 --> 00:18:43,700
+يسألني عن نقاط أنا بحكيها فبالتالي بيخليني أحكي
+
+256
+00:18:43,700 --> 00:18:47,520
+أحكي أحكي لغاية ما يصل لمرحلة أنه
+
+257
+00:18:50,250 --> 00:18:53,270
+إنه يقول لي ها كيف ان شاء الله هالجيت رتحت إنه بعد
+
+258
+00:18:53,270 --> 00:18:56,310
+ما أنت حكيته فاطفضت كيف يعني إنه بيضلوا يسألني على
+
+259
+00:18:56,310 --> 00:18:58,810
+نقاط أنا بحكيها يعني على سبيل المثال أنا بحكيله
+
+260
+00:18:58,810 --> 00:19:03,450
+أنا والله محبط عندي محاضرات كتير فبالتالي بروح
+
+261
+00:19:03,450 --> 00:19:07,490
+بسألني على معلومة أنا حكيتها فبحكيلي إنه إيش
+
+262
+00:19:07,490 --> 00:19:11,180
+المحاضرات اللي أنت بتعطيها؟بقوله بعطي محاضرة كذا
+
+263
+00:19:11,180 --> 00:19:13,980
+وكذا وكذا، طب المحاضرة هذه إيش المواضيع اللي أنت
+
+264
+00:19:13,980 --> 00:19:17,680
+بتحكي فيها؟ طب هذه المحاضرات متى مواعيدها؟
+
+265
+00:19:17,680 --> 00:19:21,680
+فبالتالي بيخليني أحكي أحكي أحكي أسرد أسرد أسرد،
+
+266
+00:19:21,680 --> 00:19:23,960
+فبعد شوية بييجي بيحكي لي ها كيف ان شاء الله هالجيه
+
+267
+00:19:23,960 --> 00:19:28,860
+ترتاحت، فبالتالي ذكى إنه محاكاة لذكاء الطبيب
+
+268
+00:19:28,860 --> 00:19:37,090
+النفسيطيب، بدي أحكي على هذه المرحلة 1997 تحديدًا
+
+269
+00:19:37,090 --> 00:19:43,080
+طبعًا شركة IBM طورت جهاز Computerاسمه Deep Blue
+
+270
+00:19:43,080 --> 00:19:46,900
+Super Computer طبعا هزم بطل العالم في الشطرنج
+
+271
+00:19:46,900 --> 00:19:50,180
+المعروف Kasparov طبعا هذا الفيديو هو اللي بصور
+
+272
+00:19:50,180 --> 00:19:56,020
+المباراة هذه هو فعليا أنه كان أول مرة فعليا أنه
+
+273
+00:19:56,020 --> 00:20:01,560
+computer program بيلعب شطرنج غلب أفضل لاعب في
+
+274
+00:20:01,560 --> 00:20:06,600
+الشطرنج اللي هو بطل العالم في الشطرنج، تمام؟ هذه
+
+275
+00:20:06,600 --> 00:20:12,100
+المراحل اللي بعديها لغاية لما وصلناإنه الـ Self
+
+276
+00:20:12,100 --> 00:20:16,000
+-driving car أول ما بدأت أول ما ظهرت في 2009 طبعا
+
+277
+00:20:16,000 --> 00:20:20,220
+احنا في 2020 يعني لأن بعد 11 سنة إنه كيف صار
+
+278
+00:20:20,220 --> 00:20:27,120
+الوضع، هنشوف الآن، تمام؟ بعد
+
+279
+00:20:27,120 --> 00:20:30,220
+هيك أنا عندي الدربة، الدربة اللي هي وزارة الدفاع
+
+280
+00:20:30,220 --> 00:20:34,740
+الأمريكية إنه بدأت تطور robots ال robots هذه في
+
+281
+00:20:34,740 --> 00:20:37,860
+عندها ذكاء معين فبالتالي إنه بيصير استبدال للجيش
+
+282
+00:20:37,860 --> 00:20:41,470
+النظام العاديبيجهش من الروبوتات فبالتالي ان هو
+
+283
+00:20:41,470 --> 00:20:46,150
+بروح بحارب عنه وبيعمل مهام خطيرة فبالتالي انه
+
+284
+00:20:46,150 --> 00:20:52,610
+مفهوم ال AI يعني انه التأثير عليه حياتنا صار انه
+
+285
+00:20:52,610 --> 00:20:57,750
+له اشي يعني انه تأثير كبير فعليا، تمام؟
+
+286
+00:21:01,950 --> 00:21:05,230
+فهذه كل واحدة من هذه الشغلات فيها فيديو أنا بدي
+
+287
+00:21:05,230 --> 00:21:10,170
+أخليكم إن أنتوا تتطلعوا عليها بهذا الشكل زي ما
+
+288
+00:21:10,170 --> 00:21:13,990
+حكيت كمان مرة التواريخ هذه مش للحفظ بس عشان تعرفوا
+
+289
+00:21:13,990 --> 00:21:17,050
+إن ال AI اللي احنا وصلنا له في الخلاصة يعني إن ال
+
+290
+00:21:17,050 --> 00:21:22,950
+AI اللي وصلنا له اليوم ما إجاش يعني هيك دفعة واحدة
+
+291
+00:21:22,950 --> 00:21:27,330
+يعني بدأ من الخمسينات القرن الماضيتمام؟ و هو عبارة
+
+292
+00:21:27,330 --> 00:21:31,450
+عن نتيجة تراكم أبحاث كتيرة في هذا المجال و تطويرات
+
+293
+00:21:31,450 --> 00:21:35,890
+كتيرة في هذا المجال و التمويل فيه مر بمراحل يعني
+
+294
+00:21:35,890 --> 00:21:42,170
+أو .. أو خليني أقول أنه التقدم فيه مر بمراحل كانت
+
+295
+00:21:42,170 --> 00:21:45,370
+ذرواء و كانت أنه تصل القاع في .. في .. في منطقة
+
+296
+00:21:45,370 --> 00:21:50,250
+معينة فبالتالي أنه مش إجا دفعة واحدة .. واحدة أنه
+
+297
+00:21:50,250 --> 00:21:56,210
+إجا يعني بشكل تراكميطيب بعد ما شوفنا ال timeline
+
+298
+00:21:56,210 --> 00:22:02,270
+بدنا نرجع هنا نشوف ال state of the art of machine
+
+299
+00:22:02,270 --> 00:22:07,330
+learning ال
+
+300
+00:22:07,330 --> 00:22:13,230
+state of the art هل
+
+301
+00:22:13,230 --> 00:22:18,950
+فعلا إنه احنا ممكن يكون في عندي robot بيحكي
+
+302
+00:22:18,950 --> 00:22:23,420
+إنه خبرة الإنسان ووضعه كتير متقدمطبعا هذا الكلام
+
+303
+00:22:23,420 --> 00:22:28,760
+بيعتمد شفنا قبل شوية في ال timeline هنا ال
+
+304
+00:22:28,760 --> 00:22:35,820
+timeline اعتقد
+
+305
+00:22:35,820 --> 00:22:39,740
+ان هذا ال artificial هذا ال timeline ان انا في
+
+306
+00:22:39,740 --> 00:22:45,480
+عندى هنا robots مستخدمة
+
+307
+00:22:51,230 --> 00:22:57,010
+هنا، هاي ال robots أنه هذه لدربة و أدقها كتير
+
+308
+00:22:57,010 --> 00:22:59,810
+ممتاز طبعا، لأنه يعني أنا في عندي مستويين من
+
+309
+00:22:59,810 --> 00:23:03,750
+العلم، يعني العلم المتاح للعامة و العلم المتاح في
+
+310
+00:23:03,750 --> 00:23:09,470
+وزارة الدفاع، تمام؟ فال .. ال .. ال .. ال robots
+
+311
+00:23:09,470 --> 00:23:13,430
+المطورة في وزارة الدفاع أنه مستواها كتير متقدمة،
+
+312
+00:23:13,430 --> 00:23:19,040
+لأن العلم اللي بيكون هناك مش متاح للعامةفعشان هيك
+
+313
+00:23:19,040 --> 00:23:25,840
+أنه أنا بدي أجي أحكي إنه هل ال robots اللي موجودة
+
+314
+00:23:25,840 --> 00:23:30,040
+حاليا منتشرة في السوق أو المتاحة للعامة هل بتحكي
+
+315
+00:23:30,040 --> 00:23:33,680
+فعلا قدرة الإنسان في مجال معين فبدي أحكيلكم شغلتين
+
+316
+00:23:33,680 --> 00:23:39,120
+إنه إذا كان ال
+
+317
+00:23:39,120 --> 00:23:44,060
+robot هذا بيقدّي مهمة محددة بيكون أداءه كتير ممتاز
+
+318
+00:23:44,060 --> 00:23:50,860
+وممكن إنه يتفوق على البشرلكن إذا كان أداء الـ
+
+319
+00:23:50,860 --> 00:23:55,880
+Robot أو عفوًا تخصص الـ Robot إحنا عملناه إنه
+
+320
+00:23:55,880 --> 00:23:59,620
+بتطلب فيه إن هو يكون في عنده يعني إنه بتعامل مع
+
+321
+00:23:59,620 --> 00:24:05,520
+عدة مجالات بيكون أدائه كتير سيء و .. و .. و .. و
+
+322
+00:24:05,520 --> 00:24:09,280
+صعب إن هو يتفوق على البشر تمام مرة أجمالة للموضوع
+
+323
+00:24:11,080 --> 00:24:14,800
+الـ agents اللي بتكون محددة ل task محددة بيكون
+
+324
+00:24:14,800 --> 00:24:18,320
+أدائها ممتاز لإنه بتكون specific domain بتحل مشكلة
+
+325
+00:24:18,320 --> 00:24:23,900
+محددة و تتفوق
+
+326
+00:24:23,900 --> 00:24:28,000
+ممكن إن هي تتفوق على البشر بينما لما يكون ال agent
+
+327
+00:24:28,000 --> 00:24:32,060
+هذا مطلوب منه إن هو يكون في عدة أنظمة بودي أربطها
+
+328
+00:24:32,060 --> 00:24:36,300
+مع بعض و تتفاعل مع بعض ممكن يكون أدائه سيء يعني مش
+
+329
+00:24:36,300 --> 00:24:41,130
+بالمستوى المطلوب والدليل على ذلكهذا اللاعب عارفينه
+
+330
+00:24:41,130 --> 00:24:52,310
+مين؟ مش عارفين هذا اللاعب، مثل، تمام؟ لأ، في منكم
+
+331
+00:24:52,310 --> 00:24:56,170
+بتابع كرة color، طيب، و هذا عبارة عن robot، لو
+
+332
+00:24:56,170 --> 00:24:58,070
+إجيتي قارنتي أداء
+
+333
+00:25:04,400 --> 00:25:06,740
+طبعا ال task هذي بتطلب intelligence أن هو بده
+
+334
+00:25:06,740 --> 00:25:11,220
+يحافظ على الكورة ويتجاوز المدافعين ونفس الواجهة أن
+
+335
+00:25:11,220 --> 00:25:15,960
+هو بده يصوب على المرمى ويسدد الهدف بينما ال robot
+
+336
+00:25:15,960 --> 00:25:19,980
+زي ما أنتوا شايفين أنه إيش الأنظمة المتعددة اللي
+
+337
+00:25:19,980 --> 00:25:22,960
+موجودة في ال robot هذا أن هو بده يكون في عنده نظام
+
+338
+00:25:22,960 --> 00:25:26,540
+رؤية computer vision وبده يكون في عنده نظام حركة
+
+339
+00:25:27,130 --> 00:25:32,010
+تمام؟ وبدو يكون في عنده نظام تسويب أنه هو بده يسدد
+
+340
+00:25:32,010 --> 00:25:36,110
+المرمى في الهدف فبالتالي تفاعل الأنظمة التلاتة
+
+341
+00:25:36,110 --> 00:25:38,430
+بالإضافة لأنظمة تانية كتير هذه الأنظمة الرئيسية
+
+342
+00:25:38,430 --> 00:25:42,670
+اللي أنا بحكي عنها تفاعل الأنظمة التلاتة هاي بتطلب
+
+343
+00:25:42,670 --> 00:25:45,390
+منها تنصيق عالي فبالتالي أدائها بيكون مش من
+
+344
+00:25:45,390 --> 00:25:49,630
+المستوى المطلوب فلو رجعنا من الأول وقارنته أداء
+
+345
+00:25:49,630 --> 00:25:55,070
+الروبوت هاي الروبوت بتطلع تحت على الكورة بتطلع تحت
+
+346
+00:25:55,070 --> 00:25:55,590
+على الكورة
+
+347
+00:26:01,020 --> 00:26:03,860
+لأن نظام الحركة فيه برضه بده يحافظ على التوازن
+
+348
+00:26:03,860 --> 00:26:06,940
+تبعه هذه شغلة مهمة و برضه بده يلحق الكورة لأن
+
+349
+00:26:06,940 --> 00:26:10,340
+الكورة ممكن تروح في اتجاه معين لحظة عند مرحلة
+
+350
+00:26:10,340 --> 00:26:16,460
+معينة أنه
+
+351
+00:26:16,460 --> 00:26:19,380
+بده يتطلع على المرمة شوفي هيتطلع على الأمام الآن
+
+352
+00:26:19,380 --> 00:26:27,180
+هيطلع فوق على المرمة حدد وين مكان و هيو بده يسدد و
+
+353
+00:26:27,180 --> 00:26:34,310
+في الأخير تطلع برامش هدف فبالتالي هاي ال .. ال ..
+
+354
+00:26:34,310 --> 00:26:37,930
+اللي أنا بقصده أنه لما يكون في عندي robot بيعمل
+
+355
+00:26:37,930 --> 00:26:43,210
+عدة مهام أدائه أكيد لا يقارن بلاعب كرة محترف زي
+
+356
+00:26:43,210 --> 00:26:49,010
+ميسي بينما في عندي تطبيقات تانية هذا عبارة عن
+
+357
+00:26:49,010 --> 00:26:54,230
+robot إيش الوظيفة تبعته تنظيف تنظيف خلاص انت ..
+
+358
+00:26:54,230 --> 00:26:57,510
+انت وظيفتك تنظف بس فبالتالي هو بركز في هذه المهمة
+
+359
+00:26:58,010 --> 00:27:01,370
+فبالتالي ممكن يتفوق على البشر ليش؟ لأنه بتعبش
+
+360
+00:27:01,370 --> 00:27:05,930
+متوفر أربع وعشرين على سبعة أربع وعشرين ساعة على
+
+361
+00:27:05,930 --> 00:27:11,470
+سبعة أيام وبنظف يعني كل مكان أنه عنده خريطة وعنده
+
+362
+00:27:11,470 --> 00:27:14,750
+خريطة أنه بيقدر يتعرف أن هذه المنطقة متسخة وهذه
+
+363
+00:27:14,750 --> 00:27:17,090
+المنطقة مش متسخة فبالتالي
+
+364
+00:27:20,540 --> 00:27:26,220
+لو أنا بدي أدخل يعني عامل إن هو يدخل في حضيرة بقر
+
+365
+00:27:26,220 --> 00:27:31,980
+وإن هو ينظف جداش أن هو ممكن يتحمل لكن هذا الروبوت
+
+366
+00:27:31,980 --> 00:27:36,500
+لا بيكل ولا بيمل فبت .. وبرضه في نفس الوقت عنده
+
+367
+00:27:36,500 --> 00:27:40,360
+ذكاء ليش عنده ذكاء؟ لأنه أنا بديش يقى يظل يلف في
+
+368
+00:27:40,360 --> 00:27:43,160
+أماكن فاضية وبده يكون في عنده ذكاء إن هو يتجاوز
+
+369
+00:27:43,160 --> 00:27:47,160
+البقر تمام؟ وفي نفس الوقت إنه بده يظل ينظف مش يظل
+
+370
+00:27:47,160 --> 00:27:51,640
+ينظف في نفس المكان طوال الوقت فبالتاليفي عنده ذكاء
+
+371
+00:27:51,640 --> 00:27:57,300
+هذا الروبوت هذا بتفوق على البشر لكن إنه إحنا نسوي
+
+372
+00:27:57,300 --> 00:28:02,920
+روبوت يلعب كرة قدم مستحيل مش مستحيل صعب لسه إحنا
+
+373
+00:28:02,920 --> 00:28:07,680
+لسه ماوصلناش لهذه المرحلة فهذا المهم جدا إنه إحنا
+
+374
+00:28:07,680 --> 00:28:11,980
+نعرفه في ال state of the art في ال AI حالة أو أحدث
+
+375
+00:28:11,980 --> 00:28:15,700
+ما توصل إليه العلم في الذكاء الاصطناعي في عندي
+
+376
+00:28:15,700 --> 00:28:19,060
+robot مشهور اسمها Sophia
+
+377
+00:28:22,400 --> 00:28:29,360
+صوفيا فعليا لو انتوا طلعتوا عليها هي من تصنيع شركة
+
+378
+00:28:29,360 --> 00:28:33,580
+«هانسون روبوتكس» هذه الشركة في هونج كونج من أكتر
+
+379
+00:28:33,580 --> 00:28:40,040
+الشركات المتقدمة في تصنيع ال robots في
+
+380
+00:28:40,040 --> 00:28:43,540
+عندها القدرة أن هي تفهم لغة البشر و تتفاعل معاها و
+
+381
+00:28:43,540 --> 00:28:48,700
+عندها القدرة على التعبير على المشاعرتمام؟ في مرة
+
+382
+00:28:48,700 --> 00:28:55,020
+من المرات هي تم تصميمها بحيث أن هي يكون عندها
+
+383
+00:28:55,020 --> 00:28:59,040
+القدرة أن هي تحسن أدائها مع الوقت تكتسب معلومات
+
+384
+00:28:59,040 --> 00:29:03,160
+جديدة و تحسن أدائها مع الوقت في مرة من المرات أنه
+
+385
+00:29:03,160 --> 00:29:08,720
+حكت أنه okay I will destroy humans أنه هي هتدمر
+
+386
+00:29:08,720 --> 00:29:12,580
+البشر وهذا الكلام أنه بده ينقلني هنا ل
+
+387
+00:29:20,900 --> 00:29:28,480
+لا بلينكي بلينكي هذا عبارة عن روبوتهذا عبارة عن
+
+388
+00:29:28,480 --> 00:29:30,940
+فيلم قصير بديعكم تتفرجوا عليه في البيت بس ما
+
+389
+00:29:30,940 --> 00:29:38,080
+تتفرجوش عليه في الليل لأنه فيه شوية رعب الفكرة
+
+390
+00:29:38,080 --> 00:29:40,940
+في الموضوع يعني أنه عشان أساعدكم أنكم تفهموا قصة
+
+391
+00:29:40,940 --> 00:29:46,760
+الفيلم أنه ال robot هذا أنه كان رغبة طفل صغير في
+
+392
+00:29:46,760 --> 00:29:50,880
+أسرة أنه جيبوليا جيبوليا جيبوليا تمام؟ فبالتالي
+
+393
+00:29:50,880 --> 00:29:54,700
+وظيفة ال robot هذا أنه يسلي الطفل الصغير هذا تمام؟
+
+394
+00:29:54,700 --> 00:30:00,570
+طبعا ال robot بيحكي مع الصغيروإذا هو بفسر الكلام
+
+395
+00:30:00,570 --> 00:30:03,970
+حرفياً معنا ذلك إنه هادي مشكلة في مرة من المرات
+
+396
+00:30:03,970 --> 00:30:08,230
+يعني هاي الحوار أنتوا هتلاجوا أنا أمسكلكميا تحت،
+
+397
+00:30:08,230 --> 00:30:12,050
+تمام؟ في مرة من المرات والدة الطفل إجت وانه لجته
+
+398
+00:30:12,050 --> 00:30:16,410
+إن هو عامل فوضى فاشة بتحكيله بتحكيله إذا بتضلك
+
+399
+00:30:16,410 --> 00:30:25,010
+تعمل فوضى راح أخلى بلينكي يسويك على العشاء طبعا
+
+400
+00:30:25,010 --> 00:30:28,840
+بلينكي ما كدبش خبروهذا الكلام إنه أنا اللي
+
+401
+00:30:28,840 --> 00:30:31,020
+بتحكيلكم إياه إنه أنا إذا حكيتلكم اللي المرة
+
+402
+00:30:31,020 --> 00:30:33,700
+الجاية إذا أنتم مايجيتوش عاملين الواجب بدي أخلص
+
+403
+00:30:33,700 --> 00:30:37,720
+عليكم طبعا أنتم ممكن تفهموا الكلام literally إنه
+
+404
+00:30:37,720 --> 00:30:41,800
+أنا فعلا هخلص عليكم و بتفهموا إنه أنتوا أنا بقصد
+
+405
+00:30:41,800 --> 00:30:45,000
+بكلامي إنه أنتم المرة الجاية لازم تيجيوا عاملين
+
+406
+00:30:45,000 --> 00:30:50,230
+الواجب ماحدش ييجي مش عامل الواجبطبعا هذه القدرة أن
+
+407
+00:30:50,230 --> 00:30:53,910
+تفسير الكلام literally حرفيا والقدرة أن انت تفهمي
+
+408
+00:30:53,910 --> 00:30:57,950
+المعنى اللي ورا النص هذا أكيد بيتطلب قدرة ذكاء
+
+409
+00:30:57,950 --> 00:31:03,960
+عالية فعشان هيك هذا اللي بيفسرإنه الصوفية في مرة
+
+410
+00:31:03,960 --> 00:31:07,180
+من المرات إنه جالت ماشي okay أنا هدمر كل البشرية
+
+411
+00:31:07,180 --> 00:31:11,460
+أنا خايف إنه في مرحلة من المراحل إنه ال robots إنه
+
+412
+00:31:11,460 --> 00:31:14,780
+فعلا إنه هي تعمل lobby وإنه هي تسيطر على البشر
+
+413
+00:31:14,780 --> 00:31:19,980
+فبتصير إنه هي بتوظفنا بدل ما إحنا بنوظفها، تمام؟
+
+414
+00:31:19,980 --> 00:31:24,420
+طبعا هنا أنا حاطيتلكم بعض المقاطع طبعا هذه محادثة،
+
+415
+00:31:24,420 --> 00:31:29,950
+هذه صوفية إنه أنتوا تشوفوا كيفطبعا هذه الـ
+
+416
+00:31:29,950 --> 00:31:34,530
+emotions اللي ..
+
+417
+00:31:34,530 --> 00:31:41,570
+حاجات
+
+418
+00:31:41,570 --> 00:31:48,050
+هذا الروبوت
+
+419
+00:31:48,050 --> 00:31:54,370
+إيش بتطلب؟
+
+420
+00:31:54,370 --> 00:31:59,740
+من المواضيع اللي هنامن المواضيع اللي .. اللي هنا
+
+421
+00:31:59,740 --> 00:32:09,260
+عند الـ AI هاي what is AI هنا، هاي المواضيع، إيش
+
+422
+00:32:09,260 --> 00:32:15,080
+بتطلب؟ computer vision natural language
+
+423
+00:32:15,080 --> 00:32:19,600
+understanding machine learningو كذلك الـ neural
+
+424
+00:32:19,600 --> 00:32:23,120
+networks بتطلب كلها يعني بتطلب كل .. يعني متخيلين
+
+425
+00:32:23,120 --> 00:32:26,660
+مقدار التعقيد إن هو يقدر يفهم لغة البشر يقدر يفهم
+
+426
+00:32:26,660 --> 00:32:29,320
+ال speech بالإضافة إنه يكون في عنده القدرة على
+
+427
+00:32:29,320 --> 00:32:32,760
+التعلم بالإضافة إنه يكون في عنده نظام رؤية إن هو
+
+428
+00:32:32,760 --> 00:32:36,180
+يقدر يتعرف على ال object detection بالمناسبة أنا
+
+429
+00:32:36,180 --> 00:32:38,820
+ممكن أنزل تحت هنا بشكل سريع إنه أنا أفهمكم شو
+
+430
+00:32:38,820 --> 00:32:43,260
+مفهوم ال computer visionزي هيك ال computer vision
+
+431
+00:32:43,260 --> 00:32:46,260
+أنه أنا بدي يكون في عندي أنه object detection أنه
+
+432
+00:32:46,260 --> 00:32:49,900
+هدى يتعرف عليها أنه هدى orange و هدى طبعا 95% أن
+
+433
+00:32:49,900 --> 00:32:53,260
+هو جداش مقدار متأكد أن هو هدى عبارة عن orange و
+
+434
+00:32:53,260 --> 00:32:56,700
+هدى apple 99% هدى banana زي هيك في هذا الفيديو
+
+435
+00:32:56,700 --> 00:32:59,300
+القصير بيوضح
+
+436
+00:33:01,630 --> 00:33:04,450
+شو مفهوم الـ Computer Vision أنه بيكون في عنده
+
+437
+00:33:04,450 --> 00:33:06,610
+القدرة على التعرف على الأشياء أن هذا ال object هذا
+
+438
+00:33:06,610 --> 00:33:10,090
+عبارة عن كرسي هذا عبارة عن person شخص هذا عبارة عن
+
+439
+00:33:10,090 --> 00:33:16,230
+بني آدم زي هيك وهنا بيجربنا لمفهوم الـ Self
+
+440
+00:33:16,230 --> 00:33:20,810
+-driving cars مفهوم الـ Self-driving cars أنه أنا
+
+441
+00:33:20,810 --> 00:33:24,650
+بيكون في عندي القدرة للسيارة أن هي تتعرف على ال
+
+442
+00:33:24,650 --> 00:33:29,480
+objects اللي موجودة في الطريق زي إيش مثلا أنههدول
+
+443
+00:33:29,480 --> 00:33:35,480
+عبارة عن سيارات هذه عبارة عن إشارة ضوئية شايفين
+
+444
+00:33:35,480 --> 00:33:38,500
+كيف بيعمل label لكل واحدة لأن هذه truck وهذه car
+
+445
+00:33:38,500 --> 00:33:42,400
+زي هيك تمام هذه airplane طائرة
+
+446
+00:33:49,320 --> 00:33:52,460
+فبالتالي الـ self-driving cars في عندها نظام
+
+447
+00:33:52,460 --> 00:33:55,020
+computer vision بيقدر يحدد إن أنا ماشي على الطريق
+
+448
+00:33:55,020 --> 00:33:58,140
+وإن أنا في قدامي سيارة، في قدامي شخص، في قدامي
+
+449
+00:33:58,140 --> 00:34:00,560
+إشارة مرور، شايفين هدول المعلّمات؟ هذي traffic
+
+450
+00:34:00,560 --> 00:34:02,980
+light، بتعرف عليها إنها traffic light، إشارة
+
+451
+00:34:02,980 --> 00:34:07,320
+ضوئية، تمام؟
+
+452
+00:34:07,320 --> 00:34:11,040
+فهذا هو مفهوم ال computer vision، فبدنا نرجع
+
+453
+00:34:11,040 --> 00:34:17,830
+لصوفية هنا، health care therapyطبعا هنا في هذه ال
+
+454
+00:34:17,830 --> 00:34:21,070
+conversation أن هو فعلا بيحاول أن هو يتحدثها أن هو
+
+455
+00:34:21,070 --> 00:34:25,210
+.. هي بيشوف هل عندها إجابات مسبقة ولا لأ وهذا
+
+456
+00:34:25,210 --> 00:34:28,510
+الكلام أنه ممكن أن أنا أورجيكم إياه في المحادثة
+
+457
+00:34:28,510 --> 00:34:34,830
+أعتقد أن المحادثة هنا لو فتحته في ال YouTube
+
+458
+00:34:38,860 --> 00:34:44,900
+هي المحادثة أنه هنا Hi Sophia how are you؟ و هنا
+
+459
+00:34:44,900 --> 00:34:51,660
+Sophia I am fine hi فهنا من ضمن الإجابات أن Sophia
+
+460
+00:34:51,660 --> 00:34:55,420
+يعني هنا سألها سؤال سؤال أنه what kind of robotics
+
+461
+00:34:55,420 --> 00:34:59,280
+I'm living and I'm working with now؟ يعني أنه هي
+
+462
+00:34:59,280 --> 00:35:02,140
+Sophia بتقوله خلي بالك يعني أنت محاط بال robotics
+
+463
+00:35:02,140 --> 00:35:05,640
+و أنت موجود أنت عندك robotics في البيت و أنت مش
+
+464
+00:35:05,640 --> 00:35:09,660
+داريفهو بيسألها أنه إيش .. أنه إيش .. إيش هي ال
+
+465
+00:35:09,660 --> 00:35:13,360
+robotics اللي موجودة أنا حواليا و أنا مش داري فيها
+
+466
+00:35:13,360 --> 00:35:20,920
+فصوفيا ماكنش في عندها إجابة فحكت indeed عن جد فراح
+
+467
+00:35:20,920 --> 00:35:27,820
+حكالها إنه is indeed your default answer when you
+
+468
+00:35:27,820 --> 00:35:32,460
+don't know somethingمعناة ذلك أنه هل عن جد أنه هي
+
+469
+00:35:32,460 --> 00:35:37,140
+اللي هي الإجابة الافتراضية المبرمجة مسبقا عندك لما
+
+470
+00:35:37,140 --> 00:35:39,440
+أنت ما تعرفيش شغلة معينة فبالتالي أنا لما أنا
+
+471
+00:35:39,440 --> 00:35:41,620
+أنزنج في شغلة معينة أنا مش عارف الجواب ممكن أقول
+
+472
+00:35:41,620 --> 00:35:48,020
+عن جد فمبرمجة مسبقا معناة ذلك أنه في هذا الفيديو
+
+473
+00:35:48,020 --> 00:35:54,640
+أن هو فعلا بيسألها أسئلة what
+
+474
+00:35:54,640 --> 00:35:58,120
+are
+
+475
+00:35:58,120 --> 00:36:02,990
+your feelings and preferencesفممكن أنكم تتفرجوا
+
+476
+00:36:02,990 --> 00:36:05,510
+على الفيديو براحتكم وتشوفوا كيف المحادثة أن هو
+
+477
+00:36:05,510 --> 00:36:10,050
+فعلا أنه أظهر أنه هي متقدمة جدا لكن لما نقل إحنا
+
+478
+00:36:10,050 --> 00:36:13,990
+نيجي في محادثة معينة أنه لأ في بعض الشغلات
+
+479
+00:36:13,990 --> 00:36:18,330
+المبرمجة بشكل مسبق ما عندهاش الذكاء الكافي لكن
+
+480
+00:36:18,330 --> 00:36:20,970
+اللي بيخوف الموضوع أن هي عندها القدرة أن هي تتعلم
+
+481
+00:36:20,970 --> 00:36:26,670
+و هي يعني طبعا أنه تم بنائها أكيد من 2016 و الآن
+
+482
+00:36:26,670 --> 00:36:30,270
+لها أربع سنوات وأدائها بيتحسن و هذا أيش بيخوف
+
+483
+00:36:33,370 --> 00:36:40,230
+تمام؟ طيب هنا في أنا عندي problems صعبة moral
+
+484
+00:36:40,230 --> 00:36:45,630
+questions لو أنا جيت سألتك سؤال انه لو انت كنت
+
+485
+00:36:45,630 --> 00:36:50,950
+ماشية في سيارة وكان في عندك خيارين انه انت خيار
+
+486
+00:36:50,950 --> 00:36:58,130
+انه انت تقتلي طفل صغير ولا تقتلي مثلا تلت أشخاص
+
+487
+00:36:58,130 --> 00:36:59,410
+عواجزة
+
+488
+00:37:01,490 --> 00:37:05,430
+انت في السيارة ماشية ومافي عندك خيار، يا بدك
+
+489
+00:37:05,430 --> 00:37:09,550
+تخبطيها دول، يا تخبطيها دول، هذا سؤال اللي له
+
+490
+00:37:09,550 --> 00:37:12,290
+علاقة بالأخلاق، و هذا الكلام طبعا سؤال جدلي،
+
+491
+00:37:12,290 --> 00:37:17,110
+بيختلف، فممكن يقول لأ، الناس الكبار حرام، خلينا
+
+492
+00:37:17,110 --> 00:37:19,990
+الولد الصغير هذا لسه ماشافش حاجة، فبالتالي لو راح
+
+493
+00:37:19,990 --> 00:37:22,810
+مش مشكلة، و في ناس بتقول لأ، الولد الصغير لسه
+
+494
+00:37:22,810 --> 00:37:25,670
+جدامه كتير، و هدول يعني خلاص، يفترض إن هم شبع من
+
+495
+00:37:25,670 --> 00:37:30,490
+الحياة، بكفيهم يعنيفها دي moral questions فبدنا
+
+496
+00:37:30,490 --> 00:37:35,630
+نشوف إن إجابتها على هذا السؤال فهنا getting some
+
+497
+00:37:35,630 --> 00:37:38,950
+help from AI at home is all well and good what's
+
+498
+00:37:38,950 --> 00:37:42,290
+five people who are tied to the tracksهذه الفكرة
+
+499
+00:37:42,290 --> 00:37:45,810
+في الموضوع، لو كان فينا عندي روبوت خلّينا إنه في
+
+500
+00:37:45,810 --> 00:37:49,010
+محطة القطر، إنه يحدد مسار القطر، إنه يروح بهذا
+
+501
+00:37:49,010 --> 00:37:52,150
+الاتجاه أو يروح بهذا الاتجاه، و لازم يكون في عنده
+
+502
+00:37:52,150 --> 00:37:55,510
+intelligence، ذكاء، إيش ال decision تبعه المفروض
+
+503
+00:37:55,510 --> 00:37:59,810
+يكون؟ هذه من المشاكل الصعبة، لأن أصلا فيها جدل
+
+504
+00:37:59,810 --> 00:38:03,450
+بيننا إحنا كبشر، فمبالغ إن أحنا لما بدنا نخلي فيها
+
+505
+00:38:03,450 --> 00:38:07,390
+intelligence، إنه تخليها إنه يدهس هذا الشخص الواحد
+
+506
+00:38:07,390 --> 00:38:11,920
+ولا الخمس أشخاص هدول،فهذه هي الـ moral questions
+
+507
+00:38:11,920 --> 00:38:17,800
+المقصود فيها بالأسئلة الأخلاقية في هذا الإطار فيه
+
+508
+00:38:17,800 --> 00:38:23,980
+بدي أختم أنا بشغلتين إنه أنا هذا هذا نظام إنه
+
+509
+00:38:23,980 --> 00:38:26,800
+computer vision إنه أنا ممكن إنه أشغل ال robot هذي
+
+510
+00:38:26,800 --> 00:38:30,720
+أنا عندي في المخدر إنه يراقب وجهكم طول الوقتتمام؟
+
+511
+00:38:30,720 --> 00:38:33,500
+عشان انه انا اعرف ان المحاضرة تبعتي مملة ولا لأ
+
+512
+00:38:33,500 --> 00:38:37,440
+فبالتالي بيقدر يحدد الطلاب ان هم منتبهين طوال
+
+513
+00:38:37,440 --> 00:38:40,880
+الوقت فبالتالي بيروح بيحدد لكل واحدة منكم انه جديش
+
+514
+00:38:40,880 --> 00:38:45,860
+انه انتبهت في المحاضرة وهل هي كانت انه يعني انه
+
+515
+00:38:45,860 --> 00:38:48,980
+مبسوطة في المحاضرة ولا كانت ان المحاضرة مملة فهذا
+
+516
+00:38:48,980 --> 00:38:51,740
+تطبيق من تطبيقات ال computer vision تطلب ذكاء
+
+517
+00:38:51,740 --> 00:38:55,100
+إصطناعي ان هي تتعرف على الوجوه تتعرف على حالة
+
+518
+00:38:55,100 --> 00:38:59,750
+الوجه هذا طوال الوقت ان هي ان هي تعملهاأخر حاجة
+
+519
+00:38:59,750 --> 00:39:02,730
+بدي أعملكم أن أعطيكم إياها إنه هي ال Google
+
+520
+00:39:02,730 --> 00:39:07,690
+Assistant in Arabic مراجعة المساعد الرقمي الشخصي ل
+
+521
+00:39:07,690 --> 00:39:11,050
+Google هذه أنا عملتها، تمام؟ فممكن أنكم تتفرجوا
+
+522
+00:39:11,050 --> 00:39:18,770
+عليها في البيت السلام عليكم وعليكم السلام، كيف
+
+523
+00:39:18,770 --> 00:39:26,360
+أساعدك؟ كيف الحال؟أنا بأفضلي حال، شكرا على السؤال،
+
+524
+00:39:26,360 --> 00:39:31,500
+هل من شيء أفعله للمساعدة؟
+
+525
+00:39:31,500 --> 00:39:36,880
+أفضل البقاء على الحياةهذا المساعد الشخصي تبع جوجل
+
+526
+00:39:36,880 --> 00:39:40,380
+طبعا لاحظوا كل مرة أن أنا بسأله بسأله بحاول أنه
+
+527
+00:39:40,380 --> 00:39:44,120
+أسأله أشوف أنه أعمل معاه محادثة عادية كشخص عادي
+
+528
+00:39:44,120 --> 00:39:48,200
+فبسأله أنه كيف الحال الحمد لله كيف ممكن أساعدك
+
+529
+00:39:48,200 --> 00:39:51,640
+بركز كل مرة أنه أنا كيف ممكن أساعدك أن هو بركز على
+
+530
+00:39:51,640 --> 00:39:56,720
+هذه النقطة لما حكيته حكيتله أنه كيف الحال و حكالي
+
+531
+00:39:56,720 --> 00:40:02,100
+أنه الحمد لله تمام أنه برجع مرة تانيةاتفضل، كيف
+
+532
+00:40:02,100 --> 00:40:05,180
+ممكن أخدمك؟ كيف ممكن أساعدك؟ برضه برجع لل task
+
+533
+00:40:05,180 --> 00:40:08,040
+الرئيسي تبعته إن هو يجاوب على الأسئلة، هذا ممكن
+
+534
+00:40:08,040 --> 00:40:11,600
+أسأله إنه إيش أقرب رحلة قطار بالنسبة لإلي؟ إيش
+
+535
+00:40:11,600 --> 00:40:15,580
+المسافة بين كذا وكذا؟ إيش أقرب مطعم بيتزا موجود
+
+536
+00:40:15,580 --> 00:40:17,700
+حواليا؟ كل هذه الأسئلة اللي أنتوا بتختاروا ع
+
+537
+00:40:17,700 --> 00:40:20,060
+بالكم، ممكن إن أنتوا تنزلوا عندكم في البيت و
+
+538
+00:40:20,060 --> 00:40:24,910
+تجربوا بنفسكملمّا سألته سؤال يعني بيتطلب ذكاء يعني
+
+539
+00:40:24,910 --> 00:40:27,930
+إنه هل أنت ولد أن بنت فبأكيد بطبيعة الحال إنه هذه
+
+540
+00:40:27,930 --> 00:40:31,750
+الإجابة مبرمجة مسبقًا إنهم متوقعين إن حد ممكن يسأل
+
+541
+00:40:31,750 --> 00:40:35,510
+شغل زي هيك فبالتالي إنه الإجابة بطبيعة الحال funny
+
+542
+00:40:35,510 --> 00:40:42,690
+يعني .. يعني مضحكة ليش؟ لأنه يعني مع إنه واضح إنه
+
+543
+00:40:42,690 --> 00:40:46,250
+صوت .. صوت female لكن إنه هو بيقول أنا بفضل بقى
+
+544
+00:40:46,250 --> 00:40:53,570
+على الحيادة أنا مش ولد ولا بنتطبعا فانا بدي اترككم
+
+545
+00:40:53,570 --> 00:40:56,590
+ان انتوا تبطلعوا على الفيديوهات هذه بحيث ان انتوا
+
+546
+00:40:56,590 --> 00:41:00,090
+فعلا تشوفوا ايش هي ال state of the art تبع ال AI و
+
+547
+00:41:00,090 --> 00:41:06,010
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+ال agents ان شاء الله في حدا عنده اي سؤال او اي ..
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+كيف؟
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+على المواضيع تبعته بالإضافة أن أنت ممكن تشوف ال
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diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.json b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..257c77920b2e8c988aa668d0c466f5145a137afb
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.srt b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..5baf9237a3df28f7599bf2396bd459a362b8d690
--- /dev/null
+++ b/PL9fwy3NUQKwZSyBItVAznODDDreSIW46P/z-5bJy-HxVY_raw.srt
@@ -0,0 +1,2224 @@
+1
+00:00:04,970 --> 00:00:08,710
+طيب صباح الخير جميعا برحب فيكم في اللقاء التاني في
+
+2
+00:00:08,710 --> 00:00:13,790
+الذكاء الاصطناعي حكينا المرة الماضية عن مفردات
+
+3
+00:00:13,790 --> 00:00:20,330
+المساق وحكينا أنه احنا في .. في .. في هذه الجزئية
+
+4
+00:00:20,330 --> 00:00:22,770
+اللي هي أنه احنا بنحاول نتعرف إيش هو الذكاء
+
+5
+00:00:22,770 --> 00:00:26,530
+الاصطناعي تمام؟ و بدنا كذلك نتعرض لهذه الجزئية
+
+6
+00:00:26,530 --> 00:00:31,580
+اللي هي بتحكي عن ال state of the artفي الذكاء
+
+7
+00:00:31,580 --> 00:00:34,120
+الاصطناعي state of the art ذكرنا إنه هي أحداث ما
+
+8
+00:00:34,120 --> 00:00:37,320
+توصل إليه العلم أو أيش الحالة الموجودة حاليا في
+
+9
+00:00:37,320 --> 00:00:41,080
+الذكاء الاصطناعي خلّينا نكمل في إيش هو الذكاء
+
+10
+00:00:41,080 --> 00:00:44,800
+الاصطناعي ذكرنا المرة الماضية إنه الذكاء الاصطناعي
+
+11
+00:00:44,800 --> 00:00:51,020
+بيحتوي على عدة مواضيع منها ال machine learning و
+
+12
+00:00:51,020 --> 00:00:54,060
+ال neural networks و ال computer vision و ال
+
+13
+00:00:54,060 --> 00:00:56,960
+natural language processing و ال deep learning هذه
+
+14
+00:00:56,960 --> 00:01:01,560
+هي المواضيع ذكرنا إن ال computer visionإنه الفكرة
+
+15
+00:01:01,560 --> 00:01:05,560
+الأساسية إنه بده يكون في عندي نظام رؤية للحسوب
+
+16
+00:01:05,560 --> 00:01:10,220
+بتمكن الحسوب من إنه يكون في عنده نظام رؤية للبيئة
+
+17
+00:01:10,220 --> 00:01:14,880
+اللي موجودة حواليه بحيث إنه يقدر إن هو يتفاعل معاه
+
+18
+00:01:14,880 --> 00:01:19,240
+وهذا الكلام أحنا ذكرنا المرة الماضية إنه في عندنا
+
+19
+00:01:19,240 --> 00:01:21,800
+باب نحكي فيه على الـ Intelligent Agents والـ
+
+20
+00:01:21,800 --> 00:01:25,680
+Agents حكينا إنه في عندي نوعين في عندي hardware و
+
+21
+00:01:25,680 --> 00:01:29,040
+software hardware بيكون robot و software بيكون
+
+22
+00:01:29,720 --> 00:01:34,600
+عبارة عن برنامج ففي الـ hardware محتاج لنظام رؤية
+
+23
+00:01:34,600 --> 00:01:37,820
+فهذا هو الموضوع المتعلق بال computer vision عندنا
+
+24
+00:01:37,820 --> 00:01:40,740
+هنشوف إيش هو ال computer vision ال neural networks
+
+25
+00:01:40,740 --> 00:01:44,580
+حكينا إنه المرة الماضية إنه هي عبارة عن الشبكات
+
+26
+00:01:44,580 --> 00:01:50,120
+العصبية طبعا الإنسان عادة لما بيحاول إن هو يصنع
+
+27
+00:01:50,120 --> 00:01:53,140
+شيء أو يعمل شيء عادة إن هو بيشوف بتطلع حواليه إيش
+
+28
+00:01:53,140 --> 00:01:56,420
+فيه موجود في الطبيعةيعني ع سبيل المثال، بدو يصنع
+
+29
+00:01:56,420 --> 00:02:00,360
+طيارة بتطلع كيف الطائر إيش في عنده أجنحة و في عنده
+
+30
+00:02:00,360 --> 00:02:04,000
+ذيل فبالتالي هو ماجهاش في باله إن هو بدو يصنع
+
+31
+00:02:04,000 --> 00:02:08,200
+الطائرة هيك من فراغ أكيد اتطلع على مثال سابق،
+
+32
+00:02:08,200 --> 00:02:13,420
+تمام؟ فربنا سبحانه وتعالى هو وحده اللي بيخلق بدون
+
+33
+00:02:13,420 --> 00:02:17,020
+مثال سابق لكن البشر بدو يصنع شغل معينة أكيد بدو
+
+34
+00:02:17,020 --> 00:02:21,220
+يتطلع على مثال سابق موجود أو يستوحي الإشي هدى من
+
+35
+00:02:21,220 --> 00:02:25,770
+مثال سابقموجود، وهذا الاشي موجود مش بس في صناعة
+
+36
+00:02:25,770 --> 00:02:29,890
+الطائرة، في أي شغلة أنه احنا بتخطر على بالنا نظام
+
+37
+00:02:29,890 --> 00:02:33,130
+الاتصالات أو الاستشعارات اللاسلكية أو الشغلات هذه
+
+38
+00:02:33,130 --> 00:02:36,670
+كلها، كلها مستوحاة من الحشرات ومن عالم الحيوان،
+
+39
+00:02:36,670 --> 00:02:41,730
+كيف أنه هي بتسير قليل التواصل في مبيناتها، فنرجع
+
+40
+00:02:41,730 --> 00:02:45,690
+لموضوع الـ neural networks، أنه الإنسان لما نفكر
+
+41
+00:02:45,690 --> 00:02:51,040
+أن هو بده يعمل أنظمة ذكيةتطلع إنه إيش الذكاء، هذا
+
+42
+00:02:51,040 --> 00:02:53,840
+وين موجود؟ موجود في عقل الإنسان، عقل الإنسان من
+
+43
+00:02:53,840 --> 00:02:57,900
+إيش؟ مكوّن، مكوّن من مجموعة من الشبكات العصبية
+
+44
+00:02:57,900 --> 00:03:07,060
+والمرة الماضية أورجيكم
+
+45
+00:03:07,060 --> 00:03:12,460
+إنه الـ biological neuron، إنه كصورة هنا، إنه زي
+
+46
+00:03:12,460 --> 00:03:22,150
+ما أحنا شوفنا إنههذه هي الرسمة إنه الـ biological
+
+47
+00:03:22,150 --> 00:03:27,950
+neuron أو الشبق يعني الخلية العصبية اللي في دماغ
+
+48
+00:03:27,950 --> 00:03:31,370
+الإنسان مكوّنة من الـ cell body وهذه عبارة عن
+
+49
+00:03:31,370 --> 00:03:35,730
+مستقبلات بتستقبل إشارات كهرو كيميائيةتمام؟ طبعا
+
+50
+00:03:35,730 --> 00:03:39,190
+هنا بيصير فيه تفاعل كيميائي معين لأنه هي بتشتغل في
+
+51
+00:03:39,190 --> 00:03:42,570
+نظام كهرو كيميائي بيصير تفاعل كيميائي معين وعلى
+
+52
+00:03:42,570 --> 00:03:47,810
+هذا الأساس بتنقل إشارة للطرفيات هذه واللي هي
+
+53
+00:03:47,810 --> 00:03:53,290
+بدورها أصلا موصلة بشبكات عصبية أخرى وشبكات العصبية
+
+54
+00:03:53,290 --> 00:03:57,450
+الأخرى كذلك بتستقبل بتجري عملية كهرو كيميائية
+
+55
+00:03:57,450 --> 00:04:00,910
+وبتنقل الإشارة للخلية اللي وراها وها كذا الآن احنا
+
+56
+00:04:00,910 --> 00:04:04,570
+بنعمل simulation لهذا الكلام في الشبكات العصبيةبدو
+
+57
+00:04:04,570 --> 00:04:07,850
+يكون في عندى هنا مدخلات اللي هي المستقبلات و ال
+
+58
+00:04:07,850 --> 00:04:14,230
+cell body هنا ما نستبدله ب artificial neuron عقدة
+
+59
+00:04:14,230 --> 00:04:18,970
+إصطناعية عصبية إصطناعية و بدل التفاعلات الكهرو
+
+60
+00:04:18,970 --> 00:04:24,100
+كيميائية بنجري عمليةرياضية حسابية تمام بناء على
+
+61
+00:04:24,100 --> 00:04:26,660
+العملية الحسابية هذه بيكون في أنا عندي نتج وانا
+
+62
+00:04:26,660 --> 00:04:31,340
+بوزع النتج هذا على المخرجات طبعا هذه النقاط انا
+
+63
+00:04:31,340 --> 00:04:35,480
+بوصلها ببعض وبدنا نشوف هل هذا ال model أو ال
+
+64
+00:04:35,480 --> 00:04:39,570
+simulation اللي احنا عملناههل أنا ممكن إنه أخلي
+
+65
+00:04:39,570 --> 00:04:42,270
+إنه يقدر يتعلم أو يفكر زي الإنسان؟ هذا الكلام
+
+66
+00:04:42,270 --> 00:04:49,030
+هنشوفه بالتفصيل في ال .. ال .. ال .. في .. لما
+
+67
+00:04:49,030 --> 00:04:52,930
+نحكي بالتفصيل عن الشبكات العصبية، تمام؟ طبعا إحنا
+
+68
+00:04:52,930 --> 00:04:58,970
+حكينا سابقا إنه أنا في عندي الذكاء الاصطناعي عدة
+
+69
+00:04:58,970 --> 00:05:01,950
+مصطلحات، اللي هي تعلم، التفكير
+
+70
+00:05:05,280 --> 00:05:08,220
+التفكير والتحليل طبعا بدي يكون في عنده استذكار
+
+71
+00:05:08,220 --> 00:05:12,260
+لازم يكون في عنده ذاكرة والذاكرة هذه بده تكون يعني
+
+72
+00:05:12,260 --> 00:05:15,840
+يا إما مؤقتة يا إما على المدى البعيد مؤقتة لو يعني
+
+73
+00:05:15,840 --> 00:05:18,520
+لو طلبت من حدا معين إيش رقم تليفونك بقول رقم
+
+74
+00:05:18,520 --> 00:05:22,780
+تليفوني تلاتة سبعة اتنين واحد صفر okay بروح إن
+
+75
+00:05:22,780 --> 00:05:25,740
+الذاكرة هذه بشكل مؤقت تلاتة سبعة اتنين تلاتة صفر
+
+76
+00:05:25,740 --> 00:05:28,860
+بعد هيك هذا الرقم بيتبخر أنا عندي من الذاكرة لإن
+
+77
+00:05:28,860 --> 00:05:33,100
+أنا احتجته فقط في سياق معينبينما أنا فيه عندي
+
+78
+00:05:33,100 --> 00:05:36,280
+معلومات بحتاجها على المدى البعيد أنه أنا بحتفظ
+
+79
+00:05:36,280 --> 00:05:39,560
+فيها لأنه بتمثل أنا عندي الخبرات المتراكمة تبعتي
+
+80
+00:05:39,560 --> 00:05:44,740
+طيب ف .. فنرجع نجمل الموضوع التعلم
+
+81
+00:05:47,770 --> 00:05:50,830
+التفكير والاستذكار أنه يبقى يكون في عندي ذاكرة وحل
+
+82
+00:05:50,830 --> 00:05:55,290
+المشاكل فجزئية التعلم بأن يكون في عندي قالية أنه
+
+83
+00:05:55,290 --> 00:05:58,170
+نخلي ال machine أنها تقدر تتعلم فبنصطلحها ده هو ال
+
+84
+00:05:58,170 --> 00:06:00,910
+machine learning فكيف ال machine أنها بدها تقدر
+
+85
+00:06:00,910 --> 00:06:04,610
+تتعلم هذا الكلام طبعا أنه احنا بنتعلم بالخبرة
+
+86
+00:06:04,610 --> 00:06:08,550
+بالممارسة بأن أنا بتمر عليها أنماط معينة فبالتالي
+
+87
+00:06:08,550 --> 00:06:11,870
+أنه أنا بستكشف نمط معين وال machine كذلك نفس الشيء
+
+88
+00:06:11,870 --> 00:06:15,370
+الأنماط هذه هتكون على شكل بياناتفبالتالي بيكون أنا
+
+89
+00:06:15,370 --> 00:06:19,390
+في عندي سجلات من البيانات بأدخلها لخوارزمية معينة
+
+90
+00:06:19,390 --> 00:06:22,690
+الخوارزمية هذه بتتعرف على الأنماط طبعتها فبالتالي
+
+91
+00:06:22,690 --> 00:06:25,990
+بتقدر أنه هي تتعلم أنه لما يكون أنا عندي المتخلط
+
+92
+00:06:25,990 --> 00:06:29,770
+هيك و هيك و هيك المخرج بيكون أنا عندي زي هيك،
+
+93
+00:06:29,770 --> 00:06:32,850
+تمام؟ هذا هو موضوع ال machine learning موضوع ال
+
+94
+00:06:32,850 --> 00:06:36,950
+natural language processingهو المعالجة الطبيعية
+
+95
+00:06:36,950 --> 00:06:41,490
+للغات البشر وهو أكيد موضوع مرتبط بالذكاء الصناعي،
+
+96
+00:06:41,490 --> 00:06:44,490
+شو السبب؟ لأنه إحنا بنخلي الـ Machine تفهم اللغة
+
+97
+00:06:44,490 --> 00:06:48,150
+الطبيعية تبعتنا تبعة البشر بحيث إنه أنا أقدر إنه
+
+98
+00:06:48,150 --> 00:06:51,810
+أنا أسأل الكمبيوتر أسئلة أو أعمل عمليات بحث وهو
+
+99
+00:06:51,810 --> 00:06:56,370
+يعطيني جواب معين، فبالتالي على سبيل المثال هنا في
+
+100
+00:06:56,370 --> 00:07:00,190
+محرك البحث إنه أنا لو أدخلت مثلا، أنا عندي مثلا
+
+101
+00:07:00,190 --> 00:07:00,830
+مواقيت
+
+102
+00:07:09,070 --> 00:07:15,450
+الصلاة جدر ان هو يفهم جدر
+
+103
+00:07:15,450 --> 00:07:18,830
+ان هو يفهم شو طبيعة السؤال تبعي ان هو انا عندي
+
+104
+00:07:18,830 --> 00:07:21,730
+مواقيت الصلاة وعملي structuring لل information هذه
+
+105
+00:07:21,730 --> 00:07:28,810
+للمعلومات هذه على شكل جدول و طلع ليها ان انا عندي
+
+106
+00:07:28,810 --> 00:07:32,320
+هاي المواقيت بهذا الشكل تمام؟وممكن إن هو يطلعلي
+
+107
+00:07:32,320 --> 00:07:36,520
+النتيجة كذلك لـ 30 يوم كجدول فبالتالي الكمبيوتر
+
+108
+00:07:36,520 --> 00:07:42,200
+هنا إنه قدر إن هو يفهم عليّ إنه يعني كمحرك بحث إن
+
+109
+00:07:42,200 --> 00:07:45,980
+أنا أطلب منه أسأله أسئلة معينة زي هيك يعني مثلا
+
+110
+00:07:45,980 --> 00:07:48,900
+ممكن أسأله إنه كام المسافة
+
+111
+00:07:51,910 --> 00:07:57,730
+بين القمر والأرض فهي بتطلعليها إنه هي معلومة إن
+
+112
+00:07:57,730 --> 00:08:01,870
+أنا عندي 384 ألف كيلومتر مربع فبالتالي هذا هو
+
+113
+00:08:01,870 --> 00:08:04,930
+مفهوم الـ Language Understanding إن ال machine
+
+114
+00:08:04,930 --> 00:08:08,930
+جدرت تفهم اللغة تبعتي فأنا بصيغ السؤال بال natural
+
+115
+00:08:08,930 --> 00:08:13,250
+language هو جدر يفهمه عمل عملية بحث و طلعلي الجواب
+
+116
+00:08:13,250 --> 00:08:17,210
+بهذا الشكل أضف على ذلك اللي هو عملية التعرف على
+
+117
+00:08:17,210 --> 00:08:20,980
+الصوتفبالتالي أنا ممكن أسوي الشغل هذه، أنه أنا
+
+118
+00:08:20,980 --> 00:08:23,900
+ممكن أحكي السلام عليكم ورحمة الله وبركاته،
+
+119
+00:08:23,900 --> 00:08:29,440
+فبالتالي بصير أنا عندي تعرف على الكلام في الـ real
+
+120
+00:08:29,440 --> 00:08:31,380
+-time زي ما أنتوا شايفين على الشاشة الآن
+
+121
+00:08:34,720 --> 00:08:38,320
+فهذا الكلام كله دخله ك phrase وعمل عملية بحث تمام
+
+122
+00:08:38,320 --> 00:08:43,340
+okay فهذا هو ال ال ال ال natural language
+
+123
+00:08:43,340 --> 00:08:46,180
+understanding فبالتالي انه يكون عنده القدرة على
+
+124
+00:08:46,180 --> 00:08:49,820
+التعرف على كلام كصوت كموجات صوتية ويقدر يحولها
+
+125
+00:08:49,820 --> 00:08:54,220
+لنصوص زي هيك هذا بيتطلب ذكاء فهذا عشان هيك أنا
+
+126
+00:08:54,220 --> 00:08:57,480
+عندي ال natural language processing عنده العديد من
+
+127
+00:08:57,480 --> 00:09:01,710
+التطبيقات في الذكاء الاصطناعي تمامعندي كذلك من
+
+128
+00:09:01,710 --> 00:09:05,010
+الموضوع ال deep learning حكينا إن ال deep learning
+
+129
+00:09:05,010 --> 00:09:07,590
+هو التعلم العميق، تمام؟
+
+130
+00:09:10,580 --> 00:09:16,900
+والتعلم العميق هو إنه هي
+
+131
+00:09:16,900 --> 00:09:21,620
+تكنيكي جديدة من الـ Machine Learning تمام؟ وحنشوف
+
+132
+00:09:21,620 --> 00:09:25,500
+الفرق بينه وبين الـ Machine Learning فهو إنه بنقدر
+
+133
+00:09:25,500 --> 00:09:29,280
+إنه إحنا نخلي الآلة إن هي تتعلم بس بأسلوب متقدم،
+
+134
+00:09:29,280 --> 00:09:33,360
+هنشوف الفرق بين أتهم الآن يجي نتطلع على تصنيفات
+
+135
+00:09:33,360 --> 00:09:35,280
+الـ Machine Learning حكينا إنه أنا فيه عندي
+
+136
+00:09:35,280 --> 00:09:38,680
+Supervised إنه بيصير في أنا عندي تعليم للمachine
+
+137
+00:09:38,680 --> 00:09:44,210
+إنه بإشرافunsupervised إنه بيتعلم لوحده بدون إشراف
+
+138
+00:09:44,210 --> 00:09:48,270
+طبعا reinforcement learning إنه بيكون إنه التعليم
+
+139
+00:09:48,270 --> 00:09:51,970
+بالإجبار يعني بمعنى ذلك إن أنا بيكون في عندي ثواب
+
+140
+00:09:51,970 --> 00:09:55,810
+وعقاب بمعنى ذلك إن أنا بحط ال agent أنا عندي في
+
+141
+00:09:55,810 --> 00:09:59,390
+بيئة معينة إذا سوى شغل كويسة بعطيله جائزة وإذا سوى
+
+142
+00:09:59,390 --> 00:10:04,870
+إشي مش كويس بروح بعاقبه طبعا يعني على سبيل المثال
+
+143
+00:10:04,870 --> 00:10:10,350
+أنا ممكن أحط robot إن هو ينظف هذه القاعةفبالتالي
+
+144
+00:10:10,350 --> 00:10:13,990
+إنه لو هو .. إنه أنا تركته مثلا تلت ساعات لو إجيت
+
+145
+00:10:13,990 --> 00:10:16,510
+بعد تلت ساعات ولا جيت إنه القاعة لسه متثقة
+
+146
+00:10:16,510 --> 00:10:20,090
+فبالتالي بعاقبه ف .. و هو اللي الحرية اللي كانة إن
+
+147
+00:10:20,090 --> 00:10:22,870
+هو أنا في عنده possible actions إن هو ممكن يسويها
+
+148
+00:10:22,870 --> 00:10:26,950
+إن هو ينظف و يضلوا إن هو يتجول بدون ما ينظف فهو
+
+149
+00:10:26,950 --> 00:10:30,790
+بتعلم إنه إذا أنا اتجولت بدون ما أنا أنظف معنى ذلك
+
+150
+00:10:30,790 --> 00:10:34,450
+إن أنا هتعاقب لأ هتبطل أسوي الشغل هذي فبالتالي
+
+151
+00:10:34,450 --> 00:10:37,250
+بروح بجرب ال action التاني إيش ال action التاني إن
+
+152
+00:10:37,250 --> 00:10:43,400
+أنا بتجول و بنظفطبعا فبالتالي لما أنا أجي بعد تلت
+
+153
+00:10:43,400 --> 00:10:47,020
+ساعات و لجيته أنه هو منظف معناه ذلك أنه أه بدي
+
+154
+00:10:47,020 --> 00:10:50,500
+أعطيله جائزة فهو بتعلم أن ال action هذا بيزود ال
+
+155
+00:10:50,500 --> 00:10:54,360
+score تبعه و بده يصير فيه مقارنة يعني بمعنى آخر
+
+156
+00:10:54,360 --> 00:10:57,220
+أنه بعد تلت ساعات على سبيل المثال إجيت لجيته منظف
+
+157
+00:10:57,220 --> 00:11:02,230
+نص القاعةبديله score وفي مرة أخرى إنه بعد تلات
+
+158
+00:11:02,230 --> 00:11:05,730
+ساعات إجيت لجيته منظف كل القاعة بديله score أعلى
+
+159
+00:11:05,730 --> 00:11:10,370
+فبالتالي هو بتعلم إنه والله إذا نظفت أكتر في وقت
+
+160
+00:11:10,370 --> 00:11:14,530
+أقل باخد score أعلى فهذا هو مفهوم ال reinforcement
+
+161
+00:11:14,530 --> 00:11:18,590
+learning بمعنى إنه أنا بجبره إجبار إن هو يتجاه في
+
+162
+00:11:18,590 --> 00:11:22,720
+التعلم تبعه في اتجاه معينsemi-supervised learning
+
+163
+00:11:22,720 --> 00:11:28,720
+اللي هو يعني أنه بالظبط أنه يعني يعني نصف تعليم
+
+164
+00:11:28,720 --> 00:11:31,900
+أنه تحت الإشراف أنه بديله في البداية أنه شوية
+
+165
+00:11:31,900 --> 00:11:36,880
+إشراف بعدها أنه بقدر يعتمد على نفسه ويتعلم لوحده،
+
+166
+00:11:36,880 --> 00:11:37,440
+تمام؟
+
+167
+00:11:40,000 --> 00:11:43,160
+طيب، حكينا كذلك المرة الماضية على الـ Turing Test
+
+168
+00:11:43,160 --> 00:11:48,860
+وحكينا إنه .. إنه الاختبار يعني إنه أنا أجي أعرف
+
+169
+00:11:48,860 --> 00:11:53,960
+الذكاء الاصطناعي بشكل formal
+
+170
+00:11:53,960 --> 00:11:56,020
+إنه أنا أحكي الذكاء الاصطناعي هو عبارة عن كده،
+
+171
+00:11:56,020 --> 00:11:59,970
+كده، كده، كده، هذا بيحطني في مأذقمعين لأنه مافيش
+
+172
+00:11:59,970 --> 00:12:06,670
+تعريف متفق عليه في اللغة للذكاء الاصطناعي فكان
+
+173
+00:12:06,670 --> 00:12:09,890
+المخرج في الموضوع أنه يكون في عندي اختبار الاختبار
+
+174
+00:12:09,890 --> 00:12:12,270
+هو بيحدد أن هذه ال machine ذكية أو مش ذكية
+
+175
+00:12:12,270 --> 00:12:16,730
+والاختبار أنا عندي كان عندي A و B و C A عبارة عن
+
+176
+00:12:16,730 --> 00:12:20,650
+evaluator و B عبارة عن human و C عبارة عن computer
+
+177
+00:12:20,650 --> 00:12:24,910
+وحكينا أنهالـ evaluator بحكي مع الكمبيوتر و الـ و
+
+178
+00:12:24,910 --> 00:12:28,090
+ال human من خلال terminal شاشة و keyboard هو مش
+
+179
+00:12:28,090 --> 00:12:34,790
+شايفهمفإذا الكمبيوتر نجح إنه هو يقنع الـ evaluator
+
+180
+00:12:34,790 --> 00:12:40,590
+إنه عبارة عن human زي هذا بالضبط فبالتالي أنه
+
+181
+00:12:40,590 --> 00:12:43,450
+بنقدر نقول إنه الكمبيوتر هذا نجح في الاختبار إنه
+
+182
+00:12:43,450 --> 00:12:48,830
+ذكي، في عنده ذكاء أما إذا أنا اكتشفت إنه الإجابات
+
+183
+00:12:48,830 --> 00:12:53,990
+تبعته إنه مبرمجة مسبقا، معناه ذلك إنه فشل في
+
+184
+00:12:53,990 --> 00:12:57,770
+الاختبار فبالتالي مافيش عنده الذكاء، تمام؟ ببساطة،
+
+185
+00:12:57,770 --> 00:12:58,510
+هذا هو الاختبار
+
+186
+00:13:01,320 --> 00:13:04,980
+طيب، الآن من ضمن التعريفات كذلك بدي أشوف مصطلح
+
+187
+00:13:04,980 --> 00:13:09,780
+اللي هو أنواع الـ AI، فيه أنا عندي تلت أنواع
+
+188
+00:13:14,190 --> 00:13:22,350
+Artificial Neural Intelligence أو ANI تمام؟ في هذه
+
+189
+00:13:22,350 --> 00:13:27,690
+الحالة إنه أنا بدي أستخدم الـ Machine Learning في
+
+190
+00:13:27,690 --> 00:13:32,710
+specific area أو في اختصاص معين اشتطت أمثلة على
+
+191
+00:13:32,710 --> 00:13:36,230
+هذه الشغلات اللي هو Siri وAlexa و Cortana بالإضافة
+
+192
+00:13:36,230 --> 00:13:42,990
+للـ Google Assistantإن هو باستخدمه في مجال معين
+
+193
+00:13:42,990 --> 00:13:50,130
+فهذا اسمه Artificial Neural Intelligence تمام؟
+
+194
+00:13:50,130 --> 00:13:53,570
+وفينا عند المصفحى التاني اللي هو Artificial
+
+195
+00:13:53,570 --> 00:14:00,050
+General Intelligence أو AGIتمام؟ في هذه المرحلة
+
+196
+00:14:00,050 --> 00:14:04,450
+التانية أنه بيصير عندي من التطور أنه بيصير في عندي
+
+197
+00:14:04,450 --> 00:14:10,210
+machine intelligence تمام؟ فبالتالي أنه يعني في
+
+198
+00:14:10,210 --> 00:14:16,130
+هذا المصطلح بشير للأجهزة الحاسوب اللي ممكن أن يكون
+
+199
+00:14:16,130 --> 00:14:20,930
+في عندها ذكاء في مجالات مختلفة ممكن يكون في عندها
+
+200
+00:14:20,930 --> 00:14:23,210
+ذكاء في مجالات مختلفة
+
+201
+00:14:26,660 --> 00:14:31,360
+طبعا؟ وبعديها في عندي المرحلة التالتة من الذكاء
+
+202
+00:14:31,360 --> 00:14:37,300
+اللي هو Artificial Super Intelligence أو ASI في
+
+203
+00:14:37,300 --> 00:14:41,980
+هذه الحالة أنه ال machine بتنتقل لمرحلة جديدة
+
+204
+00:14:41,980 --> 00:14:47,140
+اسمها Machine Consciousness أو أنه بيصير في عندها
+
+205
+00:14:47,140 --> 00:14:48,280
+إدراك أو وعي
+
+206
+00:14:52,760 --> 00:14:56,340
+تمام؟ بمعنى آخر أنه بيصير في عندها مشاعر وبيصير في
+
+207
+00:14:56,340 --> 00:14:59,840
+عندها إدراك ووعي وكل هذه الأمور فهذه التلت مراحل
+
+208
+00:14:59,840 --> 00:15:03,400
+هذه المرحلة الأولى أنه بيكون في domain معين بعدها
+
+209
+00:15:03,400 --> 00:15:05,940
+المرحلة التانية أنه بيكون في عدة domains المرحلة
+
+210
+00:15:05,940 --> 00:15:15,300
+التالتة أنه بيكون فيه صار عنده إدراك ووعي تمام؟
+
+211
+00:15:15,300 --> 00:15:16,840
+طيب
+
+212
+00:15:19,770 --> 00:15:27,350
+نجي الآن للـ timeline تبع الـ AI لأن الـ AI طبعاً
+
+213
+00:15:27,350 --> 00:15:31,190
+فيه إله تاريخ أول ما ظهر يعني مصطلح الذكاء الصناعي
+
+214
+00:15:31,190 --> 00:15:35,330
+كان في الخمسينات، خمسينات القرن الماضي، تمام؟
+
+215
+00:15:35,330 --> 00:15:38,710
+طبعاً التباريخ هذه مش للحفظ أكيد بطبيعة الحال، إنه
+
+216
+00:15:38,710 --> 00:15:43,670
+في الخمسينات القرن الماضي، إنه Alan Turingاللي هو
+
+217
+00:15:43,670 --> 00:15:48,990
+الوضع للـ tuning test تمام؟ هو كان عالم رياضيات في
+
+218
+00:15:48,990 --> 00:15:54,450
+.. في يعني عاصر الحرب العالمية التانية وزي ما
+
+219
+00:15:54,450 --> 00:16:01,150
+حكينا إن هو كان فيه له فضل في .. في .. في التشفير
+
+220
+00:16:01,150 --> 00:16:07,420
+في الحرب العالمية التانيةفبالتالي هو الوضع الـ
+
+221
+00:16:07,420 --> 00:16:12,640
+Turing Test هذه المراحل تبعته المراحل تبعته تلخيصا
+
+222
+00:16:12,640 --> 00:16:19,540
+أنه أنا بدي أجي أحكي أنه الحكومات
+
+223
+00:16:19,540 --> 00:16:22,960
+عادة أنها بتمول مشاريع الذكاء الاصطناعي كان الذكاء
+
+224
+00:16:22,960 --> 00:16:28,020
+الاصطناعي هو مجرد خيال في الخمسينات، تمام؟ ففعليا
+
+225
+00:16:28,020 --> 00:16:33,830
+أن الأبحاث في هذا المجال بتتطلب تمويل كبيرطبعا زي
+
+226
+00:16:33,830 --> 00:16:37,590
+التمويل اللي بده يكون ل .. يعني لمشاريع برضه
+
+227
+00:16:37,590 --> 00:16:43,530
+خيالية زي مثلا أنه يعني رحلات الفضاء لأن هي بتطلب
+
+228
+00:16:43,530 --> 00:16:47,730
+كتير فلوس الأغلب كان في جدل في الموضوع أنه هل
+
+229
+00:16:47,730 --> 00:16:51,830
+الذكاء الصناعي فعلا مجدي أو مش مجدي احنا كبنا عليه
+
+230
+00:16:51,830 --> 00:16:56,690
+فلوس كتير ولكن ماكانش فيه أنا عندي ناتج من .. من
+
+231
+00:16:56,690 --> 00:17:02,010
+.. من هذه الأبحاثبينما يعني كان في جدل إنه ليش ما
+
+232
+00:17:02,010 --> 00:17:05,690
+إنه إحنا نصرف في هذا المجال إنه لعله وعسى إنه ممكن
+
+233
+00:17:05,690 --> 00:17:08,850
+إنه إحنا نحصل على نتيجة ليش؟ لأنه إحنا شوف أكم
+
+234
+00:17:08,850 --> 00:17:12,770
+ملايين من الدولارات إنه إحنا بنصرف سنويًا على
+
+235
+00:17:12,770 --> 00:17:17,310
+الكريمات وعلى مستحضرات التجميل وعلى الموضة وعلى أي
+
+236
+00:17:17,310 --> 00:17:21,010
+شغلات من الشغلات الفاضية التانية يعني إن صح
+
+237
+00:17:21,010 --> 00:17:26,180
+التعبير أو إذا بدكفبالتالي أنه اللي بدي أقوله أنه
+
+238
+00:17:26,180 --> 00:17:31,440
+الخلاصة أنه التمويل في الـ AI مر بمراحل جذب وجذر
+
+239
+00:17:31,440 --> 00:17:34,260
+يعني أنه كان في مراحل أنه كان في تمويل عالي وكان
+
+240
+00:17:34,260 --> 00:17:37,920
+في مراحل تانية أنه صار في إغلاق لكل مشاريع الـ AI
+
+241
+00:17:37,920 --> 00:17:46,030
+لغاية مرحلة معينةفي السبعينات أنه صار في عندي ممكن
+
+242
+00:17:46,030 --> 00:17:52,890
+يكون في عندي نتائج معينة من الشغلات اللي كانت ان
+
+243
+00:17:52,890 --> 00:17:56,950
+عندي موجودة الـ ELISA الـ ELISA اللي هي عبارة عن
+
+244
+00:17:56,950 --> 00:18:01,510
+Early Natural Language Processing Program طبعا تم
+
+245
+00:18:01,510 --> 00:18:05,590
+تطويره في الـ MITتمام؟ أنا بدي أتركلكم هذا الفيديو
+
+246
+00:18:05,590 --> 00:18:08,690
+أنه أنتوا تتفرجوا عليه أنه تشوفوا كيف أنه كان أنه
+
+247
+00:18:08,690 --> 00:18:12,470
+هذا أول عبارة .. هذا عبارة عن أول chatbot أنا كان
+
+248
+00:18:12,470 --> 00:18:16,570
+موجود عندي طبعا تطور هذا ال chatbot لغاية أواخر
+
+249
+00:18:16,570 --> 00:18:20,550
+التسعينات كانت أنه في نسخة منه أنه بتحاكي طبيب
+
+250
+00:18:20,550 --> 00:18:25,760
+نفسيالفكرة في الموضوع أنه طبيب نفسي أنه .. أنه أنا
+
+251
+00:18:25,760 --> 00:18:28,460
+باجي بجلس معاه و ببدأ أحكيله عن المشاكل طبعتي
+
+252
+00:18:28,460 --> 00:18:32,080
+تمام؟ بعد فترة بروح بسألني كيف ان شاء الله ارتاحت
+
+253
+00:18:32,080 --> 00:18:36,620
+هال gate فهو الفكرة طبعته أنه بيخليني أنه أنا أحكي
+
+254
+00:18:36,620 --> 00:18:40,940
+و بيضلوا يسألني عن نقاط أنا بحكيها بيضلوا كل مرة
+
+255
+00:18:40,940 --> 00:18:43,700
+يسألني عن نقاط أنا بحكيها فبالتالي بيخليني أحكي
+
+256
+00:18:43,700 --> 00:18:47,520
+أحكي أحكي لغاية ما يصل لمرحلة أنه
+
+257
+00:18:50,250 --> 00:18:53,270
+إنه يقول لي ها كيف ان شاء الله هالجيت رتحت إنه بعد
+
+258
+00:18:53,270 --> 00:18:56,310
+ما أنت حكيته فاطفضت كيف يعني إنه بيضلوا يسألني على
+
+259
+00:18:56,310 --> 00:18:58,810
+نقاط أنا بحكيها يعني على سبيل المثال أنا بحكيله
+
+260
+00:18:58,810 --> 00:19:03,450
+أنا والله محبط عندي محاضرات كتير فبالتالي بروح
+
+261
+00:19:03,450 --> 00:19:07,490
+بسألني على معلومة أنا حكيتها فبحكيلي إنه إيش
+
+262
+00:19:07,490 --> 00:19:11,180
+المحاضرات اللي أنت بتعطيها؟بقوله بعطي محاضرة كذا
+
+263
+00:19:11,180 --> 00:19:13,980
+وكذا وكذا، طب المحاضرة هذه إيش المواضيع اللي أنت
+
+264
+00:19:13,980 --> 00:19:17,680
+بتحكي فيها؟ طب هذه المحاضرات متى مواعيدها؟
+
+265
+00:19:17,680 --> 00:19:21,680
+فبالتالي بيخليني أحكي أحكي أحكي أسرد أسرد أسرد،
+
+266
+00:19:21,680 --> 00:19:23,960
+فبعد شوية بييجي بيحكي لي ها كيف ان شاء الله هالجيه
+
+267
+00:19:23,960 --> 00:19:28,860
+ترتاحت، فبالتالي ذكى إنه محاكاة لذكاء الطبيب
+
+268
+00:19:28,860 --> 00:19:37,090
+النفسيطيب، بدي أحكي على هذه المرحلة 1997 تحديدًا
+
+269
+00:19:37,090 --> 00:19:43,080
+طبعًا شركة IBM طورت جهاز Computerاسمه Deep Blue
+
+270
+00:19:43,080 --> 00:19:46,900
+Super Computer طبعا هزم بطل العالم في الشطرنج
+
+271
+00:19:46,900 --> 00:19:50,180
+المعروف Kasparov طبعا هذا الفيديو هو اللي بصور
+
+272
+00:19:50,180 --> 00:19:56,020
+المباراة هذه هو فعليا أنه كان أول مرة فعليا أنه
+
+273
+00:19:56,020 --> 00:20:01,560
+computer program بيلعب شطرنج غلب أفضل لاعب في
+
+274
+00:20:01,560 --> 00:20:06,600
+الشطرنج اللي هو بطل العالم في الشطرنج، تمام؟ هذه
+
+275
+00:20:06,600 --> 00:20:12,100
+المراحل اللي بعديها لغاية لما وصلناإنه الـ Self
+
+276
+00:20:12,100 --> 00:20:16,000
+-driving car أول ما بدأت أول ما ظهرت في 2009 طبعا
+
+277
+00:20:16,000 --> 00:20:20,220
+احنا في 2020 يعني لأن بعد 11 سنة إنه كيف صار
+
+278
+00:20:20,220 --> 00:20:27,120
+الوضع، هنشوف الآن، تمام؟ بعد
+
+279
+00:20:27,120 --> 00:20:30,220
+هيك أنا عندي الدربة، الدربة اللي هي وزارة الدفاع
+
+280
+00:20:30,220 --> 00:20:34,740
+الأمريكية إنه بدأت تطور robots ال robots هذه في
+
+281
+00:20:34,740 --> 00:20:37,860
+عندها ذكاء معين فبالتالي إنه بيصير استبدال للجيش
+
+282
+00:20:37,860 --> 00:20:41,470
+النظام العاديبيجهش من الروبوتات فبالتالي ان هو
+
+283
+00:20:41,470 --> 00:20:46,150
+بروح بحارب عنه وبيعمل مهام خطيرة فبالتالي انه
+
+284
+00:20:46,150 --> 00:20:52,610
+مفهوم ال AI يعني انه التأثير عليه حياتنا صار انه
+
+285
+00:20:52,610 --> 00:20:57,750
+له اشي يعني انه تأثير كبير فعليا، تمام؟
+
+286
+00:21:01,950 --> 00:21:05,230
+فهذه كل واحدة من هذه الشغلات فيها فيديو أنا بدي
+
+287
+00:21:05,230 --> 00:21:10,170
+أخليكم إن أنتوا تتطلعوا عليها بهذا الشكل زي ما
+
+288
+00:21:10,170 --> 00:21:13,990
+حكيت كمان مرة التواريخ هذه مش للحفظ بس عشان تعرفوا
+
+289
+00:21:13,990 --> 00:21:17,050
+إن ال AI اللي احنا وصلنا له في الخلاصة يعني إن ال
+
+290
+00:21:17,050 --> 00:21:22,950
+AI اللي وصلنا له اليوم ما إجاش يعني هيك دفعة واحدة
+
+291
+00:21:22,950 --> 00:21:27,330
+يعني بدأ من الخمسينات القرن الماضيتمام؟ و هو عبارة
+
+292
+00:21:27,330 --> 00:21:31,450
+عن نتيجة تراكم أبحاث كتيرة في هذا المجال و تطويرات
+
+293
+00:21:31,450 --> 00:21:35,890
+كتيرة في هذا المجال و التمويل فيه مر بمراحل يعني
+
+294
+00:21:35,890 --> 00:21:42,170
+أو .. أو خليني أقول أنه التقدم فيه مر بمراحل كانت
+
+295
+00:21:42,170 --> 00:21:45,370
+ذرواء و كانت أنه تصل القاع في .. في .. في منطقة
+
+296
+00:21:45,370 --> 00:21:50,250
+معينة فبالتالي أنه مش إجا دفعة واحدة .. واحدة أنه
+
+297
+00:21:50,250 --> 00:21:56,210
+إجا يعني بشكل تراكميطيب بعد ما شوفنا ال timeline
+
+298
+00:21:56,210 --> 00:22:02,270
+بدنا نرجع هنا نشوف ال state of the art of machine
+
+299
+00:22:02,270 --> 00:22:07,330
+learning ال
+
+300
+00:22:07,330 --> 00:22:13,230
+state of the art هل
+
+301
+00:22:13,230 --> 00:22:18,950
+فعلا إنه احنا ممكن يكون في عندي robot بيحكي
+
+302
+00:22:18,950 --> 00:22:23,420
+إنه خبرة الإنسان ووضعه كتير متقدمطبعا هذا الكلام
+
+303
+00:22:23,420 --> 00:22:28,760
+بيعتمد شفنا قبل شوية في ال timeline هنا ال
+
+304
+00:22:28,760 --> 00:22:35,820
+timeline اعتقد
+
+305
+00:22:35,820 --> 00:22:39,740
+ان هذا ال artificial هذا ال timeline ان انا في
+
+306
+00:22:39,740 --> 00:22:45,480
+عندى هنا robots مستخدمة
+
+307
+00:22:51,230 --> 00:22:57,010
+هنا، هاي ال robots أنه هذه لدربة و أدقها كتير
+
+308
+00:22:57,010 --> 00:22:59,810
+ممتاز طبعا، لأنه يعني أنا في عندي مستويين من
+
+309
+00:22:59,810 --> 00:23:03,750
+العلم، يعني العلم المتاح للعامة و العلم المتاح في
+
+310
+00:23:03,750 --> 00:23:09,470
+وزارة الدفاع، تمام؟ فال .. ال .. ال .. ال robots
+
+311
+00:23:09,470 --> 00:23:13,430
+المطورة في وزارة الدفاع أنه مستواها كتير متقدمة،
+
+312
+00:23:13,430 --> 00:23:19,040
+لأن العلم اللي بيكون هناك مش متاح للعامةفعشان هيك
+
+313
+00:23:19,040 --> 00:23:25,840
+أنه أنا بدي أجي أحكي إنه هل ال robots اللي موجودة
+
+314
+00:23:25,840 --> 00:23:30,040
+حاليا منتشرة في السوق أو المتاحة للعامة هل بتحكي
+
+315
+00:23:30,040 --> 00:23:33,680
+فعلا قدرة الإنسان في مجال معين فبدي أحكيلكم شغلتين
+
+316
+00:23:33,680 --> 00:23:39,120
+إنه إذا كان ال
+
+317
+00:23:39,120 --> 00:23:44,060
+robot هذا بيقدّي مهمة محددة بيكون أداءه كتير ممتاز
+
+318
+00:23:44,060 --> 00:23:50,860
+وممكن إنه يتفوق على البشرلكن إذا كان أداء الـ
+
+319
+00:23:50,860 --> 00:23:55,880
+Robot أو عفوًا تخصص الـ Robot إحنا عملناه إنه
+
+320
+00:23:55,880 --> 00:23:59,620
+بتطلب فيه إن هو يكون في عنده يعني إنه بتعامل مع
+
+321
+00:23:59,620 --> 00:24:05,520
+عدة مجالات بيكون أدائه كتير سيء و .. و .. و .. و
+
+322
+00:24:05,520 --> 00:24:09,280
+صعب إن هو يتفوق على البشر تمام مرة أجمالة للموضوع
+
+323
+00:24:11,080 --> 00:24:14,800
+الـ agents اللي بتكون محددة ل task محددة بيكون
+
+324
+00:24:14,800 --> 00:24:18,320
+أدائها ممتاز لإنه بتكون specific domain بتحل مشكلة
+
+325
+00:24:18,320 --> 00:24:23,900
+محددة و تتفوق
+
+326
+00:24:23,900 --> 00:24:28,000
+ممكن إن هي تتفوق على البشر بينما لما يكون ال agent
+
+327
+00:24:28,000 --> 00:24:32,060
+هذا مطلوب منه إن هو يكون في عدة أنظمة بودي أربطها
+
+328
+00:24:32,060 --> 00:24:36,300
+مع بعض و تتفاعل مع بعض ممكن يكون أدائه سيء يعني مش
+
+329
+00:24:36,300 --> 00:24:41,130
+بالمستوى المطلوب والدليل على ذلكهذا اللاعب عارفينه
+
+330
+00:24:41,130 --> 00:24:52,310
+مين؟ مش عارفين هذا اللاعب، مثل، تمام؟ لأ، في منكم
+
+331
+00:24:52,310 --> 00:24:56,170
+بتابع كرة color، طيب، و هذا عبارة عن robot، لو
+
+332
+00:24:56,170 --> 00:24:58,070
+إجيتي قارنتي أداء
+
+333
+00:25:04,400 --> 00:25:06,740
+طبعا ال task هذي بتطلب intelligence أن هو بده
+
+334
+00:25:06,740 --> 00:25:11,220
+يحافظ على الكورة ويتجاوز المدافعين ونفس الواجهة أن
+
+335
+00:25:11,220 --> 00:25:15,960
+هو بده يصوب على المرمى ويسدد الهدف بينما ال robot
+
+336
+00:25:15,960 --> 00:25:19,980
+زي ما أنتوا شايفين أنه إيش الأنظمة المتعددة اللي
+
+337
+00:25:19,980 --> 00:25:22,960
+موجودة في ال robot هذا أن هو بده يكون في عنده نظام
+
+338
+00:25:22,960 --> 00:25:26,540
+رؤية computer vision وبده يكون في عنده نظام حركة
+
+339
+00:25:27,130 --> 00:25:32,010
+تمام؟ وبدو يكون في عنده نظام تسويب أنه هو بده يسدد
+
+340
+00:25:32,010 --> 00:25:36,110
+المرمى في الهدف فبالتالي تفاعل الأنظمة التلاتة
+
+341
+00:25:36,110 --> 00:25:38,430
+بالإضافة لأنظمة تانية كتير هذه الأنظمة الرئيسية
+
+342
+00:25:38,430 --> 00:25:42,670
+اللي أنا بحكي عنها تفاعل الأنظمة التلاتة هاي بتطلب
+
+343
+00:25:42,670 --> 00:25:45,390
+منها تنصيق عالي فبالتالي أدائها بيكون مش من
+
+344
+00:25:45,390 --> 00:25:49,630
+المستوى المطلوب فلو رجعنا من الأول وقارنته أداء
+
+345
+00:25:49,630 --> 00:25:55,070
+الروبوت هاي الروبوت بتطلع تحت على الكورة بتطلع تحت
+
+346
+00:25:55,070 --> 00:25:55,590
+على الكورة
+
+347
+00:26:01,020 --> 00:26:03,860
+لأن نظام الحركة فيه برضه بده يحافظ على التوازن
+
+348
+00:26:03,860 --> 00:26:06,940
+تبعه هذه شغلة مهمة و برضه بده يلحق الكورة لأن
+
+349
+00:26:06,940 --> 00:26:10,340
+الكورة ممكن تروح في اتجاه معين لحظة عند مرحلة
+
+350
+00:26:10,340 --> 00:26:16,460
+معينة أنه
+
+351
+00:26:16,460 --> 00:26:19,380
+بده يتطلع على المرمة شوفي هيتطلع على الأمام الآن
+
+352
+00:26:19,380 --> 00:26:27,180
+هيطلع فوق على المرمة حدد وين مكان و هيو بده يسدد و
+
+353
+00:26:27,180 --> 00:26:34,310
+في الأخير تطلع برامش هدف فبالتالي هاي ال .. ال ..
+
+354
+00:26:34,310 --> 00:26:37,930
+اللي أنا بقصده أنه لما يكون في عندي robot بيعمل
+
+355
+00:26:37,930 --> 00:26:43,210
+عدة مهام أدائه أكيد لا يقارن بلاعب كرة محترف زي
+
+356
+00:26:43,210 --> 00:26:49,010
+ميسي بينما في عندي تطبيقات تانية هذا عبارة عن
+
+357
+00:26:49,010 --> 00:26:54,230
+robot إيش الوظيفة تبعته تنظيف تنظيف خلاص انت ..
+
+358
+00:26:54,230 --> 00:26:57,510
+انت وظيفتك تنظف بس فبالتالي هو بركز في هذه المهمة
+
+359
+00:26:58,010 --> 00:27:01,370
+فبالتالي ممكن يتفوق على البشر ليش؟ لأنه بتعبش
+
+360
+00:27:01,370 --> 00:27:05,930
+متوفر أربع وعشرين على سبعة أربع وعشرين ساعة على
+
+361
+00:27:05,930 --> 00:27:11,470
+سبعة أيام وبنظف يعني كل مكان أنه عنده خريطة وعنده
+
+362
+00:27:11,470 --> 00:27:14,750
+خريطة أنه بيقدر يتعرف أن هذه المنطقة متسخة وهذه
+
+363
+00:27:14,750 --> 00:27:17,090
+المنطقة مش متسخة فبالتالي
+
+364
+00:27:20,540 --> 00:27:26,220
+لو أنا بدي أدخل يعني عامل إن هو يدخل في حضيرة بقر
+
+365
+00:27:26,220 --> 00:27:31,980
+وإن هو ينظف جداش أن هو ممكن يتحمل لكن هذا الروبوت
+
+366
+00:27:31,980 --> 00:27:36,500
+لا بيكل ولا بيمل فبت .. وبرضه في نفس الوقت عنده
+
+367
+00:27:36,500 --> 00:27:40,360
+ذكاء ليش عنده ذكاء؟ لأنه أنا بديش يقى يظل يلف في
+
+368
+00:27:40,360 --> 00:27:43,160
+أماكن فاضية وبده يكون في عنده ذكاء إن هو يتجاوز
+
+369
+00:27:43,160 --> 00:27:47,160
+البقر تمام؟ وفي نفس الوقت إنه بده يظل ينظف مش يظل
+
+370
+00:27:47,160 --> 00:27:51,640
+ينظف في نفس المكان طوال الوقت فبالتاليفي عنده ذكاء
+
+371
+00:27:51,640 --> 00:27:57,300
+هذا الروبوت هذا بتفوق على البشر لكن إنه إحنا نسوي
+
+372
+00:27:57,300 --> 00:28:02,920
+روبوت يلعب كرة قدم مستحيل مش مستحيل صعب لسه إحنا
+
+373
+00:28:02,920 --> 00:28:07,680
+لسه ماوصلناش لهذه المرحلة فهذا المهم جدا إنه إحنا
+
+374
+00:28:07,680 --> 00:28:11,980
+نعرفه في ال state of the art في ال AI حالة أو أحدث
+
+375
+00:28:11,980 --> 00:28:15,700
+ما توصل إليه العلم في الذكاء الاصطناعي في عندي
+
+376
+00:28:15,700 --> 00:28:19,060
+robot مشهور اسمها Sophia
+
+377
+00:28:22,400 --> 00:28:29,360
+صوفيا فعليا لو انتوا طلعتوا عليها هي من تصنيع شركة
+
+378
+00:28:29,360 --> 00:28:33,580
+«هانسون روبوتكس» هذه الشركة في هونج كونج من أكتر
+
+379
+00:28:33,580 --> 00:28:40,040
+الشركات المتقدمة في تصنيع ال robots في
+
+380
+00:28:40,040 --> 00:28:43,540
+عندها القدرة أن هي تفهم لغة البشر و تتفاعل معاها و
+
+381
+00:28:43,540 --> 00:28:48,700
+عندها القدرة على التعبير على المشاعرتمام؟ في مرة
+
+382
+00:28:48,700 --> 00:28:55,020
+من المرات هي تم تصميمها بحيث أن هي يكون عندها
+
+383
+00:28:55,020 --> 00:28:59,040
+القدرة أن هي تحسن أدائها مع الوقت تكتسب معلومات
+
+384
+00:28:59,040 --> 00:29:03,160
+جديدة و تحسن أدائها مع الوقت في مرة من المرات أنه
+
+385
+00:29:03,160 --> 00:29:08,720
+حكت أنه okay I will destroy humans أنه هي هتدمر
+
+386
+00:29:08,720 --> 00:29:12,580
+البشر وهذا الكلام أنه بده ينقلني هنا ل
+
+387
+00:29:20,900 --> 00:29:28,480
+لا بلينكي بلينكي هذا عبارة عن روبوتهذا عبارة عن
+
+388
+00:29:28,480 --> 00:29:30,940
+فيلم قصير بديعكم تتفرجوا عليه في البيت بس ما
+
+389
+00:29:30,940 --> 00:29:38,080
+تتفرجوش عليه في الليل لأنه فيه شوية رعب الفكرة
+
+390
+00:29:38,080 --> 00:29:40,940
+في الموضوع يعني أنه عشان أساعدكم أنكم تفهموا قصة
+
+391
+00:29:40,940 --> 00:29:46,760
+الفيلم أنه ال robot هذا أنه كان رغبة طفل صغير في
+
+392
+00:29:46,760 --> 00:29:50,880
+أسرة أنه جيبوليا جيبوليا جيبوليا تمام؟ فبالتالي
+
+393
+00:29:50,880 --> 00:29:54,700
+وظيفة ال robot هذا أنه يسلي الطفل الصغير هذا تمام؟
+
+394
+00:29:54,700 --> 00:30:00,570
+طبعا ال robot بيحكي مع الصغيروإذا هو بفسر الكلام
+
+395
+00:30:00,570 --> 00:30:03,970
+حرفياً معنا ذلك إنه هادي مشكلة في مرة من المرات
+
+396
+00:30:03,970 --> 00:30:08,230
+يعني هاي الحوار أنتوا هتلاجوا أنا أمسكلكميا تحت،
+
+397
+00:30:08,230 --> 00:30:12,050
+تمام؟ في مرة من المرات والدة الطفل إجت وانه لجته
+
+398
+00:30:12,050 --> 00:30:16,410
+إن هو عامل فوضى فاشة بتحكيله بتحكيله إذا بتضلك
+
+399
+00:30:16,410 --> 00:30:25,010
+تعمل فوضى راح أخلى بلينكي يسويك على العشاء طبعا
+
+400
+00:30:25,010 --> 00:30:28,840
+بلينكي ما كدبش خبروهذا الكلام إنه أنا اللي
+
+401
+00:30:28,840 --> 00:30:31,020
+بتحكيلكم إياه إنه أنا إذا حكيتلكم اللي المرة
+
+402
+00:30:31,020 --> 00:30:33,700
+الجاية إذا أنتم مايجيتوش عاملين الواجب بدي أخلص
+
+403
+00:30:33,700 --> 00:30:37,720
+عليكم طبعا أنتم ممكن تفهموا الكلام literally إنه
+
+404
+00:30:37,720 --> 00:30:41,800
+أنا فعلا هخلص عليكم و بتفهموا إنه أنتوا أنا بقصد
+
+405
+00:30:41,800 --> 00:30:45,000
+بكلامي إنه أنتم المرة الجاية لازم تيجيوا عاملين
+
+406
+00:30:45,000 --> 00:30:50,230
+الواجب ماحدش ييجي مش عامل الواجبطبعا هذه القدرة أن
+
+407
+00:30:50,230 --> 00:30:53,910
+تفسير الكلام literally حرفيا والقدرة أن انت تفهمي
+
+408
+00:30:53,910 --> 00:30:57,950
+المعنى اللي ورا النص هذا أكيد بيتطلب قدرة ذكاء
+
+409
+00:30:57,950 --> 00:31:03,960
+عالية فعشان هيك هذا اللي بيفسرإنه الصوفية في مرة
+
+410
+00:31:03,960 --> 00:31:07,180
+من المرات إنه جالت ماشي okay أنا هدمر كل البشرية
+
+411
+00:31:07,180 --> 00:31:11,460
+أنا خايف إنه في مرحلة من المراحل إنه ال robots إنه
+
+412
+00:31:11,460 --> 00:31:14,780
+فعلا إنه هي تعمل lobby وإنه هي تسيطر على البشر
+
+413
+00:31:14,780 --> 00:31:19,980
+فبتصير إنه هي بتوظفنا بدل ما إحنا بنوظفها، تمام؟
+
+414
+00:31:19,980 --> 00:31:24,420
+طبعا هنا أنا حاطيتلكم بعض المقاطع طبعا هذه محادثة،
+
+415
+00:31:24,420 --> 00:31:29,950
+هذه صوفية إنه أنتوا تشوفوا كيفطبعا هذه الـ
+
+416
+00:31:29,950 --> 00:31:34,530
+emotions اللي ..
+
+417
+00:31:34,530 --> 00:31:41,570
+حاجات
+
+418
+00:31:41,570 --> 00:31:48,050
+هذا الروبوت
+
+419
+00:31:48,050 --> 00:31:54,370
+إيش بتطلب؟
+
+420
+00:31:54,370 --> 00:31:59,740
+من المواضيع اللي هنامن المواضيع اللي .. اللي هنا
+
+421
+00:31:59,740 --> 00:32:09,260
+عند الـ AI هاي what is AI هنا، هاي المواضيع، إيش
+
+422
+00:32:09,260 --> 00:32:15,080
+بتطلب؟ computer vision natural language
+
+423
+00:32:15,080 --> 00:32:19,600
+understanding machine learningو كذلك الـ neural
+
+424
+00:32:19,600 --> 00:32:23,120
+networks بتطلب كلها يعني بتطلب كل .. يعني متخيلين
+
+425
+00:32:23,120 --> 00:32:26,660
+مقدار التعقيد إن هو يقدر يفهم لغة البشر يقدر يفهم
+
+426
+00:32:26,660 --> 00:32:29,320
+ال speech بالإضافة إنه يكون في عنده القدرة على
+
+427
+00:32:29,320 --> 00:32:32,760
+التعلم بالإضافة إنه يكون في عنده نظام رؤية إن هو
+
+428
+00:32:32,760 --> 00:32:36,180
+يقدر يتعرف على ال object detection بالمناسبة أنا
+
+429
+00:32:36,180 --> 00:32:38,820
+ممكن أنزل تحت هنا بشكل سريع إنه أنا أفهمكم شو
+
+430
+00:32:38,820 --> 00:32:43,260
+مفهوم ال computer visionزي هيك ال computer vision
+
+431
+00:32:43,260 --> 00:32:46,260
+أنه أنا بدي يكون في عندي أنه object detection أنه
+
+432
+00:32:46,260 --> 00:32:49,900
+هدى يتعرف عليها أنه هدى orange و هدى طبعا 95% أن
+
+433
+00:32:49,900 --> 00:32:53,260
+هو جداش مقدار متأكد أن هو هدى عبارة عن orange و
+
+434
+00:32:53,260 --> 00:32:56,700
+هدى apple 99% هدى banana زي هيك في هذا الفيديو
+
+435
+00:32:56,700 --> 00:32:59,300
+القصير بيوضح
+
+436
+00:33:01,630 --> 00:33:04,450
+شو مفهوم الـ Computer Vision أنه بيكون في عنده
+
+437
+00:33:04,450 --> 00:33:06,610
+القدرة على التعرف على الأشياء أن هذا ال object هذا
+
+438
+00:33:06,610 --> 00:33:10,090
+عبارة عن كرسي هذا عبارة عن person شخص هذا عبارة عن
+
+439
+00:33:10,090 --> 00:33:16,230
+بني آدم زي هيك وهنا بيجربنا لمفهوم الـ Self
+
+440
+00:33:16,230 --> 00:33:20,810
+-driving cars مفهوم الـ Self-driving cars أنه أنا
+
+441
+00:33:20,810 --> 00:33:24,650
+بيكون في عندي القدرة للسيارة أن هي تتعرف على ال
+
+442
+00:33:24,650 --> 00:33:29,480
+objects اللي موجودة في الطريق زي إيش مثلا أنههدول
+
+443
+00:33:29,480 --> 00:33:35,480
+عبارة عن سيارات هذه عبارة عن إشارة ضوئية شايفين
+
+444
+00:33:35,480 --> 00:33:38,500
+كيف بيعمل label لكل واحدة لأن هذه truck وهذه car
+
+445
+00:33:38,500 --> 00:33:42,400
+زي هيك تمام هذه airplane طائرة
+
+446
+00:33:49,320 --> 00:33:52,460
+فبالتالي الـ self-driving cars في عندها نظام
+
+447
+00:33:52,460 --> 00:33:55,020
+computer vision بيقدر يحدد إن أنا ماشي على الطريق
+
+448
+00:33:55,020 --> 00:33:58,140
+وإن أنا في قدامي سيارة، في قدامي شخص، في قدامي
+
+449
+00:33:58,140 --> 00:34:00,560
+إشارة مرور، شايفين هدول المعلّمات؟ هذي traffic
+
+450
+00:34:00,560 --> 00:34:02,980
+light، بتعرف عليها إنها traffic light، إشارة
+
+451
+00:34:02,980 --> 00:34:07,320
+ضوئية، تمام؟
+
+452
+00:34:07,320 --> 00:34:11,040
+فهذا هو مفهوم ال computer vision، فبدنا نرجع
+
+453
+00:34:11,040 --> 00:34:17,830
+لصوفية هنا، health care therapyطبعا هنا في هذه ال
+
+454
+00:34:17,830 --> 00:34:21,070
+conversation أن هو فعلا بيحاول أن هو يتحدثها أن هو
+
+455
+00:34:21,070 --> 00:34:25,210
+.. هي بيشوف هل عندها إجابات مسبقة ولا لأ وهذا
+
+456
+00:34:25,210 --> 00:34:28,510
+الكلام أنه ممكن أن أنا أورجيكم إياه في المحادثة
+
+457
+00:34:28,510 --> 00:34:34,830
+أعتقد أن المحادثة هنا لو فتحته في ال YouTube
+
+458
+00:34:38,860 --> 00:34:44,900
+هي المحادثة أنه هنا Hi Sophia how are you؟ و هنا
+
+459
+00:34:44,900 --> 00:34:51,660
+Sophia I am fine hi فهنا من ضمن الإجابات أن Sophia
+
+460
+00:34:51,660 --> 00:34:55,420
+يعني هنا سألها سؤال سؤال أنه what kind of robotics
+
+461
+00:34:55,420 --> 00:34:59,280
+I'm living and I'm working with now؟ يعني أنه هي
+
+462
+00:34:59,280 --> 00:35:02,140
+Sophia بتقوله خلي بالك يعني أنت محاط بال robotics
+
+463
+00:35:02,140 --> 00:35:05,640
+و أنت موجود أنت عندك robotics في البيت و أنت مش
+
+464
+00:35:05,640 --> 00:35:09,660
+داريفهو بيسألها أنه إيش .. أنه إيش .. إيش هي ال
+
+465
+00:35:09,660 --> 00:35:13,360
+robotics اللي موجودة أنا حواليا و أنا مش داري فيها
+
+466
+00:35:13,360 --> 00:35:20,920
+فصوفيا ماكنش في عندها إجابة فحكت indeed عن جد فراح
+
+467
+00:35:20,920 --> 00:35:27,820
+حكالها إنه is indeed your default answer when you
+
+468
+00:35:27,820 --> 00:35:32,460
+don't know somethingمعناة ذلك أنه هل عن جد أنه هي
+
+469
+00:35:32,460 --> 00:35:37,140
+اللي هي الإجابة الافتراضية المبرمجة مسبقا عندك لما
+
+470
+00:35:37,140 --> 00:35:39,440
+أنت ما تعرفيش شغلة معينة فبالتالي أنا لما أنا
+
+471
+00:35:39,440 --> 00:35:41,620
+أنزنج في شغلة معينة أنا مش عارف الجواب ممكن أقول
+
+472
+00:35:41,620 --> 00:35:48,020
+عن جد فمبرمجة مسبقا معناة ذلك أنه في هذا الفيديو
+
+473
+00:35:48,020 --> 00:35:54,640
+أن هو فعلا بيسألها أسئلة what
+
+474
+00:35:54,640 --> 00:35:58,120
+are
+
+475
+00:35:58,120 --> 00:36:02,990
+your feelings and preferencesفممكن أنكم تتفرجوا
+
+476
+00:36:02,990 --> 00:36:05,510
+على الفيديو براحتكم وتشوفوا كيف المحادثة أن هو
+
+477
+00:36:05,510 --> 00:36:10,050
+فعلا أنه أظهر أنه هي متقدمة جدا لكن لما نقل إحنا
+
+478
+00:36:10,050 --> 00:36:13,990
+نيجي في محادثة معينة أنه لأ في بعض الشغلات
+
+479
+00:36:13,990 --> 00:36:18,330
+المبرمجة بشكل مسبق ما عندهاش الذكاء الكافي لكن
+
+480
+00:36:18,330 --> 00:36:20,970
+اللي بيخوف الموضوع أن هي عندها القدرة أن هي تتعلم
+
+481
+00:36:20,970 --> 00:36:26,670
+و هي يعني طبعا أنه تم بنائها أكيد من 2016 و الآن
+
+482
+00:36:26,670 --> 00:36:30,270
+لها أربع سنوات وأدائها بيتحسن و هذا أيش بيخوف
+
+483
+00:36:33,370 --> 00:36:40,230
+تمام؟ طيب هنا في أنا عندي problems صعبة moral
+
+484
+00:36:40,230 --> 00:36:45,630
+questions لو أنا جيت سألتك سؤال انه لو انت كنت
+
+485
+00:36:45,630 --> 00:36:50,950
+ماشية في سيارة وكان في عندك خيارين انه انت خيار
+
+486
+00:36:50,950 --> 00:36:58,130
+انه انت تقتلي طفل صغير ولا تقتلي مثلا تلت أشخاص
+
+487
+00:36:58,130 --> 00:36:59,410
+عواجزة
+
+488
+00:37:01,490 --> 00:37:05,430
+انت في السيارة ماشية ومافي عندك خيار، يا بدك
+
+489
+00:37:05,430 --> 00:37:09,550
+تخبطيها دول، يا تخبطيها دول، هذا سؤال اللي له
+
+490
+00:37:09,550 --> 00:37:12,290
+علاقة بالأخلاق، و هذا الكلام طبعا سؤال جدلي،
+
+491
+00:37:12,290 --> 00:37:17,110
+بيختلف، فممكن يقول لأ، الناس الكبار حرام، خلينا
+
+492
+00:37:17,110 --> 00:37:19,990
+الولد الصغير هذا لسه ماشافش حاجة، فبالتالي لو راح
+
+493
+00:37:19,990 --> 00:37:22,810
+مش مشكلة، و في ناس بتقول لأ، الولد الصغير لسه
+
+494
+00:37:22,810 --> 00:37:25,670
+جدامه كتير، و هدول يعني خلاص، يفترض إن هم شبع من
+
+495
+00:37:25,670 --> 00:37:30,490
+الحياة، بكفيهم يعنيفها دي moral questions فبدنا
+
+496
+00:37:30,490 --> 00:37:35,630
+نشوف إن إجابتها على هذا السؤال فهنا getting some
+
+497
+00:37:35,630 --> 00:37:38,950
+help from AI at home is all well and good what's
+
+498
+00:37:38,950 --> 00:37:42,290
+five people who are tied to the tracksهذه الفكرة
+
+499
+00:37:42,290 --> 00:37:45,810
+في الموضوع، لو كان فينا عندي روبوت خلّينا إنه في
+
+500
+00:37:45,810 --> 00:37:49,010
+محطة القطر، إنه يحدد مسار القطر، إنه يروح بهذا
+
+501
+00:37:49,010 --> 00:37:52,150
+الاتجاه أو يروح بهذا الاتجاه، و لازم يكون في عنده
+
+502
+00:37:52,150 --> 00:37:55,510
+intelligence، ذكاء، إيش ال decision تبعه المفروض
+
+503
+00:37:55,510 --> 00:37:59,810
+يكون؟ هذه من المشاكل الصعبة، لأن أصلا فيها جدل
+
+504
+00:37:59,810 --> 00:38:03,450
+بيننا إحنا كبشر، فمبالغ إن أحنا لما بدنا نخلي فيها
+
+505
+00:38:03,450 --> 00:38:07,390
+intelligence، إنه تخليها إنه يدهس هذا الشخص الواحد
+
+506
+00:38:07,390 --> 00:38:11,920
+ولا الخمس أشخاص هدول،فهذه هي الـ moral questions
+
+507
+00:38:11,920 --> 00:38:17,800
+المقصود فيها بالأسئلة الأخلاقية في هذا الإطار فيه
+
+508
+00:38:17,800 --> 00:38:23,980
+بدي أختم أنا بشغلتين إنه أنا هذا هذا نظام إنه
+
+509
+00:38:23,980 --> 00:38:26,800
+computer vision إنه أنا ممكن إنه أشغل ال robot هذي
+
+510
+00:38:26,800 --> 00:38:30,720
+أنا عندي في المخدر إنه يراقب وجهكم طول الوقتتمام؟
+
+511
+00:38:30,720 --> 00:38:33,500
+عشان انه انا اعرف ان المحاضرة تبعتي مملة ولا لأ
+
+512
+00:38:33,500 --> 00:38:37,440
+فبالتالي بيقدر يحدد الطلاب ان هم منتبهين طوال
+
+513
+00:38:37,440 --> 00:38:40,880
+الوقت فبالتالي بيروح بيحدد لكل واحدة منكم انه جديش
+
+514
+00:38:40,880 --> 00:38:45,860
+انه انتبهت في المحاضرة وهل هي كانت انه يعني انه
+
+515
+00:38:45,860 --> 00:38:48,980
+مبسوطة في المحاضرة ولا كانت ان المحاضرة مملة فهذا
+
+516
+00:38:48,980 --> 00:38:51,740
+تطبيق من تطبيقات ال computer vision تطلب ذكاء
+
+517
+00:38:51,740 --> 00:38:55,100
+إصطناعي ان هي تتعرف على الوجوه تتعرف على حالة
+
+518
+00:38:55,100 --> 00:38:59,750
+الوجه هذا طوال الوقت ان هي ان هي تعملهاأخر حاجة
+
+519
+00:38:59,750 --> 00:39:02,730
+بدي أعملكم أن أعطيكم إياها إنه هي ال Google
+
+520
+00:39:02,730 --> 00:39:07,690
+Assistant in Arabic مراجعة المساعد الرقمي الشخصي ل
+
+521
+00:39:07,690 --> 00:39:11,050
+Google هذه أنا عملتها، تمام؟ فممكن أنكم تتفرجوا
+
+522
+00:39:11,050 --> 00:39:18,770
+عليها في البيت السلام عليكم وعليكم السلام، كيف
+
+523
+00:39:18,770 --> 00:39:26,360
+أساعدك؟ كيف الحال؟أنا بأفضلي حال، شكرا على السؤال،
+
+524
+00:39:26,360 --> 00:39:31,500
+هل من شيء أفعله للمساعدة؟
+
+525
+00:39:31,500 --> 00:39:36,880
+أفضل البقاء على الحياةهذا المساعد الشخصي تبع جوجل
+
+526
+00:39:36,880 --> 00:39:40,380
+طبعا لاحظوا كل مرة أن أنا بسأله بسأله بحاول أنه
+
+527
+00:39:40,380 --> 00:39:44,120
+أسأله أشوف أنه أعمل معاه محادثة عادية كشخص عادي
+
+528
+00:39:44,120 --> 00:39:48,200
+فبسأله أنه كيف الحال الحمد لله كيف ممكن أساعدك
+
+529
+00:39:48,200 --> 00:39:51,640
+بركز كل مرة أنه أنا كيف ممكن أساعدك أن هو بركز على
+
+530
+00:39:51,640 --> 00:39:56,720
+هذه النقطة لما حكيته حكيتله أنه كيف الحال و حكالي
+
+531
+00:39:56,720 --> 00:40:02,100
+أنه الحمد لله تمام أنه برجع مرة تانيةاتفضل، كيف
+
+532
+00:40:02,100 --> 00:40:05,180
+ممكن أخدمك؟ كيف ممكن أساعدك؟ برضه برجع لل task
+
+533
+00:40:05,180 --> 00:40:08,040
+الرئيسي تبعته إن هو يجاوب على الأسئلة، هذا ممكن
+
+534
+00:40:08,040 --> 00:40:11,600
+أسأله إنه إيش أقرب رحلة قطار بالنسبة لإلي؟ إيش
+
+535
+00:40:11,600 --> 00:40:15,580
+المسافة بين كذا وكذا؟ إيش أقرب مطعم بيتزا موجود
+
+536
+00:40:15,580 --> 00:40:17,700
+حواليا؟ كل هذه الأسئلة اللي أنتوا بتختاروا ع
+
+537
+00:40:17,700 --> 00:40:20,060
+بالكم، ممكن إن أنتوا تنزلوا عندكم في البيت و
+
+538
+00:40:20,060 --> 00:40:24,910
+تجربوا بنفسكملمّا سألته سؤال يعني بيتطلب ذكاء يعني
+
+539
+00:40:24,910 --> 00:40:27,930
+إنه هل أنت ولد أن بنت فبأكيد بطبيعة الحال إنه هذه
+
+540
+00:40:27,930 --> 00:40:31,750
+الإجابة مبرمجة مسبقًا إنهم متوقعين إن حد ممكن يسأل
+
+541
+00:40:31,750 --> 00:40:35,510
+شغل زي هيك فبالتالي إنه الإجابة بطبيعة الحال funny
+
+542
+00:40:35,510 --> 00:40:42,690
+يعني .. يعني مضحكة ليش؟ لأنه يعني مع إنه واضح إنه
+
+543
+00:40:42,690 --> 00:40:46,250
+صوت .. صوت female لكن إنه هو بيقول أنا بفضل بقى
+
+544
+00:40:46,250 --> 00:40:53,570
+على الحيادة أنا مش ولد ولا بنتطبعا فانا بدي اترككم
+
+545
+00:40:53,570 --> 00:40:56,590
+ان انتوا تبطلعوا على الفيديوهات هذه بحيث ان انتوا
+
+546
+00:40:56,590 --> 00:41:00,090
+فعلا تشوفوا ايش هي ال state of the art تبع ال AI و
+
+547
+00:41:00,090 --> 00:41:06,010
+المحاضرة الجاية ان شاء الله بنبدأ في .. في .. في
+
+548
+00:41:06,010 --> 00:41:10,630
+ال agents ان شاء الله في حدا عنده اي سؤال او اي ..
+
+549
+00:41:10,630 --> 00:41:12,790
+كيف؟
+
+550
+00:41:15,670 --> 00:41:19,250
+عندك ال outline هيو موجود هنا ممكن أن أنت تتطلع
+
+551
+00:41:19,250 --> 00:41:22,090
+على المواضيع تبعته بالإضافة أن أنت ممكن تشوف ال
+
+552
+00:41:22,090 --> 00:41:25,130
+video تبع المخادرة السابقة تشوفي إيش طبيعة
+
+553
+00:41:25,130 --> 00:41:29,590
+المواضيع كده ما ده صعوبة تبعتها في امتحان موجود
+
+554
+00:41:29,590 --> 00:41:32,390
+هذا الكلام هنا في عندك في ال .. في ال outline في
+
+555
+00:41:32,390 --> 00:41:35,770
+عندك امتحان نصفي و امتحان نهائي و في عندك الواجبات
+
+556
+00:41:35,770 --> 00:41:42,290
+عليها عشرين في المياه لأ اني أعطيكم العفو
+
diff --git a/PL9fwy3NUQKwajLHZPTQPS033gLHdNhvpz/JIewbd5SBng_raw.srt b/PL9fwy3NUQKwajLHZPTQPS033gLHdNhvpz/JIewbd5SBng_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..e6f09473cba0efdfb067f4412ecc7553b6bad430
--- /dev/null
+++ b/PL9fwy3NUQKwajLHZPTQPS033gLHdNhvpz/JIewbd5SBng_raw.srt
@@ -0,0 +1,2395 @@
+1
+00:00:21,020 --> 00:00:27,180
+تمام شباب احنا اخر حد كنا بنعملها هي الـ RLC
+
+2
+00:00:27,180 --> 00:00:32,380
+Circuit هادي
+
+3
+00:00:32,380 --> 00:00:38,880
+The Maximum Sin Omega T هادي R هادي C و هادي L
+
+4
+00:00:38,880 --> 00:00:47,580
+اتفقنا شباب ان هادي L هي مقاومة اعطيتها الرمز XC و
+
+5
+00:00:47,580 --> 00:00:50,800
+هادي L هي مقاومة XL تمام
+
+6
+00:00:53,090 --> 00:01:00,250
+لما اجينا نشتاق قولنا I اللي هنا هي نفسها اللي هنا
+
+7
+00:01:00,250 --> 00:01:06,330
+هي نفسها اللي هنا تمام فرق الجهد بين النقطة هذه و
+
+8
+00:01:06,330 --> 00:01:11,330
+النقطة هذه هذي دي قولت هو نفسه فرق الجهد اللي هنا
+
+9
+00:01:11,330 --> 00:01:17,870
+مظبوط ولا لا فقولت I maximum بتساوي V maximum على
+
+10
+00:01:18,650 --> 00:01:25,970
+الأصل انها الـ Q هي R الكلية بين A وD بالرغم من أن
+
+11
+00:01:25,970 --> 00:01:32,190
+التواصل على التواليه وبتعامل أنا مع مقاومات ولكن
+
+12
+00:01:32,190 --> 00:01:37,150
+لأن الجامع ما هوش جامع زي الـ scalars زي العادى ما
+
+13
+00:01:37,150 --> 00:01:43,250
+طنعتش R الكلية بتسوي R زي XC زي XL هيش طنعت جالي
+
+14
+00:01:43,250 --> 00:01:47,930
+طنعت على Z؟ ايش Z بتساوي؟ جالي بتساوي R تربية
+
+15
+00:01:53,790 --> 00:02:00,770
+هك طلعتطبعاً وطلعت اشكي معايا قالت تيار بيساوي I
+
+16
+00:02:00,770 --> 00:02:07,810
+maximum sine Omega T minus Phi لما انا حطيت ماقص
+
+17
+00:02:07,810 --> 00:02:11,510
+قلت معايا التيار بتأخر اتجد ايش قالت زاوية Phi
+
+18
+00:02:11,510 --> 00:02:14,870
+وانا مش عارفها فما زاوية Phi مش عارفها ممكن تكون
+
+19
+00:02:14,870 --> 00:02:19,150
+سلبة اذا كانت سلبة انجلت بدل ما التيار اتأخر بصير
+
+20
+00:02:19,150 --> 00:02:26,650
+جدا طبعاً كيف اجيب Phi قالت تاني ال Phiبتساوي XL
+
+21
+00:02:26,650 --> 00:02:35,190
+-XC على R وصارت الزاوية بتكون موجبة إذا هذا أكبر
+
+22
+00:02:35,190 --> 00:02:40,650
+من هذا و بتكون سلبة إذا هذا أكبر من هذا تمام و
+
+23
+00:02:40,650 --> 00:02:44,910
+أيامها إذا كنتوا ذاكرين رسمنا الرسم الحلو هذه ال
+
+24
+00:02:44,910 --> 00:02:47,030
+face diagram بإن هذه
+
+25
+00:02:49,580 --> 00:03:00,000
+VA وهذه VC وهذه VR وهذه I طبعاً
+
+26
+00:03:00,000 --> 00:03:04,620
+I للتلتة زي بعضها مظبوط او لا وصارت زي ما حكينا ان
+
+27
+00:03:04,620 --> 00:03:10,120
+I هيها I تتأخر عن الجهود الـ Phi هي R تتأخر عن
+
+28
+00:03:10,120 --> 00:03:14,660
+الجهود زي ما الجهود قولتله هي الجهود هي V applied
+
+29
+00:03:14,660 --> 00:03:22,930
+او V maximumأيه كان من كلها الماضية؟ كما إذا قلنا
+
+30
+00:03:22,930 --> 00:03:30,450
+إيش؟ قلنا إذا L أكبر من C معناته اللي بيسود صفات
+
+31
+00:03:30,450 --> 00:03:36,550
+الـL أو في الـL التيار بتأخر إذا XC هي اللي بتكون
+
+32
+00:03:36,550 --> 00:03:40,190
+أكبر، هي اللي بتسود معناته I تتقدم، قال لي طب شوف
+
+33
+00:03:40,190 --> 00:03:45,190
+السؤال، بيقول لي لأ، عندك تلت رسماتبنطلع على الرسم
+
+34
+00:03:45,190 --> 00:03:53,530
+الأولى مين بتقدم ع مين؟ الـ V على I هو كبلوفة ده
+
+35
+00:03:53,530 --> 00:03:59,010
+تدعى قرب الساعة الـ I على V الـ I بيتقدم معناته
+
+36
+00:03:59,010 --> 00:04:04,570
+بتتوقع مين يسود capacitor ولا الـ Capacitorطب لو
+
+37
+00:04:04,570 --> 00:04:09,330
+قلتكم في هذه الرسمة XL أكبر من XC و لا XC أكبر من
+
+38
+00:04:09,330 --> 00:04:17,140
+XL و لا XL بتسوي XC؟ XC أكبر من XLXL بيتساوي XC
+
+39
+00:04:17,140 --> 00:04:22,180
+وفي الأخيرة التيار بتأخر معناته XL هي اللي بتسوت
+
+40
+00:04:22,180 --> 00:04:28,100
+تمام طالعش السؤال بيقول Indicate بيّلي each part
+
+41
+00:04:28,100 --> 00:04:31,560
+of the figure shown wither بيّلي شوفلي من كل هذه
+
+42
+00:04:31,560 --> 00:04:35,960
+التلات أصمات كل واحدة على حدة من هدول صح XL
+
+43
+00:04:35,960 --> 00:04:39,620
+بيتساوي XC و لا XL أكبر من XC و لا XL أقل من XC
+
+44
+00:04:39,620 --> 00:04:45,380
+نبدأ في هذهمن الأكبر؟ XC معناته هذه صح ولا لأ؟ إذا
+
+45
+00:04:45,380 --> 00:04:54,120
+قال لي الإيه معناته XC أكبر من XL وهذه وجدت بعض حد
+
+46
+00:04:54,120 --> 00:04:58,720
+سميتها resonance إذا كنت ذاكرينه مضبوط ولا لأ؟ وفي
+
+47
+00:04:58,720 --> 00:05:02,400
+الأخيرة ال L هي اللي بتسويت هذه السؤال multiple
+
+48
+00:05:02,400 --> 00:05:07,190
+choiceعشان تشوفنا ايش اللي بنشتغله طبعا هنا لما
+
+49
+00:05:07,190 --> 00:05:10,590
+نقول بتقدم او بتأخر لما قلتش 90 درجة بقولت بس
+
+50
+00:05:10,590 --> 00:05:17,610
+بتقدم جد ما يتقدم معناته أكبر حلو هاي السؤال سؤال
+
+51
+00:05:17,610 --> 00:05:22,930
+حلو هذا بس حاطوا مثال مريحنا يعني عشان نقول عنه
+
+52
+00:05:22,930 --> 00:05:29,150
+سهل ما زالوا مثال ونحل سهل بصير بقول in a series R
+
+53
+00:05:29,150 --> 00:05:38,570
+L C Circle هي الدائرةR بتساوي 200 ام C بتساوي 4
+
+54
+00:05:38,570 --> 00:05:44,150
+مايكروفراد L جالي بتديه شدكيها هاي إيش بتاكد
+
+55
+00:05:44,150 --> 00:05:48,270
+تقولي؟ جالي V maximum هنا طلع شباب بدل من هنا هيك
+
+56
+00:05:48,270 --> 00:05:53,070
+عاملها راح مرات بالكتب لك 120 بيجي الواحد يقول
+
+57
+00:05:53,070 --> 00:05:58,030
+ليه؟ ماتدانيش V maximum ماتطلعش على الرسمة الـ120
+
+58
+00:05:58,030 --> 00:06:00,550
+هي الـV maximum صح ولا لأ؟ انت بقى من هنا جاهز
+
+59
+00:06:03,050 --> 00:06:05,770
+بقولي find L، إذا الـ L أنا ماديتكاش إياها و أنت
+
+60
+00:06:05,770 --> 00:06:09,690
+شغلتك تجيبها، طب اديني معطيات، بقولي such that the
+
+61
+00:06:09,690 --> 00:06:16,170
+voltage across the capacitor، يعني Vc، Vc لأجزة
+
+62
+00:06:16,170 --> 00:06:20,930
+بتأخر عن ال applied voltage، بإيش زاوية؟ تلاتين
+
+63
+00:06:20,930 --> 00:06:25,570
+درجة، هادي زاوية ممكن تكون تلاتين؟ بين هادي و
+
+64
+00:06:25,570 --> 00:06:28,790
+هادي، تلاتين هادي؟ عشان تكون تلاتين هدوة،
+
+65
+00:06:28,790 --> 00:06:36,350
+مابديكون؟ مابديكون هنا، ولا لأ؟هذه تلاتين صح؟ هاي
+
+66
+00:06:36,350 --> 00:06:40,430
+الرصم هاي معطيات السؤال عملتها هيك قاللي طيب أنت
+
+67
+00:06:40,430 --> 00:06:47,770
+هذه في الشية قلتله في هذه هي اللي بين I و V الكلية
+
+68
+00:06:47,770 --> 00:06:51,610
+صح ولا لأ؟ بين I و V الكلية هي I و هي V الكلية
+
+69
+00:06:51,610 --> 00:06:55,430
+معناته هي دي في بديها أنا الآن طيب هذه تلاتين هذا
+
+70
+00:06:55,430 --> 00:07:03,160
+كده؟ ستين بس بأي ربارة يعني سلب ستينسالب ستين حلو
+
+71
+00:07:03,160 --> 00:07:08,880
+إذا الفاي هذه شباب سالب ستين صارت قاردكم إياها ولا
+
+72
+00:07:08,880 --> 00:07:16,720
+لأ اعطاني إياها طيب XC بتدرج بوا XC بيصيح واحد على
+
+73
+00:07:16,720 --> 00:07:22,480
+Omega C طب هو اداجنا Omega ولا ادانا F اتنين باي
+
+74
+00:07:22,480 --> 00:07:29,330
+في F إذا هذه اتنين باي في Fجيبت XC وهذه معروفة
+
+75
+00:07:29,330 --> 00:07:32,610
+وهذه معروفة وهذه معروفة بقدر أجيب XL ولا لأ؟ طب
+
+76
+00:07:32,610 --> 00:07:36,910
+إذا جيبت XL بقدر أجيب L؟ ليش؟ لأن XL جدش متساوي
+
+77
+00:07:36,910 --> 00:07:43,950
+Omega فين؟ انحل السؤال .. انحل السؤال إذا بيقولي
+
+78
+00:07:43,950 --> 00:07:51,400
+هاي الرسم حسب مقاطعة السؤال بيقولي VCبتتأخر عن الـ
+
+79
+00:07:51,400 --> 00:07:56,100
+V Applied الكلية يعني بـ 30 درجة قلتله هي الرسمة
+
+80
+00:07:56,100 --> 00:07:59,770
+ماقعد وان فيا قلتله هي فيااللي أنا باخدها فاي هي
+
+81
+00:07:59,770 --> 00:08:03,370
+الزاوية احنا دايما بيقول فاي بيأخر او بيجدد بين من
+
+82
+00:08:03,370 --> 00:08:06,570
+و مين، بين التيار و الجهد، اذا الفاي دايما بين
+
+83
+00:08:06,570 --> 00:08:10,390
+التيار و الجهد، هاي الفاي، قولتله الفاي هذه عبارة
+
+84
+00:08:10,390 --> 00:08:14,970
+عن سلب ستين، قاللي على طول since the angle فاي is
+
+85
+00:08:14,970 --> 00:08:18,490
+between the applied voltage and the voltage across
+
+86
+00:08:18,490 --> 00:08:23,230
+R أو I and since the angle between VR and VC is
+
+87
+00:08:23,230 --> 00:08:27,480
+تسعين، قاللي بما أن هذه كلها تسعينإذا المعناته Phi
+
+88
+00:08:27,480 --> 00:08:33,840
+بتساوي سالب ستين درجة حلو الـ A جالي بيجيب لي XC
+
+89
+00:08:33,840 --> 00:08:37,440
+جالي XC بتساوي واحد على Omega C Omega بتساوي اتنين
+
+90
+00:08:37,440 --> 00:08:42,580
+by F طلعتها ستمية و تلاتة و ستين Ohم طب شباب خلينا
+
+91
+00:08:42,580 --> 00:08:48,580
+نجوك التالي مين بتقدم التيار ولا الجهود؟ طلع النيل
+
+92
+00:08:48,580 --> 00:08:54,690
+تيار بتقدم يعني إيش بتتوقع؟ مين أكبر؟ XL ولا XC؟XC
+
+93
+00:08:54,690 --> 00:09:01,590
+هجيت XC كده ساعت؟ لو طلعت عندكم XL700 صح غلط ممنوح
+
+94
+00:09:01,590 --> 00:09:05,510
+تطلع أكبر من 663 مظبوط يجب أن تكون أقل خلنا نجرب
+
+95
+00:09:05,510 --> 00:09:09,030
+بس عشان لو حد يعرف حاله ماشي بيسوي كل هي خانولة
+
+96
+00:09:09,030 --> 00:09:13,630
+تاني ال file بال calculator تان السالب ستين طلعت
+
+97
+00:09:13,630 --> 00:09:17,530
+سالب one point تلت ستين هذا ال calculator تمام XL
+
+98
+00:09:17,530 --> 00:09:27,170
+بديها XC هي طلعتها طلعت 317منطقي طلع الـ317 تقريبا
+
+99
+00:09:27,170 --> 00:09:30,810
+من النص مظبوط او لا؟ تقريبا من النص المهم ان تطلع
+
+100
+00:09:30,810 --> 00:09:37,970
+عليه الـ700 تمام؟ طلعت ال تمام هذا السؤال الاخر
+
+101
+00:09:37,970 --> 00:09:42,010
+كتير بنجيب زيه هذا السؤال بالذات بقى لو بنديكم
+
+102
+00:09:42,010 --> 00:09:46,210
+الرسم زي هيك و بنحط قيم بيقول in a series R L C
+
+103
+00:09:46,210 --> 00:09:50,090
+circuit the maximum المرة هذه 150
+
+104
+00:09:52,950 --> 00:09:57,990
+أو R 425 Ohm C 3.5 ميكروفراد ايه اللي أعطاني ايها
+
+105
+00:09:57,990 --> 00:10:01,970
+المرة هذه؟ و Ohm قداميها جاهزة عشان ما تدربوش تنين
+
+106
+00:10:01,970 --> 00:10:03,690
+بايل و ما تعملوش .. ما تعملوش .. ما تعملوش .. ما
+
+107
+00:10:03,690 --> 00:10:03,790
+تعملوش .. ما تعملوش .. ما تعملوش .. ما تعملوش ..
+
+108
+00:10:03,790 --> 00:10:03,910
+ما تعملوش .. ما تعملوش .. ما تعملوش .. ما تعملوش
+
+109
+00:10:03,910 --> 00:10:04,170
+.. ما تعملوش .. ما تعملوش .. ما تعملوش .. ما
+
+110
+00:10:04,170 --> 00:10:04,530
+تعملوش .. ما تعملوش .. ما تعملوش .. ما تعملوش ..
+
+111
+00:10:04,530 --> 00:10:12,890
+ما تعملوش .. ما تعملوش .. ما تعملوش .. ما تعملوش
+
+112
+00:10:12,890 --> 00:10:14,450
+.. ما تعملو
+
+113
+00:10:18,100 --> 00:10:20,880
+عادي بقولكم ليش هنبتدأ نجيب و نشوف الطلاب إيش مين
+
+114
+00:10:20,880 --> 00:10:25,280
+يسويه و نشوف الطلاب إيش مين يسويه بالظبط find the
+
+115
+00:10:25,280 --> 00:10:28,180
+maximum current in the circuit شباب واحد بيقولك طب
+
+116
+00:10:28,180 --> 00:10:31,400
+أنت مش طالب ل Z و أنت بدك اي maximum و يعطيني V
+
+117
+00:10:31,400 --> 00:10:34,340
+maximum بيجي الطالب بتفصحهم و يقولوا والله قانون
+
+118
+00:10:34,340 --> 00:10:38,020
+اه محالة حلوة بتحافظوا ما ماتوا اي maximum بيسويوا
+
+119
+00:10:38,020 --> 00:10:45,180
+V maximum على اه بتشاطر بيقولك و أنت مش طالب Z غلق
+
+120
+00:10:45,180 --> 00:10:49,370
+هادي شبابعشان كده انا بقولك مديش اطول منك زد و
+
+121
+00:10:49,370 --> 00:10:55,110
+اشوف عضلاتك كده بتسوي طبعا لازم تجمعون جميع لازم
+
+122
+00:10:55,110 --> 00:10:59,290
+تجيب زد بقانونها اذا هذا على اقل ولا على زد على زد
+
+123
+00:10:59,290 --> 00:11:03,330
+ايش كمان فيه خطأ بيصير مع الكلاب بيجي بتشاطر بيقول
+
+124
+00:11:03,330 --> 00:11:06,010
+اللي حافظ القانون و بكون فرحان على حاله بيقول زد
+
+125
+00:11:06,010 --> 00:11:11,430
+بتساوي R تربيع زائد بيقول هو فيه L و فيه C فإيش
+
+126
+00:11:11,430 --> 00:11:15,090
+بقول؟ بيقول معناته L ناقص C لكل تربيع
+
+127
+00:11:18,050 --> 00:11:22,830
+طبعا هنا إيش سوى؟ جمع الفجوس والخيار مع بعض ليش؟
+
+128
+00:11:22,830 --> 00:11:28,990
+لإن هذه اوم وهذه هري وهذه افراد جمعهم مع بعض سامر
+
+129
+00:11:28,990 --> 00:11:34,870
+صلة غير شكل تمام لكن لو حط XL وXC اوم اوم اوم
+
+130
+00:11:34,870 --> 00:11:39,010
+معناته كله خيارمظبوط او لا؟ تمام فبالتالي هذه
+
+131
+00:11:39,010 --> 00:11:42,170
+الغلطات اللي بتصير بجانب الطلاب طبعا أغلبها غلطات
+
+132
+00:11:42,170 --> 00:11:46,770
+ان الطالب مش مركز لأن هذه الشغلات مش هالغلط
+
+133
+00:11:46,770 --> 00:11:51,050
+المركزي لكن مع الأسف ما نداش نحط صح فبنصير احنا
+
+134
+00:11:51,050 --> 00:11:55,170
+زعلاني على هالطالب اللي كان سرحان في الامتحان و حط
+
+135
+00:11:55,170 --> 00:11:58,130
+شغل زي هيك طلع الإجابة غلط فبنلنك به و هنقعد نحل
+
+136
+00:11:58,130 --> 00:12:04,300
+السؤال المهمتمام find the maximum current ماذا جبت
+
+137
+00:12:04,300 --> 00:12:09,000
+الأول التاني جبته تلقائي find the phase angle تاني
+
+138
+00:12:09,000 --> 00:12:13,060
+ال five هذي جبتها و هذي جبتها و هذي معطية طلعت ال
+
+139
+00:12:13,060 --> 00:12:19,460
+five تمام find the maximum voltage across هذا و
+
+140
+00:12:19,460 --> 00:12:25,740
+هذا و هذا بقوله هذا بس لحاله يعني لو بدأت أقول E B
+
+141
+00:12:25,740 --> 00:12:34,260
+و E Cمازال كده، لو بدك من A ل B من التلاتة هدول،
+
+142
+00:12:34,260 --> 00:12:37,920
+إيش موجود بس في A و B؟ R إذا المعادلة Z بتسوي R و
+
+143
+00:12:37,920 --> 00:12:43,440
+كأنها، فبتصير VR بتسوي I maximum في R لأن هو نفس I
+
+144
+00:12:43,440 --> 00:12:49,940
+من هنا، بس هان بدي V بين B و C في XE، في بين C و D
+
+145
+00:12:51,570 --> 00:12:56,190
+بس اتفقنا؟ يلّا نحل و بعدين نرجع للسؤال بيقولوا
+
+146
+00:12:56,190 --> 00:12:59,470
+let us first find the reactances قال عشان مجمعش
+
+147
+00:12:59,470 --> 00:13:04,350
+الفجوس ماعلي خيار بدي واحد و كله خيار تمام؟ ال R
+
+148
+00:13:04,350 --> 00:13:10,190
+جاهزة O بياناته بال DXL بتسوي Omega في L Omega في
+
+149
+00:13:10,190 --> 00:13:16,230
+L هي O طيب و XC قالوا واحد على Omega C ده هي من
+
+150
+00:13:16,230 --> 00:13:22,490
+أكبر شبابXC و لا XL؟ XC تتوقعوا فاية كرموديا با
+
+151
+00:13:22,490 --> 00:13:26,630
+ولا سالبة؟ سالبة لأن I لازم تقدم، برا عليكم، لذا
+
+152
+00:13:26,630 --> 00:13:29,370
+حاجات فاية لازم تطلع سالبة مرات أنا أيش بقول، مديش
+
+153
+00:13:29,370 --> 00:13:32,850
+تطلعلي فاية، بدي بسؤال كتل، يوحى تشوفوها في تحنت
+
+154
+00:13:32,850 --> 00:13:40,690
+السابق، state whether I lags or leads or in phase
+
+155
+00:13:40,690 --> 00:13:46,600
+and why؟بس بدك تقولي والله هنا leads مظبوط اقولها
+
+156
+00:13:46,600 --> 00:13:50,740
+قولي بس leads since XC أكبر من XL خلصنا هي السؤال
+
+157
+00:13:50,740 --> 00:13:53,680
+بدل ما تغلب حالك و تديه file و تطلع الصلبة ..
+
+158
+00:13:53,680 --> 00:13:55,820
+ماهيحط اطلع الصلبة غصب عنك يعني كان كلية تحط طلع
+
+159
+00:13:55,820 --> 00:14:00,250
+الصلبةتمام حلو جالي على طول ال impedance جبتها
+
+160
+00:14:00,250 --> 00:14:05,290
+calculator على طول طبعا هنا شباب لو عكست بتفرجش
+
+161
+00:14:05,290 --> 00:14:09,370
+معاك وهذه أصلا علميا تفرجش معاه من أكبر من التاني
+
+162
+00:14:09,370 --> 00:14:13,230
+win تفرجي اه اه بالظبط يعني ان لو واحد قال و الله
+
+163
+00:14:13,230 --> 00:14:16,510
+أنا نسيت القوانين هذي L ولا C هذي بدي هذي بدي ال
+
+164
+00:14:16,510 --> 00:14:19,790
+هذي إتت عنده هنا ال C صح و عفية مش هخسر منك على
+
+165
+00:14:19,790 --> 00:14:23,530
+مادة في الآخر التربيع بيجيبها براو عليكم جالي هي
+
+166
+00:14:23,530 --> 00:14:27,980
+ال zip now the maximum currentهياكم تقولوا Vmax
+
+167
+00:14:27,980 --> 00:14:33,200
+على R على كلها لأنه ما زال Vmax انت تاخد كل الجهد
+
+168
+00:14:33,200 --> 00:14:38,460
+إذا بدك كل المقاومة و كل المقاومة هي Z طلعتها 0.3
+
+169
+00:14:38,460 --> 00:14:41,940
+أمبير الآن بده ال angle .. قلت له ال angle ماهي
+
+170
+00:14:41,940 --> 00:14:48,560
+قانونها طلعت ناقص 34 درجة ناقص يعني R meets V مش ب
+
+171
+00:14:48,560 --> 00:14:54,640
+90 درجة 35 درجة هو 34 درجة Now زي ما تقولتولي بدي
+
+172
+00:14:54,640 --> 00:14:55,060
+ال maximum
+
+173
+00:14:58,780 --> 00:15:01,900
+شبابها جيت لو جمعتهم كلهم بطلع عندي 150 maximum
+
+174
+00:15:01,900 --> 00:15:05,680
+كلية؟ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+175
+00:15:05,680 --> 00:15:07,060
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+176
+00:15:07,060 --> 00:15:07,080
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+177
+00:15:07,080 --> 00:15:08,200
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+178
+00:15:08,200 --> 00:15:08,200
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+179
+00:15:08,200 --> 00:15:12,480
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+180
+00:15:12,480 --> 00:15:26,480
+لأ
+
+181
+00:15:27,090 --> 00:15:30,530
+مش هاي مين بتروحوا من بعيد؟ ماهو دي XL ولا VL؟
+
+182
+00:15:30,530 --> 00:15:33,610
+ماهو دي اصلا VL، بعيني صوت XL بتقولوا انا اي مكسمة
+
+183
+00:15:33,610 --> 00:15:43,590
+مراحت كلها؟ اه، جديش؟ ربحها زي
+
+184
+00:15:43,590 --> 00:15:48,470
+جهادي تربيع، انا جاي بعمل هذا، وانا ده راودةمظبوطة
+
+185
+00:15:48,470 --> 00:15:55,290
+بقى دي بتطلع خمسة طيب بدي بين بي و دي خليني أخليها
+
+186
+00:15:55,290 --> 00:15:58,170
+تلاتة فهذه هنا وهذه خليني أختيها ستة volt نختار
+
+187
+00:15:58,170 --> 00:16:06,490
+اتها هكذا بدي بين بي و دي شباب اتنين
+
+188
+00:16:06,490 --> 00:16:14,030
+اتنين اتنين لأن بارث بي و سي عشوش فيهبيقول هدا و
+
+189
+00:16:14,030 --> 00:16:17,550
+هدا، هدا و هدا، بس، أنا مش موجود. إذن بطرح و بربّل
+
+190
+00:16:17,550 --> 00:16:20,670
+و بعد أخد جزء تربية يعني أنا كأني بطرح. بس بطرح.
+
+191
+00:16:20,910 --> 00:16:24,750
+اتقضعوا أنتوا خوف؟ الشباب هيها. لما تكون هادي هادي
+
+192
+00:16:24,750 --> 00:16:27,690
+و لا هادي و هادي، يعني الأرض موجودة، معناته فيه
+
+193
+00:16:27,690 --> 00:16:31,450
+ثغورص على طول. لكن لما تكون هادي و هادي، إيش بسوي؟
+
+194
+00:16:31,450 --> 00:16:36,690
+بطرح. إما تطلع موجب أو بتطلع سالبة. فهمتوا، شباب؟
+
+195
+00:16:39,030 --> 00:16:43,590
+والخيار الأول الجامع اللي بدك تجعه فيه هي بيبقى
+
+196
+00:16:43,590 --> 00:16:48,190
+كيلو مهم مش محدد لك ورا انت هتحط كيلو؟ اه بحط كيلو
+
+197
+00:16:48,190 --> 00:16:52,370
+كيلو كيلو مرة أخرى عشان تروح عليه نلقي على الفكرة
+
+198
+00:16:52,370 --> 00:16:55,650
+بواية دي الفكرة هي احنا ركزنا عليها كتيروقلنا
+
+199
+00:16:55,650 --> 00:16:59,190
+الشرق دا يالغرب بيجمعوه جماعة عادى،
+مقلولة لأ، وكل
+
+200
+00:16:59,190 --> 00:17:02,070
+شغنة عليها الجدرية، وبعدين بدي أجي أعمل Test
+
+201
+00:17:02,070 --> 00:17:04,770
+عليها،
+هو تغلط فيها، ما حاته مشكلة، هموم ده أسأل
+
+202
+00:17:04,770 --> 00:17:08,330
+أنا، بدي أسأل بالمواضيع المهمة في المادة، هذا
+
+203
+00:17:08,330 --> 00:17:12,030
+موضوع مهم، هذا اللي بيميز الـEC Circuit عن الـGC
+
+204
+00:17:12,030 --> 00:17:15,550
+Circuit، إنه أنا مجمعش عادي، لأن الصواعب، كيف
+
+205
+00:17:15,550 --> 00:17:18,770
+بداياتها بتختلف، وبالتالي كل هذا ركزنا عليه، عشان
+
+206
+00:17:18,770 --> 00:17:22,210
+كده دي فكرة مهمة، بالتالي نسأل عليها،
+
+207
+00:17:24,780 --> 00:17:27,760
+Power in EC circuit قال انرجى يعني شوف ال power
+
+208
+00:17:27,760 --> 00:17:32,240
+اللي هو لب كل العنب ال power لما قول power معناه
+
+209
+00:17:32,240 --> 00:17:35,280
+تقول energy شباب ولا لأ power يعني energy ما هوش
+
+210
+00:17:35,280 --> 00:17:38,980
+هو ال power energy عزمة بالظبط قال انرجى على ال
+
+211
+00:17:38,980 --> 00:17:43,320
+power في النهاية ال power أو ال energy هو العنب
+
+212
+00:17:43,320 --> 00:17:46,750
+اللي بناكله من الكهرباهو العنب و كل هذا مجال
+
+213
+00:17:46,750 --> 00:17:49,790
+كهربائي و إلكترون و كل الناتور اللي بنجاتل فيه في
+
+214
+00:17:49,790 --> 00:17:52,470
+الآخر احنا مشاكين غلة بتاعنا الفيزا بنجاتل الناتور
+
+215
+00:17:52,470 --> 00:17:55,330
+عشان نعرف كل حاجة من أين إجت لكن في الآخر عنب عنب
+
+216
+00:17:55,330 --> 00:17:58,390
+خلصنا نيجي للpower قللي power بدي أنا ال
+
+217
+00:17:58,390 --> 00:18:01,370
+instantaneous power قللي ال instantaneous power
+
+218
+00:18:01,370 --> 00:18:04,430
+بسوء التيار ال instantaneous في V ال instantaneous
+
+219
+00:18:04,430 --> 00:18:07,550
+مش I في V بقى ال power I في V كمان خدناها من زمان
+
+220
+00:18:08,170 --> 00:18:13,510
+جالي حلو جالي V هي V maximum Sin Omega T وفي هذا
+
+221
+00:18:13,510 --> 00:18:18,170
+الدوائر اتفجنا ان I تتأخر عن الجهد بزاوية مقدارها
+
+222
+00:18:18,170 --> 00:18:21,250
+5 و5 ممكن تكون موجة ممكن تكون سلبة ممكن تكون Zero
+
+223
+00:18:21,250 --> 00:18:25,830
+صح و لا هذا Engineer جالي حلو هذا ال power جالي
+
+224
+00:18:25,830 --> 00:18:28,590
+بدي ال average تبحها الجهد جالي قبل ما تجيب ال
+
+225
+00:18:28,590 --> 00:18:35,690
+average هذه بنفع تفكها Sin A نقص B فكها فكناها هنا
+
+226
+00:18:35,690 --> 00:18:40,520
+فكناها I واتعوضناجالي جيبي ال average هالجيت جالي
+
+227
+00:18:40,520 --> 00:18:44,700
+هذه sin تربية اتعلمت انا وياكم رياضيا هذه average
+
+228
+00:18:44,700 --> 00:18:51,400
+نص صح؟ حلو طيب في قانون كان يقول sin 2θ ايش بتساوي
+
+229
+00:18:51,400 --> 00:18:57,000
+اه brawa عليكم معناته sin cosine و هي sin 2 sin ال
+
+230
+00:18:57,000 --> 00:19:00,280
+average sin لحاله مش نص زيرو انا ليش ربعنا عشان
+
+231
+00:19:00,280 --> 00:19:04,220
+تطلع مظلون لأ اذا هذا average زيرو لان فيها sin
+
+232
+00:19:04,220 --> 00:19:09,920
+cosine يعني sin هذه بتدجي ما هوش حت محلهانص عشان
+
+233
+00:19:09,920 --> 00:19:14,280
+اجيب ال average هدول ثابت شباب cosine five ثابت ال
+
+234
+00:19:14,280 --> 00:19:18,040
+average شباب ممكن يقولوا زي ما هو قال لي اذا هاي
+
+235
+00:19:18,040 --> 00:19:20,960
+ال average كل هذا اللي عملناه طلعت هاي ال average
+
+236
+00:19:20,960 --> 00:19:28,980
+قال لي طب انت قلتلي المرة هذيك للساعةلو الكلام
+
+237
+00:19:28,980 --> 00:19:32,460
+عليه سمنا لسه ملاحقش يصيح كنا نقول خلّي القوانين
+
+238
+00:19:32,460 --> 00:19:37,800
+زي ما هي بس حطك وين في I I أرمس وين في V V أرمس
+
+239
+00:19:37,800 --> 00:19:42,420
+ذاكرين تمام؟ قال لي طيب ما هو هادي هادي التنين مش
+
+240
+00:19:42,420 --> 00:19:45,480
+هادي ممكن يعملها هيك ويعملها هيك و أجيب التنين
+
+241
+00:19:45,480 --> 00:19:50,940
+هادي فمش هادي أرمس و هادي أرمس؟ و هادي منين جتني؟
+
+242
+00:19:50,940 --> 00:19:53,820
+قال لي هادي هي المشكلة هادي منين جت؟ قال لي لو
+
+243
+00:19:53,820 --> 00:20:00,660
+كانت هادي 50لو 50 بتضارها كوسان كسان 01 واحد بقول
+
+244
+00:20:00,660 --> 00:20:04,500
+هاش الإجابة قال هاد جاية عشان ال I و ال V مش انفس
+
+245
+00:20:04,500 --> 00:20:08,960
+هجيت أنا أذكركم شغلة أكمل واحد بديه يتخصص كهربا
+
+246
+00:20:08,960 --> 00:20:10,980
+يعني كهربا
+
+247
+00:20:14,080 --> 00:20:17,680
+لأ، ليش؟ طب البنات بيخافوا، وانتوا ليش خايفين؟
+
+248
+00:20:17,680 --> 00:20:19,940
+البنات بيخافوا يطلعوا على الموتير هنا و يطلعوا على
+
+249
+00:20:19,940 --> 00:20:24,320
+الأمدام فاجه، فاصيتوا؟ طيب، المهم، شباب، هذه
+
+250
+00:20:24,320 --> 00:20:26,520
+مواضيع طبعا كتير مهمة، خليني أقول فلتوا كم
+
+251
+00:20:26,520 --> 00:20:30,700
+الكهربا، مش الكهربا، كلكم شفتوا المولدات الكهربا
+
+252
+00:20:30,700 --> 00:20:34,960
+ولا لأ؟ في حد عمره راح اتفرج عليه أو اشتري مع أبوه
+
+253
+00:20:34,960 --> 00:20:40,050
+generator؟طيب بلاش بتسمعوا ككتير لو في عنكم بالبلد
+
+254
+00:20:40,050 --> 00:20:42,950
+بدي أحكي بديش بالاسم العلمي فاتوقفوا من كلمة مولد
+
+255
+00:20:42,950 --> 00:20:47,710
+مطور .. مطور خمسة كيلو تسمعوا فيه؟ خمسة .. إيش
+
+256
+00:20:47,710 --> 00:20:51,410
+يعني خمسة كيلو؟ لو دي انت طلعت كتير غلبة انت صارت
+
+257
+00:20:51,410 --> 00:20:54,970
+.. انت ما شاء الله عليك .. أه سنة شوية ما شاء الله
+
+258
+00:20:54,970 --> 00:20:58,450
+عليك أنا من جامعة وفي من كل مكان معلومة أو هندسة
+
+259
+00:20:58,450 --> 00:21:01,610
+خمسة كيلو تفضل كتير غلبة بتطلع على مطور إيش مكتوب
+
+260
+00:21:01,610 --> 00:21:06,990
+عليه؟ بيكون مكتوب عليه خمسة كيلو وولت أمبيرولت
+
+261
+00:21:06,990 --> 00:21:09,550
+أمبير بترجع بتقول انت بتفصل عن أبو أبوك تفصل عن
+
+262
+00:21:09,550 --> 00:21:09,970
+أبو أبوك تفصل عن أبو أبوك تفصل عن أبو أبوك تفصل عن
+
+263
+00:21:09,970 --> 00:21:09,970
+أبو أبوك تفصل عن أبو أبوك تفصل عن أبو أبو أبوك
+
+264
+00:21:09,970 --> 00:21:09,970
+تفصل عن أبو أبو أبوك تفصل عن أبو أبو أبوك تفصل عن
+
+265
+00:21:09,970 --> 00:21:10,750
+أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو
+
+266
+00:21:10,750 --> 00:21:10,750
+أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو أبو
+
+267
+00:21:10,750 --> 00:21:15,030
+أبو أبو أبو أبو أبو أبو أبو أبو أبومش IFV، وطّ. طب
+
+268
+00:21:15,030 --> 00:21:18,950
+وليش كاتبينها Volt Ampere؟ مش كاتبينها وطّ. مين
+
+269
+00:21:18,950 --> 00:21:22,430
+اللي بيعلّم غلال؟ قالوا آه. هذه Volt Ampere كانوا
+
+270
+00:21:22,430 --> 00:21:26,490
+بيكتبوها وطّ. هي الاصل وطّ أو كيلو وطّ. بس قالوا
+
+271
+00:21:26,490 --> 00:21:31,550
+بين خربة الناس اللي بيعرفوش فيزيا إنه هذه بيصير زي
+
+272
+00:21:31,550 --> 00:21:34,150
+ما توقع حد جال معاه بتاخد منه خمس كيلو. بيقولوا لأ
+
+273
+00:21:34,150 --> 00:21:38,130
+بتاخدوش خمس كيلو. بتاخد يتو بتاخد أربعة وشوية. وين
+
+274
+00:21:38,130 --> 00:21:42,390
+الواحد؟ وين الواحد اللي الباقي؟ قاللي هذا وداه.هدا
+
+275
+00:21:42,390 --> 00:21:46,410
+ودّا اللي هو الفاقد عشان كده بقولك أنا بحاول أجلل
+
+276
+00:21:46,410 --> 00:21:50,610
+هذا بحث مكاسفة جو الدائرة ده أجلل طبعا هذا علم
+
+277
+00:21:50,610 --> 00:21:56,090
+كامل كيف بتاخدوا فيه اللي بديه تخصص كهربا بياخدوا
+
+278
+00:21:56,090 --> 00:22:00,810
+فيه مش محاضرة مساقاتبيهدر علم، بس مش بيهدر، بس كله
+
+279
+00:22:00,810 --> 00:22:04,830
+كيف الـPower ومش الـPower والشغلات هذه بتاخدوا
+
+280
+00:22:04,830 --> 00:22:08,370
+فيها. فهذه بيسموها يا شباب الـPower Factor، هذه
+
+281
+00:22:08,370 --> 00:22:11,710
+الفترة اللي بيفقد، عشان كده بنقول، مارجيش يكتبوا
+
+282
+00:22:11,710 --> 00:22:15,930
+واط، عشان مايوحش يقول مكتوب عليها 5 كيلو واط، وانا
+
+283
+00:22:15,930 --> 00:22:19,950
+عندي سخان 5 كيلو واط، طفل ماتورش فيه قدر، بنقوله،
+
+284
+00:22:19,950 --> 00:22:24,290
+لأنك أنت، انت خدش الـ5 كيلو.عشان كده جاله من أول،
+
+285
+00:22:24,290 --> 00:22:26,870
+عشان ما تغشش الناس، ما تكونش واط، لأنها في عربي
+
+286
+00:22:26,870 --> 00:22:29,590
+تسمع أطوات وVault and Bay، لما طلع Vault and Bay
+
+287
+00:22:29,590 --> 00:22:33,050
+قالها هاجر انا اتفجوس، وهذه خيارة، لكن هي في الأخر
+
+288
+00:22:33,050 --> 00:22:36,610
+هذه فجوسة وهذه فجوسة، فحولها لأ، لأنهم كل حرفين،
+
+289
+00:22:36,610 --> 00:22:40,530
+Newtonهي نفسها كيلوجرام متر على سكان تربيها.
+لكن
+
+290
+00:22:40,530 --> 00:22:43,830
+إحنا اللي بنعرف، اللي بيعرفوا علم، بيقولوا إنه هذا
+
+291
+00:22:43,830 --> 00:22:46,990
+نفس هذا، لكن عامة الناس اللي بيقولوا Newton
+
+292
+00:22:46,990 --> 00:22:49,150
+كيلوجرام متر على سكان تربيها، بيقولوا هذا غير أنا
+
+293
+00:22:49,150 --> 00:22:53,790
+هذه، صح ولا لا؟ عشان كدا هم بيخطبوش العلماء أو
+
+294
+00:22:53,790 --> 00:22:57,110
+اللي بيعرفوا، بيخطبوا عامة الناس في الشركات، فرحوا
+
+295
+00:22:57,110 --> 00:23:03,230
+كتبوا وورت أمبير، نفس العملية اللي صار في عداد
+
+296
+00:23:03,230 --> 00:23:08,440
+الكهربا، هو بجيز طاقة، اللي أصل يكتبشه؟مظبوط ولا
+
+297
+00:23:08,440 --> 00:23:11,780
+.. لكن قالوا احنا بنغلب الناس ليش؟ ويقولوا يحول
+
+298
+00:23:11,780 --> 00:23:16,240
+لجوه هو قال هو عنده جهاز مكتوب عليه الف واط صح ولا
+
+299
+00:23:16,240 --> 00:23:21,960
+معناته بده كل ساعة هدا يعلمني على الساعة كيلو
+
+300
+00:23:21,960 --> 00:23:25,820
+معناته كيلو واط اوار وخلاصنا هي نفس هو اللي بتتحول
+
+301
+00:23:25,820 --> 00:23:29,520
+لجوه هدى فبوسه وهدى فبوسه مش اكتر بس انا سميتها
+
+302
+00:23:29,520 --> 00:23:33,820
+عروسة و لا .. كنا داي ساموها نفس الحملية تمام ..
+
+303
+00:23:33,820 --> 00:23:38,770
+اذا هذهتمام بيقدرش بيسوي اي علامات V علامات cos
+
+304
+00:23:38,770 --> 00:23:44,790
+فاللي فرج cos ف the quantity cos ف is called the
+
+305
+00:23:44,790 --> 00:23:49,590
+power factor معامل ال power اللي بيفرج هو given
+
+306
+00:23:49,590 --> 00:23:53,510
+بقى طب بديها cos ف قال يرجع للرسم هاي ال cos ف هاي
+
+307
+00:23:53,510 --> 00:23:57,830
+ال ف طب ال cosine مش بيسوي مجاور على وطر هاي
+
+308
+00:23:57,830 --> 00:24:02,350
+المجاور وهاي الوطر المجاور R او بيقول VR على VM
+
+309
+00:24:02,350 --> 00:24:07,690
+قال طب يلا الحقاللي مش عارف ايش على باب الظهر نلحق
+
+310
+00:24:07,690 --> 00:24:14,150
+كساني الفاية ده هي طلعت VR على V maximum ا VR على
+
+311
+00:24:14,150 --> 00:24:18,810
+V maximum مجاور على وطر قال ايه طيب مش ال VR توي
+
+312
+00:24:18,810 --> 00:24:24,190
+انا وياكم قولنا I maximum في Rأه ده اللي حلو وهدي
+
+313
+00:24:24,190 --> 00:24:28,430
+I maximum وهدي V maximum طلعت معايا P ال average
+
+314
+00:24:28,430 --> 00:24:34,390
+لما جيت عوّفت على الأولانية احنا قلنا وراحت المهم
+
+315
+00:24:34,390 --> 00:24:37,270
+لما جيت عوّفت لأن كانت ال P average يا باب
+
+316
+00:24:37,270 --> 00:24:42,050
+بالساوية نص V maximum I maximum كساين الفاية صح
+
+317
+00:24:42,050 --> 00:24:45,430
+ولا لأ فبدي أديك معاك بكساين الفاية I maximum وهنا
+
+318
+00:24:45,430 --> 00:24:49,890
+R وهنا V maximum V maximum مع V maximum بتوحتمام؟
+
+319
+00:24:49,890 --> 00:24:54,510
+هذي I تربيع، هذي P معته I أرمز تربية؟ في R، لمّا
+
+320
+00:24:54,510 --> 00:24:57,710
+إيجوا طلّعوا هنا، قالوا إيش هيكي؟ هذي I أرمز تربيح
+
+321
+00:24:57,710 --> 00:25:03,130
+في الـR، هذي المقاومة أو القدرة وين؟ بس في
+
+322
+00:25:03,130 --> 00:25:07,990
+المقاومة ولا لا؟ بس في المقاومة. كل ال power اللي
+
+323
+00:25:07,990 --> 00:25:11,130
+أخدتها من هنا، وين راحت؟ كله هنا راحت. طب و هدول؟
+
+324
+00:25:11,130 --> 00:25:15,750
+كله ولوا لهم دعوة.هه بيجيب واحد بيرجع بيرجع بيقول
+
+325
+00:25:15,750 --> 00:25:19,850
+اه اصلا انت علمتني هذا و هذا شغلتهم يخزنه مش
+
+326
+00:25:19,850 --> 00:25:23,630
+يفقدوه صح ولا لأ؟ و هذا بياخد من هذا و هذا بياخد
+
+327
+00:25:23,630 --> 00:25:28,760
+من هذا ذاكرين ال IC معناته طاقة تفقد وين فقط؟في R
+
+328
+00:25:28,760 --> 00:25:34,220
+والـ R شباب في علم الكهربا اللي بيسموه load هو
+
+329
+00:25:34,220 --> 00:25:38,600
+تلاجتك أو هو لمبتك أو هو هوايتك أو هو conditionك
+
+330
+00:25:38,600 --> 00:25:42,900
+أو هو كل حد اللي بيشتغلها هي R تعتبر load إذا
+
+331
+00:25:42,900 --> 00:25:46,980
+الطاقة بتروح من اللي أنت بتستهلكه الألو والسيمر هم
+
+332
+00:25:46,980 --> 00:25:51,600
+مش دعوة بفقدوش طاقة و بخزنهم أصلا تمام إذا بيقوللي
+
+333
+00:25:51,600 --> 00:25:55,940
+بعد ما عمل بي average I remastered B في الـ R هاي
+
+334
+00:25:55,940 --> 00:25:56,240
+السؤال
+
+335
+00:26:03,720 --> 00:26:08,840
+بيقول in a series RLC circuit دي maximum 150 هذه
+
+336
+00:26:08,840 --> 00:26:11,900
+كلها المعطية تبع المثال السابق شباب كلها تحت
+
+337
+00:26:11,900 --> 00:26:18,060
+المثال السابق ال VLR 425 C 3.5 L 1.4 كله بنفسها و
+
+338
+00:26:18,060 --> 00:26:23,020
+الـ Omega 377 what is the power delivered to the
+
+339
+00:26:23,020 --> 00:26:26,940
+circuit قال لي ما هي ال power اللي انت أخدتها من
+
+340
+00:26:26,940 --> 00:26:31,850
+المصدر قلت له هي نفسها ال power اللي فقدتها وينفي
+
+341
+00:26:31,850 --> 00:26:36,890
+الـ R فقط في الـ R فقط حلو يعني معناته بقدر أقول
+
+342
+00:26:36,890 --> 00:26:46,450
+ال power بتساوي I RMS تربية في R تمام هذه شباب هي
+
+343
+00:26:46,450 --> 00:26:52,290
+عبارة عن I maximum ع تنين بدأتش أقول جهاز تنين
+
+344
+00:26:52,290 --> 00:26:56,370
+تربية ع تنين طب هذه إيش بتساوي؟
+
+345
+00:27:00,480 --> 00:27:05,880
+هه هه ايه بتقول على اعضاء؟ على زبط طبعا الانبعاد
+
+346
+00:27:05,880 --> 00:27:10,380
+كلها زبط جمّد زبط انساش وانا جيبتلك ايه في المثال
+
+347
+00:27:10,380 --> 00:27:12,340
+السابق مانتش حتى هنا بس انتوا في المجال الامتحان
+
+348
+00:27:12,340 --> 00:27:17,320
+مش حتيش حاتوها بيقجبوهاتمام؟ إذا معناته قال لي
+
+349
+00:27:17,320 --> 00:27:21,960
+solution from the previous example أنا Z جيبتها
+
+350
+00:27:21,960 --> 00:27:25,320
+أصلا قال لي إذا الأول حاجة جيبت ال biomass هي ال V
+
+351
+00:27:25,320 --> 00:27:29,440
+maximum على square root of 2 على Z طلعتها خلصت
+
+352
+00:27:29,440 --> 00:27:35,620
+القانون فطلعت ال P average طلعت 18.1 watt هذه ال
+
+353
+00:27:35,620 --> 00:27:39,460
+biomass اللي بيبقى في ال R فقط في ال R يعني مرة ما
+
+354
+00:27:39,460 --> 00:27:40,480
+تيجي السؤال كانت تالي
+
+355
+00:27:43,600 --> 00:27:49,600
+RLC series circuit بيقول البطار تبعت المصدر فُقدت
+
+356
+00:27:49,600 --> 00:27:53,780
+في التلاتة في الـR و الـA و بيقول احنا في الـR
+
+357
+00:27:53,780 --> 00:27:57,060
+لحالها و لا في الـR و L و C لحالها و لا في الـL
+
+358
+00:27:57,060 --> 00:28:00,280
+لحالها و لا في الـC لحالها و لا في التلاتة مع بعض
+
+359
+00:28:00,280 --> 00:28:03,180
+في الـR لحالها طب انا ممكن اصيغ مية سؤال على هذه
+
+360
+00:28:03,180 --> 00:28:07,180
+القضية كفتيس سؤال طب هو كاتب delivered to the
+
+361
+00:28:07,180 --> 00:28:11,130
+circuit ماكانش اللي فُقدتأه ما هو اللي أخدتها أنت
+
+362
+00:28:11,130 --> 00:28:15,050
+و أنا و أنت استغلتها بس المقارنة بس المقارنة بس ال
+
+363
+00:28:15,050 --> 00:28:17,030
+.. بس ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس
+
+364
+00:28:17,030 --> 00:28:17,430
+ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس ال ..
+
+365
+00:28:17,430 --> 00:28:18,170
+بس ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس ال
+
+366
+00:28:18,170 --> 00:28:21,150
+.. بس ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس
+
+367
+00:28:21,150 --> 00:28:24,170
+ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس ال ..
+
+368
+00:28:24,170 --> 00:28:24,170
+بس ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس ال
+
+369
+00:28:24,170 --> 00:28:24,170
+.. بس ال .. بس ال .. بس ال .. بس ال .. بس ال .. بس
+
+370
+00:28:24,170 --> 00:28:28,130
+ال .. بس ال .. بس ال .. بس ال .. بس ال ..
+
+371
+00:28:28,130 --> 00:28:34,310
+بس ال .. بس
+
+372
+00:28:34,310 --> 00:28:41,640
+الهي هذه انت خدت ال maximum خلاصته تمام اخر موضوع
+
+373
+00:28:41,640 --> 00:28:49,800
+اللي يعني هامشي daily chapter خلينا نسميهResonance
+
+374
+00:28:49,800 --> 00:28:55,960
+in a series RLC circuit Resonance اللي هو حكينا
+
+375
+00:28:55,960 --> 00:29:00,360
+عنه، إيش يعني Resonance؟ XL و XC ماله؟ جذبعت، هاي
+
+376
+00:29:00,360 --> 00:29:02,840
+معناه Resonance طبعا هذا الموضوع اللي إحنا حاطينه
+
+377
+00:29:02,840 --> 00:29:07,420
+في أخر موضوع لأنه إن شاء الله اللي بتخصص كهربا هذا
+
+378
+00:29:07,420 --> 00:29:11,120
+بياخد عليه نفس الموضوع يمكن تطلب ع مساقات مش تطلب
+
+379
+00:29:11,120 --> 00:29:16,250
+ع محاضراتطبعا مصاقات يعني حوالي 45 محاضرة كل مصاق
+
+380
+00:29:16,250 --> 00:29:20,810
+ما هو 15 محاضرة 45 محاضرة كل مصاق اه تلت ساعات اه
+
+381
+00:29:20,810 --> 00:29:24,090
+تلت ساعات اه عندك اتصالات واحد واتصالات اتنين وفي
+
+382
+00:29:24,090 --> 00:29:26,710
+عندك كهربا منصية واحد وكهربا منصية اتنين وفي عندك
+
+383
+00:29:26,710 --> 00:29:30,990
+انتنة واحد وانتنة اتنين وكل هذي بها المواضيع هذي
+
+384
+00:29:30,990 --> 00:29:34,560
+اللعبة انت ايش خصصك اتصالاتيعني في الآخر الكهربا
+
+385
+00:29:34,560 --> 00:29:37,700
+بغلق من التصالات وبالتالي من الموضوع المهم اللي
+
+386
+00:29:37,700 --> 00:29:42,300
+بتركب على مواضيع الكهربا والكهربا مواضيع كتيرة
+
+387
+00:29:42,300 --> 00:29:46,780
+مواضيات كهربا مواطسية وكل الجثة الطويلة العريضة
+
+388
+00:29:46,780 --> 00:29:54,560
+بتصير خبير التصالات ثم ان شاء اللهأنا قلت لكم عدة
+
+389
+00:29:54,560 --> 00:30:00,940
+مرات شباب أنه أنا في دوائر الاستقبال وأبسط أنواع
+
+390
+00:30:00,940 --> 00:30:04,840
+الدوائر الكهربائية هي دائرة الراديو زمان كنا في
+
+391
+00:30:04,840 --> 00:30:08,680
+سنة أولى .. في هذه السنة الأولى نقول لو واحد بده
+
+392
+00:30:08,680 --> 00:30:12,380
+يجي نعمل مشروع نقوله أعملك دائرة راديو لازم تسمعني
+
+393
+00:30:12,380 --> 00:30:17,240
+أحد المحطات بسهولة بعملهافيش أسهل منها دائرة
+
+394
+00:30:17,240 --> 00:30:19,720
+الاستقبال بيطلع .. بيحطله على شغلها بعمل ..
+
+395
+00:30:19,720 --> 00:30:23,100
+بتسمعنا إذاعة منها الإذاعات خلاص عملت ده ربنا
+
+396
+00:30:23,100 --> 00:30:25,840
+بتنعملها بسهولة إيش هي بيسويه؟ بيقولك أنت في
+
+397
+00:30:25,840 --> 00:30:29,820
+الهواء في عندك مليون إذاعة صح ولا لأ؟ بدك واحدة
+
+398
+00:30:29,820 --> 00:30:35,080
+منهم إيش بتسويه؟ بدلّك يتغيرفي C يالبًا بنغير في C
+
+399
+00:30:35,080 --> 00:30:38,460
+تبع الدائرة تبعتك الدائرة فيها L و فيها C و فيها A
+
+400
+00:30:38,460 --> 00:30:44,880
+بدأك تغير في C لما تصير Omega تبعتك تعد دائرتك
+
+401
+00:30:44,880 --> 00:30:48,540
+بتسوى و Omega تبعت المحطة اللي بدك إياها بيصير
+
+402
+00:30:48,540 --> 00:30:53,320
+عندك resonance لما يصير عندك ال resonance الطيارة
+
+403
+00:30:53,320 --> 00:30:57,460
+اللي جوا الدائرة بيصير maximummaximum يعني أنك
+
+404
+00:30:57,460 --> 00:31:01,340
+بتاخده و بتدخل داخل دائرتك لإننا بنكون maximum بس
+
+405
+00:31:01,340 --> 00:31:03,280
+اللي عنده فاني كنت بيهيش بالصغير بيقول يتيحى هاي
+
+406
+00:31:03,280 --> 00:31:07,650
+ال powerهيرباو البرمجة بتساوي I رمز تربيح في الـR
+
+407
+00:31:07,650 --> 00:31:10,530
+طوّع منها لسه الـI رمز بتساوي I رمز تربيح على الـZ
+
+408
+00:31:10,530 --> 00:31:14,470
+والـZ هي قيمتها جالي عشان هذه تكون maximum لازم
+
+409
+00:31:14,470 --> 00:31:17,750
+هذه تساوي هذه لما بدك تكون مقام من أمام ولا لأ؟
+
+410
+00:31:17,750 --> 00:31:20,110
+لما المقام يكون من أمام يقول هذي لو هذين يساويوا
+
+411
+00:31:20,110 --> 00:31:23,110
+بعض هذا كل الجثر واحد لما هذين يساويوا بعض إيه
+
+412
+00:31:23,110 --> 00:31:26,650
+صار؟ صار resonance ولا لأ؟ صار resonance جالي طب
+
+413
+00:31:26,650 --> 00:31:32,760
+خليني أحولها في حد بسأل؟لأ ده ما هو .. آه في زي
+
+414
+00:31:32,760 --> 00:31:37,120
+التربيع يمكن؟ آه هي زي التربيع بلغة كلامكم آه هي
+
+415
+00:31:37,120 --> 00:31:42,400
+زي التربيع تمام ده بيخلّينا نجيب ال XL و XC بدلات
+
+416
+00:31:42,400 --> 00:31:45,380
+الأوميجاز بالمرة دي ابتدي بدلات الأوميجاز فصلة ده
+
+417
+00:31:45,380 --> 00:31:49,840
+هي ال P average بيجي بقوللي أنا إيش بصوّق؟ بضم
+
+418
+00:31:49,840 --> 00:31:54,000
+أغير في أوميجا تبعتي هذا هي .. هذه أوميجا تبعتي
+
+419
+00:31:54,000 --> 00:31:58,580
+الدائرة هذه الأوميجاز .. الأوميجا تلعت كل المحطات
+
+420
+00:31:59,330 --> 00:32:02,650
+تمام؟ هذه Omega Note اللي هي جزء التنبيع لواحدة ل
+
+421
+00:32:02,650 --> 00:32:07,750
+L C صح؟ L دائرتي و C دائرتي، غير C و أنا قلتلكم
+
+422
+00:32:07,750 --> 00:32:10,770
+مرة دي في الراديو تبع زمان كان لوحدة مغيّر من محطة
+
+423
+00:32:10,770 --> 00:32:14,790
+و محولة طفلي جرس هذا الجرس عبارة بيلعب في
+
+424
+00:32:14,790 --> 00:32:18,950
+Capacitor Capacitor هدول لايح بيخشوا جبال بعض و
+
+425
+00:32:18,950 --> 00:32:22,610
+بيطلعوا بيزغروا بيزغروا المساحات تمام؟ المهم مغير
+
+426
+00:32:22,610 --> 00:32:26,570
+C جالي بيقولنا أغير في هذا لما تصير هذه بتسوي هذه
+
+427
+00:32:26,570 --> 00:32:29,950
+هذه تبعت مين؟ تبعت محطة، اللي بديهاساعتها هذه
+
+428
+00:32:29,950 --> 00:32:34,210
+بتصير maximum لما تصير maximum from the last
+
+429
+00:32:34,210 --> 00:32:36,490
+equation it is clear that the average power is
+
+430
+00:32:36,490 --> 00:32:39,650
+maximum و ال Omega بتسوي ال Omega naught at
+
+431
+00:32:39,650 --> 00:32:43,490
+resonance يعني at resonance the average power
+
+432
+00:32:43,490 --> 00:32:48,030
+بتصير ما زال هذه روحت هذه بتروح محالي بتصير عندي
+
+433
+00:32:48,030 --> 00:32:52,770
+القانون V R master V على R فقط طبعا زي ما حكينا
+
+434
+00:32:52,770 --> 00:32:58,590
+هذه القوانين كلها مابدنا شيهاهتجيب، بتصير، Help me
+
+435
+00:32:58,590 --> 00:33:01,750
+every شباب. Help me every شباب. صغيرة صغيرة صغيرة
+
+436
+00:33:01,750 --> 00:33:06,430
+صغيرة. لو أنا بدي هذه، أدخل عندى، في دائرة هذه
+
+437
+00:33:06,430 --> 00:33:11,810
+الموجة. تمام. عندما أقول، عند Omega or not، هنا
+
+438
+00:33:11,810 --> 00:33:17,450
+إيه صارت؟ هذي maximum. كل ما كانت هذه شباب أرفع،
+
+439
+00:33:17,450 --> 00:33:23,350
+كل ما كانت دائرة الراديو أجود. هتجيب، أنا بذكر في
+
+440
+00:33:23,350 --> 00:33:27,930
+السبعينات،كنا زيكم .. هجيت فيه واحد منكم زمكاوي
+
+441
+00:33:27,930 --> 00:33:30,610
+واهلاوي وبرتشالوني ومريض مظبوط ولا لأ؟ فاحنا كنا
+
+442
+00:33:30,610 --> 00:33:35,130
+نظلنا مافيش تلفزيونات كتيرة و نتفرج او نسمع
+
+443
+00:33:35,130 --> 00:33:38,810
+المحطات على الراديو كان في محطة مصرية اسمها محطة
+
+444
+00:33:38,810 --> 00:33:42,390
+الشباب او الشباب ورياضة تمام؟ كنا كتيرين غالبا
+
+445
+00:33:42,390 --> 00:33:46,370
+نسمع المباراة نظلنا نلعب فيها لما نجيبها فإيش كان
+
+446
+00:33:46,370 --> 00:33:52,580
+جنبها شباب؟ جنبها ال BBCاللي هي لنبغ، تمام؟ خلّيني
+
+447
+00:33:52,580 --> 00:33:58,280
+أقول الـBBC هي هنا، sorry، هيها، هيها، وشبابهم
+
+448
+00:33:58,280 --> 00:34:04,060
+يانا تبعتنا هنا، نسمع المعلق راحت كورة وراحت إيه،
+
+449
+00:34:04,060 --> 00:34:08,240
+ثم نسمع حياتك ونقول لك بوش وتراب ومش عارف إيه،
+
+450
+00:34:08,240 --> 00:34:14,760
+تبقوا يسمعين الـTNT، بيقولك أنت طلع، ها، هنا،
+
+451
+00:34:14,760 --> 00:34:21,200
+دقيقتنا الجديمة، الرأي تبعنا هيكيرفو،هادي وهادي مش
+
+452
+00:34:21,200 --> 00:34:24,680
+بعيدة على بعض. لما أنا بدي أدخل، قالت، انت اندخله
+
+453
+00:34:24,680 --> 00:34:28,080
+عندك، سمعتهم. هجيت من الراديو لما يجيه أصل جديد
+
+454
+00:34:28,080 --> 00:34:28,480
+يطلع.
+
+455
+00:34:31,220 --> 00:34:34,740
+هادي بسمحها، بسمحاش، بعيدة كتير عن هادي. عشان كده
+
+456
+00:34:34,740 --> 00:34:38,100
+بسمحاش. طبعا، واللي زادها الإتقان، انه أنا عندي
+
+457
+00:34:38,100 --> 00:34:41,180
+Digital. الـDigital معناته إيش يعني Digital؟ يقول
+
+458
+00:34:41,180 --> 00:34:46,590
+هادي، كتير رفيعة.هذه بتفتح هجيت هذا روحوا سموه
+
+459
+00:34:46,590 --> 00:34:52,330
+ربطوه باسمها جودة الدائرة equality factor اللي هو
+
+460
+00:34:52,330 --> 00:34:57,530
+معامل الجودة كل ما معامل الجودة زاد كل ما كان أجود
+
+461
+00:34:57,530 --> 00:35:01,110
+لهذا إيش معامل الجودة معناته بتناسب مع حد عكسي صح
+
+462
+00:35:01,110 --> 00:35:05,830
+ولا لأ تمام بيقوللي the sharpness of the curve كل
+
+463
+00:35:05,830 --> 00:35:09,670
+هذه معلومة عامة مش داخلة في الامتحان عشان ترتاحوا
+
+464
+00:35:09,670 --> 00:35:13,770
+بسعشان بس احنا نعمل عتبة للعلمي اللي ورانا.
+
+465
+00:35:14,410 --> 00:35:17,290
+بيقولّي، The sharpness of the curve is measured by
+
+466
+00:35:17,290 --> 00:35:21,190
+a factor known as the quality factor. بيقولّي،
+
+467
+00:35:21,190 --> 00:35:27,450
+حدّة الـCurve تبعت الدائرة يقاس بكمية بيسموها
+
+468
+00:35:27,450 --> 00:35:31,770
+الـquality factor، معامل الجودة، هي اللي بتناسب
+
+469
+00:35:31,770 --> 00:35:34,740
+تنافسها العكسية المعيشة مع العرض.كلما العرض جال
+
+470
+00:35:34,740 --> 00:35:37,560
+كلما هذه زادت وهذا عبارة عن omega not على delta
+
+471
+00:35:37,560 --> 00:35:40,860
+omega ويقول هالشقاقها كل ما نجد عارفين where delta
+
+472
+00:35:40,860 --> 00:35:44,480
+omega is the width of the resonant power curve at
+
+473
+00:35:44,480 --> 00:35:47,760
+half maximum بيقول كيف أجيبها؟ بروح هذه بالنص
+
+474
+00:35:47,760 --> 00:35:51,420
+وبجوف هذا العرض وبجيبه طبعا اشتقاقه بيكون بهذا
+
+475
+00:35:51,420 --> 00:35:58,420
+الشكل وبالتالي عشان هذه تزيد بتجلل R عشان هذه تزيد
+
+476
+00:35:58,420 --> 00:36:04,420
+بتجلل R في الدائرةبس، هذا السؤال، هذا السؤال أي
+
+477
+00:36:04,420 --> 00:36:07,840
+كلام، طلعوا إيش الشباب بيقول، بيقول الـ impedance،
+
+478
+00:36:07,840 --> 00:36:11,000
+هيها ال impedance، شايفينها؟ بيقول يواجهتش ال
+
+479
+00:36:11,000 --> 00:36:17,380
+impedance بتساوي R، ال impedance of a series R-C-L
+
+480
+00:36:17,380 --> 00:36:21,640
+-C circuit at resonance، لما يكون resonance، إيش
+
+481
+00:36:21,640 --> 00:36:26,790
+دول مالهم؟ إذا انزلت إيش بتساوي؟إذا Z بتساوي أكبر
+
+482
+00:36:26,790 --> 00:36:30,710
+من R و لا أقل من R و لا equal to R و لا impossible
+
+483
+00:36:30,710 --> 00:36:37,030
+to determine هذا سؤال سهل تمام آخر مثال برضه هذا
+
+484
+00:36:37,030 --> 00:36:42,790
+أي كلام بيقول in a series RLC circuit we have the
+
+485
+00:36:42,790 --> 00:36:49,810
+maximum الدنياها R و L و Omega اتانياها what is
+
+486
+00:36:49,810 --> 00:36:55,930
+the value of C for the current to be maximumعشان
+
+487
+00:36:55,930 --> 00:36:58,130
+الـ Current يكون فيه maximum، إيش بده يكون في
+
+488
+00:36:58,130 --> 00:37:01,130
+عندنا؟ Resonance ولا لأ؟ إذا في عندي الـ
+
+489
+00:37:01,130 --> 00:37:04,270
+Resonance، طلع أيشعاد عامل، قال لك إنت ممكن تجيب
+
+490
+00:37:04,270 --> 00:37:09,450
+XL ولا لأ؟ XL بتنجاب، لأن هو اللي أعطاني ياهو، أمي
+
+491
+00:37:09,450 --> 00:37:12,090
+دي أعطاني ياه، ما زال دلني فيه Resonance، معناه
+
+492
+00:37:12,090 --> 00:37:14,950
+أنتوا بتسوي Xي ولا لأ؟ إذا جيبت Xي، بقي ده بيجيب
+
+493
+00:37:14,950 --> 00:37:19,030
+C؟ أهي جيبتها، إذا الأول على طول بيقول، the
+
+494
+00:37:19,030 --> 00:37:22,470
+maximum current is attained بتحصل عليها الـ
+
+495
+00:37:22,470 --> 00:37:27,140
+Resonance، وهيكون Resonanceوميجانات بتساوي واحد
+
+496
+00:37:27,140 --> 00:37:33,340
+على الـC وامة جمّد دكياها وطلّعت C تمان شباب هجيب
+
+497
+00:37:33,340 --> 00:37:38,420
+نحكي عن امتحان بالخمس دقايق اللي ضايق طبعا أكيد
+
+498
+00:37:38,420 --> 00:37:41,400
+بالتوفيق لكم جميعا وإن شاء الله كل واحد يجيب
+
+499
+00:37:41,400 --> 00:37:45,640
+العلامة اللي بيتمنها بالنسبة لامتحان هيكون عندنا
+
+500
+00:37:45,640 --> 00:37:51,420
+خمسة وعشر سؤال multiple choiceوخمس أسئلة حل. لمّا
+
+501
+00:37:51,420 --> 00:37:54,840
+أجي على الخمس الحل، خلّيني نحكي عنهم. احنا قلنا،
+
+502
+00:37:54,840 --> 00:37:58,000
+عشان نكون عادلين، الاربع شباكر الأولانيين، هنجيب
+
+503
+00:37:58,000 --> 00:38:06,980
+غالبًا سؤال واحد. تمام؟ سؤال واحد. طبعًا، لأ، ظالم
+
+504
+00:38:06,980 --> 00:38:11,980
+انت، على الحد احنا بنحكي، أجدهم و أسحبهم، هجد؟ لأ،
+
+505
+00:38:11,980 --> 00:38:14,580
+سؤال حل، أنا بحكي على الخمس أسئلة الحل. طبعًا،
+
+506
+00:38:14,580 --> 00:38:18,450
+شباب، أنا لما أقول الاربع شباكر، الشطر الرابع،لأ،
+
+507
+00:38:18,450 --> 00:38:23,550
+بروحنا اللي وراه. لأنه شطر الرابع بنصر .. لأنه شو
+
+508
+00:38:23,550 --> 00:38:26,610
+شطر الرابع؟ الـC. الـC .. أخدت الـR C و أنا
+
+509
+00:38:26,610 --> 00:38:29,750
+ماأخدتش الـR C؟ و أخدت الـC ولا لا؟ و الـR ..
+
+510
+00:38:29,750 --> 00:38:35,430
+ازهجنا C؟ حرامة دي سؤال لحاله، لأنه جاي تقاعد.
+
+511
+00:38:35,850 --> 00:38:39,510
+وبالتالي، في سؤال على التلات شباتن الأولى. والتلات
+
+512
+00:38:39,510 --> 00:38:43,350
+شباتن الأولى جرايب من نفس العائلة. ممكن سؤال واحد
+
+513
+00:38:43,350 --> 00:38:47,210
+يدمجهم كلهم.لأن المجال الكهربائي واللي وراه جاسم
+
+514
+00:38:47,210 --> 00:38:50,270
+هو مجال كهربائي واللي وراه جوز أصلا مجال كهربائي
+
+515
+00:38:50,270 --> 00:38:57,350
+إذاً هذا سؤال هجيه الرابع الخامس بنت سي اللي سمته
+
+516
+00:38:57,350 --> 00:39:01,150
+شبايتل زاكرينو أنا من أول سمته شبايتل ساحته من أول
+
+517
+00:39:01,150 --> 00:39:08,690
+إذاً الخامس انا sorry الرابع والسادس والعاشر ممكن
+
+518
+00:39:08,690 --> 00:39:17,820
+أن تبدأوا بسؤال الرابع سيمعاهم السادس كيرشوف
+
+519
+00:39:17,820 --> 00:39:25,400
+وتواني التوازي وRC ما هو RC كيرشوف والعاشر RL RL
+
+520
+00:39:25,400 --> 00:39:31,060
+برضه كيرشوف إذن هدول السؤال أنا قلتلكم سؤال عشان
+
+521
+00:39:31,060 --> 00:39:35,700
+بتريي المغناطيسية اللي هو السابع والتامن كنت
+
+522
+00:39:35,700 --> 00:39:40,700
+قلتلهم التامن أهم من السابعالسابق، Multiple Choice
+
+523
+00:39:40,700 --> 00:39:43,940
+Questions. التامة، كيف بنحجب الحل؟ عشان برضه نكون
+
+524
+00:39:43,940 --> 00:39:47,920
+صاحين. بنقول، هو ما فيه هنا الموضعين في هذا
+
+525
+00:39:47,920 --> 00:39:51,940
+الـChapter. أنبير وبيصفر. بنقول، هادي بادي. كل سنة
+
+526
+00:39:51,940 --> 00:39:54,760
+بنقول، هادي بادي. وين بتروح الهادي؟ على أنبير،
+
+527
+00:39:54,760 --> 00:39:57,100
+بنجيب أنبير. راحت الهادي على بيصفر، بنجيب بيصفر.
+
+528
+00:39:57,280 --> 00:39:59,160
+بنقول، إيش هادي بادي؟ بس يعني إيه؟ في الآخر دي،
+
+529
+00:39:59,160 --> 00:40:02,980
+احنا بنقار، إيه؟ وإيش نزيب؟ طبعًا، إن معاييرنا،
+
+530
+00:40:02,980 --> 00:40:07,190
+إيش عملنا Budget الأسئلة، بنوزن يعني.فينما بدي
+
+531
+00:40:07,190 --> 00:40:10,310
+دينا سؤال عربية صبار أو سؤال على أندوها، دي اللي
+
+532
+00:40:10,310 --> 00:40:13,270
+حالهم. واحد منهم بيكون ما فيش .. مافيش .. مافيش
+
+533
+00:40:13,270 --> 00:40:16,890
+إله شريكة. تمام. مافيش إله شريكة على الصواب. مافيش
+
+534
+00:40:16,890 --> 00:40:23,230
+إله شريكة. تمام. بعد كدا، سبب فرضاي ممكن أن أدمجه
+
+535
+00:40:23,230 --> 00:40:27,190
+باللي وراه. لأنه اللي وراه أصلاً فرضاي. تطبيق
+
+536
+00:40:27,190 --> 00:40:30,490
+فرضاي. اللي مالوش شريكة السؤال لأي شخصة للأخر.
+
+537
+00:40:31,430 --> 00:40:34,950
+الشبكات الأخرين مالهوش شريك لأنه AC Circuit صح ولا
+
+538
+00:40:34,950 --> 00:40:38,470
+لأ وبالتالي زي ما يوم تركب بيجي سؤال على هذه
+
+539
+00:40:38,470 --> 00:40:44,910
+الدائرة و بنبدأ .. اه هذا لحاله و بستهل طبعا انا
+
+540
+00:40:44,910 --> 00:40:47,490
+انا اتيت عندك لجيت انا فيه أربع أسئلة صار و ببقى
+
+541
+00:40:47,490 --> 00:40:53,570
+في سؤال بينادينا مين الظلم من الشباتر من ال D يعني
+
+542
+00:40:53,570 --> 00:40:57,470
+هو في الآخر لازم تتوزن يعني لازم احنا دايما بنقول
+
+543
+00:40:57,470 --> 00:41:02,070
+في سؤالنعتبره احنا صعب لكن هو مايكونش من نسبة
+
+544
+00:41:02,070 --> 00:41:06,090
+لأسرة الكتاب أصعب ما في الكتاب لأ اللي أصعب ما في
+
+545
+00:41:06,090 --> 00:41:08,410
+الكتاب احنا يا سيباب بيجيبوش في الامتحان عشان
+
+546
+00:41:08,410 --> 00:41:13,290
+تكونوا مرتاحين احنا هذا بيقول هذا exercise للدار
+
+547
+00:41:13,290 --> 00:41:18,560
+زي دمان انا بقول المقولة ان الواعد لما بده يخشسباق
+
+548
+00:41:18,560 --> 00:41:22,500
+100 متر، المدرب ما بيخلوش بس يروح على الـ 100 متر،
+
+549
+00:41:22,500 --> 00:41:25,280
+فخلّيه يجري 200 متر، بعدين يقولوا بيدخلوا على الـ
+
+550
+00:41:25,280 --> 00:41:28,680
+100 متر و هم رتاح، مظلومة لا، وبالتالي إذا حلتوا
+
+551
+00:41:28,680 --> 00:41:33,000
+أسئلة الكتاب، إذا، بيكون هي الـ 200 متر،واللي
+
+552
+00:41:33,000 --> 00:41:36,960
+مطلوب منكم مش الـ200، الـ100. تمام؟ لكن عشان
+
+553
+00:41:36,960 --> 00:41:41,200
+نتطمن، نقول، خش علي زي ما انت شفت كيف الواحد أفقه
+
+554
+00:41:41,200 --> 00:41:45,560
+بتتوسع ويقعد بحلم، تخش ع المية ومرتاح. شباب، احنا
+
+555
+00:41:45,560 --> 00:41:49,760
+مينجيبش أسئلة غنظة، احنا مينجيب الأسئلة اللي بنركز
+
+556
+00:41:49,760 --> 00:41:53,580
+عليها، زي مثلا ما قلتلكم، في الـASC، ممنوعة تجمع
+
+557
+00:41:53,580 --> 00:41:57,240
+زي جمعة الراوضة، صح ولا لأ؟ ممنوعة تجمع زي جمعة
+
+558
+00:41:57,240 --> 00:41:59,040
+الراوضة، ماقرروا ما تجمعوا أسئلة تجمعوا زي جمعة
+
+559
+00:41:59,040 --> 00:42:01,740
+الراوضة،والخيارات بتاعة الرقم موجودة،
+عشان ما
+
+560
+00:42:01,740 --> 00:42:05,800
+تغلبش حالك، أهو. أما إذا قطعنا في الـAC ممنوع تجمع
+
+561
+00:42:05,800 --> 00:42:09,680
+جامع عادي،
+الجامع بيكون الجامع عادي، دير بالكم،
+
+562
+00:42:09,680 --> 00:42:13,440
+وفي حد يتولدلكم كل الخيارات، إذا R مع L، ولا R مع
+
+563
+00:42:13,440 --> 00:42:16,720
+C، ولا L مع C، ولا التلاتة مع بعض، كما تجيب فروق
+
+564
+00:42:16,720 --> 00:42:20,360
+الجهود اللي بتجمعهم، تمام. لو جينا احنا استخدمنا
+
+565
+00:42:20,360 --> 00:42:24,380
+Gauss's Law، موضوع مهم. أم بيرز وبيوس فارت، موضوع
+
+566
+00:42:24,380 --> 00:42:30,080
+مهم.كيرشوف، بس بيجيش كيرشوف لحاله. بيدخلوش شبكة مع
+
+567
+00:42:30,080 --> 00:42:33,340
+الـR، مع الـC، مع الـL، مع كل هذه الأفكار. بيقولنا
+
+568
+00:42:33,340 --> 00:42:36,400
+في الـR، C Circuit، أنا بيهمني لحظتين. عند السفر
+
+569
+00:42:36,400 --> 00:42:40,360
+وعند المنه نهاية. في الـR، L كذلك. وهذه الموضوع
+
+570
+00:42:40,360 --> 00:42:43,100
+اللي احنا بنسأل عليها، كيف أجيب فرق الذهب من
+
+571
+00:42:43,100 --> 00:42:46,180
+المجال الكهربائي، عشان أنا أقدر ألبطهم العيون مع
+
+572
+00:42:46,180 --> 00:42:49,680
+بعض. والملطب الـChoice، وانتوا عارفين، من أسئلة
+
+573
+00:42:49,680 --> 00:42:53,840
+بين إيديكم، والأسئلة اللي كوزاتي برضه بين إيديكم،
+
+574
+00:42:53,840 --> 00:42:58,660
+إما في الشباتر،أسئلة متناقرة، مظبوطة،
+اللي هي test
+
+575
+00:42:58,660 --> 00:43:01,860
+your understanding أو الـQuizzات اللي ميمتحن فيها.
+
+576
+00:43:02,640 --> 00:43:07,100
+هذا هي، فبسهولة بإمكانكم تجيبوا العلامة
+اللي أنتوا
+
+577
+00:43:07,100 --> 00:43:10,100
+بدكم إياها، اللي بده خمسين أو ستين، ويحقر. مش
+
+578
+00:43:10,100 --> 00:43:13,080
+هتضرب على أيضه يالي ياخد التمانين والتسعين، لكن
+
+579
+00:43:13,080 --> 00:43:16,860
+جزي اللي بده فوق التسعين باستطاعته إنه يجيبها
+
+580
+00:43:16,860 --> 00:43:22,180
+وبمجهود مش عالي، مجهود جليد، عادي، نور، مابيدش
+
+581
+00:43:22,180 --> 00:43:26,080
+أقول جليد، معقول.محتمل، يعني أنا بديش إياك تفكر
+
+582
+00:43:26,080 --> 00:43:28,200
+على حاجة و غرفة و ما تطلعش و تشوفش أبوك و تشوفش
+
+583
+00:43:28,200 --> 00:43:31,400
+أقوك و ولا تشوف صاحبك، لأ، شوف، ويحضر زمالك، ويحضر
+
+584
+00:43:31,400 --> 00:43:35,480
+أهلي، ويحضر مريم المدين، وكل ما بيعملوا، بس كله
+
+585
+00:43:35,480 --> 00:43:40,490
+بقدر بتجنديه فوق التسعيف.كل هذا بتقدر، بس انت مظل،
+
+586
+00:43:40,490 --> 00:43:43,870
+بس فاتك من الـFacebook والـPUBG والمش عارف هدى
+
+587
+00:43:43,870 --> 00:43:47,910
+الشغلات، هدى اللى بتاكل وجدك، لسه مباراة ساعة و
+
+588
+00:43:47,910 --> 00:43:50,890
+نص، لعبة فى الكمبيوتر بتاخد منك 10 ساعات، وانت مش
+
+589
+00:43:50,890 --> 00:43:55,570
+حاسس، لأ، أحضر مباراة، ووافق عن حالك، هتلاقي وريط
+
+590
+00:43:55,570 --> 00:44:03,330
+للدراسة، العلم سي الشباب بس بتنظيم وجدكم، أكتر من
+
+591
+00:44:03,330 --> 00:44:06,460
+كده مش مطلوب منكم،روح صلي العشاء مش بعدين طب مالك
+
+592
+00:44:06,460 --> 00:44:09,180
+تشمع ساعة بقص الخمس ساعات انت فات العشاء لأ صلاة
+
+593
+00:44:09,180 --> 00:44:14,080
+العشاء كلها نص ساعة بتخلص يوم وطويحة يعني ما
+
+594
+00:44:14,080 --> 00:44:20,740
+نتحدثش كل شيء خليه ياخد وقته لكن بقدر وانا موجود
+
+595
+00:44:20,740 --> 00:44:24,280
+اسمه يجيب كله في الجامعة المهم كل عامة بخير عشان
+
+596
+00:44:24,280 --> 00:44:30,220
+العيد عشان خلصنا وإن شاء الله عشان أحلامتكم أهلكم
+
+597
+00:44:30,220 --> 00:44:31,700
+كلكم ناجحين وعطيكم العافية
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_postprocess.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..028c57cbf397b99069d00ef6b8d1e3f1969e15ec
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_postprocess.srt
@@ -0,0 +1,2428 @@
+1
+00:00:05,690 --> 00:00:08,810
+تمام يا بنات هنبدأ اليوم ان شاء الله بال chapter
+
+2
+00:00:08,810 --> 00:00:15,810
+التالتاللي بيحكي عن ال vectors و ال scalars لما
+
+3
+00:00:15,810 --> 00:00:20,570
+حكينا في ال chapter الماضي عن ال distance و ال
+
+4
+00:00:20,570 --> 00:00:24,050
+displacement قلنا ان ال displacement ك vector
+
+5
+00:00:24,050 --> 00:00:29,130
+quantity لها جثة كاملة هنأجلها ل chapter 3 وهي
+
+6
+00:00:29,130 --> 00:00:33,990
+ايجا chapter 3 اللي هنشرح قبل احتياط ال vectors
+
+7
+00:00:33,990 --> 00:00:37,850
+هنشرح ال coordinates axis او ال coordinate systems
+
+8
+00:00:37,850 --> 00:00:44,050
+اللي هم أنظمة المحاورالمحاول الكارتزية وما شابه ثم
+
+9
+00:00:44,050 --> 00:00:47,810
+هنخش ايش تعريف ال vector و ايش بفرج عن ال scalars
+
+10
+00:00:47,810 --> 00:00:53,890
+ثم هنتعلم كيف نجمع و كيف نطرح ال vectors ثم هناخد
+
+11
+00:00:53,890 --> 00:00:59,920
+حاجة نسميها مركبات ال vector مركبات تمةو بعدين
+
+12
+00:00:59,920 --> 00:01:04,100
+هناخد ضرب ال vectors و الضرب عبارة عن تلت أنواع
+
+13
+00:01:04,100 --> 00:01:09,180
+نوع في هذا ال chapter و نوع موجود في chapter 7 و
+
+14
+00:01:09,180 --> 00:01:13,080
+نوع موجود في chapter 11 هناخد تبع 7 و تبع 11 و
+
+15
+00:01:13,080 --> 00:01:17,220
+نجمحهم هنا و ناخد كل ما يتعلق بال vectors بهذا ال
+
+16
+00:01:17,220 --> 00:01:20,820
+chapter عشان كده لو شفتم انتوا ال problems اللي
+
+17
+00:01:20,820 --> 00:01:25,660
+مطلوبة مننا في بعض الأسئلة مكتوب من chapter 7 و في
+
+18
+00:01:25,660 --> 00:01:29,440
+بعض ال problems موجودة من chapter 11أحنا هنشرحهم
+
+19
+00:01:29,440 --> 00:01:35,320
+كلهم ونخلص منه الكتاب فلسفته أن الشغل اللي بتلزمنا
+
+20
+00:01:35,320 --> 00:01:38,440
+في شبطر 7 أجيله لشبطر 7 والشغل اللي بتلزمنا في
+
+21
+00:01:38,440 --> 00:01:42,760
+شبطر 11 أجيله لشبطر 11 احنا قلنا لأ من هالجهة ناخد
+
+22
+00:01:42,760 --> 00:01:48,240
+كل حاجة بتتعلق بال vectors ونخلص منها فهذه problem
+
+23
+00:01:48,240 --> 00:01:53,320
+من شبطر 7 سبعة و 9 و 12 و 13 من شبطر 7 و 1 و 3 و 7
+
+24
+00:01:53,320 --> 00:01:59,680
+و 10 من شبطر 11 طبعا حسب الكتاب يلانبدأ coordinate
+
+25
+00:01:59,680 --> 00:02:04,760
+systems أنظمة الإحداثيات coordinates محاور أو
+
+26
+00:02:04,760 --> 00:02:09,960
+إحداثيات تمام احنا حكينا يا بنات لما قلنا بنحدد
+
+27
+00:02:09,960 --> 00:02:14,000
+موضع أي جسم مش قلنا مانفعش تقولي موضعه خمسة متر و
+
+28
+00:02:14,000 --> 00:02:19,040
+بس لازم تقولي مرجعية هذه المرجعية بدل من تقولي
+
+29
+00:02:19,040 --> 00:02:23,680
+والله الطيران و تقولي عزجولة و تقولي مفترج
+
+30
+00:02:23,680 --> 00:02:30,180
+الشجاعية بدي شغلاتعامة مالهاش خصوصية هذه الشغلة
+
+31
+00:02:30,180 --> 00:02:36,180
+العامية سمناها محاور هذه المحاور فيها إلها عدة
+
+32
+00:02:36,180 --> 00:02:41,040
+أنواع أول نوع اللي انتوا خدتواه المشهور المحاور
+
+33
+00:02:41,040 --> 00:02:44,920
+الكارتيزية أو الإحداثية الكارتيزية مش خدناها اللي
+
+34
+00:02:44,920 --> 00:02:51,520
+هي عبارة عن إيش؟عبارة عن محور صيني ومحور صاضي هدول
+
+35
+00:02:51,520 --> 00:02:54,200
+لازم يكونوا متعمدين ولا لأ هدول لازم يكونوا
+
+36
+00:02:54,200 --> 00:02:58,600
+متعمدين إذا بيقوللي in physics it is important to
+
+37
+00:02:58,600 --> 00:03:02,260
+define the position of a point in space بتحدد أي
+
+38
+00:03:02,260 --> 00:03:07,780
+نقطة وين بالظبط موضحها in doing so we need a
+
+39
+00:03:07,780 --> 00:03:11,180
+coordinate system أول coordinate هناخده هو ال
+
+40
+00:03:11,180 --> 00:03:14,800
+Cartesian coordinatesالشيخ كارتيزان كاردياس ده هم
+
+41
+00:03:14,800 --> 00:03:19,960
+اكس و واي من ايش بتستفيد قال لي عشان لما بدي اديك
+
+42
+00:03:20,490 --> 00:03:25,450
+رقامين واحد صاضي وواحد صيني ولا ممكن الا تحدد
+
+43
+00:03:25,450 --> 00:03:27,570
+موضوع النقطة صح ولا لا
+
+44
+00:03:57,100 --> 00:04:07,550
+تسعين درجة تتقاطع تتقاطع تتقاطع في نقطةهذه النقطة
+
+45
+00:04:07,550 --> 00:04:13,330
+بسميها نقطة الأصل إذا intersect at a point called
+
+46
+00:04:13,330 --> 00:04:19,970
+the origin تسمى نقطة الأصل حلو ه get any point in
+
+47
+00:04:19,970 --> 00:04:24,840
+a plane في مستوىis assigned to numerical values
+
+48
+00:04:24,840 --> 00:04:29,140
+بديها رقامين numerical values رقامين إيش هم
+
+49
+00:04:29,140 --> 00:04:33,580
+الرقامين ده لوحدة بسميها ال X value و واحدة ال Y
+
+50
+00:04:33,580 --> 00:04:37,700
+value هجيت هذه شايفينها خمسة و تلاتة إيش يعني
+
+51
+00:04:37,700 --> 00:04:41,820
+بقوله ع الصيني خمسة وع الصابري تلاتة لما أقولك
+
+52
+00:04:41,820 --> 00:04:45,620
+خمسة و تلاتة في أي بنت بتحط نقطة غير هذه النقطة
+
+53
+00:04:45,620 --> 00:04:50,360
+إذا بهدول الرقامين بكون حددت تماما موضوع النقطة
+
+54
+00:04:50,360 --> 00:04:55,280
+ولا لأخلاص اذا انا بلزمني نقطتين عشان احدد موضوع
+
+55
+00:04:55,280 --> 00:05:01,940
+اي نقطة رقمين sorry رقمين سيني و صاضي تمام هاي
+
+56
+00:05:01,940 --> 00:05:05,580
+نسميها الاحداث السيني اللي هي الخمسة و التلاتة هو
+
+57
+00:05:05,580 --> 00:05:09,500
+الاحداث الصاضي اصلا خدنا هذه الشغلات مظبوط ولا لا؟
+
+58
+00:05:09,500 --> 00:05:14,150
+تمامده طيب لما يكون في عندي فراغ بقوله بدي محور
+
+59
+00:05:14,150 --> 00:05:19,310
+تالت صح ولا لأ المحور التالت اللي فمته عين او اللي
+
+60
+00:05:19,310 --> 00:05:23,410
+احنا عندنا زد لازم يكون عمودي على التلاتة ذاكرين
+
+61
+00:05:23,410 --> 00:05:30,340
+هدول؟ وين أخدناهم؟في المجال المغناطيسي، ذاكرينها؟
+
+62
+00:05:30,340 --> 00:05:35,460
+هدول الشمّة بقولوا XY و Z هذين تلتة متعمدين XY و Z
+
+63
+00:05:35,460 --> 00:05:41,020
+لأنهم يكونوا متعمدين و ذاكرين هدول؟ برضه XY و Z
+
+64
+00:05:41,020 --> 00:05:46,260
+طبعا، إذن هذا كله عشان المحور التالت صعب الواحد
+
+65
+00:05:46,260 --> 00:05:50,540
+يصمه على اللوح فراحوا جابوا كيف تتعامل معاه، طبعا،
+
+66
+00:05:50,540 --> 00:05:54,200
+إذن بيقولي for three dimensional case لإن كان عندك
+
+67
+00:05:54,200 --> 00:05:58,790
+بُق التالت فيه فرقThere is a third axis في عندك
+
+68
+00:05:58,790 --> 00:06:02,650
+محور تالت اللي بتسميه Z axis perpendicular to the
+
+69
+00:06:02,650 --> 00:06:06,630
+XY plane لازم يكون عمودي على التنين تمام and
+
+70
+00:06:06,630 --> 00:06:09,530
+passing through the origin و احنا بنرسمه هيك و
+
+71
+00:06:09,530 --> 00:06:13,910
+رايع عليكم هذا المحور التالت طبعا لو بدرسوا على
+
+72
+00:06:13,910 --> 00:06:17,750
+لوح برسموه هيك لكن بتتخيلوا ان هذا مش على لوح طالع
+
+73
+00:06:17,750 --> 00:06:22,850
+على برا تمامand passing through the origin the
+
+74
+00:06:22,850 --> 00:06:25,130
+cartesian coordinates هذي ال Cartesian Coordinates
+
+75
+00:06:25,130 --> 00:06:28,830
+ليها اسم تاني بيسموها rectangular coordinates
+
+76
+00:06:28,830 --> 00:06:34,670
+rectangle يعني مستطيل تمام مش مشكلة المسميات تمام
+
+77
+00:06:35,940 --> 00:06:38,560
+بس عندنا Cartesian Coordinates قال لي لأ محاور
+
+78
+00:06:38,560 --> 00:06:43,180
+كتيرة احنا بدنا ناخد نوعين من انواع المحاور هذا
+
+79
+00:06:43,180 --> 00:06:47,800
+نوع تاني بيسموه Polar Coordinates المحاور القطبية
+
+80
+00:06:47,800 --> 00:06:54,300
+قطبية قطب Pol Polar قطبيقال له انت في ال Cartesian
+
+81
+00:06:54,300 --> 00:06:58,760
+Coordinates ايش بهمك؟ بقوله لما تديني معلومات بدي
+
+82
+00:06:58,760 --> 00:07:02,940
+اقدر احدد موضع النقطة مش هي المهمة هي مهمة ال
+
+83
+00:07:02,940 --> 00:07:07,440
+coordinates قال طب انا بدي اديك رقامين بس مش
+
+84
+00:07:07,440 --> 00:07:13,400
+سينوسات بدي اديك رقامين كالتالي بدي بعد النقطة عن
+
+85
+00:07:13,400 --> 00:07:17,780
+ال originوبيدّي الزاوية اللي بيعملها البعد مع ال X
+
+86
+00:07:17,780 --> 00:07:21,620
+Axis بيكفيني هدول الرقمين ولا بيكفونيش خلّيني أشوف
+
+87
+00:07:21,620 --> 00:07:26,660
+يا بنات هلجيت هاي هدر؟ ها دي نقطة انت قلتلي الـC
+
+88
+00:07:26,660 --> 00:07:31,260
+نصاب بحددها لو أقولك ها دي 5 متر و ها دي الزاوية
+
+89
+00:07:31,260 --> 00:07:36,170
+45 تبدأ تحددها ولا لأ؟ خلاصطب ليش أنا بغير عدة
+
+90
+00:07:36,170 --> 00:07:41,070
+نقول ليش بنغير؟ اذا بيقوللي sometime أحيانا بيلزمك
+
+91
+00:07:41,070 --> 00:07:46,750
+تكون عندك بدائل غير ال Cartesian Coordinates it is
+
+92
+00:07:46,750 --> 00:07:48,970
+convenient .. convenient يعني ماعنده suitable ..
+
+93
+00:07:48,970 --> 00:07:52,720
+إيش معنى suitable؟مناسب ف convenient هي suitable
+
+94
+00:07:52,720 --> 00:07:57,300
+يعني مناسب أحيان أفضل مناسبة يعني to specify a
+
+95
+00:07:57,300 --> 00:08:01,760
+point in space by its distance from the origin
+
+96
+00:08:01,760 --> 00:08:06,780
+المسافة بين النقطة و ال origin وهذا بيديها الرمز R
+
+97
+00:08:06,780 --> 00:08:12,030
+الرمز إيش هو؟الـ Radius اللي هو نص القطر مظبوط
+
+98
+00:08:12,030 --> 00:08:18,450
+تمام and a value θ value θ ليش بالمزولة للزاوية
+
+99
+00:08:18,450 --> 00:08:23,690
+تمام denote the angle between the X-axis and R هذه
+
+100
+00:08:23,690 --> 00:08:29,670
+R تعمل زاوية مع ال X-axis حدد ليها و بكفيني اني
+
+101
+00:08:29,670 --> 00:08:34,370
+احدد النقطة يعني لو كان اللي انت بتحكيه هاي محاول
+
+102
+00:08:34,370 --> 00:08:43,150
+اقولكتلاتة متر و عشرين درجة تقدر تصورها؟ طيب، خمسة
+
+103
+00:08:43,150 --> 00:08:49,160
+متر و سفر درجة، وين النقطة؟المحور الصيني هيكم
+
+104
+00:08:49,160 --> 00:08:53,780
+حددتوها برافو عليكم لو اقول تلاتة متر وتسعين درجة
+
+105
+00:08:53,780 --> 00:08:58,360
+وين؟ اين عليكم؟ اذا بيكفيني ولا بيكفنيش؟ بيكفيني
+
+106
+00:08:58,360 --> 00:09:02,800
+خلاص لو انك انت هذه النقطة وهذه النقطة ايه
+
+107
+00:09:02,800 --> 00:09:08,120
+باختلفوا على بعض؟ نقار البعد عن ال origin لكن
+
+108
+00:09:08,120 --> 00:09:12,340
+زاوية واحدة ولا لا؟ونفس العملية هذه النقطة و هذه
+
+109
+00:09:12,340 --> 00:09:15,840
+النقطة أشبه في نقوة زاوية هذه زاوية تلاتين و هذه
+
+110
+00:09:15,840 --> 00:09:19,860
+ستين و هكذا إذا هذين النقطين بيكفوني طب ليش أنت
+
+111
+00:09:19,860 --> 00:09:25,300
+بتغير ده ليه بغير للتالي للتسهيل انت كل ال
+
+112
+00:09:25,300 --> 00:09:28,440
+coordinates عشان أسهل حلي يكون في عندي مرجعية ولا
+
+113
+00:09:28,440 --> 00:09:32,960
+لأ نقدر نطلع الفصل الجاي أو الشبطر الجاي بدينا
+
+114
+00:09:32,960 --> 00:09:37,250
+نحكي عن الحركة في مستوىوالحركة في مستوى أشهرها
+
+115
+00:09:37,250 --> 00:09:42,570
+حركة المغظوفات المغظوفات بتمشيش سيني أو صادي زي
+
+116
+00:09:42,570 --> 00:09:46,270
+السقوط الحر فيها سيني و فيها صادي إذا إيش هو اللي
+
+117
+00:09:46,270 --> 00:09:50,090
+بتغير؟ جالي بتغير سيني و بتغير صادي تمام؟ طبعا لما
+
+118
+00:09:50,090 --> 00:09:54,370
+يكون عندك متغيرين أصعب مما لو كان عندك متغير واحد
+
+119
+00:09:54,370 --> 00:09:57,690
+ولا لأ؟ أطول على الأقل بلاش أقول أصعب جالي طب
+
+120
+00:09:57,690 --> 00:10:03,600
+الحركة الدائرية حركة مستوية ولا بخط مستقيم؟دائرية
+
+121
+00:10:03,600 --> 00:10:09,380
+في حد بعرف يرسم دويرة على خط واحد لأ إذا برضه حركة
+
+122
+00:10:09,380 --> 00:10:13,980
+مستوية قال لي إذا إيش متغيراتك بقوله سينوسات قال
+
+123
+00:10:13,980 --> 00:10:18,100
+لي اه لو استخدمت ال polar coordinates هيكون عندك
+
+124
+00:10:18,100 --> 00:10:22,950
+بس متغير واحد كيف بقولي اه ثابتةأيش المتغير
+
+125
+00:10:22,950 --> 00:10:28,990
+الوحيد؟ فيتا، إذا استخدمت كارتيزين coordinates، X
+
+126
+00:10:28,990 --> 00:10:32,870
+وY متغيرات، استخدم البولا، ماضلش عندي إلا فيتا
+
+127
+00:10:32,870 --> 00:10:38,310
+متغير، إذا مرات تغيير ال coordinatesبسهّل عليّ
+
+128
+00:10:38,310 --> 00:10:42,010
+الحل في التونسيين ما زال نفسي هدف متحقق اني بقدر
+
+129
+00:10:42,010 --> 00:10:46,370
+احدد النقطة ايه هو تبني R و Theta طبعا في أنظمة
+
+130
+00:10:46,370 --> 00:10:49,810
+مختلفة و احنا لسه شوية شوية زي ما بنحكي ده ده ده
+
+131
+00:10:49,810 --> 00:10:53,250
+ده بناخد العلم السنة الجاية بتاخدوا حاجة بيسموها
+
+132
+00:10:53,250 --> 00:10:59,070
+الاحداثيات القراوية والاسطوانية وفي عدة أنواع بس
+
+133
+00:10:59,070 --> 00:11:05,740
+حبة حبة تمامإذا ده اللي طيب الكارتيز ال
+
+134
+00:11:05,740 --> 00:11:08,620
+coordinates هدفها تحديد نقطة و ال polar
+
+135
+00:11:08,620 --> 00:11:12,100
+coordinates هدفها تحديد نقطة إذا لازم يكون بينهم
+
+136
+00:11:12,100 --> 00:11:15,740
+علاقة ولا لأ لازم يكون بينهم علاقة قلت له طيب هى
+
+137
+00:11:15,740 --> 00:11:21,730
+النقطة هدى المسافة X ولا لأوها دي المسافة Y وها دي
+
+138
+00:11:21,730 --> 00:11:26,430
+R وها دي فيتا طيب حبيبي في فغورس سمعته فيه بقدر
+
+139
+00:11:26,430 --> 00:11:30,270
+اجيب R بدلات X وY ولا لأ؟ اذا ما R هي جزية تربيع ل
+
+140
+00:11:30,270 --> 00:11:34,090
+X تربيع زاد Y تربيع يعني بمعنى اخر لو اتتني X وY
+
+141
+00:11:34,090 --> 00:11:39,680
+صعب اجيب R؟لأ طب و الزاوية؟ ده ليه سهل؟ أخدنا حساب
+
+142
+00:11:39,680 --> 00:11:43,760
+المثلثات في المدرسة قال لي قصين الزاوية بالثانوية
+
+143
+00:11:43,760 --> 00:11:50,340
+مجاورة على وطر أمين؟ و المجاور X و الوطر R جيب
+
+144
+00:11:50,340 --> 00:11:57,200
+الزاوية أو صين الزاوية Y على R طب و تاني الزاوية؟X
+
+145
+00:11:57,200 --> 00:12:01,500
+على R، إذاً هذه هي القلقات، إذاً بيقوللي هدول،
+
+146
+00:12:01,500 --> 00:12:07,260
+كلهم يعرفهم ولا لأ؟ Cos الزاوية بتسوي X على R، Sin
+
+147
+00:12:07,260 --> 00:12:11,800
+الزاوية بتسوي Y على R، هدى حبيبنا في ثغوس، و هدى
+
+148
+00:12:11,800 --> 00:12:16,040
+تاني الزاوية بتسوي مقابل عمجاوي، إذاً اعطيني
+
+149
+00:12:16,040 --> 00:12:18,540
+Cartesian Coordinates بحولكيها لR، اعطيني R
+
+150
+00:12:18,540 --> 00:12:22,740
+بحولكيها لCartesian، لأن كله بيؤدي نفس الهدف، وهو
+
+151
+00:12:22,740 --> 00:12:29,340
+تحديد موضع نقطة ما،تما .. نشوف .. نشوف المثال
+
+152
+00:12:29,340 --> 00:12:34,420
+بقوللي انا بدي اعطيك Cartesian Coordinates لنقطة و
+
+153
+00:12:34,420 --> 00:12:39,540
+بعد كده بدي اطلب منك احداثياتها القطبية ايش يعني
+
+154
+00:12:39,540 --> 00:12:43,500
+احداثيات القطبية؟ بدي R و Theta مش هيك مظبوط؟ تما
+
+155
+00:12:43,500 --> 00:12:47,520
+قاللي the Cartesian Coordinates of a point in the
+
+156
+00:12:47,520 --> 00:12:51,520
+XY plane R نقص ثلاثة و نص و نقص اتنين و نص
+
+157
+00:12:51,520 --> 00:12:59,120
+اتخيلتوها النقطة وين؟في أي ربوع؟ براو علينا إذا
+
+158
+00:12:59,120 --> 00:13:02,620
+تشوفوا الإحداثيات خلتني أتوقع إنه نقطة ولا لأ و
+
+159
+00:13:02,620 --> 00:13:06,020
+أتخيلها و هذا الهدف من الإحداثيات قاللي هذا هي
+
+160
+00:13:06,020 --> 00:13:11,340
+النقطة صح ولا لأ؟ تانا هجيت إيش بدك؟ قاللي بدي ال
+
+161
+00:13:11,340 --> 00:13:14,920
+power coordinates يعني إيش؟ يعني بدي من هالة تانة
+
+162
+00:13:15,520 --> 00:13:18,900
+وبدي ازاوي هذه كلها ولا لأ؟ وبدي هذه الزاوية ..
+
+163
+00:13:18,900 --> 00:13:23,000
+هذه الزاوية اللي انت رسمها منفعة تكون اقل من 180؟
+
+164
+00:13:23,000 --> 00:13:27,380
+لأ اكبر .. اكبر من 180 .. بين الرسم .. تانا ..
+
+165
+00:13:27,380 --> 00:13:33,090
+قللي اه .. حبيبنا في The Horse بقول هاي .. اهبتسوي
+
+166
+00:13:33,090 --> 00:13:37,830
+X تربية زي Y تربية جديش X ماعطيني نقص تلاتة و نص
+
+167
+00:13:37,830 --> 00:13:43,270
+ربعنا النقص ايش صارت موية زائد اتنين و نص بالثالث
+
+168
+00:13:43,270 --> 00:13:47,750
+ربعناها ربعناها بال calculator طلعت عندي اربعة
+
+169
+00:13:47,750 --> 00:13:54,230
+point تلاتة متر خلاص معروفة اذا انت اديتني ال R
+
+170
+00:13:54,230 --> 00:13:58,210
+كواردينية سبعتها جديش بعضها عن ال origin هجيش
+
+171
+00:13:58,210 --> 00:14:02,750
+بتجيب الزاوية جالي ماشتاني الزاوية بتسوي مقابلعلى
+
+172
+00:14:02,750 --> 00:14:07,470
+مجاور قللي اه قللي هدا هي بعدين انا بنجر ناقص
+
+173
+00:14:07,470 --> 00:14:10,430
+اتنين و نص على ناقص ثلاثة و نص الناقص مع الناقص
+
+174
+00:14:10,430 --> 00:14:13,750
+راح طلعت هدا الرقم مظبوط ولا لأ حاجات ال
+
+175
+00:14:13,750 --> 00:14:18,110
+calculator كيف بتجيب الزاوية investor واتفجرنا
+
+176
+00:14:18,110 --> 00:14:21,210
+المرة دي جيبنا كلمة ان ال calculator استيوب دمشين
+
+177
+00:14:21,210 --> 00:14:24,830
+صح طلعيها ال calculator اللي هي بتقولي ستة و تلو
+
+178
+00:14:24,830 --> 00:14:31,350
+اتنين درجةبنفقدرها علينا هذي بيشتغل نخنا ماخدتش من
+
+179
+00:14:31,350 --> 00:14:34,370
+ال calculator و أنا مغمط لإن ال calculator طلعتني
+
+180
+00:14:34,370 --> 00:14:37,370
+ستة و تلاتين مانصحيش بيسوي زي لما طلعت ال
+
+181
+00:14:37,370 --> 00:14:41,490
+calculatorالجاز التربيهي الـ 25.5 و أنا بدي بسرعة
+
+182
+00:14:41,490 --> 00:14:44,630
+و هي نازلة أخدت سالب ولا لا؟ وهذه نفس الأعمال
+
+183
+00:14:44,630 --> 00:14:47,830
+بقوله أين رايح؟ طبعا الواحد بيقولك طب كيش طلعت ال
+
+184
+00:14:47,830 --> 00:14:51,630
+calculator هيك؟ بقوله لأن هدول زاويتين متقابلتين
+
+185
+00:14:51,630 --> 00:14:55,610
+بالرأس فهي صح أبت ال calculator بس أنا بدي أزاوية
+
+186
+00:14:55,610 --> 00:15:01,210
+دي كلها وبالتالي طلعت 216 و ليست 36 في واحدة معاها
+
+187
+00:15:01,210 --> 00:15:06,370
+calculator عنكم؟شوف ليه shift 10 او point 74 تشوف
+
+188
+00:15:06,370 --> 00:15:11,770
+ايش بتطلع ال stupid machine تبعتنا shift 10 بتطلع
+
+189
+00:15:11,770 --> 00:15:16,530
+216 و الرقم ماطلعت من
+
+190
+00:15:16,530 --> 00:15:24,090
+طلع جدي جواك 36 و شوية 35 و نص ع 36 في حد طلع 216
+
+191
+00:15:24,090 --> 00:15:30,520
+لأ و من وين جت 216زكاقكم صح ولا مانجلتش من ال
+
+192
+00:15:30,520 --> 00:15:34,580
+machine بدون ما اعرف اش اللي بتسوي ال machine تمام
+
+193
+00:15:34,580 --> 00:15:40,620
+يا بنات؟ ايه الصفصار؟ كيف؟
+
+194
+00:15:40,620 --> 00:15:50,800
+بكيش تكتب ال 36 زي 180؟ اه مانحكت كيف؟
+
+195
+00:15:50,800 --> 00:15:57,190
+ايه مكملالها او زي كتبت فيلها 180 درجة تمام؟هالجيت
+
+196
+00:15:57,190 --> 00:16:00,290
+vectors and scalars قال لي أنا أخدي ال chapter
+
+197
+00:16:00,290 --> 00:16:03,890
+كامل في الفيزيا ال chapter التاني مظبوط ولا لأ مرة
+
+198
+00:16:03,890 --> 00:16:08,070
+عليا distance و مرة عليا displacement ذاكرينه؟
+
+199
+00:16:08,660 --> 00:16:11,360
+وقلنا الفرق بينهم ان الـ distance is a scalar و ال
+
+200
+00:16:11,360 --> 00:16:15,000
+displacement is a vector مرت عليها speed و
+
+201
+00:16:15,000 --> 00:16:19,640
+velocity و مرت عليها acceleration صح ده اللي هدى
+
+202
+00:16:19,640 --> 00:16:24,940
+الكميات مرة و مرت عليها ال time و الكتلة هدول في
+
+203
+00:16:24,940 --> 00:16:29,000
+منهم scalars و في منهم vectors فبقولك كل الكميات
+
+204
+00:16:29,000 --> 00:16:32,260
+الفيزيائية اللى مرت عليك و اللى هتمر عليك بلاك
+
+205
+00:16:32,260 --> 00:16:35,640
+تصنفها تحت اما scalar او vector مافيش واحدة بين
+
+206
+00:16:35,640 --> 00:16:39,580
+الطلبة لا هيك ولا هيك مافيش شيءكل الكميات
+
+207
+00:16:39,580 --> 00:16:43,660
+الفيزيائية اما scalars او vectors اذا physical
+
+208
+00:16:43,660 --> 00:16:47,360
+quantities are either vectors او scalars لا هيك لا
+
+209
+00:16:47,360 --> 00:16:51,980
+هيك فاش خيار اخر نيجي نعرف شو هو ال scalar كمية
+
+210
+00:16:51,980 --> 00:16:58,360
+قياسية ايش هي بقولي هي كل كمية فيزيائية بدت تديني
+
+211
+00:16:58,360 --> 00:17:04,620
+بس مقدارها وبس بتكون اعطيت معلومة كاملة مثلا الزمن
+
+212
+00:17:05,860 --> 00:17:08,480
+هل جيت لما واحد يقولك الفترة الزمنية خمس ساعات
+
+213
+00:17:08,480 --> 00:17:12,020
+بيسألك إشي تاني؟ خلاص إبتدتني معلومة كاملة ولا لأ؟
+
+214
+00:17:12,020 --> 00:17:18,840
+لما يقولك والله انت كتلتك نفترض 52 كيلو جرام، تقول
+
+215
+00:17:18,840 --> 00:17:22,080
+ما شاء الله عليها، بدهر رجيمها دي؟ لأ، هي ماعرفت
+
+216
+00:17:22,080 --> 00:17:24,840
+كل المعلومة عنها، صح ولا لأ، لكن لما تيجي واحد
+
+217
+00:17:24,840 --> 00:17:28,740
+يقولك والله أنا كتلتي 120 كيلو جرام، ما تقولي 120،
+
+218
+00:17:28,740 --> 00:17:34,260
+أيه ما سعدت وطلعك؟ إذن، لما جيتكم 52 كيلو جرام،
+
+219
+00:17:34,260 --> 00:17:39,120
+سألتوا عن حاجة تانية؟لأ حصلتوها و بس تمام انه ما
+
+220
+00:17:39,120 --> 00:17:43,120
+شاء الله sympathetic تمام هيك؟ حلو ايش فيه أنثية
+
+221
+00:17:43,120 --> 00:17:52,280
+فيزيائية؟ Galactica EG يعني أنثية تمام طي الزمن ال
+
+222
+00:17:52,280 --> 00:17:59,900
+volume ايش حجم mass قتلة density كثافة اذكرولي ايش
+
+223
+00:17:59,900 --> 00:18:04,960
+معرفة الكثافة؟كتلة على حجم كتلة على حجم كتلة على
+
+224
+00:18:04,960 --> 00:18:08,060
+حجم كتلة على حجم كتلة على حجم كتلة على حجم كتلة
+
+225
+00:18:08,060 --> 00:18:08,940
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+226
+00:18:08,940 --> 00:18:09,060
+كتلة على حجم كتلة على حجم كتلة على حجم كتلة على
+
+227
+00:18:09,060 --> 00:18:09,860
+حجم كتلة على حجم كتلة على حجم كتلة على حجم كتلة
+
+228
+00:18:09,860 --> 00:18:20,080
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+229
+00:18:20,080 --> 00:18:20,700
+كتلة على حجم كتلة على حجم كتلة على حجم كتلة على
+
+230
+00:18:20,700 --> 00:18:30,900
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+231
+00:18:32,060 --> 00:18:36,460
+واتفقنا المرة قديك لما واحد يقولك انزاح الجسم خمسة
+
+232
+00:18:36,460 --> 00:18:41,760
+متر بقولك ورايح وراحانزح شرقا ولا غربا ولا لفوق
+
+233
+00:18:41,760 --> 00:18:45,920
+ولا لتحت؟ مظبوطا للا غير لما تقولي مسافة بين حيطة
+
+234
+00:18:45,920 --> 00:18:50,040
+وحيطة خمس بين حيطة وحيطة هذه الحيطة و هذه الحيطة
+
+235
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+ولا هذه و هذه بتفرج؟ ماتفرجش مسافة أما تقولي انزح
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+236
+00:18:54,320 --> 00:18:59,500
+بدي في direction إذا is the physical quantity that
+
+237
+00:18:59,500 --> 00:19:04,160
+have both magnitude and direction إذا ال vector
+
+238
+00:19:04,160 --> 00:19:11,490
+أكم شغلة إيه؟magnitude وdirection حلو ايش الأمثلة
+
+239
+00:19:11,490 --> 00:19:15,310
+اليوم دي مكتر هم الأمثلة اللي في الفيزياء تمى
+
+240
+00:19:15,310 --> 00:19:20,190
+velocity مش speed در بالكم acceleration
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+241
+00:19:20,190 --> 00:19:28,690
+displacement force area مساحة و احنا المساحة عشان
+
+242
+00:19:28,690 --> 00:19:32,910
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+
+243
+00:19:32,910 --> 00:19:35,970
+المين هالكميات منها vector بنحط
+
+244
+00:19:38,150 --> 00:19:42,690
+Time قتلة area none of them عشان واحد يحط لي none
+
+245
+00:19:42,690 --> 00:19:47,230
+of them تمام وهي ال area نكتبينها ال area is a
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+246
+00:19:47,230 --> 00:19:51,150
+vector و هنجيبها و نشرحها و هنثبتها و نأكد عليها و
+
+247
+00:19:51,150 --> 00:19:55,510
+هتبقى لها تتكررة معلومة متواترة ال area is a
+
+248
+00:19:55,510 --> 00:20:00,850
+vector quantityالمساحة اوه اوه عشان كده بجيبها في
+
+249
+00:20:00,850 --> 00:20:04,870
+ال quiz عشان تتخربطوا المساحة عبارة عن vector
+
+250
+00:20:04,870 --> 00:20:10,770
+واتجاهها دائما عمودي على السطح عمودي
+
+251
+00:20:10,770 --> 00:20:14,050
+على السطح ده ده ده ده لسه شوية شوية تستغربوش
+
+252
+00:20:14,050 --> 00:20:19,490
+تكشروش هنجيبها تمام هيك هنثبتركوا معاها بس لسه
+
+253
+00:20:19,490 --> 00:20:25,580
+ماوصلناش عشان القالية اللي نفلتها تمامجالي امنت
+
+254
+00:20:25,580 --> 00:20:29,980
+الكميات الفيزاية اما vector او scalar طب هجيت انا
+
+255
+00:20:29,980 --> 00:20:35,080
+بدي اكتب مرة سرعة و مرة كتلة السرعة vector و
+
+256
+00:20:35,080 --> 00:20:41,320
+الكتلة scalar طب كيف اميز بينهم؟ طب عرفتك من ايه M
+
+257
+00:20:41,320 --> 00:20:45,880
+و هادي V مظبوط ولا لأ؟في عندى كمية بأول ما أشوفها
+
+258
+00:20:45,880 --> 00:20:50,380
+بيقول هذا بيعني vector إذا أنا بدي أتفق أنا وياك
+
+259
+00:20:50,380 --> 00:20:55,560
+كل العالم إنك لما تشوف رمز تقول هذه بيمثل كمية
+
+260
+00:20:55,560 --> 00:21:01,500
+متجهة كيف أول ما بدوا يقولوا كانوا سهل اعمل هيك
+
+261
+00:21:01,500 --> 00:21:08,610
+وحط سهلإذاً هذي إيش؟ متجة طبعا زمان لما نقول زمان
+
+262
+00:21:08,610 --> 00:21:12,130
+زمان قبل ما تنولدوا يعني قبل ما تنولدوا بكتير لما
+
+263
+00:21:12,130 --> 00:21:14,770
+إجوا يشتغلوا قالوا كان فيه computers قالوا لأ
+
+264
+00:21:14,770 --> 00:21:19,770
+ماكنش فيه computers هكيف كانوا يطبعوا؟ يكتبوا و
+
+265
+00:21:19,770 --> 00:21:24,190
+بعد كده إجت المكينة الطباعة تمام؟ في مكينة الطباعة
+
+266
+00:21:24,190 --> 00:21:30,760
+يا بنات حط سهم فوق الحرف يورنيه مصحبةقصة تمام؟
+
+267
+00:21:30,760 --> 00:21:33,760
+قالوا فارتكفتنا شغل غير هالسهم هذا سهل على
+
+268
+00:21:33,760 --> 00:21:37,320
+السكرتيرة والسكرتير المغلبة اللي بدهم يوطبع وراك
+
+269
+00:21:37,320 --> 00:21:43,280
+قالوا بسيطة في في الطباعة حاجة اسمها bold غامق
+
+270
+00:21:43,280 --> 00:21:48,060
+قالوا الرمز الغامق بدنا نعتمد هو رمز الكمية
+
+271
+00:21:48,060 --> 00:21:53,000
+المتجهة هه سهلت علينا شوية والرمز العادي بدون غامق
+
+272
+00:21:53,000 --> 00:21:58,970
+هو scalar إذا بيقولي in the book في كتابكالقيمة
+
+273
+00:21:58,970 --> 00:22:06,750
+الوكترية ستميزها من القيمة الوكترية بكتابتها
+
+274
+00:22:06,750 --> 00:22:12,750
+بكتابة بيكتبتها بكتابة
+
+275
+00:22:12,750 --> 00:22:17,930
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+276
+00:22:17,930 --> 00:22:17,990
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+277
+00:22:17,990 --> 00:22:18,370
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+278
+00:22:18,370 --> 00:22:22,830
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بwill be
+
+279
+00:22:22,830 --> 00:22:27,590
+typing it in boldface و أحيانًا بيحطوا كمان ال raw
+
+280
+00:22:27,590 --> 00:22:32,690
+فوق الحر طبعًا في ال computer سهل شوية مش زي طباعة
+
+281
+00:22:32,690 --> 00:22:37,300
+زمانتمة بيحطوها هيك او في كتب بس بيقولك انا صحيح
+
+282
+00:22:37,300 --> 00:22:42,340
+مغلب مابديش اياه بس هنا شايفين ال a زي هذا الحرف
+
+283
+00:22:42,340 --> 00:22:46,640
+ولا اغمج اغمج تمة قال هو ال vector ايش له
+
+284
+00:22:46,640 --> 00:22:51,300
+magnitude و direction طب انا بدي بس ال magnitude
+
+285
+00:22:51,300 --> 00:22:55,580
+كيف اميز اني انا بدي بس ال magnitude قال حط اللي
+
+286
+00:22:55,580 --> 00:23:02,920
+يافي إشارة بتعرفوها في الرياضيات القيمة المطلقة طب
+
+287
+00:23:02,920 --> 00:23:06,480
+و هي القيمة المطلقة بتجرب للمقدار قال لي اه لإن
+
+288
+00:23:06,480 --> 00:23:09,820
+المقدار ممنوع يكون سالب إيش هي القيمة المطلقة لان
+
+289
+00:23:09,820 --> 00:23:14,620
+ناقص خمسةخانسة ليش مشركم الدعوة في السالب؟ قاللي
+
+290
+00:23:14,620 --> 00:23:18,420
+لإن السالب اتعلمتني إنها بتعني direction ولمّا
+
+291
+00:23:18,420 --> 00:23:20,560
+تقوللي او دي دي ال magnitude إيه دعوة في ال
+
+292
+00:23:20,560 --> 00:23:24,580
+direction إذا السالب ماكانش دعوة فيه فبالتالي كيف
+
+293
+00:23:24,580 --> 00:23:28,840
+أنا جاهز؟ قال هاي ال victory رمز وحطته بين إشارة
+
+294
+00:23:28,840 --> 00:23:33,930
+المطلقabsolute احنا بنسميها اخدتوها جربتوها بال
+
+295
+00:23:33,930 --> 00:23:38,630
+calculus وصلتوا الحمد لله تم اذا ال absolute او
+
+296
+00:23:38,630 --> 00:23:42,910
+قاللي ها دي برضه الرمز مرات في صعب تعمله طبعا في
+
+297
+00:23:42,910 --> 00:23:46,270
+ال word إيه طريقة تعملوها قاللي إيش أعمله قاللي
+
+298
+00:23:46,270 --> 00:23:50,850
+شوف الحرف إيه لابد و نسهم و ميله أعمله إتالك هذه
+
+299
+00:23:50,850 --> 00:23:54,920
+معناته أنا إيش بدي من ال vector ال magnitudeفهمتوا
+
+300
+00:23:54,920 --> 00:23:59,220
+يا بنات؟ احنا قاعدين بنقعد لسه الرموز عشان نفهم
+
+301
+00:23:59,220 --> 00:24:04,840
+معاكم فيها تمام the magnitude of a vector is
+
+302
+00:24:04,840 --> 00:24:09,140
+always positive ماينفعش تحط negative لإن ال
+
+303
+00:24:09,140 --> 00:24:12,660
+negative معناتها direction ممنوع تقولي ال
+
+304
+00:24:12,660 --> 00:24:17,080
+magnitude نقص ثلاثة وش هالشغل بينفع ال speed تكون
+
+305
+00:24:17,080 --> 00:24:24,400
+سلبة؟ نسبيةهو احنا خلّيني نرجع لسبيد هي ال
+
+306
+00:24:24,400 --> 00:24:28,480
+magnitude تبعت ال velocity مظبوط؟ هذه معلومة
+
+307
+00:24:28,480 --> 00:24:32,660
+حكيتها ال speed هي ال magnitude المagnitude مسموحة
+
+308
+00:24:32,660 --> 00:24:36,560
+تكون سالبة؟ لأ اذا مسموحة ال speed تكون سالبة؟ لأ
+
+309
+00:24:36,560 --> 00:24:40,600
+الفلسفية اه الفلسفية اه نهد اكتر سالب يعني شرق او
+
+310
+00:24:40,600 --> 00:24:47,150
+قرض شمال او جنوب ده ما؟جالي طيب الرمز اتفجت انا و
+
+311
+00:24:47,150 --> 00:24:51,950
+اياك عليه بتحط bold معناته بيداك ال vector حطيت
+
+312
+00:24:51,950 --> 00:24:55,270
+اتلت معناته بيداك مقدار ال vector طب كيف بيتعامل
+
+313
+00:24:55,270 --> 00:25:00,110
+معاه قال انا كيف بدي اقول ال vector هذا له مقدار و
+
+314
+00:25:00,110 --> 00:25:08,130
+اتجاه قاله لو اعملتلك هيك بيني
+
+315
+00:25:08,130 --> 00:25:13,230
+اتجاهه هيكمن ايش عرفته؟ من الساهم حلو كل الناس
+
+316
+00:25:13,230 --> 00:25:18,230
+بتلقى في الساهم اذا طيب هدى كام اتجاه؟ هت طب و
+
+317
+00:25:18,230 --> 00:25:28,310
+هدى؟ زى بعض كاتجاه لكن نفس الطول تقدر تقول ان هدى
+
+318
+00:25:28,310 --> 00:25:32,650
+اكبر من هدى ولا لا اذا بدك تمثل ال vector الساهم
+
+319
+00:25:32,650 --> 00:25:37,050
+اتفهمنا انا وياك عليه طب الطول قال لي الطول بدى
+
+320
+00:25:37,050 --> 00:25:42,460
+يتناسب مع المقدرالطول بدى تتناسب مع المقدار إذاً
+
+321
+00:25:42,460 --> 00:25:46,380
+geometrically يعني هندسيا تمام؟ انتوا عارفوا علم
+
+322
+00:25:46,380 --> 00:25:50,600
+الهندسة تمام؟ if the vector quantity is
+
+323
+00:25:50,600 --> 00:25:57,630
+represented هتمثلby a straight line خط مستقيم هاي
+
+324
+00:25:57,630 --> 00:26:02,850
+هم خطوط مستقيمة تمام and and a row at one end of
+
+325
+00:26:02,850 --> 00:26:08,190
+the line مع سهم عند أحد أطراف الخط طول السهم عشان
+
+326
+00:26:08,190 --> 00:26:13,150
+يدل عليهش الاتجاه والطول عشان يحسسك جديش مقدار
+
+327
+00:26:13,150 --> 00:26:19,980
+الكمية تمامهيو بيقول الـ length of the line طول ال
+
+328
+00:26:19,980 --> 00:26:23,360
+line represent the magnitude of the vector and
+
+329
+00:26:23,360 --> 00:26:26,780
+الاروة points to the direction of the vector و
+
+330
+00:26:26,780 --> 00:26:32,080
+الاروة بيوجه او يشير الى نحو الاتجاه تمام هذا
+
+331
+00:26:32,080 --> 00:26:39,140
+vector شايفينه هذا بنسميهطرف .. بنسميه ديل وطرف
+
+332
+00:26:39,140 --> 00:26:44,160
+بنسميه راس صعب هاي الراس الكبير و الديل مهم باين
+
+333
+00:26:44,160 --> 00:26:48,620
+دي سهل دايما ال .. الرموز بتيجي من شغلات مألوفة
+
+334
+00:26:48,620 --> 00:26:54,580
+للناس عشان الحفظ هيكون سهل والتعامل معها سهل حلو
+
+335
+00:26:56,070 --> 00:27:00,170
+أمين هل جيت بنا .. قال ليه؟ بنا نخش على صفات ال
+
+336
+00:27:00,170 --> 00:27:04,490
+vectors دالي two vectors بدي أقول عنهم متساويين
+
+337
+00:27:04,490 --> 00:27:09,310
+بنفع أقول واحد خمسة وواحد تاني خمسة بس واحد شرق
+
+338
+00:27:09,310 --> 00:27:13,230
+وواحد غرب بيساوي بعض واحد شرق وواحد شمال بيساوي
+
+339
+00:27:13,230 --> 00:27:17,970
+بعض بنفعش يساوي بعض وانت عشان تقول يساوي ذاكرين
+
+340
+00:27:17,970 --> 00:27:20,670
+لما قلنا يساوي لازم يكون اللي هان يساوي هان في كل
+
+341
+00:27:20,670 --> 00:27:26,050
+شيء؟طب اذا لازم يكون التنين له نفس المقدار و نفس
+
+342
+00:27:26,050 --> 00:27:30,630
+الاتجاه اذا بقول يا بنات equality of two vectors
+
+343
+00:27:30,630 --> 00:27:34,870
+مسوات ال vectors any two vectors are said to be
+
+344
+00:27:34,870 --> 00:27:42,630
+equal يقال عنهم متساوين ifعندي شرط they have the
+
+345
+00:27:42,630 --> 00:27:46,210
+same magnitude إذا لازم يكونوا يكونوا نفس المقدار
+
+346
+00:27:46,210 --> 00:27:52,330
+and point ويشيروا in the same direction regardless
+
+347
+00:27:52,330 --> 00:27:56,890
+of its location بغض النظر عن الموضوع مش مش ضرورة
+
+348
+00:27:56,890 --> 00:28:00,530
+يكونوا اتنين بدؤوا من نفس النقطة لأ المهم يكونوا
+
+349
+00:28:00,530 --> 00:28:02,450
+يكونوا يكونوا يكونوا نفس الطول و يكونوا يكونوا
+
+350
+00:28:02,450 --> 00:28:05,130
+يكونوا يكونوا نفس الاتجاه قال يشوف هدول الأربعة
+
+351
+00:28:06,150 --> 00:28:09,890
+كلهم من نفس النقطة انطلقوا جيس بالمصرة ده اللي نفس
+
+352
+00:28:09,890 --> 00:28:14,010
+الطول اتطلع عليهم والله متوازين متوازين يعني نفس
+
+353
+00:28:14,010 --> 00:28:19,310
+الاتجاه ولا لا بقول هدول الأربعة عبارة عن vectors
+
+354
+00:28:19,310 --> 00:28:25,550
+متساوية ماشية يا بنات لحد تلان ماشية الأمور هاي ال
+
+355
+00:28:25,550 --> 00:28:30,360
+vectorبمشي جاعل ولا ممشيش؟ اتغير ايش فيه؟ اتغير
+
+356
+00:28:30,360 --> 00:28:34,800
+مجموعته؟ اتغير اتجاهه؟ اذا بصح اللي احركه ولا لأ؟
+
+357
+00:28:34,800 --> 00:28:40,130
+بصح اللي اتحركه بشرطتحافظ علاق مقداره واتجاهه بنفع
+
+358
+00:28:40,130 --> 00:28:45,310
+اتميله ممنوع إذا ميالته غيرت اتجاهه عشان كده هذه
+
+359
+00:28:45,310 --> 00:28:48,590
+الحركة عشان بيقول regardless of their location
+
+360
+00:28:48,590 --> 00:28:54,630
+ماكانش عوامة باتجاهه وبالتالي الحركة تفرجش معاه ال
+
+361
+00:28:54,630 --> 00:28:58,990
+vector vector دلوا ايه ايه ماتغيرش حاجة ماصارش فيه
+
+362
+00:28:58,990 --> 00:29:03,050
+اي تغيير حلو
+
+363
+00:29:04,600 --> 00:29:09,440
+كلنا خلصنا روضة صح ولا لأ؟ تمى و في الروضة علمونا
+
+364
+00:29:09,440 --> 00:29:13,680
+اتنين و تلاتة خمسة اذا جيت مني اتعلم اتنين و تلاتة
+
+365
+00:29:13,680 --> 00:29:19,120
+ممكن مايكونوش خمسة حسب الاتجاه صح اذا اتنين و
+
+366
+00:29:19,120 --> 00:29:25,260
+تلاتة ممكن يكون واحد و ممكن يكون شغل اكتر صحيح؟
+
+367
+00:29:25,260 --> 00:29:29,260
+حسب الاتجاه ده ايش يعني؟ بقول يعني جمع ال vectors
+
+368
+00:29:29,260 --> 00:29:30,580
+غير عن جمع الروضة
+
+369
+00:29:33,170 --> 00:29:37,230
+قال لي هاي في طريقة بتسميها طريقة المثلف ال
+
+370
+00:29:37,230 --> 00:29:40,890
+triangle method ماانت عارف ايش معاها method قاللي
+
+371
+00:29:40,890 --> 00:29:47,310
+هدول vectors شايفين هم هينقل واحد خط واتجاهه معروف
+
+372
+00:29:47,310 --> 00:29:52,630
+من الرسمة ولا لأتطلع يا حكاية دي الراس مبين ان دي
+
+373
+00:29:52,630 --> 00:29:57,490
+ال بي عند راس ايه؟ صح؟ جالي ايش جمعهم؟ او المحصلة
+
+374
+00:29:57,490 --> 00:30:02,090
+نسميها ال resultant جالي اجيب خط من دي الاول لراس
+
+375
+00:30:02,090 --> 00:30:08,610
+التاني تصورته وينه؟ جالي هذه هي المحصلة جامعة طب
+
+376
+00:30:08,610 --> 00:30:13,230
+تطلع يا بنات لو جيتوا بالمصطرة بالمصطرة هذا تلاتة
+
+377
+00:30:13,230 --> 00:30:17,870
+و هذا أربعة بتطلع هذا سبعة؟ ولا ممكن و لا يطلعش
+
+378
+00:30:17,870 --> 00:30:23,470
+خمسةبطلعش خمسة بطلع خمسة لو كانوا متعمدين اه هنا
+
+379
+00:30:23,470 --> 00:30:28,170
+في الغرص مش شغال لكن لا بطلع .. لا .. بطلعش لا
+
+380
+00:30:28,170 --> 00:30:32,210
+سبعة ولا حاجة تمام ولا خمسة مالإنجعوة بس بطلع رقم
+
+381
+00:30:32,210 --> 00:30:36,510
+أقل من سبعة إذا واحد تلاتة واحد أربعة حاجيس حلاجي
+
+382
+00:30:36,510 --> 00:30:39,330
+أقل من سبعة بيقول إيه دحكوا علينا في الروضة لأ
+
+383
+00:30:39,330 --> 00:30:45,610
+مادحكوش عليكم كانوا يجمعوا scalars تمام حلوطيب
+
+384
+00:30:45,610 --> 00:30:50,930
+قاللي طب هذا ال vector ايه؟ حركليه وماغيرش فيه لا
+
+385
+00:30:50,930 --> 00:31:02,190
+مقدار ولا اتجاه نفس الطول؟ عملتيش ايه؟ جالي و بي؟
+
+386
+00:31:02,190 --> 00:31:07,390
+قاللي اجمعلي هجيت مش a زائد b بي زائد a بي زائد a
+
+387
+00:31:07,390 --> 00:31:11,510
+التاني ايه ولا لأ؟ هجيت جاني التاني جان براسي
+
+388
+00:31:11,510 --> 00:31:17,860
+الأول بي؟ قاللي يلا جيبلي المحصلةمن D الـ B لراس A
+
+389
+00:31:17,860 --> 00:31:22,780
+نفس السلخة إذا معناته A زائد B و لا B زائد D بتفرج
+
+390
+00:31:22,780 --> 00:31:31,360
+معاك؟ لأ بنسميها تبادل صحيح طيب هذه طريقة في طريقة
+
+391
+00:31:31,360 --> 00:31:35,360
+تانية بنسميها ال parallelogram method متوازية
+
+392
+00:31:35,360 --> 00:31:40,380
+أطلاع بتعرف متوازية أطلاع؟ سمعته فيه حلو المستطيل
+
+393
+00:31:40,380 --> 00:31:46,970
+متوازية أطلاع؟ لأ لازم ماسمعتهشالمستطيع المتوازي
+
+394
+00:31:46,970 --> 00:31:51,430
+أضلاء هو إيش تعرف المتوازي أضلاء؟ كل اتنين فوق بعض
+
+395
+00:31:51,430 --> 00:31:56,050
+متوازين و هو المستطيع مش متوازين؟ طب و المربع؟
+
+396
+00:31:56,050 --> 00:32:01,290
+برضه متوازي أضلاء طب الحمد لله حلو جالي هو جايما
+
+397
+00:32:01,290 --> 00:32:05,050
+يكون عندك دي الواحد عند راس التاني بيقول لمركزك لأ
+
+398
+00:32:05,050 --> 00:32:11,350
+جالي شوف لي هدول دي الجامدين صحيح؟ جالي إيش تسوي؟
+
+399
+00:32:11,350 --> 00:32:16,110
+جالي كم المتوازي الأضلاء؟كملوه يتوازى الله كملتوا
+
+400
+00:32:16,110 --> 00:32:23,210
+هيك قاللي القطر هو المحصلة القطر هيه قاللي طيب
+
+401
+00:32:23,210 --> 00:32:28,090
+بلاش انا هاد ايه بحبهاش حتى كلمتها صعبة بضلني هنا
+
+402
+00:32:28,090 --> 00:32:38,170
+تمام؟ مفقش هاد تخليه هيك بلس ها و هاد بيه مظبوط
+
+403
+00:32:38,170 --> 00:32:41,530
+هيك ولا لأ هجيت لما تجمع ايه زائد بيه نرجع للطريقة
+
+404
+00:32:41,530 --> 00:32:46,900
+الأولى من جلي الأوللرأس التاني هي نفس الرقم مظبوط
+
+405
+00:32:46,900 --> 00:32:52,120
+طيب او بيزاعد ايه نفس العملية اذا هي طريقة واحدة
+
+406
+00:32:52,120 --> 00:32:56,200
+بس هي كده بيكتروا طرق و بيكتروا أسماء عشان انا
+
+407
+00:32:56,200 --> 00:33:03,180
+ماعرفش معنات متوازية او اضلاع بس مش اكتر تمام؟ كم
+
+408
+00:33:03,180 --> 00:33:10,860
+vector هدول؟ بدي اجمعهمأجمع T للحال و بعدها أجمع
+
+409
+00:33:10,860 --> 00:33:15,260
+التالت له طيب أجمع يا طورة A زائد B في الأول و لا
+
+410
+00:33:15,260 --> 00:33:20,580
+B زائد C في الأول خلينا نجرب اتحالتي الميحيك بدأ
+
+411
+00:33:20,580 --> 00:33:24,920
+أجمع A زائد B أطلعت عليه هي قولت ده ال B عند رأس A
+
+412
+00:33:26,100 --> 00:33:30,820
+A زي بي كيف بيكونوا الخط عشان يجمعهم؟ من A لرأس B
+
+413
+00:33:30,820 --> 00:33:36,840
+تخيلتوا؟ طب تطلعوا هه؟ هده ولا لأ؟ اذا هده A زي بي
+
+414
+00:33:36,840 --> 00:33:41,500
+الأحمر بدي اجمعه مع الـC الآن مع الأخضر من دين
+
+415
+00:33:41,500 --> 00:33:47,800
+الأحمر لرأس الأخضر هده هو بس حطيت القصة عشان في
+
+416
+00:33:47,800 --> 00:33:51,460
+الأول جمعت A زي بي وانتوا قولتولي لو جمعت B زي C
+
+417
+00:33:51,460 --> 00:33:55,680
+بتطلع نفس الرقم ولا لأ؟ اجمعولي B وC لأزرجه الأخضر
+
+418
+00:33:56,860 --> 00:34:04,100
+بنديل بي هذا هجت أجمع الأزرق مع الأسود مش الأسود
+
+419
+00:34:04,100 --> 00:34:10,020
+هو إيه؟ بدي أجمعه مع هذا هو
+
+420
+00:34:10,020 --> 00:34:15,020
+نفسه هذا البروبوس؟ هو نفسه، إذا معناته تجمع ال A
+
+421
+00:34:15,020 --> 00:34:19,940
+زي ال B في الأول و تجمعله C أو تجمع ال B زي ال C
+
+422
+00:34:19,940 --> 00:34:25,560
+في الأول و بعدين تجمعله A، بفرق؟عيني عليكي في
+
+423
+00:34:25,560 --> 00:34:29,380
+الأول في عندك commutative تبادل ايه انه a زي بي
+
+424
+00:34:29,380 --> 00:34:34,220
+بيسوي بي زي ايه وبعد كده انه هي ال associative
+
+425
+00:34:34,220 --> 00:34:38,120
+تشاركية او اللي بدكم تسموه تجميعي ولا اللي بدكم
+
+426
+00:34:38,120 --> 00:34:43,900
+ايه تعنى negative
+
+427
+00:34:43,900 --> 00:34:50,010
+ايش يعني negativeسالب احنا بنا لغة سالب ايش معناه
+
+428
+00:34:50,010 --> 00:34:55,750
+تسالب في ال victors جالب يعكس اتجاهه بسالشرط
+
+429
+00:34:55,750 --> 00:34:59,910
+السالب تدخل على ال vector ايش بيسويه فيه؟ بتلعب في
+
+430
+00:34:59,910 --> 00:35:05,030
+اتجاهه .. بتلعب في مقداره؟ مالهجعه بمقداره؟ اذا
+
+431
+00:35:05,030 --> 00:35:11,270
+بيقوللي ال vector minus a minus negative is a
+
+432
+00:35:11,270 --> 00:35:15,430
+vector بيضله vector with the same magnitude صار
+
+433
+00:35:15,430 --> 00:35:18,750
+ايش في ال magnitude تبعه؟ ولا حاجة at the vector a
+
+434
+00:35:18,750 --> 00:35:21,610
+but points in opposite direction ولكن يشيل الى
+
+435
+00:35:21,610 --> 00:35:26,170
+اتجاه المعاكسأمننا يا بنات؟ حلو معلومة دخلت سهلة
+
+436
+00:35:26,170 --> 00:35:31,710
+هذا ايه؟ في خلاف؟ هذا ايه؟ وهو السلب ايه تبعه؟ طيب
+
+437
+00:35:31,710 --> 00:35:35,770
+ليش بتعمل ايه؟ عشان علمونا في الأول و لا التاني
+
+438
+00:35:35,770 --> 00:35:40,610
+قالونا اتطرح و اتجمع عملية حسابية واحدة انت لما
+
+439
+00:35:40,610 --> 00:35:44,950
+تطرح و كأنك بتجمع رقم مع السلب تبع التاني قالي إذا
+
+440
+00:35:44,950 --> 00:35:48,690
+معناته بدنا نشوف ال subtractingأيه subtracting؟
+
+441
+00:35:48,690 --> 00:35:54,030
+طريح تمام بيقول subtracting B from A is the same
+
+442
+00:35:54,030 --> 00:35:59,570
+وكأنك بتجمع A مع ناقص B كيف أجيب ناقص لأي vector؟
+
+443
+00:35:59,570 --> 00:36:04,570
+أعكسه صح ولا لا؟ إذا معناته A ناقص B هو A زائد
+
+444
+00:36:04,570 --> 00:36:08,530
+ناقص B طب هاتنين vector هذين لو بدي أجمحهم كيف
+
+445
+00:36:08,530 --> 00:36:13,710
+تكون ال vector؟ جمع من دين الأول لرأس التاني طب
+
+446
+00:36:13,710 --> 00:36:18,140
+بدي أطرح قال يجب أن تطرح جيبني ناقص Bمظبوط او لا؟
+
+447
+00:36:18,140 --> 00:36:21,100
+اول بدأ دي بنقص بيه، بعدين ايش عمل؟ ايش عمل فيه
+
+448
+00:36:21,100 --> 00:36:26,620
+بيه؟ اه كيسه هد نقص بيه ولا لا؟ هجيت بدي اطرح ا
+
+449
+00:36:26,620 --> 00:36:32,520
+نقص بيه هذا ال vector ولا لا؟ شايفين مثلها؟ هاي ا
+
+450
+00:36:32,520 --> 00:36:37,620
+نقص بيه سهل لحد تلقاه، وهد مانجيش في امتحانات لحد
+
+451
+00:36:37,620 --> 00:36:41,960
+تلقاه، ولا شيءراح ثقافة اه ما هو احنا مانينا نقعد
+
+452
+00:36:41,960 --> 00:36:47,200
+هاجد بدي اجمع two vectors بدي اجيب معايا منجلة و
+
+453
+00:36:47,200 --> 00:36:52,400
+بيقار و مصطرة وجود أجيس وجود أكس جثة واش هتشغلها
+
+454
+00:36:52,400 --> 00:36:55,980
+دي الروضة أسهلنا ما هيتعلمنا في الروضة كيف نجمعه
+
+455
+00:36:55,980 --> 00:36:58,820
+على إيدينا و أعلمونا أحط في مخكم مش عارف أيه شو
+
+456
+00:36:58,820 --> 00:37:02,460
+سهلة بدي طريقة زي تاعة الروضة أجمع فيها ال vectors
+
+457
+00:37:03,700 --> 00:37:08,400
+الان بدنا نتفق على طريقة ما كي دعو بالرسم انت
+
+458
+00:37:08,400 --> 00:37:10,860
+الرسم كيف كنت .. ليش كنت ترسم؟ اقوله عشان اشوف
+
+459
+00:37:10,860 --> 00:37:14,480
+الاتجاه صح ولا لأ اشوف الاتجاه اول مارصمت هي ده
+
+460
+00:37:14,480 --> 00:37:19,800
+اقولت الاتجاه هو معروف لو رسمته هي اتجاهه بعرفه طب
+
+461
+00:37:19,800 --> 00:37:25,120
+انا بدي اديك أرقام منها تعرف المقدار والاتجاه ما
+
+462
+00:37:25,120 --> 00:37:30,340
+كي دعو بالرسم تتخيله على طول من رقم معين تمام
+
+463
+00:37:32,300 --> 00:37:36,040
+أول نعمل ال quizات و بعدين نرجع عشان نكسر الكلام
+
+464
+00:37:36,040 --> 00:37:42,060
+لكتير فنشوف إيش حكينا صيني و إيش حكينا عربي تمه
+
+465
+00:37:42,060 --> 00:37:47,760
+بيقولني عندك two vectors واحد نقدره اتناش و التاني
+
+466
+00:37:47,760 --> 00:37:52,300
+نقدره تمانية اداني للاتجاهات؟ لأ جالي الاتجاهات
+
+467
+00:37:52,300 --> 00:37:57,060
+عشوائية ممكن احتمالات كتيرة عندك تمه بيقولني بدي
+
+468
+00:37:57,060 --> 00:38:06,190
+أديك رقامينبدي لو جمعتهم أكبر قدر ممكن جديش و أقل
+
+469
+00:38:06,190 --> 00:38:10,930
+قدر ممكن جديش يعني أكبر قيمة للجمع و أقل قيمة
+
+470
+00:38:10,930 --> 00:38:13,990
+للجمع the magnitude of two vectors a and b are
+
+471
+00:38:13,990 --> 00:38:17,670
+twelve and eight units which pair of numbers ايش
+
+472
+00:38:17,670 --> 00:38:21,890
+من الأزواج الأرقام اللي أديك إياها represents the
+
+473
+00:38:21,890 --> 00:38:25,830
+largest and the smallest possible values for the
+
+474
+00:38:25,830 --> 00:38:29,190
+magnitude of the resultant vector بدي أجمع طلع
+
+475
+00:38:31,280 --> 00:38:40,560
+أكبر جمع ممكن يكون 14.4؟ لأ 14 من هنا جت؟ اه بقولك
+
+476
+00:38:40,560 --> 00:38:43,740
+من هنا جت لو معاكي calculator شوفي في الغرس بطلعلك
+
+477
+00:38:43,740 --> 00:38:48,410
+الرقم هذاعرفت منين أصله؟ ده جالبا الخيارات بتكون
+
+478
+00:38:48,410 --> 00:38:52,630
+إلها معنى يا بنات حتى لو غلط بحط إلها معنى ليش؟
+
+479
+00:38:52,630 --> 00:38:57,030
+لأنه فلسفة ال multiple choice بقولك الطالب وين ما
+
+480
+00:38:57,030 --> 00:39:02,110
+يفكر يجيله جواب مشلج مشلجش مش مشكلة المهم مايتغلبش
+
+481
+00:39:02,110 --> 00:39:06,430
+يقعد يبحث في السؤال مش هو ده يطلع الجواب لأ طلع
+
+482
+00:39:06,430 --> 00:39:11,870
+الجواب يخلص وصح ولا غلط مش مشكلة فعرفت منين أصله؟
+
+483
+00:39:11,870 --> 00:39:17,570
+تمامأتناش و تمانية طبعا ده حلوة طلع الشمال مجلهو
+
+484
+00:39:17,570 --> 00:39:22,090
+خطر زي ما هو مريح ايوة حطبطوا والله منطقين هذول
+
+485
+00:39:22,090 --> 00:39:29,210
+هاي أقلهم أصل صح؟ تمام إيش رأيكم في هدول؟ طيب
+
+486
+00:39:29,210 --> 00:39:32,650
+وقتيش بيكونوا عشرين لما يكونوا في نفس الاتجاه و
+
+487
+00:39:32,650 --> 00:39:37,570
+وقتيش بيكونوا أربعة عالين عليكم إذا لو جيت سألت
+
+488
+00:39:37,570 --> 00:39:41,830
+وبدأ ترجم و أحط في مخي أكبر مقدار للجامع لما
+
+489
+00:39:41,830 --> 00:39:46,020
+يكونوا في نفس الاتجاهصح؟ اه و اقل المقدار لجمع لما
+
+490
+00:39:46,020 --> 00:39:52,380
+يكون عكس بعيد داخلك المعلومة اه none of them هذي
+
+491
+00:39:52,380 --> 00:39:59,860
+برضه منطقيا تمام حلو اذا هدول هما العشرين هي اكبر
+
+492
+00:39:59,860 --> 00:40:05,120
+قيمة والاربع اقل قيمة ممكنة صحيح ولا لا؟ حلو؟ كمان
+
+493
+00:40:05,120 --> 00:40:11,530
+كويسبيقول under what condition تحت أي شرط او ظرف
+
+494
+00:40:11,530 --> 00:40:16,050
+does the resultant vector A زائد B resultant يعني
+
+495
+00:40:16,050 --> 00:40:19,630
+محصلة ال vector يعني مجموع A زائد B ما هو بيطلع
+
+496
+00:40:19,630 --> 00:40:23,150
+vector نسميه resultant vector المحصلة have a
+
+497
+00:40:23,150 --> 00:40:27,630
+magnitude equal to A زائد B المجموعته تبعه بيسوي
+
+498
+00:40:27,630 --> 00:40:31,190
+مجموع two magnitudes زي ثوّل عشرين وانتوا جاوبته
+
+499
+00:40:31,190 --> 00:40:35,830
+السؤال هذا وقتي ايش؟ انتوا طبعا جاوبته تطلعوا أيش
+
+500
+00:40:35,830 --> 00:40:36,670
+الخيارات؟
+
+501
+00:40:39,160 --> 00:40:42,220
+are parallel and in the same direction are
+
+502
+00:40:42,220 --> 00:40:45,060
+parallel and in the same direction و لا parallel
+
+503
+00:40:45,060 --> 00:40:49,280
+and in opposite direction هذي بتطلع أربع تمام are
+
+504
+00:40:49,280 --> 00:40:53,780
+perpendicular عش اسم كل انت اللي تاو حاجاتي زينا
+
+505
+00:40:53,780 --> 00:40:58,480
+زينا شايفة لما يكون perpendicular تطلع 14.4 بالصفر
+
+506
+00:40:58,480 --> 00:41:00,600
+في غرس الشغل تمام حلو
+
+507
+00:41:03,140 --> 00:41:09,040
+طيب اتفجنا بدي ارمي المسطرة و المنجلة و البكار و
+
+508
+00:41:09,040 --> 00:41:14,400
+الرسم و بدي اتعلم طريقة أجمع بدون هالشغل كله لا
+
+509
+00:41:14,400 --> 00:41:18,420
+طريقة مثلث ولا طريقة متوازي الأضلاع احنا أخدنا من
+
+510
+00:41:18,420 --> 00:41:21,160
+كلمة مثلث متوازي الأضلاع بالإضافة إلى الطريقة
+
+511
+00:41:21,160 --> 00:41:24,800
+المشهورة ايش معنات مثلث ايش معنات Parallelogram
+
+512
+00:41:24,800 --> 00:41:30,180
+مظبوط ولا لأ؟ بكفي تمى؟ جلني الآن شوفني هال vector
+
+513
+00:41:33,600 --> 00:41:37,420
+بدي اعرف حاجة اسمها unit vector احنا اتفقن ال
+
+514
+00:41:37,420 --> 00:41:42,400
+vector ايش بدك تديني؟ شغلتين مقبار واتجاه جيني
+
+515
+00:41:42,400 --> 00:41:47,080
+الاتجاه بدي اعرفه بشغلة بدي اسميها unit vector هل
+
+516
+00:41:47,080 --> 00:41:50,840
+جيت لكل مسمى من اسمه نصيب؟ مش بالواطن لأ الواحد
+
+517
+00:41:50,840 --> 00:41:55,220
+بعد ما يسمي بخير بيسموه اش كريم تمام؟ و امير لو
+
+518
+00:41:55,220 --> 00:42:00,320
+احد شطوعه لم يسميه اش امير بعد ما يعرفهunit vector
+
+519
+00:42:00,320 --> 00:42:04,560
+انا سميته vector معناته عادى scalar هو vector
+
+520
+00:42:04,560 --> 00:42:09,680
+مظبوط ليه سميته unit جالي عشان مقداره واحد اذا
+
+521
+00:42:09,680 --> 00:42:13,760
+اتجاه الوحدة اذا unit vector هو vector جديش مقداره
+
+522
+00:42:13,760 --> 00:42:16,680
+بكرا نجيه السؤال ايش مقدار ال unit vector وفيه
+
+523
+00:42:16,680 --> 00:42:20,700
+عقدر اتفكروا ايش ايه ايش بيسوي مقداره واحد اصلا من
+
+524
+00:42:20,700 --> 00:42:25,100
+اسمه ايجاإذن a unit vector is a vector .. إيش جابت
+
+525
+00:42:25,100 --> 00:42:28,240
+من ضربوك؟ ما أنت بتقولي vector .. is a vector with
+
+526
+00:42:28,240 --> 00:42:30,960
+a specific direction .. إله اتجاه معين .. الآن دي
+
+527
+00:42:30,960 --> 00:42:35,860
+بنقول عنه .. having a magnitude of one without any
+
+528
+00:42:35,860 --> 00:42:39,020
+units or dimensions .. لا إله dimensions ولا وحدات
+
+529
+00:42:39,020 --> 00:42:42,140
+.. ليش؟ قال عشان تضربوا في الكمية الفيزيائية ما
+
+530
+00:42:42,140 --> 00:42:46,810
+تتغيرشمقدار الواحد لما تضربه الواحد بتغير المقدار؟
+
+531
+00:42:46,810 --> 00:42:50,510
+لأ ومالوش dimension اتغير الكيمياء الفيزيائية ولا
+
+532
+00:42:50,510 --> 00:42:54,050
+ينص زي ما هي اذا هذا ايش مهمته؟ جالي ال specific
+
+533
+00:42:54,050 --> 00:42:58,490
+direction بس يشوفوا ليه الاتجاه تمام جالي ايه الشم
+
+534
+00:42:58,490 --> 00:43:02,330
+هدول ال specific direction؟ جالي نعطاه يا علماء
+
+535
+00:43:02,330 --> 00:43:06,130
+بدنا نكفج احنا وياكم على رموز اول ما البني ادم
+
+536
+00:43:06,130 --> 00:43:10,570
+يشوف يقول هذا باتجاه المحور الصينيو الرمز التاني
+
+537
+00:43:10,570 --> 00:43:14,290
+اول ما يشوفوه يقول هاي باتجاه المحور الصاضي و واحد
+
+538
+00:43:14,290 --> 00:43:17,890
+باتجاه المحور العيني تمام يا بنات؟ ايش هم الرموز
+
+539
+00:43:17,890 --> 00:43:21,430
+اللي اتفقوا عليهم وإن كان بعد كده غيروهم بس اول ما
+
+540
+00:43:21,430 --> 00:43:24,290
+اتفقوا قالوا هاي ال Cartesian Coordinates في عندك
+
+541
+00:43:24,290 --> 00:43:31,870
+الرمز I I بتعرفوه؟ حط فوقه hat او تدية تمانية هذا
+
+542
+00:43:31,870 --> 00:43:36,300
+معناته unit vector ده دي ايش مقدره؟واحد كيف اتجاهه
+
+543
+00:43:36,300 --> 00:43:40,860
+ال I ده اللي هدا متجه باتجاه المحور الصيني الموجب
+
+544
+00:43:40,860 --> 00:43:46,980
+عرفته وين الصين الموجب طيب يا بنات حلو طلعوا عليها
+
+545
+00:43:46,980 --> 00:43:51,160
+هاي vector خمسة
+
+546
+00:43:51,160 --> 00:43:57,620
+و I اتخيلتوا باللزام
+
+547
+00:43:57,620 --> 00:44:02,040
+ارسمه خدش اشيلك في رسمه انا اديتك معلومة كاملة ولا
+
+548
+00:44:02,040 --> 00:44:03,960
+لأ خمسة مقدار و ال I
+
+549
+00:44:06,990 --> 00:44:13,870
+TB بيسوي سالب تلاتة I السالب إيش معناته؟ شرق ولا
+
+550
+00:44:13,870 --> 00:44:18,790
+غرب؟ غرب، ومقداره؟ تلاتة إذا بيزن راسه؟ من غير
+
+551
+00:44:18,790 --> 00:44:23,050
+unit؟ بعدي إنه غير unit، هو لو .. لو في .. لو هذه
+
+552
+00:44:23,050 --> 00:44:26,250
+سرعة، بدي أقولك متر برساكن، بس أنا بقول A وB، أحكي
+
+553
+00:44:28,440 --> 00:44:32,300
+أيوة برأي عليك ليه؟ استخدمت إيش؟ الملاحظة التي
+
+554
+00:44:32,300 --> 00:44:35,600
+حكيتها الشرط السالب لما تفوت على ال vector إيش
+
+555
+00:44:35,600 --> 00:44:42,540
+بتسوي فيه؟ تعكس اتجاهه تمام؟ احكي كيف طلعت مالاهاش
+
+556
+00:44:42,540 --> 00:44:45,520
+اتجاه من اتجاه المحدد و مش اتجاهك؟ ال I مالاهاش
+
+557
+00:44:45,520 --> 00:44:53,000
+اتجاه ال I هجت هادي ..الها اتجاه؟ مش اتجاه، الها
+
+558
+00:44:53,000 --> 00:44:58,020
+dimensionهذه الخمسة نفترض انها بتحكي عن قوة بقولك
+
+559
+00:44:58,020 --> 00:45:03,020
+هذه نيوتن منفع هذه تكون لها قمان وحدة؟ مانفعش إذا
+
+560
+00:45:03,020 --> 00:45:06,540
+هذه ال direction و بس مالهاش وحدات ولا لها
+
+561
+00:45:06,540 --> 00:45:10,680
+dimension أه هذه معناه Tunis و dimension فهمت
+
+562
+00:45:10,680 --> 00:45:16,160
+عليها؟ تم لأ أنا حكيتها قلوا طيب قالوا يا عُلم
+
+563
+00:45:16,160 --> 00:45:20,820
+ماتفجع على ال J أول ما تشوف ال J وين رايحة؟ تجاه
+
+564
+00:45:20,820 --> 00:45:29,590
+الصعب يعني هاي vectorبتساوي اتنين جيه يا عصمو لفوق
+
+565
+00:45:29,590 --> 00:45:34,750
+اذا شوفوا الكتابة كيف بتسافر علينا خلص قدّينا
+
+566
+00:45:34,750 --> 00:45:39,810
+الغرض ولا لا بحكاية ال unit vectors تمى و لو اقول
+
+567
+00:45:39,810 --> 00:45:46,470
+بي بتساوي سالب تلاتة جيه ان عرفته ولا لا لتحت حلو
+
+568
+00:45:46,470 --> 00:45:51,290
+جالي حلو و ال K طبعا بتعرفوا انتوا الذد الموجة
+
+569
+00:45:51,290 --> 00:45:56,000
+بيقول رايحعليكم إذا لما يقول لي زائد بقوله على
+
+570
+00:45:56,000 --> 00:46:02,320
+طالع برا ذاكرين هدول الرمزين اضطرت و قالها هادي و
+
+571
+00:46:02,320 --> 00:46:10,480
+هادي هادي كيه و هادي سالب كيه مظبوط ولا لأ حلو تمه
+
+572
+00:46:13,370 --> 00:46:18,150
+بقولي this means that if a vector A is directed
+
+573
+00:46:18,150 --> 00:46:22,410
+along the positive x axis عندك vector وماعرف
+
+574
+00:46:22,410 --> 00:46:26,310
+اتجاهه باتجاه المحور الصيني الموجب والمقدار تبعه A
+
+575
+00:46:26,310 --> 00:46:30,910
+هيو ايتاليك كيف تكتبه قال لي هيك بكتبه صحيك ولا لأ
+
+576
+00:46:30,910 --> 00:46:37,870
+اذا كل القصة هذه اختزلت بهذا الرقمA بتساوي هاي
+
+577
+00:46:37,870 --> 00:46:42,090
+المقدار وهذا الاتجاه الصيني الموجب أمين يا بنات؟
+
+578
+00:46:42,090 --> 00:46:47,470
+حلو إذا صار في عندي شغلة بيسموها متجهات الوحدة
+
+579
+00:46:47,470 --> 00:46:52,450
+متجهة الوحدة ليش سموه متجهة وحدة عشان مقداره؟ هجيت
+
+580
+00:46:52,450 --> 00:46:56,450
+في عندي اتجاهات مختلفة لكن ثابتة واحد ملزق بالصين
+
+581
+00:46:56,450 --> 00:47:02,350
+اللي هو I واحد ملزق بالصوت J واحد ملزق بالعين خلاص
+
+582
+00:47:02,350 --> 00:47:08,900
+طبوالـ minus sign اللي توي سألت في .. إيه إيش
+
+583
+00:47:08,900 --> 00:47:14,260
+معناته؟ السالب مظبوط ولا لا؟ حلو هل جيت بيقوللي
+
+584
+00:47:14,260 --> 00:47:18,780
+مركبات؟ إيش يعني مركبات بالعربي؟ يعني لو عندك
+
+585
+00:47:18,780 --> 00:47:21,820
+محلول يقولك إيش مركبات يعني مش متكون ولا لا؟
+
+586
+00:47:21,820 --> 00:47:27,880
+مكونات طيب، ده نشوف لهذا ال vector يلا يا بناتي
+
+587
+00:47:27,880 --> 00:47:33,180
+أحط I ولا J على هذا؟ بس عنيه وياه؟ I ولا J؟
+
+588
+00:48:03,680 --> 00:48:05,080
+هههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههه
+
+589
+00:48:07,690 --> 00:48:13,030
+هي مكونات اذا هل ال vector a مكوناته واحد بتجاه
+
+590
+00:48:13,030 --> 00:48:16,870
+الصين واحد بتجاه الصاد صح ولا لأ لأنه لو جمعت
+
+591
+00:48:16,870 --> 00:48:20,470
+التنين الصيني والصادي بتطلع الم غلبك انا ايه
+
+592
+00:48:20,470 --> 00:48:25,030
+ماعرفش اكتبه لا سين ولا صاد صح ولا لأ بقول خلاص
+
+593
+00:48:25,030 --> 00:48:31,420
+حللهزي لما اقول والله حللي الخمسة كرقب بقول اتنين
+
+594
+00:48:31,420 --> 00:48:35,600
+و تلاتة و اربعة و واحد يعني انت لايش لما تحلله لما
+
+595
+00:48:35,600 --> 00:48:41,180
+تجمعهم بتطلع الخمسة كما وهي مقونات حطهم بتطلع
+
+596
+00:48:41,180 --> 00:48:49,280
+الكامل ممكن تكتب هيك صحيكوا ولا لأ هجيت شايفة ايه
+
+597
+00:48:49,280 --> 00:48:53,300
+اشتغلت فيه لا هو سيني ولا هو صعبي هيك و هيك اتنين
+
+598
+00:48:53,990 --> 00:48:58,970
+إذا بيقوللي it is clear that the vector a can be
+
+599
+00:48:58,970 --> 00:49:03,890
+represented by the sum هو عبارة عن مجموع sum of
+
+600
+00:49:03,890 --> 00:49:08,550
+two vectors واحد سيني واحد صاضي أمين ولا لأ؟ إذا
+
+601
+00:49:08,550 --> 00:49:12,290
+هدول عبارة عن sum of two vectors one parallel to
+
+602
+00:49:12,290 --> 00:49:16,150
+the x-axis ومزاد parallel to the x-axis وحط جنبه I
+
+603
+00:49:17,080 --> 00:49:21,460
+صح؟ و one parallel to the y axis حُط جنبه جيه فصار
+
+604
+00:49:21,460 --> 00:49:26,940
+ايه بتسوي هيك زي ايد هيك قلتله حلو هذه احد مركبات
+
+605
+00:49:26,940 --> 00:49:31,080
+هذه ولا لأ ايش هسميه مركبة الصينية لأنه باتجاه
+
+606
+00:49:31,080 --> 00:49:35,340
+الصيني و ايش هسمي هذه مركبة الصادية افهمته ايش
+
+607
+00:49:35,340 --> 00:49:39,020
+معناه مركبات تمام نكمل بعدين تمام يا سامي
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_raw.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..34f5025799bb1c45fca3bef69577dacead4230f9
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/1noCDAkxHwg_raw.srt
@@ -0,0 +1,2436 @@
+1
+00:00:05,690 --> 00:00:08,810
+تمام يا بنات هنبدأ اليوم ان شاء الله بال chapter
+
+2
+00:00:08,810 --> 00:00:15,810
+التالتاللي بيحكي عن ال vectors و ال scalars لما
+
+3
+00:00:15,810 --> 00:00:20,570
+حكينا في ال chapter الماضي عن ال distance و ال
+
+4
+00:00:20,570 --> 00:00:24,050
+displacement قلنا ان ال displacement ك vector
+
+5
+00:00:24,050 --> 00:00:29,130
+quantity لها جثة كاملة هنأجلها ل chapter 3 وهي
+
+6
+00:00:29,130 --> 00:00:33,990
+ايجا chapter 3 اللي هنشرح قبل احتياط ال vectors
+
+7
+00:00:33,990 --> 00:00:37,850
+هنشرح ال coordinates axis او ال coordinate systems
+
+8
+00:00:37,850 --> 00:00:44,050
+اللي هم أنظمة المحاورالمحاول الكارتزية وما شابه ثم
+
+9
+00:00:44,050 --> 00:00:47,810
+هنخش ايش تعريف ال vector و ايش بفرج عن ال scalars
+
+10
+00:00:47,810 --> 00:00:53,890
+ثم هنتعلم كيف نجمع و كيف نطرح ال vectors ثم هناخد
+
+11
+00:00:53,890 --> 00:00:59,920
+حاجة نسميها مركبات ال vector مركبات تمةو بعدين
+
+12
+00:00:59,920 --> 00:01:04,100
+هناخد ضرب ال vectors و الضرب عبارة عن تلت أنواع
+
+13
+00:01:04,100 --> 00:01:09,180
+نوع في هذا ال chapter و نوع موجود في chapter 7 و
+
+14
+00:01:09,180 --> 00:01:13,080
+نوع موجود في chapter 11 هناخد تبع 7 و تبع 11 و
+
+15
+00:01:13,080 --> 00:01:17,220
+نجمحهم هنا و ناخد كل ما يتعلق بال vectors بهذا ال
+
+16
+00:01:17,220 --> 00:01:20,820
+chapter عشان كده لو شفتم انتوا ال problems اللي
+
+17
+00:01:20,820 --> 00:01:25,660
+مطلوبة مننا في بعض الأسئلة مكتوب من chapter 7 و في
+
+18
+00:01:25,660 --> 00:01:29,440
+بعض ال problems موجودة من chapter 11أحنا هنشرحهم
+
+19
+00:01:29,440 --> 00:01:35,320
+كلهم ونخلص منه الكتاب فلسفته أن الشغل اللي بتلزمنا
+
+20
+00:01:35,320 --> 00:01:38,440
+في شبطر 7 أجيله لشبطر 7 والشغل اللي بتلزمنا في
+
+21
+00:01:38,440 --> 00:01:42,760
+شبطر 11 أجيله لشبطر 11 احنا قلنا لأ من هالجهة ناخد
+
+22
+00:01:42,760 --> 00:01:48,240
+كل حاجة بتتعلق بال vectors ونخلص منها فهذه problem
+
+23
+00:01:48,240 --> 00:01:53,320
+من شبطر 7 سبعة و 9 و 12 و 13 من شبطر 7 و 1 و 3 و 7
+
+24
+00:01:53,320 --> 00:01:59,680
+و 10 من شبطر 11 طبعا حسب الكتاب يلانبدأ coordinate
+
+25
+00:01:59,680 --> 00:02:04,760
+systems أنظمة الإحداثيات coordinates محاور أو
+
+26
+00:02:04,760 --> 00:02:09,960
+إحداثيات تمام احنا حكينا يا بنات لما قلنا بنحدد
+
+27
+00:02:09,960 --> 00:02:14,000
+موضع أي جسم مش قلنا مانفعش تقولي موضعه خمسة متر و
+
+28
+00:02:14,000 --> 00:02:19,040
+بس لازم تقولي مرجعية هذه المرجعية بدل من تقولي
+
+29
+00:02:19,040 --> 00:02:23,680
+والله الطيران و تقولي عزجولة و تقولي مفترج
+
+30
+00:02:23,680 --> 00:02:30,180
+الشجاعية بدي شغلاتعامة مالهاش خصوصية هذه الشغلة
+
+31
+00:02:30,180 --> 00:02:36,180
+العامية سمناها محاور هذه المحاور فيها إلها عدة
+
+32
+00:02:36,180 --> 00:02:41,040
+أنواع أول نوع اللي انتوا خدتواه المشهور المحاور
+
+33
+00:02:41,040 --> 00:02:44,920
+الكارتيزية أو الإحداثية الكارتيزية مش خدناها اللي
+
+34
+00:02:44,920 --> 00:02:51,520
+هي عبارة عن إيش؟عبارة عن محور صيني ومحور صاضي هدول
+
+35
+00:02:51,520 --> 00:02:54,200
+لازم يكونوا متعمدين ولا لأ هدول لازم يكونوا
+
+36
+00:02:54,200 --> 00:02:58,600
+متعمدين إذا بيقوللي in physics it is important to
+
+37
+00:02:58,600 --> 00:03:02,260
+define the position of a point in space بتحدد أي
+
+38
+00:03:02,260 --> 00:03:07,780
+نقطة وين بالظبط موضحها in doing so we need a
+
+39
+00:03:07,780 --> 00:03:11,180
+coordinate system أول coordinate هناخده هو ال
+
+40
+00:03:11,180 --> 00:03:14,800
+Cartesian coordinatesالشيخ كارتيزان كاردياس ده هم
+
+41
+00:03:14,800 --> 00:03:19,960
+اكس و واي من ايش بتستفيد قال لي عشان لما بدي اديك
+
+42
+00:03:20,490 --> 00:03:25,450
+رقامين واحد صاضي وواحد صيني ولا ممكن الا تحدد
+
+43
+00:03:25,450 --> 00:03:27,570
+موضوع النقطة صح ولا لا
+
+44
+00:03:57,100 --> 00:04:07,550
+تسعين درجة تتقاطع تتقاطع تتقاطع في نقطةهذه النقطة
+
+45
+00:04:07,550 --> 00:04:13,330
+بسميها نقطة الأصل إذا intersect at a point called
+
+46
+00:04:13,330 --> 00:04:19,970
+the origin تسمى نقطة الأصل حلو ه get any point in
+
+47
+00:04:19,970 --> 00:04:24,840
+a plane في مستوىis assigned to numerical values
+
+48
+00:04:24,840 --> 00:04:29,140
+بديها رقامين numerical values رقامين إيش هم
+
+49
+00:04:29,140 --> 00:04:33,580
+الرقامين ده لوحدة بسميها ال X value و واحدة ال Y
+
+50
+00:04:33,580 --> 00:04:37,700
+value هجيت هذه شايفينها خمسة و تلاتة إيش يعني
+
+51
+00:04:37,700 --> 00:04:41,820
+بقوله ع الصيني خمسة وع الصابري تلاتة لما أقولك
+
+52
+00:04:41,820 --> 00:04:45,620
+خمسة و تلاتة في أي بنت بتحط نقطة غير هذه النقطة
+
+53
+00:04:45,620 --> 00:04:50,360
+إذا بهدول الرقامين بكون حددت تماما موضوع النقطة
+
+54
+00:04:50,360 --> 00:04:55,280
+ولا لأخلاص اذا انا بلزمني نقطتين عشان احدد موضوع
+
+55
+00:04:55,280 --> 00:05:01,940
+اي نقطة رقمين sorry رقمين سيني و صاضي تمام هاي
+
+56
+00:05:01,940 --> 00:05:05,580
+نسميها الاحداث السيني اللي هي الخمسة و التلاتة هو
+
+57
+00:05:05,580 --> 00:05:09,500
+الاحداث الصاضي اصلا خدنا هذه الشغلات مظبوط ولا لا؟
+
+58
+00:05:09,500 --> 00:05:14,150
+تمامده طيب لما يكون في عندي فراغ بقوله بدي محور
+
+59
+00:05:14,150 --> 00:05:19,310
+تالت صح ولا لأ المحور التالت اللي فمته عين او اللي
+
+60
+00:05:19,310 --> 00:05:23,410
+احنا عندنا زد لازم يكون عمودي على التلاتة ذاكرين
+
+61
+00:05:23,410 --> 00:05:30,340
+هدول؟ وين أخدناهم؟في المجال المغناطيسي، ذاكرينها؟
+
+62
+00:05:30,340 --> 00:05:35,460
+هدول الشمّة بقولوا XY و Z هذين تلتة متعمدين XY و Z
+
+63
+00:05:35,460 --> 00:05:41,020
+لأنهم يكونوا متعمدين و ذاكرين هدول؟ برضه XY و Z
+
+64
+00:05:41,020 --> 00:05:46,260
+طبعا، إذن هذا كله عشان المحور التالت صعب الواحد
+
+65
+00:05:46,260 --> 00:05:50,540
+يصمه على اللوح فراحوا جابوا كيف تتعامل معاه، طبعا،
+
+66
+00:05:50,540 --> 00:05:54,200
+إذن بيقولي for three dimensional case لإن كان عندك
+
+67
+00:05:54,200 --> 00:05:58,790
+بُق التالت فيه فرقThere is a third axis في عندك
+
+68
+00:05:58,790 --> 00:06:02,650
+محور تالت اللي بتسميه Z axis perpendicular to the
+
+69
+00:06:02,650 --> 00:06:06,630
+XY plane لازم يكون عمودي على التنين تمام and
+
+70
+00:06:06,630 --> 00:06:09,530
+passing through the origin و احنا بنرسمه هيك و
+
+71
+00:06:09,530 --> 00:06:13,910
+رايع عليكم هذا المحور التالت طبعا لو بدرسوا على
+
+72
+00:06:13,910 --> 00:06:17,750
+لوح برسموه هيك لكن بتتخيلوا ان هذا مش على لوح طالع
+
+73
+00:06:17,750 --> 00:06:22,850
+على برا تمامand passing through the origin the
+
+74
+00:06:22,850 --> 00:06:25,130
+cartesian coordinates هذي ال Cartesian Coordinates
+
+75
+00:06:25,130 --> 00:06:28,830
+ليها اسم تاني بيسموها rectangular coordinates
+
+76
+00:06:28,830 --> 00:06:34,670
+rectangle يعني مستطيل تمام مش مشكلة المسميات تمام
+
+77
+00:06:35,940 --> 00:06:38,560
+بس عندنا Cartesian Coordinates قال لي لأ محاور
+
+78
+00:06:38,560 --> 00:06:43,180
+كتيرة احنا بدنا ناخد نوعين من انواع المحاور هذا
+
+79
+00:06:43,180 --> 00:06:47,800
+نوع تاني بيسموه Polar Coordinates المحاور القطبية
+
+80
+00:06:47,800 --> 00:06:54,300
+قطبية قطب Pol Polar قطبيقال له انت في ال Cartesian
+
+81
+00:06:54,300 --> 00:06:58,760
+Coordinates ايش بهمك؟ بقوله لما تديني معلومات بدي
+
+82
+00:06:58,760 --> 00:07:02,940
+اقدر احدد موضع النقطة مش هي المهمة هي مهمة ال
+
+83
+00:07:02,940 --> 00:07:07,440
+coordinates قال طب انا بدي اديك رقامين بس مش
+
+84
+00:07:07,440 --> 00:07:13,400
+سينوسات بدي اديك رقامين كالتالي بدي بعد النقطة عن
+
+85
+00:07:13,400 --> 00:07:17,780
+ال originوبيدّي الزاوية اللي بيعملها البعد مع ال X
+
+86
+00:07:17,780 --> 00:07:21,620
+Axis بيكفيني هدول الرقمين ولا بيكفونيش خلّيني أشوف
+
+87
+00:07:21,620 --> 00:07:26,660
+يا بنات هلجيت هاي هدر؟ ها دي نقطة انت قلتلي الـC
+
+88
+00:07:26,660 --> 00:07:31,260
+نصاب بحددها لو أقولك ها دي 5 متر و ها دي الزاوية
+
+89
+00:07:31,260 --> 00:07:36,170
+45 تبدأ تحددها ولا لأ؟ خلاصطب ليش أنا بغير عدة
+
+90
+00:07:36,170 --> 00:07:41,070
+نقول ليش بنغير؟ اذا بيقوللي sometime أحيانا بيلزمك
+
+91
+00:07:41,070 --> 00:07:46,750
+تكون عندك بدائل غير ال Cartesian Coordinates it is
+
+92
+00:07:46,750 --> 00:07:48,970
+convenient .. convenient يعني ماعنده suitable ..
+
+93
+00:07:48,970 --> 00:07:52,720
+إيش معنى suitable؟مناسب ف convenient هي suitable
+
+94
+00:07:52,720 --> 00:07:57,300
+يعني مناسب أحيان أفضل مناسبة يعني to specify a
+
+95
+00:07:57,300 --> 00:08:01,760
+point in space by its distance from the origin
+
+96
+00:08:01,760 --> 00:08:06,780
+المسافة بين النقطة و ال origin وهذا بيديها الرمز R
+
+97
+00:08:06,780 --> 00:08:12,030
+الرمز إيش هو؟الـ Radius اللي هو نص القطر مظبوط
+
+98
+00:08:12,030 --> 00:08:18,450
+تمام and a value θ value θ ليش بالمزولة للزاوية
+
+99
+00:08:18,450 --> 00:08:23,690
+تمام denote the angle between the X-axis and R هذه
+
+100
+00:08:23,690 --> 00:08:29,670
+R تعمل زاوية مع ال X-axis حدد ليها و بكفيني اني
+
+101
+00:08:29,670 --> 00:08:34,370
+احدد النقطة يعني لو كان اللي انت بتحكيه هاي محاول
+
+102
+00:08:34,370 --> 00:08:43,150
+اقولكتلاتة متر و عشرين درجة تقدر تصورها؟ طيب، خمسة
+
+103
+00:08:43,150 --> 00:08:49,160
+متر و سفر درجة، وين النقطة؟المحور الصيني هيكم
+
+104
+00:08:49,160 --> 00:08:53,780
+حددتوها برافو عليكم لو اقول تلاتة متر وتسعين درجة
+
+105
+00:08:53,780 --> 00:08:58,360
+وين؟ اين عليكم؟ اذا بيكفيني ولا بيكفنيش؟ بيكفيني
+
+106
+00:08:58,360 --> 00:09:02,800
+خلاص لو انك انت هذه النقطة وهذه النقطة ايه
+
+107
+00:09:02,800 --> 00:09:08,120
+باختلفوا على بعض؟ نقار البعد عن ال origin لكن
+
+108
+00:09:08,120 --> 00:09:12,340
+زاوية واحدة ولا لا؟ونفس العملية هذه النقطة و هذه
+
+109
+00:09:12,340 --> 00:09:15,840
+النقطة أشبه في نقوة زاوية هذه زاوية تلاتين و هذه
+
+110
+00:09:15,840 --> 00:09:19,860
+ستين و هكذا إذا هذين النقطين بيكفوني طب ليش أنت
+
+111
+00:09:19,860 --> 00:09:25,300
+بتغير ده ليه بغير للتالي للتسهيل انت كل ال
+
+112
+00:09:25,300 --> 00:09:28,440
+coordinates عشان أسهل حلي يكون في عندي مرجعية ولا
+
+113
+00:09:28,440 --> 00:09:32,960
+لأ نقدر نطلع الفصل الجاي أو الشبطر الجاي بدينا
+
+114
+00:09:32,960 --> 00:09:37,250
+نحكي عن الحركة في مستوىوالحركة في مستوى أشهرها
+
+115
+00:09:37,250 --> 00:09:42,570
+حركة المغظوفات المغظوفات بتمشيش سيني أو صادي زي
+
+116
+00:09:42,570 --> 00:09:46,270
+السقوط الحر فيها سيني و فيها صادي إذا إيش هو اللي
+
+117
+00:09:46,270 --> 00:09:50,090
+بتغير؟ جالي بتغير سيني و بتغير صادي تمام؟ طبعا لما
+
+118
+00:09:50,090 --> 00:09:54,370
+يكون عندك متغيرين أصعب مما لو كان عندك متغير واحد
+
+119
+00:09:54,370 --> 00:09:57,690
+ولا لأ؟ أطول على الأقل بلاش أقول أصعب جالي طب
+
+120
+00:09:57,690 --> 00:10:03,600
+الحركة الدائرية حركة مستوية ولا بخط مستقيم؟دائرية
+
+121
+00:10:03,600 --> 00:10:09,380
+في حد بعرف يرسم دويرة على خط واحد لأ إذا برضه حركة
+
+122
+00:10:09,380 --> 00:10:13,980
+مستوية قال لي إذا إيش متغيراتك بقوله سينوسات قال
+
+123
+00:10:13,980 --> 00:10:18,100
+لي اه لو استخدمت ال polar coordinates هيكون عندك
+
+124
+00:10:18,100 --> 00:10:22,950
+بس متغير واحد كيف بقولي اه ثابتةأيش المتغير
+
+125
+00:10:22,950 --> 00:10:28,990
+الوحيد؟ فيتا، إذا استخدمت كارتيزين coordinates، X
+
+126
+00:10:28,990 --> 00:10:32,870
+وY متغيرات، استخدم البولا، ماضلش عندي إلا فيتا
+
+127
+00:10:32,870 --> 00:10:38,310
+متغير، إذا مرات تغيير ال coordinatesبسهّل عليّ
+
+128
+00:10:38,310 --> 00:10:42,010
+الحل في التونسيين ما زال نفسي هدف متحقق اني بقدر
+
+129
+00:10:42,010 --> 00:10:46,370
+احدد النقطة ايه هو تبني R و Theta طبعا في أنظمة
+
+130
+00:10:46,370 --> 00:10:49,810
+مختلفة و احنا لسه شوية شوية زي ما بنحكي ده ده ده
+
+131
+00:10:49,810 --> 00:10:53,250
+ده بناخد العلم السنة الجاية بتاخدوا حاجة بيسموها
+
+132
+00:10:53,250 --> 00:10:59,070
+الاحداثيات القراوية والاسطوانية وفي عدة أنواع بس
+
+133
+00:10:59,070 --> 00:11:05,740
+حبة حبة تمامإذا ده اللي طيب الكارتيز ال
+
+134
+00:11:05,740 --> 00:11:08,620
+coordinates هدفها تحديد نقطة و ال polar
+
+135
+00:11:08,620 --> 00:11:12,100
+coordinates هدفها تحديد نقطة إذا لازم يكون بينهم
+
+136
+00:11:12,100 --> 00:11:15,740
+علاقة ولا لأ لازم يكون بينهم علاقة قلت له طيب هى
+
+137
+00:11:15,740 --> 00:11:21,730
+النقطة هدى المسافة X ولا لأوها دي المسافة Y وها دي
+
+138
+00:11:21,730 --> 00:11:26,430
+R وها دي فيتا طيب حبيبي في فغورس سمعته فيه بقدر
+
+139
+00:11:26,430 --> 00:11:30,270
+اجيب R بدلات X وY ولا لأ؟ اذا ما R هي جزية تربيع ل
+
+140
+00:11:30,270 --> 00:11:34,090
+X تربيع زاد Y تربيع يعني بمعنى اخر لو اتتني X وY
+
+141
+00:11:34,090 --> 00:11:39,680
+صعب اجيب R؟لأ طب و الزاوية؟ ده ليه سهل؟ أخدنا حساب
+
+142
+00:11:39,680 --> 00:11:43,760
+المثلثات في المدرسة قال لي قصين الزاوية بالثانوية
+
+143
+00:11:43,760 --> 00:11:50,340
+مجاورة على وطر أمين؟ و المجاور X و الوطر R جيب
+
+144
+00:11:50,340 --> 00:11:57,200
+الزاوية أو صين الزاوية Y على R طب و تاني الزاوية؟X
+
+145
+00:11:57,200 --> 00:12:01,500
+على R، إذاً هذه هي القلقات، إذاً بيقوللي هدول،
+
+146
+00:12:01,500 --> 00:12:07,260
+كلهم يعرفهم ولا لأ؟ Cos الزاوية بتسوي X على R، Sin
+
+147
+00:12:07,260 --> 00:12:11,800
+الزاوية بتسوي Y على R، هدى حبيبنا في ثغوس، و هدى
+
+148
+00:12:11,800 --> 00:12:16,040
+تاني الزاوية بتسوي مقابل عمجاوي، إذاً اعطيني
+
+149
+00:12:16,040 --> 00:12:18,540
+Cartesian Coordinates بحولكيها لR، اعطيني R
+
+150
+00:12:18,540 --> 00:12:22,740
+بحولكيها لCartesian، لأن كله بيؤدي نفس الهدف، وهو
+
+151
+00:12:22,740 --> 00:12:29,340
+تحديد موضع نقطة ما،تما .. نشوف .. نشوف المثال
+
+152
+00:12:29,340 --> 00:12:34,420
+بقوللي انا بدي اعطيك Cartesian Coordinates لنقطة و
+
+153
+00:12:34,420 --> 00:12:39,540
+بعد كده بدي اطلب منك احداثياتها القطبية ايش يعني
+
+154
+00:12:39,540 --> 00:12:43,500
+احداثيات القطبية؟ بدي R و Theta مش هيك مظبوط؟ تما
+
+155
+00:12:43,500 --> 00:12:47,520
+قاللي the Cartesian Coordinates of a point in the
+
+156
+00:12:47,520 --> 00:12:51,520
+XY plane R نقص ثلاثة و نص و نقص اتنين و نص
+
+157
+00:12:51,520 --> 00:12:59,120
+اتخيلتوها النقطة وين؟في أي ربوع؟ براو علينا إذا
+
+158
+00:12:59,120 --> 00:13:02,620
+تشوفوا الإحداثيات خلتني أتوقع إنه نقطة ولا لأ و
+
+159
+00:13:02,620 --> 00:13:06,020
+أتخيلها و هذا الهدف من الإحداثيات قاللي هذا هي
+
+160
+00:13:06,020 --> 00:13:11,340
+النقطة صح ولا لأ؟ تانا هجيت إيش بدك؟ قاللي بدي ال
+
+161
+00:13:11,340 --> 00:13:14,920
+power coordinates يعني إيش؟ يعني بدي من هالة تانة
+
+162
+00:13:15,520 --> 00:13:18,900
+وبدي ازاوي هذه كلها ولا لأ؟ وبدي هذه الزاوية ..
+
+163
+00:13:18,900 --> 00:13:23,000
+هذه الزاوية اللي انت رسمها منفعة تكون اقل من 180؟
+
+164
+00:13:23,000 --> 00:13:27,380
+لأ اكبر .. اكبر من 180 .. بين الرسم .. تانا ..
+
+165
+00:13:27,380 --> 00:13:33,090
+قللي اه .. حبيبنا في The Horse بقول هاي .. اهبتسوي
+
+166
+00:13:33,090 --> 00:13:37,830
+X تربية زي Y تربية جديش X ماعطيني نقص تلاتة و نص
+
+167
+00:13:37,830 --> 00:13:43,270
+ربعنا النقص ايش صارت موية زائد اتنين و نص بالثالث
+
+168
+00:13:43,270 --> 00:13:47,750
+ربعناها ربعناها بال calculator طلعت عندي اربعة
+
+169
+00:13:47,750 --> 00:13:54,230
+point تلاتة متر خلاص معروفة اذا انت اديتني ال R
+
+170
+00:13:54,230 --> 00:13:58,210
+كواردينية سبعتها جديش بعضها عن ال origin هجيش
+
+171
+00:13:58,210 --> 00:14:02,750
+بتجيب الزاوية جالي ماشتاني الزاوية بتسوي مقابلعلى
+
+172
+00:14:02,750 --> 00:14:07,470
+مجاور قللي اه قللي هدا هي بعدين انا بنجر ناقص
+
+173
+00:14:07,470 --> 00:14:10,430
+اتنين و نص على ناقص ثلاثة و نص الناقص مع الناقص
+
+174
+00:14:10,430 --> 00:14:13,750
+راح طلعت هدا الرقم مظبوط ولا لأ حاجات ال
+
+175
+00:14:13,750 --> 00:14:18,110
+calculator كيف بتجيب الزاوية investor واتفجرنا
+
+176
+00:14:18,110 --> 00:14:21,210
+المرة دي جيبنا كلمة ان ال calculator استيوب دمشين
+
+177
+00:14:21,210 --> 00:14:24,830
+صح طلعيها ال calculator اللي هي بتقولي ستة و تلو
+
+178
+00:14:24,830 --> 00:14:31,350
+اتنين درجةبنفقدرها علينا هذي بيشتغل نخنا ماخدتش من
+
+179
+00:14:31,350 --> 00:14:34,370
+ال calculator و أنا مغمط لإن ال calculator طلعتني
+
+180
+00:14:34,370 --> 00:14:37,370
+ستة و تلاتين مانصحيش بيسوي زي لما طلعت ال
+
+181
+00:14:37,370 --> 00:14:41,490
+calculatorالجاز التربيهي الـ 25.5 و أنا بدي بسرعة
+
+182
+00:14:41,490 --> 00:14:44,630
+و هي نازلة أخدت سالب ولا لا؟ وهذه نفس الأعمال
+
+183
+00:14:44,630 --> 00:14:47,830
+بقوله أين رايح؟ طبعا الواحد بيقولك طب كيش طلعت ال
+
+184
+00:14:47,830 --> 00:14:51,630
+calculator هيك؟ بقوله لأن هدول زاويتين متقابلتين
+
+185
+00:14:51,630 --> 00:14:55,610
+بالرأس فهي صح أبت ال calculator بس أنا بدي أزاوية
+
+186
+00:14:55,610 --> 00:15:01,210
+دي كلها وبالتالي طلعت 216 و ليست 36 في واحدة معاها
+
+187
+00:15:01,210 --> 00:15:06,370
+calculator عنكم؟شوف ليه shift 10 او point 74 تشوف
+
+188
+00:15:06,370 --> 00:15:11,770
+ايش بتطلع ال stupid machine تبعتنا shift 10 بتطلع
+
+189
+00:15:11,770 --> 00:15:16,530
+216 و الرقم ماطلعت من
+
+190
+00:15:16,530 --> 00:15:24,090
+طلع جدي جواك 36 و شوية 35 و نص ع 36 في حد طلع 216
+
+191
+00:15:24,090 --> 00:15:30,520
+لأ و من وين جت 216زكاقكم صح ولا مانجلتش من ال
+
+192
+00:15:30,520 --> 00:15:34,580
+machine بدون ما اعرف اش اللي بتسوي ال machine تمام
+
+193
+00:15:34,580 --> 00:15:40,620
+يا بنات؟ ايه الصفصار؟ كيف؟
+
+194
+00:15:40,620 --> 00:15:50,800
+بكيش تكتب ال 36 زي 180؟ اه مانحكت كيف؟
+
+195
+00:15:50,800 --> 00:15:57,190
+ايه مكملالها او زي كتبت فيلها 180 درجة تمام؟هالجيت
+
+196
+00:15:57,190 --> 00:16:00,290
+vectors and scalars قال لي أنا أخدي ال chapter
+
+197
+00:16:00,290 --> 00:16:03,890
+كامل في الفيزيا ال chapter التاني مظبوط ولا لأ مرة
+
+198
+00:16:03,890 --> 00:16:08,070
+عليا distance و مرة عليا displacement ذاكرينه؟
+
+199
+00:16:08,660 --> 00:16:11,360
+وقلنا الفرق بينهم ان الـ distance is a scalar و ال
+
+200
+00:16:11,360 --> 00:16:15,000
+displacement is a vector مرت عليها speed و
+
+201
+00:16:15,000 --> 00:16:19,640
+velocity و مرت عليها acceleration صح ده اللي هدى
+
+202
+00:16:19,640 --> 00:16:24,940
+الكميات مرة و مرت عليها ال time و الكتلة هدول في
+
+203
+00:16:24,940 --> 00:16:29,000
+منهم scalars و في منهم vectors فبقولك كل الكميات
+
+204
+00:16:29,000 --> 00:16:32,260
+الفيزيائية اللى مرت عليك و اللى هتمر عليك بلاك
+
+205
+00:16:32,260 --> 00:16:35,640
+تصنفها تحت اما scalar او vector مافيش واحدة بين
+
+206
+00:16:35,640 --> 00:16:39,580
+الطلبة لا هيك ولا هيك مافيش شيءكل الكميات
+
+207
+00:16:39,580 --> 00:16:43,660
+الفيزيائية اما scalars او vectors اذا physical
+
+208
+00:16:43,660 --> 00:16:47,360
+quantities are either vectors او scalars لا هيك لا
+
+209
+00:16:47,360 --> 00:16:51,980
+هيك فاش خيار اخر نيجي نعرف شو هو ال scalar كمية
+
+210
+00:16:51,980 --> 00:16:58,360
+قياسية ايش هي بقولي هي كل كمية فيزيائية بدت تديني
+
+211
+00:16:58,360 --> 00:17:04,620
+بس مقدارها وبس بتكون اعطيت معلومة كاملة مثلا الزمن
+
+212
+00:17:05,860 --> 00:17:08,480
+هل جيت لما واحد يقولك الفترة الزمنية خمس ساعات
+
+213
+00:17:08,480 --> 00:17:12,020
+بيسألك إشي تاني؟ خلاص إبتدتني معلومة كاملة ولا لأ؟
+
+214
+00:17:12,020 --> 00:17:18,840
+لما يقولك والله انت كتلتك نفترض 52 كيلو جرام، تقول
+
+215
+00:17:18,840 --> 00:17:22,080
+ما شاء الله عليها، بدهر رجيمها دي؟ لأ، هي ماعرفت
+
+216
+00:17:22,080 --> 00:17:24,840
+كل المعلومة عنها، صح ولا لأ، لكن لما تيجي واحد
+
+217
+00:17:24,840 --> 00:17:28,740
+يقولك والله أنا كتلتي 120 كيلو جرام، ما تقولي 120،
+
+218
+00:17:28,740 --> 00:17:34,260
+أيه ما سعدت وطلعك؟ إذن، لما جيتكم 52 كيلو جرام،
+
+219
+00:17:34,260 --> 00:17:39,120
+سألتوا عن حاجة تانية؟لأ حصلتوها و بس تمام انه ما
+
+220
+00:17:39,120 --> 00:17:43,120
+شاء الله sympathetic تمام هيك؟ حلو ايش فيه أنثية
+
+221
+00:17:43,120 --> 00:17:52,280
+فيزيائية؟ Galactica EG يعني أنثية تمام طي الزمن ال
+
+222
+00:17:52,280 --> 00:17:59,900
+volume ايش حجم mass قتلة density كثافة اذكرولي ايش
+
+223
+00:17:59,900 --> 00:18:04,960
+معرفة الكثافة؟كتلة على حجم كتلة على حجم كتلة على
+
+224
+00:18:04,960 --> 00:18:08,060
+حجم كتلة على حجم كتلة على حجم كتلة على حجم كتلة
+
+225
+00:18:08,060 --> 00:18:08,940
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+226
+00:18:08,940 --> 00:18:09,060
+كتلة على حجم كتلة على حجم كتلة على حجم كتلة على
+
+227
+00:18:09,060 --> 00:18:09,860
+حجم كتلة على حجم كتلة على حجم كتلة على حجم كتلة
+
+228
+00:18:09,860 --> 00:18:20,080
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+229
+00:18:20,080 --> 00:18:20,700
+كتلة على حجم كتلة على حجم كتلة على حجم كتلة على
+
+230
+00:18:20,700 --> 00:18:20,700
+حجم كتلة على حجم كتلة على حجم كتلة على حجم كتلة
+
+231
+00:18:20,700 --> 00:18:30,900
+على حجم كتلة على حجم كتلة على حجم كتلة على حجم
+
+232
+00:18:32,060 --> 00:18:36,460
+واتفقنا المرة قديك لما واحد يقولك انزاح الجسم خمسة
+
+233
+00:18:36,460 --> 00:18:41,760
+متر بقولك ورايح وراحانزح شرقا ولا غربا ولا لفوق
+
+234
+00:18:41,760 --> 00:18:45,920
+ولا لتحت؟ مظبوطا للا غير لما تقولي مسافة بين حيطة
+
+235
+00:18:45,920 --> 00:18:50,040
+وحيطة خمس بين حيطة وحيطة هذه الحيطة و هذه الحيطة
+
+236
+00:18:50,040 --> 00:18:54,320
+ولا هذه و هذه بتفرج؟ ماتفرجش مسافة أما تقولي انزح
+
+237
+00:18:54,320 --> 00:18:59,500
+بدي في direction إذا is the physical quantity that
+
+238
+00:18:59,500 --> 00:19:04,160
+have both magnitude and direction إذا ال vector
+
+239
+00:19:04,160 --> 00:19:11,490
+أكم شغلة إيه؟magnitude وdirection حلو ايش الأمثلة
+
+240
+00:19:11,490 --> 00:19:15,310
+اليوم دي مكتر هم الأمثلة اللي في الفيزياء تمى
+
+241
+00:19:15,310 --> 00:19:20,190
+velocity مش speed در بالكم acceleration
+
+242
+00:19:20,190 --> 00:19:28,690
+displacement force area مساحة و احنا المساحة عشان
+
+243
+00:19:28,690 --> 00:19:32,910
+مرات بتشكك نجيبها في الأسئلة نفترض انه نقول والله
+
+244
+00:19:32,910 --> 00:19:35,970
+المين هالكميات منها vector بنحط
+
+245
+00:19:38,150 --> 00:19:42,690
+Time قتلة area none of them عشان واحد يحط لي none
+
+246
+00:19:42,690 --> 00:19:47,230
+of them تمام وهي ال area نكتبينها ال area is a
+
+247
+00:19:47,230 --> 00:19:51,150
+vector و هنجيبها و نشرحها و هنثبتها و نأكد عليها و
+
+248
+00:19:51,150 --> 00:19:55,510
+هتبقى لها تتكررة معلومة متواترة ال area is a
+
+249
+00:19:55,510 --> 00:20:00,850
+vector quantityالمساحة اوه اوه عشان كده بجيبها في
+
+250
+00:20:00,850 --> 00:20:04,870
+ال quiz عشان تتخربطوا المساحة عبارة عن vector
+
+251
+00:20:04,870 --> 00:20:10,770
+واتجاهها دائما عمودي على السطح عمودي
+
+252
+00:20:10,770 --> 00:20:14,050
+على السطح ده ده ده ده لسه شوية شوية تستغربوش
+
+253
+00:20:14,050 --> 00:20:19,490
+تكشروش هنجيبها تمام هيك هنثبتركوا معاها بس لسه
+
+254
+00:20:19,490 --> 00:20:25,580
+ماوصلناش عشان القالية اللي نفلتها تمامجالي امنت
+
+255
+00:20:25,580 --> 00:20:29,980
+الكميات الفيزاية اما vector او scalar طب هجيت انا
+
+256
+00:20:29,980 --> 00:20:35,080
+بدي اكتب مرة سرعة و مرة كتلة السرعة vector و
+
+257
+00:20:35,080 --> 00:20:41,320
+الكتلة scalar طب كيف اميز بينهم؟ طب عرفتك من ايه M
+
+258
+00:20:41,320 --> 00:20:45,880
+و هادي V مظبوط ولا لأ؟في عندى كمية بأول ما أشوفها
+
+259
+00:20:45,880 --> 00:20:50,380
+بيقول هذا بيعني vector إذا أنا بدي أتفق أنا وياك
+
+260
+00:20:50,380 --> 00:20:55,560
+كل العالم إنك لما تشوف رمز تقول هذه بيمثل كمية
+
+261
+00:20:55,560 --> 00:21:01,500
+متجهة كيف أول ما بدوا يقولوا كانوا سهل اعمل هيك
+
+262
+00:21:01,500 --> 00:21:08,610
+وحط سهلإذاً هذي إيش؟ متجة طبعا زمان لما نقول زمان
+
+263
+00:21:08,610 --> 00:21:12,130
+زمان قبل ما تنولدوا يعني قبل ما تنولدوا بكتير لما
+
+264
+00:21:12,130 --> 00:21:14,770
+إجوا يشتغلوا قالوا كان فيه computers قالوا لأ
+
+265
+00:21:14,770 --> 00:21:19,770
+ماكنش فيه computers هكيف كانوا يطبعوا؟ يكتبوا و
+
+266
+00:21:19,770 --> 00:21:24,190
+بعد كده إجت المكينة الطباعة تمام؟ في مكينة الطباعة
+
+267
+00:21:24,190 --> 00:21:30,760
+يا بنات حط سهم فوق الحرف يورنيه مصحبةقصة تمام؟
+
+268
+00:21:30,760 --> 00:21:33,760
+قالوا فارتكفتنا شغل غير هالسهم هذا سهل على
+
+269
+00:21:33,760 --> 00:21:37,320
+السكرتيرة والسكرتير المغلبة اللي بدهم يوطبع وراك
+
+270
+00:21:37,320 --> 00:21:43,280
+قالوا بسيطة في في الطباعة حاجة اسمها bold غامق
+
+271
+00:21:43,280 --> 00:21:48,060
+قالوا الرمز الغامق بدنا نعتمد هو رمز الكمية
+
+272
+00:21:48,060 --> 00:21:53,000
+المتجهة هه سهلت علينا شوية والرمز العادي بدون غامق
+
+273
+00:21:53,000 --> 00:21:58,970
+هو scalar إذا بيقولي in the book في كتابكالقيمة
+
+274
+00:21:58,970 --> 00:22:06,750
+الوكترية ستميزها من القيمة الوكترية بكتابتها
+
+275
+00:22:06,750 --> 00:22:12,750
+بكتابة بيكتبتها بكتابة
+
+276
+00:22:12,750 --> 00:22:17,930
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+277
+00:22:17,930 --> 00:22:17,930
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+278
+00:22:17,930 --> 00:22:17,990
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+279
+00:22:17,990 --> 00:22:18,370
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بكتابة
+
+280
+00:22:18,370 --> 00:22:22,830
+بيكتبتها بكتابة بيكتبتها بكتابة بيكتبتها بwill be
+
+281
+00:22:22,830 --> 00:22:27,590
+typing it in boldface و أحيانًا بيحطوا كمان ال raw
+
+282
+00:22:27,590 --> 00:22:32,690
+فوق الحر طبعًا في ال computer سهل شوية مش زي طباعة
+
+283
+00:22:32,690 --> 00:22:37,300
+زمانتمة بيحطوها هيك او في كتب بس بيقولك انا صحيح
+
+284
+00:22:37,300 --> 00:22:42,340
+مغلب مابديش اياه بس هنا شايفين ال a زي هذا الحرف
+
+285
+00:22:42,340 --> 00:22:46,640
+ولا اغمج اغمج تمة قال هو ال vector ايش له
+
+286
+00:22:46,640 --> 00:22:51,300
+magnitude و direction طب انا بدي بس ال magnitude
+
+287
+00:22:51,300 --> 00:22:55,580
+كيف اميز اني انا بدي بس ال magnitude قال حط اللي
+
+288
+00:22:55,580 --> 00:23:02,920
+يافي إشارة بتعرفوها في الرياضيات القيمة المطلقة طب
+
+289
+00:23:02,920 --> 00:23:06,480
+و هي القيمة المطلقة بتجرب للمقدار قال لي اه لإن
+
+290
+00:23:06,480 --> 00:23:09,820
+المقدار ممنوع يكون سالب إيش هي القيمة المطلقة لان
+
+291
+00:23:09,820 --> 00:23:14,620
+ناقص خمسةخانسة ليش مشركم الدعوة في السالب؟ قاللي
+
+292
+00:23:14,620 --> 00:23:18,420
+لإن السالب اتعلمتني إنها بتعني direction ولمّا
+
+293
+00:23:18,420 --> 00:23:20,560
+تقوللي او دي دي ال magnitude إيه دعوة في ال
+
+294
+00:23:20,560 --> 00:23:24,580
+direction إذا السالب ماكانش دعوة فيه فبالتالي كيف
+
+295
+00:23:24,580 --> 00:23:28,840
+أنا جاهز؟ قال هاي ال victory رمز وحطته بين إشارة
+
+296
+00:23:28,840 --> 00:23:33,930
+المطلقabsolute احنا بنسميها اخدتوها جربتوها بال
+
+297
+00:23:33,930 --> 00:23:38,630
+calculus وصلتوا الحمد لله تم اذا ال absolute او
+
+298
+00:23:38,630 --> 00:23:42,910
+قاللي ها دي برضه الرمز مرات في صعب تعمله طبعا في
+
+299
+00:23:42,910 --> 00:23:46,270
+ال word إيه طريقة تعملوها قاللي إيش أعمله قاللي
+
+300
+00:23:46,270 --> 00:23:50,850
+شوف الحرف إيه لابد و نسهم و ميله أعمله إتالك هذه
+
+301
+00:23:50,850 --> 00:23:54,920
+معناته أنا إيش بدي من ال vector ال magnitudeفهمتوا
+
+302
+00:23:54,920 --> 00:23:59,220
+يا بنات؟ احنا قاعدين بنقعد لسه الرموز عشان نفهم
+
+303
+00:23:59,220 --> 00:24:04,840
+معاكم فيها تمام the magnitude of a vector is
+
+304
+00:24:04,840 --> 00:24:09,140
+always positive ماينفعش تحط negative لإن ال
+
+305
+00:24:09,140 --> 00:24:12,660
+negative معناتها direction ممنوع تقولي ال
+
+306
+00:24:12,660 --> 00:24:17,080
+magnitude نقص ثلاثة وش هالشغل بينفع ال speed تكون
+
+307
+00:24:17,080 --> 00:24:24,400
+سلبة؟ نسبيةهو احنا خلّيني نرجع لسبيد هي ال
+
+308
+00:24:24,400 --> 00:24:28,480
+magnitude تبعت ال velocity مظبوط؟ هذه معلومة
+
+309
+00:24:28,480 --> 00:24:32,660
+حكيتها ال speed هي ال magnitude المagnitude مسموحة
+
+310
+00:24:32,660 --> 00:24:36,560
+تكون سالبة؟ لأ اذا مسموحة ال speed تكون سالبة؟ لأ
+
+311
+00:24:36,560 --> 00:24:40,600
+الفلسفية اه الفلسفية اه نهد اكتر سالب يعني شرق او
+
+312
+00:24:40,600 --> 00:24:47,150
+قرض شمال او جنوب ده ما؟جالي طيب الرمز اتفجت انا و
+
+313
+00:24:47,150 --> 00:24:51,950
+اياك عليه بتحط bold معناته بيداك ال vector حطيت
+
+314
+00:24:51,950 --> 00:24:55,270
+اتلت معناته بيداك مقدار ال vector طب كيف بيتعامل
+
+315
+00:24:55,270 --> 00:25:00,110
+معاه قال انا كيف بدي اقول ال vector هذا له مقدار و
+
+316
+00:25:00,110 --> 00:25:08,130
+اتجاه قاله لو اعملتلك هيك بيني
+
+317
+00:25:08,130 --> 00:25:13,230
+اتجاهه هيكمن ايش عرفته؟ من الساهم حلو كل الناس
+
+318
+00:25:13,230 --> 00:25:18,230
+بتلقى في الساهم اذا طيب هدى كام اتجاه؟ هت طب و
+
+319
+00:25:18,230 --> 00:25:28,310
+هدى؟ زى بعض كاتجاه لكن نفس الطول تقدر تقول ان هدى
+
+320
+00:25:28,310 --> 00:25:32,650
+اكبر من هدى ولا لا اذا بدك تمثل ال vector الساهم
+
+321
+00:25:32,650 --> 00:25:37,050
+اتفهمنا انا وياك عليه طب الطول قال لي الطول بدى
+
+322
+00:25:37,050 --> 00:25:42,460
+يتناسب مع المقدرالطول بدى تتناسب مع المقدار إذاً
+
+323
+00:25:42,460 --> 00:25:46,380
+geometrically يعني هندسيا تمام؟ انتوا عارفوا علم
+
+324
+00:25:46,380 --> 00:25:50,600
+الهندسة تمام؟ if the vector quantity is
+
+325
+00:25:50,600 --> 00:25:57,630
+represented هتمثلby a straight line خط مستقيم هاي
+
+326
+00:25:57,630 --> 00:26:02,850
+هم خطوط مستقيمة تمام and and a row at one end of
+
+327
+00:26:02,850 --> 00:26:08,190
+the line مع سهم عند أحد أطراف الخط طول السهم عشان
+
+328
+00:26:08,190 --> 00:26:13,150
+يدل عليهش الاتجاه والطول عشان يحسسك جديش مقدار
+
+329
+00:26:13,150 --> 00:26:19,980
+الكمية تمامهيو بيقول الـ length of the line طول ال
+
+330
+00:26:19,980 --> 00:26:23,360
+line represent the magnitude of the vector and
+
+331
+00:26:23,360 --> 00:26:26,780
+الاروة points to the direction of the vector و
+
+332
+00:26:26,780 --> 00:26:32,080
+الاروة بيوجه او يشير الى نحو الاتجاه تمام هذا
+
+333
+00:26:32,080 --> 00:26:39,140
+vector شايفينه هذا بنسميهطرف .. بنسميه ديل وطرف
+
+334
+00:26:39,140 --> 00:26:44,160
+بنسميه راس صعب هاي الراس الكبير و الديل مهم باين
+
+335
+00:26:44,160 --> 00:26:48,620
+دي سهل دايما ال .. الرموز بتيجي من شغلات مألوفة
+
+336
+00:26:48,620 --> 00:26:54,580
+للناس عشان الحفظ هيكون سهل والتعامل معها سهل حلو
+
+337
+00:26:56,070 --> 00:27:00,170
+أمين هل جيت بنا .. قال ليه؟ بنا نخش على صفات ال
+
+338
+00:27:00,170 --> 00:27:04,490
+vectors دالي two vectors بدي أقول عنهم متساويين
+
+339
+00:27:04,490 --> 00:27:09,310
+بنفع أقول واحد خمسة وواحد تاني خمسة بس واحد شرق
+
+340
+00:27:09,310 --> 00:27:13,230
+وواحد غرب بيساوي بعض واحد شرق وواحد شمال بيساوي
+
+341
+00:27:13,230 --> 00:27:17,970
+بعض بنفعش يساوي بعض وانت عشان تقول يساوي ذاكرين
+
+342
+00:27:17,970 --> 00:27:20,670
+لما قلنا يساوي لازم يكون اللي هان يساوي هان في كل
+
+343
+00:27:20,670 --> 00:27:26,050
+شيء؟طب اذا لازم يكون التنين له نفس المقدار و نفس
+
+344
+00:27:26,050 --> 00:27:30,630
+الاتجاه اذا بقول يا بنات equality of two vectors
+
+345
+00:27:30,630 --> 00:27:34,870
+مسوات ال vectors any two vectors are said to be
+
+346
+00:27:34,870 --> 00:27:42,630
+equal يقال عنهم متساوين ifعندي شرط they have the
+
+347
+00:27:42,630 --> 00:27:46,210
+same magnitude إذا لازم يكونوا يكونوا نفس المقدار
+
+348
+00:27:46,210 --> 00:27:52,330
+and point ويشيروا in the same direction regardless
+
+349
+00:27:52,330 --> 00:27:56,890
+of its location بغض النظر عن الموضوع مش مش ضرورة
+
+350
+00:27:56,890 --> 00:28:00,530
+يكونوا اتنين بدؤوا من نفس النقطة لأ المهم يكونوا
+
+351
+00:28:00,530 --> 00:28:02,450
+يكونوا يكونوا يكونوا نفس الطول و يكونوا يكونوا
+
+352
+00:28:02,450 --> 00:28:05,130
+يكونوا يكونوا نفس الاتجاه قال يشوف هدول الأربعة
+
+353
+00:28:06,150 --> 00:28:09,890
+كلهم من نفس النقطة انطلقوا جيس بالمصرة ده اللي نفس
+
+354
+00:28:09,890 --> 00:28:14,010
+الطول اتطلع عليهم والله متوازين متوازين يعني نفس
+
+355
+00:28:14,010 --> 00:28:19,310
+الاتجاه ولا لا بقول هدول الأربعة عبارة عن vectors
+
+356
+00:28:19,310 --> 00:28:25,550
+متساوية ماشية يا بنات لحد تلان ماشية الأمور هاي ال
+
+357
+00:28:25,550 --> 00:28:30,360
+vectorبمشي جاعل ولا ممشيش؟ اتغير ايش فيه؟ اتغير
+
+358
+00:28:30,360 --> 00:28:34,800
+مجموعته؟ اتغير اتجاهه؟ اذا بصح اللي احركه ولا لأ؟
+
+359
+00:28:34,800 --> 00:28:40,130
+بصح اللي اتحركه بشرطتحافظ علاق مقداره واتجاهه بنفع
+
+360
+00:28:40,130 --> 00:28:45,310
+اتميله ممنوع إذا ميالته غيرت اتجاهه عشان كده هذه
+
+361
+00:28:45,310 --> 00:28:48,590
+الحركة عشان بيقول regardless of their location
+
+362
+00:28:48,590 --> 00:28:54,630
+ماكانش عوامة باتجاهه وبالتالي الحركة تفرجش معاه ال
+
+363
+00:28:54,630 --> 00:28:58,990
+vector vector دلوا ايه ايه ماتغيرش حاجة ماصارش فيه
+
+364
+00:28:58,990 --> 00:29:03,050
+اي تغيير حلو
+
+365
+00:29:04,600 --> 00:29:09,440
+كلنا خلصنا روضة صح ولا لأ؟ تمى و في الروضة علمونا
+
+366
+00:29:09,440 --> 00:29:13,680
+اتنين و تلاتة خمسة اذا جيت مني اتعلم اتنين و تلاتة
+
+367
+00:29:13,680 --> 00:29:19,120
+ممكن مايكونوش خمسة حسب الاتجاه صح اذا اتنين و
+
+368
+00:29:19,120 --> 00:29:25,260
+تلاتة ممكن يكون واحد و ممكن يكون شغل اكتر صحيح؟
+
+369
+00:29:25,260 --> 00:29:29,260
+حسب الاتجاه ده ايش يعني؟ بقول يعني جمع ال vectors
+
+370
+00:29:29,260 --> 00:29:30,580
+غير عن جمع الروضة
+
+371
+00:29:33,170 --> 00:29:37,230
+قال لي هاي في طريقة بتسميها طريقة المثلف ال
+
+372
+00:29:37,230 --> 00:29:40,890
+triangle method ماانت عارف ايش معاها method قاللي
+
+373
+00:29:40,890 --> 00:29:47,310
+هدول vectors شايفين هم هينقل واحد خط واتجاهه معروف
+
+374
+00:29:47,310 --> 00:29:52,630
+من الرسمة ولا لأتطلع يا حكاية دي الراس مبين ان دي
+
+375
+00:29:52,630 --> 00:29:57,490
+ال بي عند راس ايه؟ صح؟ جالي ايش جمعهم؟ او المحصلة
+
+376
+00:29:57,490 --> 00:30:02,090
+نسميها ال resultant جالي اجيب خط من دي الاول لراس
+
+377
+00:30:02,090 --> 00:30:08,610
+التاني تصورته وينه؟ جالي هذه هي المحصلة جامعة طب
+
+378
+00:30:08,610 --> 00:30:13,230
+تطلع يا بنات لو جيتوا بالمصطرة بالمصطرة هذا تلاتة
+
+379
+00:30:13,230 --> 00:30:17,870
+و هذا أربعة بتطلع هذا سبعة؟ ولا ممكن و لا يطلعش
+
+380
+00:30:17,870 --> 00:30:23,470
+خمسةبطلعش خمسة بطلع خمسة لو كانوا متعمدين اه هنا
+
+381
+00:30:23,470 --> 00:30:28,170
+في الغرص مش شغال لكن لا بطلع .. لا .. بطلعش لا
+
+382
+00:30:28,170 --> 00:30:32,210
+سبعة ولا حاجة تمام ولا خمسة مالإنجعوة بس بطلع رقم
+
+383
+00:30:32,210 --> 00:30:36,510
+أقل من سبعة إذا واحد تلاتة واحد أربعة حاجيس حلاجي
+
+384
+00:30:36,510 --> 00:30:39,330
+أقل من سبعة بيقول إيه دحكوا علينا في الروضة لأ
+
+385
+00:30:39,330 --> 00:30:45,610
+مادحكوش عليكم كانوا يجمعوا scalars تمام حلوطيب
+
+386
+00:30:45,610 --> 00:30:50,930
+قاللي طب هذا ال vector ايه؟ حركليه وماغيرش فيه لا
+
+387
+00:30:50,930 --> 00:31:02,190
+مقدار ولا اتجاه نفس الطول؟ عملتيش ايه؟ جالي و بي؟
+
+388
+00:31:02,190 --> 00:31:07,390
+قاللي اجمعلي هجيت مش a زائد b بي زائد a بي زائد a
+
+389
+00:31:07,390 --> 00:31:11,510
+التاني ايه ولا لأ؟ هجيت جاني التاني جان براسي
+
+390
+00:31:11,510 --> 00:31:17,860
+الأول بي؟ قاللي يلا جيبلي المحصلةمن D الـ B لراس A
+
+391
+00:31:17,860 --> 00:31:22,780
+نفس السلخة إذا معناته A زائد B و لا B زائد D بتفرج
+
+392
+00:31:22,780 --> 00:31:31,360
+معاك؟ لأ بنسميها تبادل صحيح طيب هذه طريقة في طريقة
+
+393
+00:31:31,360 --> 00:31:35,360
+تانية بنسميها ال parallelogram method متوازية
+
+394
+00:31:35,360 --> 00:31:40,380
+أطلاع بتعرف متوازية أطلاع؟ سمعته فيه حلو المستطيل
+
+395
+00:31:40,380 --> 00:31:46,970
+متوازية أطلاع؟ لأ لازم ماسمعتهشالمستطيع المتوازي
+
+396
+00:31:46,970 --> 00:31:51,430
+أضلاء هو إيش تعرف المتوازي أضلاء؟ كل اتنين فوق بعض
+
+397
+00:31:51,430 --> 00:31:56,050
+متوازين و هو المستطيع مش متوازين؟ طب و المربع؟
+
+398
+00:31:56,050 --> 00:32:01,290
+برضه متوازي أضلاء طب الحمد لله حلو جالي هو جايما
+
+399
+00:32:01,290 --> 00:32:05,050
+يكون عندك دي الواحد عند راس التاني بيقول لمركزك لأ
+
+400
+00:32:05,050 --> 00:32:11,350
+جالي شوف لي هدول دي الجامدين صحيح؟ جالي إيش تسوي؟
+
+401
+00:32:11,350 --> 00:32:16,110
+جالي كم المتوازي الأضلاء؟كملوه يتوازى الله كملتوا
+
+402
+00:32:16,110 --> 00:32:23,210
+هيك قاللي القطر هو المحصلة القطر هيه قاللي طيب
+
+403
+00:32:23,210 --> 00:32:28,090
+بلاش انا هاد ايه بحبهاش حتى كلمتها صعبة بضلني هنا
+
+404
+00:32:28,090 --> 00:32:38,170
+تمام؟ مفقش هاد تخليه هيك بلس ها و هاد بيه مظبوط
+
+405
+00:32:38,170 --> 00:32:41,530
+هيك ولا لأ هجيت لما تجمع ايه زائد بيه نرجع للطريقة
+
+406
+00:32:41,530 --> 00:32:46,900
+الأولى من جلي الأوللرأس التاني هي نفس الرقم مظبوط
+
+407
+00:32:46,900 --> 00:32:52,120
+طيب او بيزاعد ايه نفس العملية اذا هي طريقة واحدة
+
+408
+00:32:52,120 --> 00:32:56,200
+بس هي كده بيكتروا طرق و بيكتروا أسماء عشان انا
+
+409
+00:32:56,200 --> 00:33:03,180
+ماعرفش معنات متوازية او اضلاع بس مش اكتر تمام؟ كم
+
+410
+00:33:03,180 --> 00:33:10,860
+vector هدول؟ بدي اجمعهمأجمع T للحال و بعدها أجمع
+
+411
+00:33:10,860 --> 00:33:15,260
+التالت له طيب أجمع يا طورة A زائد B في الأول و لا
+
+412
+00:33:15,260 --> 00:33:20,580
+B زائد C في الأول خلينا نجرب اتحالتي الميحيك بدأ
+
+413
+00:33:20,580 --> 00:33:24,920
+أجمع A زائد B أطلعت عليه هي قولت ده ال B عند رأس A
+
+414
+00:33:26,100 --> 00:33:30,820
+A زي بي كيف بيكونوا الخط عشان يجمعهم؟ من A لرأس B
+
+415
+00:33:30,820 --> 00:33:36,840
+تخيلتوا؟ طب تطلعوا هه؟ هده ولا لأ؟ اذا هده A زي بي
+
+416
+00:33:36,840 --> 00:33:41,500
+الأحمر بدي اجمعه مع الـC الآن مع الأخضر من دين
+
+417
+00:33:41,500 --> 00:33:47,800
+الأحمر لرأس الأخضر هده هو بس حطيت القصة عشان في
+
+418
+00:33:47,800 --> 00:33:51,460
+الأول جمعت A زي بي وانتوا قولتولي لو جمعت B زي C
+
+419
+00:33:51,460 --> 00:33:55,680
+بتطلع نفس الرقم ولا لأ؟ اجمعولي B وC لأزرجه الأخضر
+
+420
+00:33:56,860 --> 00:34:04,100
+بنديل بي هذا هجت أجمع الأزرق مع الأسود مش الأسود
+
+421
+00:34:04,100 --> 00:34:10,020
+هو إيه؟ بدي أجمعه مع هذا هو
+
+422
+00:34:10,020 --> 00:34:15,020
+نفسه هذا البروبوس؟ هو نفسه، إذا معناته تجمع ال A
+
+423
+00:34:15,020 --> 00:34:19,940
+زي ال B في الأول و تجمعله C أو تجمع ال B زي ال C
+
+424
+00:34:19,940 --> 00:34:25,560
+في الأول و بعدين تجمعله A، بفرق؟عيني عليكي في
+
+425
+00:34:25,560 --> 00:34:29,380
+الأول في عندك commutative تبادل ايه انه a زي بي
+
+426
+00:34:29,380 --> 00:34:34,220
+بيسوي بي زي ايه وبعد كده انه هي ال associative
+
+427
+00:34:34,220 --> 00:34:38,120
+تشاركية او اللي بدكم تسموه تجميعي ولا اللي بدكم
+
+428
+00:34:38,120 --> 00:34:43,900
+ايه تعنى negative
+
+429
+00:34:43,900 --> 00:34:50,010
+ايش يعني negativeسالب احنا بنا لغة سالب ايش معناه
+
+430
+00:34:50,010 --> 00:34:55,750
+تسالب في ال victors جالب يعكس اتجاهه بسالشرط
+
+431
+00:34:55,750 --> 00:34:59,910
+السالب تدخل على ال vector ايش بيسويه فيه؟ بتلعب في
+
+432
+00:34:59,910 --> 00:35:05,030
+اتجاهه .. بتلعب في مقداره؟ مالهجعه بمقداره؟ اذا
+
+433
+00:35:05,030 --> 00:35:11,270
+بيقوللي ال vector minus a minus negative is a
+
+434
+00:35:11,270 --> 00:35:15,430
+vector بيضله vector with the same magnitude صار
+
+435
+00:35:15,430 --> 00:35:18,750
+ايش في ال magnitude تبعه؟ ولا حاجة at the vector a
+
+436
+00:35:18,750 --> 00:35:21,610
+but points in opposite direction ولكن يشيل الى
+
+437
+00:35:21,610 --> 00:35:26,170
+اتجاه المعاكسأمننا يا بنات؟ حلو معلومة دخلت سهلة
+
+438
+00:35:26,170 --> 00:35:31,710
+هذا ايه؟ في خلاف؟ هذا ايه؟ وهو السلب ايه تبعه؟ طيب
+
+439
+00:35:31,710 --> 00:35:35,770
+ليش بتعمل ايه؟ عشان علمونا في الأول و لا التاني
+
+440
+00:35:35,770 --> 00:35:40,610
+قالونا اتطرح و اتجمع عملية حسابية واحدة انت لما
+
+441
+00:35:40,610 --> 00:35:44,950
+تطرح و كأنك بتجمع رقم مع السلب تبع التاني قالي إذا
+
+442
+00:35:44,950 --> 00:35:48,690
+معناته بدنا نشوف ال subtractingأيه subtracting؟
+
+443
+00:35:48,690 --> 00:35:54,030
+طريح تمام بيقول subtracting B from A is the same
+
+444
+00:35:54,030 --> 00:35:59,570
+وكأنك بتجمع A مع ناقص B كيف أجيب ناقص لأي vector؟
+
+445
+00:35:59,570 --> 00:36:04,570
+أعكسه صح ولا لا؟ إذا معناته A ناقص B هو A زائد
+
+446
+00:36:04,570 --> 00:36:08,530
+ناقص B طب هاتنين vector هذين لو بدي أجمحهم كيف
+
+447
+00:36:08,530 --> 00:36:13,710
+تكون ال vector؟ جمع من دين الأول لرأس التاني طب
+
+448
+00:36:13,710 --> 00:36:18,140
+بدي أطرح قال يجب أن تطرح جيبني ناقص Bمظبوط او لا؟
+
+449
+00:36:18,140 --> 00:36:21,100
+اول بدأ دي بنقص بيه، بعدين ايش عمل؟ ايش عمل فيه
+
+450
+00:36:21,100 --> 00:36:26,620
+بيه؟ اه كيسه هد نقص بيه ولا لا؟ هجيت بدي اطرح ا
+
+451
+00:36:26,620 --> 00:36:32,520
+نقص بيه هذا ال vector ولا لا؟ شايفين مثلها؟ هاي ا
+
+452
+00:36:32,520 --> 00:36:37,620
+نقص بيه سهل لحد تلقاه، وهد مانجيش في امتحانات لحد
+
+453
+00:36:37,620 --> 00:36:41,960
+تلقاه، ولا شيءراح ثقافة اه ما هو احنا مانينا نقعد
+
+454
+00:36:41,960 --> 00:36:47,200
+هاجد بدي اجمع two vectors بدي اجيب معايا منجلة و
+
+455
+00:36:47,200 --> 00:36:52,400
+بيقار و مصطرة وجود أجيس وجود أكس جثة واش هتشغلها
+
+456
+00:36:52,400 --> 00:36:55,980
+دي الروضة أسهلنا ما هيتعلمنا في الروضة كيف نجمعه
+
+457
+00:36:55,980 --> 00:36:58,820
+على إيدينا و أعلمونا أحط في مخكم مش عارف أيه شو
+
+458
+00:36:58,820 --> 00:37:02,460
+سهلة بدي طريقة زي تاعة الروضة أجمع فيها ال vectors
+
+459
+00:37:03,700 --> 00:37:08,400
+الان بدنا نتفق على طريقة ما كي دعو بالرسم انت
+
+460
+00:37:08,400 --> 00:37:10,860
+الرسم كيف كنت .. ليش كنت ترسم؟ اقوله عشان اشوف
+
+461
+00:37:10,860 --> 00:37:14,480
+الاتجاه صح ولا لأ اشوف الاتجاه اول مارصمت هي ده
+
+462
+00:37:14,480 --> 00:37:19,800
+اقولت الاتجاه هو معروف لو رسمته هي اتجاهه بعرفه طب
+
+463
+00:37:19,800 --> 00:37:25,120
+انا بدي اديك أرقام منها تعرف المقدار والاتجاه ما
+
+464
+00:37:25,120 --> 00:37:30,340
+كي دعو بالرسم تتخيله على طول من رقم معين تمام
+
+465
+00:37:32,300 --> 00:37:36,040
+أول نعمل ال quizات و بعدين نرجع عشان نكسر الكلام
+
+466
+00:37:36,040 --> 00:37:42,060
+لكتير فنشوف إيش حكينا صيني و إيش حكينا عربي تمه
+
+467
+00:37:42,060 --> 00:37:47,760
+بيقولني عندك two vectors واحد نقدره اتناش و التاني
+
+468
+00:37:47,760 --> 00:37:52,300
+نقدره تمانية اداني للاتجاهات؟ لأ جالي الاتجاهات
+
+469
+00:37:52,300 --> 00:37:57,060
+عشوائية ممكن احتمالات كتيرة عندك تمه بيقولني بدي
+
+470
+00:37:57,060 --> 00:38:06,190
+أديك رقامينبدي لو جمعتهم أكبر قدر ممكن جديش و أقل
+
+471
+00:38:06,190 --> 00:38:10,930
+قدر ممكن جديش يعني أكبر قيمة للجمع و أقل قيمة
+
+472
+00:38:10,930 --> 00:38:13,990
+للجمع the magnitude of two vectors a and b are
+
+473
+00:38:13,990 --> 00:38:17,670
+twelve and eight units which pair of numbers ايش
+
+474
+00:38:17,670 --> 00:38:21,890
+من الأزواج الأرقام اللي أديك إياها represents the
+
+475
+00:38:21,890 --> 00:38:25,830
+largest and the smallest possible values for the
+
+476
+00:38:25,830 --> 00:38:29,190
+magnitude of the resultant vector بدي أجمع طلع
+
+477
+00:38:31,280 --> 00:38:40,560
+أكبر جمع ممكن يكون 14.4؟ لأ 14 من هنا جت؟ اه بقولك
+
+478
+00:38:40,560 --> 00:38:43,740
+من هنا جت لو معاكي calculator شوفي في الغرس بطلعلك
+
+479
+00:38:43,740 --> 00:38:48,410
+الرقم هذاعرفت منين أصله؟ ده جالبا الخيارات بتكون
+
+480
+00:38:48,410 --> 00:38:52,630
+إلها معنى يا بنات حتى لو غلط بحط إلها معنى ليش؟
+
+481
+00:38:52,630 --> 00:38:57,030
+لأنه فلسفة ال multiple choice بقولك الطالب وين ما
+
+482
+00:38:57,030 --> 00:39:02,110
+يفكر يجيله جواب مشلج مشلجش مش مشكلة المهم مايتغلبش
+
+483
+00:39:02,110 --> 00:39:06,430
+يقعد يبحث في السؤال مش هو ده يطلع الجواب لأ طلع
+
+484
+00:39:06,430 --> 00:39:11,870
+الجواب يخلص وصح ولا غلط مش مشكلة فعرفت منين أصله؟
+
+485
+00:39:11,870 --> 00:39:17,570
+تمامأتناش و تمانية طبعا ده حلوة طلع الشمال مجلهو
+
+486
+00:39:17,570 --> 00:39:22,090
+خطر زي ما هو مريح ايوة حطبطوا والله منطقين هذول
+
+487
+00:39:22,090 --> 00:39:29,210
+هاي أقلهم أصل صح؟ تمام إيش رأيكم في هدول؟ طيب
+
+488
+00:39:29,210 --> 00:39:32,650
+وقتيش بيكونوا عشرين لما يكونوا في نفس الاتجاه و
+
+489
+00:39:32,650 --> 00:39:37,570
+وقتيش بيكونوا أربعة عالين عليكم إذا لو جيت سألت
+
+490
+00:39:37,570 --> 00:39:41,830
+وبدأ ترجم و أحط في مخي أكبر مقدار للجامع لما
+
+491
+00:39:41,830 --> 00:39:46,020
+يكونوا في نفس الاتجاهصح؟ اه و اقل المقدار لجمع لما
+
+492
+00:39:46,020 --> 00:39:52,380
+يكون عكس بعيد داخلك المعلومة اه none of them هذي
+
+493
+00:39:52,380 --> 00:39:59,860
+برضه منطقيا تمام حلو اذا هدول هما العشرين هي اكبر
+
+494
+00:39:59,860 --> 00:40:05,120
+قيمة والاربع اقل قيمة ممكنة صحيح ولا لا؟ حلو؟ كمان
+
+495
+00:40:05,120 --> 00:40:11,530
+كويسبيقول under what condition تحت أي شرط او ظرف
+
+496
+00:40:11,530 --> 00:40:16,050
+does the resultant vector A زائد B resultant يعني
+
+497
+00:40:16,050 --> 00:40:19,630
+محصلة ال vector يعني مجموع A زائد B ما هو بيطلع
+
+498
+00:40:19,630 --> 00:40:23,150
+vector نسميه resultant vector المحصلة have a
+
+499
+00:40:23,150 --> 00:40:27,630
+magnitude equal to A زائد B المجموعته تبعه بيسوي
+
+500
+00:40:27,630 --> 00:40:31,190
+مجموع two magnitudes زي ثوّل عشرين وانتوا جاوبته
+
+501
+00:40:31,190 --> 00:40:35,830
+السؤال هذا وقتي ايش؟ انتوا طبعا جاوبته تطلعوا أيش
+
+502
+00:40:35,830 --> 00:40:36,670
+الخيارات؟
+
+503
+00:40:39,160 --> 00:40:42,220
+are parallel and in the same direction are
+
+504
+00:40:42,220 --> 00:40:45,060
+parallel and in the same direction و لا parallel
+
+505
+00:40:45,060 --> 00:40:49,280
+and in opposite direction هذي بتطلع أربع تمام are
+
+506
+00:40:49,280 --> 00:40:53,780
+perpendicular عش اسم كل انت اللي تاو حاجاتي زينا
+
+507
+00:40:53,780 --> 00:40:58,480
+زينا شايفة لما يكون perpendicular تطلع 14.4 بالصفر
+
+508
+00:40:58,480 --> 00:41:00,600
+في غرس الشغل تمام حلو
+
+509
+00:41:03,140 --> 00:41:09,040
+طيب اتفجنا بدي ارمي المسطرة و المنجلة و البكار و
+
+510
+00:41:09,040 --> 00:41:14,400
+الرسم و بدي اتعلم طريقة أجمع بدون هالشغل كله لا
+
+511
+00:41:14,400 --> 00:41:18,420
+طريقة مثلث ولا طريقة متوازي الأضلاع احنا أخدنا من
+
+512
+00:41:18,420 --> 00:41:21,160
+كلمة مثلث متوازي الأضلاع بالإضافة إلى الطريقة
+
+513
+00:41:21,160 --> 00:41:24,800
+المشهورة ايش معنات مثلث ايش معنات Parallelogram
+
+514
+00:41:24,800 --> 00:41:30,180
+مظبوط ولا لأ؟ بكفي تمى؟ جلني الآن شوفني هال vector
+
+515
+00:41:33,600 --> 00:41:37,420
+بدي اعرف حاجة اسمها unit vector احنا اتفقن ال
+
+516
+00:41:37,420 --> 00:41:42,400
+vector ايش بدك تديني؟ شغلتين مقبار واتجاه جيني
+
+517
+00:41:42,400 --> 00:41:47,080
+الاتجاه بدي اعرفه بشغلة بدي اسميها unit vector هل
+
+518
+00:41:47,080 --> 00:41:50,840
+جيت لكل مسمى من اسمه نصيب؟ مش بالواطن لأ الواحد
+
+519
+00:41:50,840 --> 00:41:55,220
+بعد ما يسمي بخير بيسموه اش كريم تمام؟ و امير لو
+
+520
+00:41:55,220 --> 00:42:00,320
+احد شطوعه لم يسميه اش امير بعد ما يعرفهunit vector
+
+521
+00:42:00,320 --> 00:42:04,560
+انا سميته vector معناته عادى scalar هو vector
+
+522
+00:42:04,560 --> 00:42:09,680
+مظبوط ليه سميته unit جالي عشان مقداره واحد اذا
+
+523
+00:42:09,680 --> 00:42:13,760
+اتجاه الوحدة اذا unit vector هو vector جديش مقداره
+
+524
+00:42:13,760 --> 00:42:16,680
+بكرا نجيه السؤال ايش مقدار ال unit vector وفيه
+
+525
+00:42:16,680 --> 00:42:20,700
+عقدر اتفكروا ايش ايه ايش بيسوي مقداره واحد اصلا من
+
+526
+00:42:20,700 --> 00:42:25,100
+اسمه ايجاإذن a unit vector is a vector .. إيش جابت
+
+527
+00:42:25,100 --> 00:42:28,240
+من ضربوك؟ ما أنت بتقولي vector .. is a vector with
+
+528
+00:42:28,240 --> 00:42:30,960
+a specific direction .. إله اتجاه معين .. الآن دي
+
+529
+00:42:30,960 --> 00:42:35,860
+بنقول عنه .. having a magnitude of one without any
+
+530
+00:42:35,860 --> 00:42:39,020
+units or dimensions .. لا إله dimensions ولا وحدات
+
+531
+00:42:39,020 --> 00:42:42,140
+.. ليش؟ قال عشان تضربوا في الكمية الفيزيائية ما
+
+532
+00:42:42,140 --> 00:42:46,810
+تتغيرشمقدار الواحد لما تضربه الواحد بتغير المقدار؟
+
+533
+00:42:46,810 --> 00:42:50,510
+لأ ومالوش dimension اتغير الكيمياء الفيزيائية ولا
+
+534
+00:42:50,510 --> 00:42:54,050
+ينص زي ما هي اذا هذا ايش مهمته؟ جالي ال specific
+
+535
+00:42:54,050 --> 00:42:58,490
+direction بس يشوفوا ليه الاتجاه تمام جالي ايه الشم
+
+536
+00:42:58,490 --> 00:43:02,330
+هدول ال specific direction؟ جالي نعطاه يا علماء
+
+537
+00:43:02,330 --> 00:43:06,130
+بدنا نكفج احنا وياكم على رموز اول ما البني ادم
+
+538
+00:43:06,130 --> 00:43:10,570
+يشوف يقول هذا باتجاه المحور الصينيو الرمز التاني
+
+539
+00:43:10,570 --> 00:43:14,290
+اول ما يشوفوه يقول هاي باتجاه المحور الصاضي و واحد
+
+540
+00:43:14,290 --> 00:43:17,890
+باتجاه المحور العيني تمام يا بنات؟ ايش هم الرموز
+
+541
+00:43:17,890 --> 00:43:21,430
+اللي اتفقوا عليهم وإن كان بعد كده غيروهم بس اول ما
+
+542
+00:43:21,430 --> 00:43:24,290
+اتفقوا قالوا هاي ال Cartesian Coordinates في عندك
+
+543
+00:43:24,290 --> 00:43:31,870
+الرمز I I بتعرفوه؟ حط فوقه hat او تدية تمانية هذا
+
+544
+00:43:31,870 --> 00:43:36,300
+معناته unit vector ده دي ايش مقدره؟واحد كيف اتجاهه
+
+545
+00:43:36,300 --> 00:43:40,860
+ال I ده اللي هدا متجه باتجاه المحور الصيني الموجب
+
+546
+00:43:40,860 --> 00:43:46,980
+عرفته وين الصين الموجب طيب يا بنات حلو طلعوا عليها
+
+547
+00:43:46,980 --> 00:43:51,160
+هاي vector خمسة
+
+548
+00:43:51,160 --> 00:43:57,620
+و I اتخيلتوا باللزام
+
+549
+00:43:57,620 --> 00:44:02,040
+ارسمه خدش اشيلك في رسمه انا اديتك معلومة كاملة ولا
+
+550
+00:44:02,040 --> 00:44:03,960
+لأ خمسة مقدار و ال I
+
+551
+00:44:06,990 --> 00:44:13,870
+TB بيسوي سالب تلاتة I السالب إيش معناته؟ شرق ولا
+
+552
+00:44:13,870 --> 00:44:18,790
+غرب؟ غرب، ومقداره؟ تلاتة إذا بيزن راسه؟ من غير
+
+553
+00:44:18,790 --> 00:44:23,050
+unit؟ بعدي إنه غير unit، هو لو .. لو في .. لو هذه
+
+554
+00:44:23,050 --> 00:44:26,250
+سرعة، بدي أقولك متر برساكن، بس أنا بقول A وB، أحكي
+
+555
+00:44:28,440 --> 00:44:32,300
+أيوة برأي عليك ليه؟ استخدمت إيش؟ الملاحظة التي
+
+556
+00:44:32,300 --> 00:44:35,600
+حكيتها الشرط السالب لما تفوت على ال vector إيش
+
+557
+00:44:35,600 --> 00:44:42,540
+بتسوي فيه؟ تعكس اتجاهه تمام؟ احكي كيف طلعت مالاهاش
+
+558
+00:44:42,540 --> 00:44:45,520
+اتجاه من اتجاه المحدد و مش اتجاهك؟ ال I مالاهاش
+
+559
+00:44:45,520 --> 00:44:53,000
+اتجاه ال I هجت هادي ..الها اتجاه؟ مش اتجاه، الها
+
+560
+00:44:53,000 --> 00:44:58,020
+dimensionهذه الخمسة نفترض انها بتحكي عن قوة بقولك
+
+561
+00:44:58,020 --> 00:45:03,020
+هذه نيوتن منفع هذه تكون لها قمان وحدة؟ مانفعش إذا
+
+562
+00:45:03,020 --> 00:45:06,540
+هذه ال direction و بس مالهاش وحدات ولا لها
+
+563
+00:45:06,540 --> 00:45:10,680
+dimension أه هذه معناه Tunis و dimension فهمت
+
+564
+00:45:10,680 --> 00:45:16,160
+عليها؟ تم لأ أنا حكيتها قلوا طيب قالوا يا عُلم
+
+565
+00:45:16,160 --> 00:45:20,820
+ماتفجع على ال J أول ما تشوف ال J وين رايحة؟ تجاه
+
+566
+00:45:20,820 --> 00:45:29,590
+الصعب يعني هاي vectorبتساوي اتنين جيه يا عصمو لفوق
+
+567
+00:45:29,590 --> 00:45:34,750
+اذا شوفوا الكتابة كيف بتسافر علينا خلص قدّينا
+
+568
+00:45:34,750 --> 00:45:39,810
+الغرض ولا لا بحكاية ال unit vectors تمى و لو اقول
+
+569
+00:45:39,810 --> 00:45:46,470
+بي بتساوي سالب تلاتة جيه ان عرفته ولا لا لتحت حلو
+
+570
+00:45:46,470 --> 00:45:51,290
+جالي حلو و ال K طبعا بتعرفوا انتوا الذد الموجة
+
+571
+00:45:51,290 --> 00:45:56,000
+بيقول رايحعليكم إذا لما يقول لي زائد بقوله على
+
+572
+00:45:56,000 --> 00:46:02,320
+طالع برا ذاكرين هدول الرمزين اضطرت و قالها هادي و
+
+573
+00:46:02,320 --> 00:46:10,480
+هادي هادي كيه و هادي سالب كيه مظبوط ولا لأ حلو تمه
+
+574
+00:46:13,370 --> 00:46:18,150
+بقولي this means that if a vector A is directed
+
+575
+00:46:18,150 --> 00:46:22,410
+along the positive x axis عندك vector وماعرف
+
+576
+00:46:22,410 --> 00:46:26,310
+اتجاهه باتجاه المحور الصيني الموجب والمقدار تبعه A
+
+577
+00:46:26,310 --> 00:46:30,910
+هيو ايتاليك كيف تكتبه قال لي هيك بكتبه صحيك ولا لأ
+
+578
+00:46:30,910 --> 00:46:37,870
+اذا كل القصة هذه اختزلت بهذا الرقمA بتساوي هاي
+
+579
+00:46:37,870 --> 00:46:42,090
+المقدار وهذا الاتجاه الصيني الموجب أمين يا بنات؟
+
+580
+00:46:42,090 --> 00:46:47,470
+حلو إذا صار في عندي شغلة بيسموها متجهات الوحدة
+
+581
+00:46:47,470 --> 00:46:52,450
+متجهة الوحدة ليش سموه متجهة وحدة عشان مقداره؟ هجيت
+
+582
+00:46:52,450 --> 00:46:56,450
+في عندي اتجاهات مختلفة لكن ثابتة واحد ملزق بالصين
+
+583
+00:46:56,450 --> 00:47:02,350
+اللي هو I واحد ملزق بالصوت J واحد ملزق بالعين خلاص
+
+584
+00:47:02,350 --> 00:47:08,900
+طبوالـ minus sign اللي توي سألت في .. إيه إيش
+
+585
+00:47:08,900 --> 00:47:14,260
+معناته؟ السالب مظبوط ولا لا؟ حلو هل جيت بيقوللي
+
+586
+00:47:14,260 --> 00:47:18,780
+مركبات؟ إيش يعني مركبات بالعربي؟ يعني لو عندك
+
+587
+00:47:18,780 --> 00:47:21,820
+محلول يقولك إيش مركبات يعني مش متكون ولا لا؟
+
+588
+00:47:21,820 --> 00:47:27,880
+مكونات طيب، ده نشوف لهذا ال vector يلا يا بناتي
+
+589
+00:47:27,880 --> 00:47:33,180
+أحط I ولا J على هذا؟ بس عنيه وياه؟ I ولا J؟
+
+590
+00:48:03,680 --> 00:48:05,080
+هههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههههه
+
+591
+00:48:07,690 --> 00:48:13,030
+هي مكونات اذا هل ال vector a مكوناته واحد بتجاه
+
+592
+00:48:13,030 --> 00:48:16,870
+الصين واحد بتجاه الصاد صح ولا لأ لأنه لو جمعت
+
+593
+00:48:16,870 --> 00:48:20,470
+التنين الصيني والصادي بتطلع الم غلبك انا ايه
+
+594
+00:48:20,470 --> 00:48:25,030
+ماعرفش اكتبه لا سين ولا صاد صح ولا لأ بقول خلاص
+
+595
+00:48:25,030 --> 00:48:31,420
+حللهزي لما اقول والله حللي الخمسة كرقب بقول اتنين
+
+596
+00:48:31,420 --> 00:48:35,600
+و تلاتة و اربعة و واحد يعني انت لايش لما تحلله لما
+
+597
+00:48:35,600 --> 00:48:41,180
+تجمعهم بتطلع الخمسة كما وهي مقونات حطهم بتطلع
+
+598
+00:48:41,180 --> 00:48:49,280
+الكامل ممكن تكتب هيك صحيكوا ولا لأ هجيت شايفة ايه
+
+599
+00:48:49,280 --> 00:48:53,300
+اشتغلت فيه لا هو سيني ولا هو صعبي هيك و هيك اتنين
+
+600
+00:48:53,990 --> 00:48:58,970
+إذا بيقوللي it is clear that the vector a can be
+
+601
+00:48:58,970 --> 00:49:03,890
+represented by the sum هو عبارة عن مجموع sum of
+
+602
+00:49:03,890 --> 00:49:08,550
+two vectors واحد سيني واحد صاضي أمين ولا لأ؟ إذا
+
+603
+00:49:08,550 --> 00:49:12,290
+هدول عبارة عن sum of two vectors one parallel to
+
+604
+00:49:12,290 --> 00:49:16,150
+the x-axis ومزاد parallel to the x-axis وحط جنبه I
+
+605
+00:49:17,080 --> 00:49:21,460
+صح؟ و one parallel to the y axis حُط جنبه جيه فصار
+
+606
+00:49:21,460 --> 00:49:26,940
+ايه بتسوي هيك زي ايد هيك قلتله حلو هذه احد مركبات
+
+607
+00:49:26,940 --> 00:49:31,080
+هذه ولا لأ ايش هسميه مركبة الصينية لأنه باتجاه
+
+608
+00:49:31,080 --> 00:49:35,340
+الصيني و ايش هسمي هذه مركبة الصادية افهمته ايش
+
+609
+00:49:35,340 --> 00:49:39,020
+معناه مركبات تمام نكمل بعدين تمام يا سامي
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/4GxkJ1fxBBI_raw.json b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/4GxkJ1fxBBI_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ded3a3dde1899bb0bd38f182d866843367c87a8
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/4GxkJ1fxBBI_raw.json
@@ -0,0 +1 @@
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بيقولي أ projectile launched أطلقات from the origin كلهم هايهم الخمسة طالعين من النقطة نفسها صحيح؟ واحد، اتنين، تلاتة، أربعة، خمسة from the origin with the same initial speed بصحيح اللي يقول ليه؟ with the same initial velocity؟ ليش؟", "tokens": [28820, 36764, 24401, 46740, 30767, 995, 2407, 10632, 16490, 33546, 3660, 4724, 1829, 3224, 46811, 10943, 22807, 11933, 1829, 8592, 47525, 3224, 22807, 4724, 1829, 39648, 1829, 5551, 1716, 794, 8730, 5551, 9566, 1211, 4587, 9307, 490, 264, 4957, 28242, 16095, 8032, 47302, 16095, 33962, 2304, 3794, 3660, 23032, 6027, 3615, 9957, 9154, 28239, 47432, 3660, 8717, 36178, 11296, 20328, 5016, 1829, 5016, 22807, 36764, 24401, 12399, 1975, 2655, 1863, 9957, 12399, 6055, 1211, 9307, 3660, 12399, 5551, 25513, 27884, 12399, 16490, 2304, 3794, 3660, 490, 264, 4957, 365, 264, 912, 5883, 3073, 4724, 9381, 5016, 1829, 5016, 13672, 1829, 7251, 39648, 32239, 3224, 22807, 365, 264, 912, 5883, 9269, 22807, 32239, 8592, 22807], "avg_logprob": -0.21562500466471132, 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"probability": 0.97509765625}, {"start": 2890.3, "end": 2891.14, "word": " اذا", "probability": 0.880615234375}, {"start": 2891.14, "end": 2891.42, "word": " Y", "probability": 0.3828125}, {"start": 2891.42, "end": 2891.8, "word": " initial", "probability": 0.2783203125}, {"start": 2891.8, "end": 2892.2, "word": " بتسوي", "probability": 0.7179361979166666}, {"start": 2892.2, "end": 2892.42, "word": " H", "probability": 0.7490234375}, {"start": 2892.42, "end": 2892.6, "word": " ولا", "probability": 0.92041015625}, {"start": 2892.6, "end": 2892.88, "word": " لأ", "probability": 0.95166015625}, {"start": 2892.88, "end": 2893.9, "word": " اذا", "probability": 0.87744140625}, {"start": 2893.9, "end": 2894.32, "word": " هذا", "probability": 0.73681640625}, {"start": 2894.32, "end": 2894.86, "word": " H", "probability": 0.89892578125}], "temperature": 1.0}, {"id": 117, "seek": 292311, "start": 2899.31, "end": 2923.11, "text": "اللي هو Y هذي H وهذه Y بتساوي هذي كم قلنا سفر ناقص نص GT تربيع تمام هيك؟ حلو أي شي صح سعيد معايا؟", "tokens": [6027, 20292, 31439, 398, 8032, 8848, 1829, 389, 37037, 24192, 398, 39894, 3794, 995, 45865, 8032, 8848, 1829, 9122, 2304, 12174, 1211, 8315, 8608, 5172, 2288, 8717, 995, 4587, 9381, 8717, 9381, 17530, 6055, 2288, 21292, 3615, 46811, 10943, 39896, 4117, 22807, 11331, 1211, 2407, 36632, 44049, 20328, 5016, 8608, 3615, 25708, 20449, 995, 25528, 22807], "avg_logprob": -0.47258773184659186, "compression_ratio": 1.3174603174603174, "no_speech_prob": 1.1324882507324219e-06, "words": [{"start": 2899.31, "end": 2899.61, "word": "اللي", "probability": 0.62255859375}, {"start": 2899.61, "end": 2899.81, "word": " هو", "probability": 0.373779296875}, {"start": 2899.81, "end": 2900.11, "word": " Y", "probability": 0.525390625}, {"start": 2900.11, "end": 2902.31, "word": " هذي", "probability": 0.543701171875}, {"start": 2902.31, "end": 2902.65, "word": " H", "probability": 0.45849609375}, {"start": 2902.65, "end": 2903.05, "word": " وهذه", "probability": 0.69580078125}, {"start": 2903.05, "end": 2903.41, "word": " Y", "probability": 0.779296875}, {"start": 2903.41, "end": 2904.91, "word": " بتساوي", "probability": 0.61810302734375}, {"start": 2904.91, "end": 2905.15, "word": " هذي", "probability": 0.6380615234375}, {"start": 2905.15, "end": 2905.33, "word": " كم", "probability": 0.4801025390625}, {"start": 2905.33, "end": 2905.65, "word": " قلنا", "probability": 0.7609049479166666}, {"start": 2905.65, "end": 2907.07, "word": " سفر", "probability": 0.5881754557291666}, {"start": 2907.07, "end": 2907.93, "word": " ناقص", "probability": 0.930419921875}, {"start": 2907.93, "end": 2908.41, "word": " نص", "probability": 0.978759765625}, {"start": 2908.41, "end": 2909.73, "word": " GT", "probability": 0.8701171875}, {"start": 2909.73, "end": 2910.63, "word": " تربيع", "probability": 0.7872314453125}, {"start": 2910.63, "end": 2913.63, "word": " تمام", "probability": 0.81103515625}, {"start": 2913.63, "end": 2914.13, "word": " هيك؟", "probability": 0.5438232421875}, {"start": 2914.13, "end": 2915.23, "word": " حلو", "probability": 0.947265625}, {"start": 2915.23, "end": 2917.29, "word": " أي", "probability": 0.3291015625}, {"start": 2917.29, "end": 2917.57, "word": " شي", "probability": 0.85400390625}, {"start": 2917.57, "end": 2920.11, "word": " صح", "probability": 0.61175537109375}, {"start": 2920.11, "end": 2920.37, "word": " سعيد", "probability": 0.6519368489583334}, {"start": 2920.37, "end": 2923.11, "word": " معايا؟", "probability": 0.8692626953125}], "temperature": 1.0}, {"id": 118, "seek": 294052, "start": 2925.5, "end": 2940.52, "text": "الوعي انيش اه انا اتعكس طب اه اه اه اه نقص اتش صحيح اه تمام تمام يا سامي بقى ال menu بنعيده المرة الجاية بديش اعوك دكتورنا", "tokens": [6027, 45367, 1829, 16472, 1829, 8592, 1975, 3224, 1975, 8315, 1975, 2655, 3615, 4117, 3794, 23032, 3555, 1975, 3224, 1975, 3224, 1975, 3224, 1975, 3224, 8717, 4587, 9381, 1975, 2655, 8592, 20328, 5016, 1829, 5016, 1975, 3224, 46811, 10943, 46811, 10943, 35186, 8608, 10943, 1829, 4724, 4587, 7578, 2423, 6510, 44945, 3615, 25708, 3224, 9673, 25720, 25724, 995, 10632, 4724, 16254, 8592, 1975, 3615, 2407, 4117, 11778, 4117, 2655, 13063, 8315], "avg_logprob": -0.3320312446190251, "compression_ratio": 1.621212121212121, "no_speech_prob": 2.980232238769531e-07, "words": [{"start": 2925.5, "end": 2925.98, "word": "الوعي", "probability": 0.5810546875}, {"start": 2925.98, "end": 2926.28, "word": " انيش", "probability": 0.6829833984375}, {"start": 2926.28, "end": 2926.58, "word": " اه", "probability": 0.773193359375}, {"start": 2926.58, "end": 2926.82, "word": " انا", "probability": 0.795166015625}, {"start": 2926.82, "end": 2927.24, "word": " اتعكس", "probability": 0.89345703125}, {"start": 2927.24, "end": 2927.48, "word": " طب", "probability": 0.720703125}, {"start": 2927.48, "end": 2927.72, "word": " اه", "probability": 0.96923828125}, {"start": 2927.72, "end": 2928.04, "word": " اه", "probability": 0.984130859375}, {"start": 2928.04, "end": 2928.46, "word": " اه", "probability": 0.94287109375}, {"start": 2928.46, "end": 2928.7, "word": " اه", "probability": 0.656005859375}, {"start": 2928.7, "end": 2929.12, "word": " نقص", "probability": 0.5660807291666666}, {"start": 2929.12, "end": 2929.58, "word": " اتش", "probability": 0.6061604817708334}, {"start": 2929.58, "end": 2931.98, "word": " صحيح", "probability": 0.8824462890625}, {"start": 2931.98, "end": 2933.02, "word": " اه", "probability": 0.57586669921875}, {"start": 2933.02, "end": 2933.42, "word": " تمام", "probability": 0.992431640625}, {"start": 2933.42, "end": 2936.46, "word": " تمام", "probability": 0.938232421875}, {"start": 2936.46, "end": 2936.56, "word": " يا", "probability": 0.97314453125}, {"start": 2936.56, "end": 2936.82, "word": " سامي", "probability": 0.7164713541666666}, {"start": 2936.82, "end": 2937.02, "word": " بقى", "probability": 0.8151041666666666}, {"start": 2937.02, "end": 2937.12, "word": " ال", "probability": 0.2626953125}, {"start": 2937.12, "end": 2937.32, "word": " menu", "probability": 0.81640625}, {"start": 2937.32, "end": 2938.1, "word": " بنعيده", "probability": 0.7896728515625}, {"start": 2938.1, "end": 2938.3, "word": " المرة", "probability": 0.8525390625}, {"start": 2938.3, "end": 2938.82, "word": " الجاية", "probability": 0.8961588541666666}, {"start": 2938.82, "end": 2939.8, "word": " بديش", "probability": 0.7198079427083334}, {"start": 2939.8, "end": 2940.04, "word": " اعوك", "probability": 0.5675048828125}, {"start": 2940.04, "end": 2940.52, "word": " دكتورنا", "probability": 0.97646484375}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2941.0395, "duration_after_vad": 2832.747499999988}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/E6HOsl9lEzQ.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/E6HOsl9lEzQ.srt
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index 0000000000000000000000000000000000000000..6266a18e5dfb3e05cce8d3878db9264d54e70089
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+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/E6HOsl9lEzQ.srt
@@ -0,0 +1,2056 @@
+1
+00:00:05,010 --> 00:00:10,110
+تمام يا بنات، هنبدأ اليوم إن شاء الله بـ Chapter 2
+
+2
+00:00:10,110 --> 00:00:14,550
+بعد بسم الله الرحمن الرحيم، حكينا أنه في هذا الـ
+
+3
+00:00:14,550 --> 00:00:20,110
+chapter، العنوان تبعه هو Motion in one dimension أو
+
+4
+00:00:20,110 --> 00:00:26,600
+الـ linear motion، الحركة في خط واحد باتجاه واحد، حركة
+
+5
+00:00:26,600 --> 00:00:32,280
+بمعنى فيه سرعة، وأحيانا بيكون فيه تسارع، بالتالي
+
+6
+00:00:32,280 --> 00:00:37,200
+هنتحدث عن المفاهيم الفيزيائية التالية، بدنا نحكي
+
+7
+00:00:37,200 --> 00:00:42,320
+إيش هو الـ position؟ موضع جسم، ماذا يتغير الموضع؟ ما
+
+8
+00:00:42,320 --> 00:00:46,720
+يحدث عندي velocity، بينا نميز ما بين الـ velocity والـ
+
+9
+00:00:46,720 --> 00:00:51,880
+الـ speed، ثم أحيانا إذا تغيرت السرعة، صار في عندي
+
+10
+00:00:51,880 --> 00:00:56,180
+تسارع acceleration، لما تكون الـ acceleration
+
+11
+00:00:56,180 --> 00:01:00,000
+constant، في حالة خاصة هنتعرف عليها، ونشتق
+
+12
+00:01:00,000 --> 00:01:05,180
+المعادلات اللي بتحكمها، حالة من حالات الحركة باتجاه
+
+13
+00:01:05,180 --> 00:01:11,270
+واحد وبتسارع ثابت، هي الـ Free Falling Objects، هذه
+
+14
+00:01:11,270 --> 00:01:15,370
+هي المواضيع اللي هنشرحها في هذا الـ Chapter، تقريبا
+
+15
+00:01:15,370 --> 00:01:19,150
+المواضيع مرت عليكم في الصف الحادي عشر إلى حد كبير،
+
+16
+00:01:19,150 --> 00:01:23,390
+وبالتالي، اخترنا الـ problems اللي تعمل refreshing
+
+17
+00:01:23,390 --> 00:01:29,310
+لمعلوماتكم، بدنا نثقل عليكم لأن أغلب المواضيع، و
+
+18
+00:01:29,310 --> 00:01:32,750
+الأسئلة مرت عليكم بصورة أو بأخرى في المدرسة،
+
+19
+00:01:32,750 --> 00:01:38,100
+بالتالي، بدنا نعمل refreshing، إعادة إحياء للمعلومات
+
+20
+00:01:38,100 --> 00:01:42,940
+اللي مرت علينا في الصف الحادي عشر، وبدنا نحل هذه
+
+21
+00:01:42,940 --> 00:01:48,000
+الأسئلة فقط، القليلة نسبيا المطلوب مننا
+
+22
+00:01:48,000 --> 00:01:55,400
+نحلها، احكي ما لقيتهاش
+
+23
+00:02:01,650 --> 00:02:06,010
+هي الأسئلة بعد الـ chapter، بعد الـ summary، مش أنا
+
+24
+00:02:06,010 --> 00:02:10,210
+حكيت المرة دي، كل chapter مش آخر الكتاب، آخر الـ
+
+25
+00:02:10,210 --> 00:02:14,190
+chapter، تمام؟ آخر الكتاب مش هيجي معايا عشان
+
+26
+00:02:14,190 --> 00:02:19,030
+بالمرة، آخر الكتاب فيه إجابات للأسئلة الفردية،
+
+27
+00:02:19,030 --> 00:02:22,570
+إجابات، مش أنتو بتحلوا، بتشوفوا حالكم حليتو صح ولا
+
+28
+00:02:22,570 --> 00:02:27,070
+لأ، إذا السؤال فردي، إجابته بتلاقوها في آخر الكتاب،
+
+29
+00:02:27,700 --> 00:02:33,440
+هتلاقي العنوان Answer to all problems، مظبوط؟ إذا
+
+30
+00:02:33,440 --> 00:02:37,680
+اللي في آخر الكتاب إجابات، لكن السؤال بنصه بلحمه
+
+31
+00:02:37,680 --> 00:02:42,180
+بدمه موجود في نهاية الـ chapter، في summary أو في
+
+32
+00:02:42,180 --> 00:02:45,280
+objective questions أو في conceptual questions،
+
+33
+00:02:45,280 --> 00:02:48,580
+وبعدين في problems،  ابتدى لـ problems، الأسئلة هذه
+
+34
+00:02:48,580 --> 00:02:56,560
+تمام، هيك؟ تمام، غيرها، حلو، نبدأ، position، موضع،
+
+35
+00:02:56,560 --> 00:03:02,640
+velocity، سرعة، speed، سرعة، فرق بينهم، فيه فرق، من
+
+36
+00:03:02,640 --> 00:03:08,100
+إني أتعرف عليه، تمام؟ بنقول كل كمية فيزيائية لها رمز
+
+37
+00:03:08,100 --> 00:03:14,400
+متعرف عليه ولا لأ، الـ T للزمن من كلمة time، الـ M للـ
+
+38
+00:03:14,400 --> 00:03:19,060
+mass، من كلمة mass اللي هي الكتلة، الـ Position
+
+39
+00:03:19,060 --> 00:03:25,260
+اتفقوا ياخدوا X إلها، إذا الـ Position of a particle
+
+40
+00:03:25,260 --> 00:03:29,440
+هناخد إلها الـ X، طبعا إيه الـ X من المحور
+
+41
+00:03:29,440 --> 00:03:33,340
+السيني، تمام يا بنات؟ إذا الـ Position of a
+
+42
+00:03:33,340 --> 00:03:38,240
+particle اللي هنرمز له بالرمز X، إيش تعريفه؟ Its
+
+43
+00:03:38,240 --> 00:03:44,540
+location، موضع، location، موضع، is the location
+
+44
+00:03:44,540 --> 00:03:48,440
+with respect to a reference point، إذا أنت مفهوش
+
+45
+00:03:48,440 --> 00:03:52,300
+تقولي والله أنا موضعي خمسة متر بدون ما تقولي عن
+
+46
+00:03:52,300 --> 00:03:57,880
+إيش هذه؟ بيسميها reference point، نقطة مرجعية،
+
+47
+00:03:57,880 --> 00:04:03,940
+تمام؟ هيك، لما نيجي نقول هاي حيطة، مرجع ولا مش مرجع؟
+
+48
+00:04:03,940 --> 00:04:09,670
+مرجع، تمام؟ وهي سيارة، هيك، واضح إن السيارة بتبعد عن
+
+49
+00:04:09,670 --> 00:04:14,410
+الحيطة مسافة، نقدر نقول بالبلدي موضع السيارة عن
+
+50
+00:04:14,410 --> 00:04:18,110
+الحيطة، ولا لأ؟ إذا هذا موضع السيارة عن الحيطة، هذا
+
+51
+00:04:18,110 --> 00:04:22,430
+reference point، إذا as a particle moves، لما يتحرك
+
+52
+00:04:22,430 --> 00:04:27,460
+الجسم، ما زال يتحرك، اتغير موضعه ولا لأ؟ إذن صار له
+
+53
+00:04:27,460 --> 00:04:32,640
+موضعين، موضع ابتدائي وموضع نهائي، لأنه تحرك، إذن صار
+
+54
+00:04:32,640 --> 00:04:37,620
+و as a particle moves، والجسم بيتحرك، from an
+
+55
+00:04:37,620 --> 00:04:41,740
+initial position، initial position، صار الآن عنده
+
+56
+00:04:41,740 --> 00:04:46,420
+موضعين، نميز بينهم، X و X، مينفعش، نقول الموضع الابتدائي
+
+57
+00:04:46,420 --> 00:04:51,620
+بدنا نحط عليه i من كلمة initial، والموضع النهائي نحط
+
+58
+00:04:51,620 --> 00:04:57,210
+X ونحط f من كلمة final، إذن as a particle moves from
+
+59
+00:04:57,210 --> 00:05:03,690
+an initial position Xi to a final position Xf،
+
+60
+00:05:03,690 --> 00:05:09,230
+بنقول عنه نزاح، مظبوط ولا؟  نزوح، إزاحة، its
+
+61
+00:05:09,230 --> 00:05:13,370
+displacement، يعني إزاحة، صارت إزاحته، إيش بيعرفها؟ بيقولوا هي السيارة، هيمشي هذا الموضع الابتدائي
+
+62
+00:05:13,370 --> 00:05:18,550
+أنت بتحكي عن Ti، أنا بداية الحركة، تمام؟ قولي
+
+63
+00:05:18,550 --> 00:05:23,610
+اتحركت السيارة، انزاحت ولا ما انزاحت، لموضع جديد،
+
+64
+00:05:23,610 --> 00:05:29,750
+الموضع الجديد هذا ولا مش هذا، المسافة، تمام؟ ليش
+
+65
+00:05:29,750 --> 00:05:34,490
+هذا مش هذا، مش مشكلة، المفروض تكون، تمام؟ في عندي
+
+66
+00:05:34,490 --> 00:05:38,170
+مشكلة في الـ في الـ word اللي عندنا، تمام؟ حلو
+
+67
+00:05:43,640 --> 00:05:48,680
+تخيلوها أنتو السيارة هنا، تمام؟ حلو، هي جيت، و
+
+68
+00:05:48,680 --> 00:05:54,060
+بيقول لكم جدّش مقدار إزاحتها؟ يعني نفترض من عند
+
+69
+00:05:54,060 --> 00:05:59,520
+الحيطة هذه، تمام؟ كانت هنا، صارت هنا، كانت تبعد 2
+
+70
+00:05:59,520 --> 00:06:02,620
+متر، صارت تبعد 5 متر، جدّش انزاحت؟ برافو عليك، كيف
+
+71
+00:06:02,620 --> 00:06:08,060
+عملتوها؟ 5 ناقص 2، صح ولا لأ؟ يعني قلتو موضع
+
+72
+00:06:08,060 --> 00:06:11,440
+النهائي ناقص الموضع الابتدائي، ولا لأ؟ هذه بيسميها
+
+73
+00:06:11,440 --> 00:06:18,090
+الإزاحة، تغير الموضع، والتغير بالرمز
+
+74
+00:06:18,090 --> 00:06:23,870
+Δ ولا مش Δ، دلتا x، طيب ما هذه Δ
+
+75
+00:06:23,870 --> 00:06:31,610
+بنعرفها، إحنا نشوف هذه، شفتوها جميلة كده، هذه Δ
+
+76
+00:06:31,610 --> 00:06:36,620
+برضه، بس هذه capital delta وهذه small delta، آه، و
+
+77
+00:06:36,620 --> 00:06:41,120
+الله، صارت صمت، مش هذه حروف، وكل حرف أوميغا، أخذناها
+
+78
+00:06:41,120 --> 00:06:45,220
+إحنا، إحنا أخذناها أوميغا، أنا أديتكم إياها، بس هذه
+
+79
+00:06:45,220 --> 00:06:49,600
+أنا بـ أعتقد أنها مرت عليكم في الـ calculus، ولا
+
+80
+00:06:49,600 --> 00:06:53,480
+مرة، في جولتس، دلتا تقول سفر، ولا مرة ولا مرة،
+
+81
+00:06:54,500 --> 00:06:57,720
+بلاش، هيك عرفتوها، إحنا هيك بنحكي عشان تعرف إنه
+
+82
+00:06:57,720 --> 00:07:02,500
+فيه capital و small، تمام؟  تلقّوا ثقافة، هذه مهمة
+
+83
+00:07:02,500 --> 00:07:07,040
+delta، هذا رمز، كل الناس بتعرف الـ capital delta
+
+84
+00:07:07,040 --> 00:07:11,260
+فرق ولا مش فرق، فرق، ده هو الرمز اللي بنعرفه، هذه
+
+85
+00:07:11,260 --> 00:07:13,960
+delta، إلها شغلها، تبعها، جيه، إذا تقدروا إن شاء
+
+86
+00:07:13,960 --> 00:07:15,660
+الله كمان أسبوع، أسبوعين بتاخدوها في الـ calculus،
+
+87
+00:07:15,660 --> 00:07:19,500
+بتقولوا واه والله مرت علينا، برضه بيسموها delta،
+
+88
+00:07:19,500 --> 00:07:22,520
+بيقولوا اسمها delta، خلص، delta، وهذه delta، تمام؟
+
+89
+00:07:22,520 --> 00:07:26,080
+إذا معناته لما قلتها، وقلتوا 5 ناقص 3،
+
+90
+00:07:26,080 --> 00:07:29,940
+يعني Xf ناقص Xi، ولا لأ؟ إذا هذا تعريف
+
+91
+00:07:29,940 --> 00:07:34,920
+الـ displacement، الموضع النهائي ناقص الموضع الابتدائي،
+
+92
+00:07:34,920 --> 00:07:39,810
+displacement، مظبوط ولا لأ؟ سهل، الأمور، لسه ما عملناش
+
+93
+00:07:39,810 --> 00:07:47,410
+حاجة remark، ملاحظة، يعني remark، إيش يعني ملاحظة؟
+
+94
+00:07:47,410 --> 00:07:53,310
+هتمر علينا remarks كتيرة، حلو، جالي إزاحة، وجالي في
+
+95
+00:07:53,310 --> 00:07:59,430
+كلمة اسمها مسافة، صح؟ إذا distance، مسافة، و
+
+96
+00:07:59,430 --> 00:08:03,630
+displacement، إزاحة، جالي there is a difference، هناك
+
+97
+00:08:03,630 --> 00:08:07,720
+فرق، difference، مظبوط، between distance and
+
+98
+00:08:07,720 --> 00:08:14,200
+displacement، إيش هو الفرق؟ قال لي، هاي جسم كان هنا،
+
+99
+00:08:14,200 --> 00:08:21,420
+راح وشم الهوى ووصل هنا، هيك، وين نقطة بدايته؟
+
+100
+00:08:21,420 --> 00:08:25,580
+هيها، وين نقطة نهايته؟ هيها، إذا بتحكي لي عن
+
+101
+00:08:25,580 --> 00:08:32,070
+displacement، ما لكش دعوة كيف وصل للنهاية، هيتجذر،
+
+102
+00:08:32,070 --> 00:08:38,010
+اختصر ما اختصرش، أنا اللي دعوة وين كان، وين صار، إذا قلت
+
+103
+00:08:38,010 --> 00:08:41,850
+بداية ونهاية، معناته displacement، إذا بدك كيف وصل،
+
+104
+00:08:41,850 --> 00:08:45,970
+معناته بتحكي عن مسافة،  ندي المثل البلدي اللي أنتو
+
+105
+00:08:45,970 --> 00:08:48,530
+طالعين من الجامعة، ورايحين على خان يونس، تكرته
+
+106
+00:08:48,530 --> 00:08:53,290
+مواصلات، مظبوط ولا لأ؟ أحيانا تصدف السيارة راحت على
+
+107
+00:08:53,290 --> 00:08:55,670
+خان يونس عادي اللي في شارع صلاح الدين، لما وصلت خان يونس،
+
+108
+00:08:55,670 --> 00:08:59,990
+ومرات من جوة الركاب أخذته راكب على المغازي، أخد وراك،
+
+109
+00:08:59,990 --> 00:09:04,750
+عادة للبلح، مش بيبقى تجذر، إذا أنت بدك displacement،
+
+110
+00:09:04,750 --> 00:09:08,030
+بتحط رجل على رجل في غزة، ما هو انطلق من غزة، وبتقوله،
+
+111
+00:09:08,030 --> 00:09:12,090
+لما وصل خان يونس، قولي بروح أجيب خط من غزة لخان يونس،
+
+112
+00:09:12,090 --> 00:09:16,270
+بقولها هذه إزاحته، صح ولا لأ؟ إذا بدك مسافة، بنفع
+
+113
+00:09:16,270 --> 00:09:20,030
+تحط رجل على رجل، ولا بده ييجي لوراه، بدي أجري وراه، راح
+
+114
+00:09:20,030 --> 00:09:23,410
+على المغازي، بدي ألحقه، راح على الدير، بدي ألحقه،
+
+115
+00:09:23,410 --> 00:09:28,230
+راح على هنا ولا هنا، بدي ألحقه، صح ولا لأ؟ لما بدي
+
+116
+00:09:28,230 --> 00:09:32,230
+ألحقه، معناته أنت بتحكي عن مسافة، لكن لما بدي أحكي
+
+117
+00:09:32,230 --> 00:09:36,750
+عن إزاحة، بيهمك نقطتي البداية والنهاية فقط، هي
+
+118
+00:09:36,750 --> 00:09:41,690
+هذه، وهي نقطة النهاية، من كان يصل هيك ولا لأ؟ وهنا
+
+119
+00:09:41,690 --> 00:09:46,050
+قعد يجذر، برضه وصل، هل جيت هذه الإزاحة وهذه
+
+120
+00:09:46,050 --> 00:09:52,560
+المسافة؟ مين أكبر؟ المسافة، صح أو لأ؟ في مجال ممكن
+
+121
+00:09:52,560 --> 00:09:58,180
+المسافة والإزاحة يتساووا، آه، إذا مش يوم خطأ، أحد ما
+
+122
+00:09:58,180 --> 00:10:01,780
+تعبش حاله، لف لف، راح هنا وهنا، صح ولا لأ؟ إذا
+
+123
+00:10:01,780 --> 00:10:04,480
+بيقول لي إيش الـ difference؟ الكلام البلدي اللي
+
+124
+00:10:04,480 --> 00:10:10,140
+حكيته، بيقول لي distance هي كمية قياسية، is a scalar
+
+125
+00:10:10,140 --> 00:10:13,920
+quantity، طبعا كمية قياسية، وكمية مش قياسية هذا
+
+126
+00:10:13,920 --> 00:10:17,540
+موضوع Chapter 3، هنشرحه تفصيلا، بس الآن بيقوله كيف
+
+127
+00:10:17,540 --> 00:10:22,640
+حالها؟ is a scalar quantity، كمية قياسية، طب إيش
+
+128
+00:10:22,640 --> 00:10:24,920
+تعريفها؟ ما كانش دعوة، هجت في الـ scalar ومش الـ
+
+129
+00:10:24,920 --> 00:10:30,060
+scalar، بيقول لي is the actual length، الطول الحقيقي،
+
+130
+00:10:30,060 --> 00:10:34,710
+actual، حقيقي، مرّ عليكم، الطول الحقيقي، الـ actual
+
+131
+00:10:34,710 --> 00:10:40,610
+length of the path، للطريق، followed by a particle،
+
+132
+00:10:40,610 --> 00:10:44,770
+تبعه أي جسم، سيارة ولا طيارة ولا واحد قاعد بيجذر،
+
+133
+00:10:44,770 --> 00:10:48,310
+هذا هو تعريف الـ distance، إذا الـ distance اللي
+
+134
+00:10:48,310 --> 00:10:51,590
+بيجتبه حاجة السيارة والمغارة لأنه بيديك الطول
+
+135
+00:10:51,590 --> 00:10:56,320
+الحقيقي للرحلة، where، راح، وين اجتمعت، ان الـ
+
+136
+00:10:56,320 --> 00:11:04,680
+displacement هو كمية فيزيائية متجهة، مش قياسية، تمام؟
+
+137
+00:11:04,680 --> 00:11:11,900
+إيش تعريفه؟ هي المسافة الأقصر بين النقطة والنقاطة
+
+138
+00:11:11,900 --> 00:11:15,940
+الأخيرة من البداية، إذن بيهمك فقط نقطتي البداية،
+
+139
+00:11:15,940 --> 00:11:20,860
+والنهاية، وإن كان، وإن صار إيش في الطريق سواء؟ ما لكش
+
+140
+00:11:20,860 --> 00:11:26,450
+دعوة، ما لكش دعوة، هذه الـ displacement، تمام؟ بيقول لي
+
+141
+00:11:26,450 --> 00:11:31,670
+حكاية scalar و vector، أجّل قضيتهم لـ Chapter 3، We
+
+142
+00:11:31,670 --> 00:11:39,190
+shall، المستقبل القريب، كمان أسبوع، نرجع نعمل vector
+
+143
+00:11:39,190 --> 00:11:43,090
+quantities in detail، بكل التفاصيل تبعتهم، في
+
+144
+00:11:43,090 --> 00:11:46,230
+Chapter 3، الشابتر اللي جاي، إحنا الآن في أي شابتر؟
+
+145
+00:11:46,230 --> 00:11:50,090
+2، لسه بدنا .. vectors، قالوا طيب ما أنت بتقول لي
+
+146
+00:11:50,090 --> 00:11:54,800
+displacement، كيف بتعامل معاها؟ displacement vector،
+
+147
+00:11:54,800 --> 00:11:59,240
+يعني بدك تقول شرق ولا غرب، بدك تقول فوق ولا تحت،
+
+148
+00:11:59,240 --> 00:12:02,620
+وإحنا لسه ما أخذناش Chapter 3، بقوله بسيطة، ده
+
+149
+00:12:02,620 --> 00:12:06,660
+ده ده ده، أنت بتعرف موجب وسالب؟ ما عشان بنعرف موجب
+
+150
+00:12:06,660 --> 00:12:12,260
+وسالب؟ خذ الموجب لما تكون الحركة رايحة يمين، طب
+
+151
+00:12:12,260 --> 00:12:16,960
+لما تكون يسار صارت سالب، هذه لما الحركة تكون أفقية،
+
+152
+00:12:16,960 --> 00:12:22,540
+طيب، السقوط الحر أفقي ولا عمودي؟ عمودي، قال لي، ويه
+
+153
+00:12:22,540 --> 00:12:25,640
+بدك تأخذه؟ اللي لفوق إيش بدك تأخذه؟
+
+154
+00:12:25,640 --> 00:12:28,880
+موجب، واللي لتحت سالب، طب أحد بيقول من وين جبناها؟
+
+155
+00:12:28,880 --> 00:12:32,760
+قالوا هو أنت بتعرف لما كنا نرسم، هذا المحاور،
+
+156
+00:12:32,760 --> 00:12:37,380
+ذاكرينه، المشكلة اللي بنرسمها، هي المحور الصادي يكون
+
+157
+00:12:37,380 --> 00:12:42,280
+اتجاه الموجب لأعلى، والسيني لليمين، يعني هيك بدي
+
+158
+00:12:42,280 --> 00:12:45,920
+آخذه، يعني أنت أول ما تشوف سالب، هي بتقول هذه رايحة
+
+159
+00:12:45,920 --> 00:12:50,100
+يسار، أول ما تشوف سالب، وهي عموديا بتقول هذا نازل
+
+160
+00:12:50,100 --> 00:12:55,490
+لأسفل، صح ولا لأ؟ in this chapter، اللي هو Chapter 2،
+
+161
+00:12:55,490 --> 00:12:59,290
+ما وصلنا لـ Chapter 3، we use، إيش بنستخدم؟ جالي
+
+162
+00:12:59,290 --> 00:13:03,630
+الـ positive والـ negative، نعرفه مظبوط إيه؟ تمام،
+
+163
+00:13:03,630 --> 00:13:08,530
+to indicate، عشان نشير، vector direction، للـ
+
+164
+00:13:08,530 --> 00:13:12,210
+vector، اتجاه الـ vector، vector direction، direction،
+
+165
+00:13:12,210 --> 00:13:16,990
+اتجاه، والـ vector، الكمّية المتجهة، تمام؟ إيش يعني؟
+
+166
+00:13:16,990 --> 00:13:20,370
+بيقول لي for horizontal motion، horizontal، أفقية،
+
+167
+00:13:20,370 --> 00:13:26,930
+بالنسبة للحركة الأفقية، بدنا نحدد ونعرف إلى الجانب،
+
+168
+00:13:26,930 --> 00:13:30,830
+
+223
+00:17:42,390 --> 00:17:46,150
+اللي عندها سؤال تنط على طول، احكي، شايفك خايفة أنا
+
+224
+00:17:49,720 --> 00:17:53,960
+هذه الـ Average Velocity هي بتعريفها يا بنتي
+
+225
+00:17:53,960 --> 00:17:57,760
+هتبديك المسافة، استنيني شوية، الـ Average Velocity
+
+226
+00:17:57,760 --> 00:18:01,160
+تعريفها العلمي اللي كل الناس بتعرفه هو displacement
+
+227
+00:18:01,160 --> 00:18:07,300
+على زمان، وليست مسافة على زمان، فيه، تعنيها؟ ليش اسمك؟
+
+228
+00:18:07,300 --> 00:18:12,250
+إيش اسمك أنتِ؟ أسيل؟ ليش يسمّوك أسيل؟ عشان إيه عبارة
+
+229
+00:18:12,250 --> 00:18:16,090
+عن أبوكِ وأمكِ؟ مصطلح إن كل حاجة بدنا نتعرف عليها المهم
+
+230
+00:18:16,090 --> 00:18:20,590
+إيه يا بنتي إيه؟ إن إحنا كنا نتفق كعالم إن هاجي
+
+231
+00:18:20,590 --> 00:18:24,750
+هيك تعريفها، هاجيت فيه velocity مش توجب تليك فيه
+
+232
+00:18:24,750 --> 00:18:29,130
+حاجة اسمها speed؟ إذا إحنا ما ظلمناهاش، المسافة هنديلها
+
+233
+00:18:29,130 --> 00:18:33,830
+speed، استنيني شوية علينا تمام؟ إذا بدنا نتفق إيش فيه
+
+234
+00:18:33,830 --> 00:18:35,870
+الـ velocity وإيش الـ speed؟ اتفقوا الناس الـ
+
+235
+00:18:35,870 --> 00:18:38,450
+velocity اللي هيدعوا بيه، بيجي splash من كل المسافة؟ دي
+
+236
+00:18:38,450 --> 00:18:42,390
+اسم لاسمها، اتفقنا؟ في شغلات كتيرة مفهوش تقولي ليش،
+
+237
+00:18:42,390 --> 00:18:49,050
+هات هي اتفاق، ليش الشرق عملوا شرق؟ ليش ما عكسوهاش؟
+
+238
+00:18:49,050 --> 00:18:54,270
+ليش الساعة بتلف هيك؟ ما عكسوهاش، اتفاقات، تمام هيك؟
+
+239
+00:18:54,270 --> 00:18:57,930
+ففي أمور كتير خلاص، اتفاق وبقى، لنفترض لو أنتِ كنتِ
+
+240
+00:18:57,930 --> 00:19:02,090
+معاه وغيرتيه ممكن يردوا عليكي ويغيروا، يخلوها مختلفة،
+
+241
+00:19:02,090 --> 00:19:07,850
+ففهمتوا عليّ؟ ففي أمور default بتصير، انتبهوا ..
+
+242
+00:19:07,850 --> 00:19:11,970
+Average Speed .. Average Speed .. هي .. طب هو
+
+243
+00:19:11,970 --> 00:19:14,970
+Average فلسفة نخلص منها، ومعناتها بالعربي سرعة
+
+244
+00:19:14,970 --> 00:19:18,990
+متوسطة .. Average Speed سرعة متوسطة .. بس الآن
+
+245
+00:19:18,990 --> 00:19:21,490
+بيقول .. هي، واللي رأى مغازك كيف بدي أسوي فيه هذا
+
+246
+00:19:21,490 --> 00:19:26,030
+.. قال لي هنا بجيبه الـ Average Speed بدك تجيب لي
+
+247
+00:19:26,030 --> 00:19:29,170
+المسافة على الزمن، وليست الإزاحة على الزمن، وبالتالي
+
+248
+00:19:29,170 --> 00:19:32,090
+لو وقع المجازي بتحسبها ولا لأ؟ هاي نحسبناها يا
+
+249
+00:19:32,090 --> 00:19:37,070
+عزيزتي، إذا ما هو تعريف الـ Average Speed؟ Differs،
+
+250
+00:19:37,070 --> 00:19:41,370
+تختلف عن الـ Average Velocity، اتفقنا هيك كيف
+
+251
+00:19:41,370 --> 00:19:45,210
+بتختلف؟ بيقول لي in that it covers في الـ Average
+
+252
+00:19:45,210 --> 00:19:48,910
+Speed بيبقى تغطيلي، it covers the total distance
+
+253
+00:19:48,910 --> 00:19:52,510
+بطل ال displacement، the total distance rather than
+
+254
+00:19:52,510 --> 00:19:56,350
+وليست الـ total displacement، rather than the total
+
+255
+00:19:56,350 --> 00:19:59,450
+displacement، يعني كيف القلوب ده تصير؟ other
+
+256
+00:19:59,450 --> 00:20:02,970
+distance بتساوي ال displacement ولا الـ distance؟
+
+257
+00:20:02,970 --> 00:20:07,430
+distance على زمان، والزمان زمان ما تغيرش ولا لأ؟
+
+258
+00:20:07,430 --> 00:20:12,490
+زمان زمان أرضيتي هالـ gate، هالمسافة ما زالت ما نغيرهاش؟
+
+259
+00:20:12,490 --> 00:20:20,700
+الها تعريف الـ speed اتفقنا؟ تمام، قال لي السرعة
+
+260
+00:20:20,700 --> 00:20:25,280
+كمية ماهيّا من الكميات الأساسية تبع علم الميكانيكا
+
+261
+00:20:25,280 --> 00:20:30,140
+أنتِ المحاضرة الماضية قلتِ لي في تلت كميات أساسية في
+
+262
+00:20:30,140 --> 00:20:34,760
+علم الميكانيكا، mass و length و time، طيب الـ
+
+263
+00:20:34,760 --> 00:20:39,420
+velocity ما قلتِ لي ده مظبوط، ما قلتِ لي كل كمية هتمر
+
+264
+00:20:39,420 --> 00:20:43,450
+عليك بعد كده بتترجح لهذول التلاتة، تمام، الـ
+
+265
+00:20:43,450 --> 00:20:46,990
+Velocity، الـ dimension تبعها L على T، وبالتالي
+
+266
+00:20:46,990 --> 00:20:50,410
+وحداتها في متر per second أو centimeter per second
+
+267
+00:20:50,410 --> 00:20:54,470
+أو foot per second، صح؟ إذا بيقول لي، بقصده I unit of
+
+268
+00:20:54,470 --> 00:20:57,510
+velocity إيش هتكون؟ متر per second، ده أنا رجعتها
+
+269
+00:20:57,510 --> 00:21:01,730
+وصلات كمية معروفة وعارفين عنها كل حاجة، اتفقنا يا
+
+270
+00:21:01,730 --> 00:21:05,850
+بنات؟ إيه الصفة، صح؟
+
+271
+00:21:05,850 --> 00:21:10,740
+remark، جالي بدك تميّزي واحدة واحدة بين speed و
+
+272
+00:21:10,740 --> 00:21:15,300
+velocity، صح ولا .. جالي، اتطلعوا يا بنات، لما أقول لكم
+
+273
+00:21:15,300 --> 00:21:21,240
+velocity بدي أقول لكم the velocity of a car، صورة إيش
+
+274
+00:21:21,240 --> 00:21:30,140
+سيارة، velocity is fifty kilometer per hour، هيك
+
+275
+00:21:30,140 --> 00:21:35,200
+ما بتكونش كملت، لازم تقولي كده في الاتجاه، to the east
+
+276
+00:21:35,200 --> 00:21:40,940
+خلصت، أو to the west، هيك منيح، أو تقولي up أو تقولي
+
+277
+00:21:40,940 --> 00:21:44,620
+down، هذه بتحكي عن الـ velocity، لكن طب يا أبو تقولي
+
+278
+00:21:44,620 --> 00:21:49,260
+the speed of the car is fifty kilometer per hour،
+
+279
+00:21:49,260 --> 00:21:54,500
+نقطة، خلصت، speed، speed، فلتوا من الـ distance، speed
+
+280
+00:21:54,500 --> 00:21:59,660
+إذا الـ speed تعريفها هي مقدار الـ velocity، مقدار الـ
+
+281
+00:21:59,660 --> 00:22:03,320
+velocity بدون direction، الـ speed مقدار الـ velocity
+
+282
+00:22:04,620 --> 00:22:07,880
+دخلت المعلومة جوا؟ إيش بتفرّق الـ speed عن الـ
+
+283
+00:22:07,880 --> 00:22:11,400
+velocity؟ الـ speed مقدار السرعة، أقول بالعربي سرعة
+
+284
+00:22:11,400 --> 00:22:15,120
+سيارة خمسين كيلومتر بالساعة شرقاً، جبتِ الـ speed
+
+285
+00:22:15,120 --> 00:22:19,540
+بتاعتها؟ خمسين كيلومتر بالساعة، نقطة، ما بقولش شرقاً ولا
+
+286
+00:22:19,540 --> 00:22:23,940
+غرباً، تمام؟ بتاخدي بس المقدار، هذا الـ speed والـ
+
+287
+00:22:23,940 --> 00:22:28,640
+velocity، فهمتها؟ جالي، طب هل الـ average speed هي
+
+288
+00:22:28,640 --> 00:22:32,060
+مقدار الـ average velocity؟ بيقول لي لأ، لما بتدخل الـ
+
+289
+00:22:32,060 --> 00:22:37,030
+average بتبطل، إذا بيقول لي الـ remark، even though
+
+290
+00:22:37,030 --> 00:22:40,830
+بالرغم من أنه المعلومة اللي أديتكم إياها الأولى، الـ
+
+291
+00:22:40,830 --> 00:22:43,630
+speed is the magnitude of the velocity، الـ speed هو
+
+292
+00:22:43,630 --> 00:22:48,430
+مقدار الـ velocity، إلا إنه the average speed is not
+
+293
+00:22:48,430 --> 00:22:51,470
+the magnitude of the average velocity، اتفقنا يا
+
+294
+00:22:51,470 --> 00:22:58,250
+بنات؟ تمام هيك؟ هديك مثال عليه، هديك الـ speed مقدار
+
+295
+00:22:58,250 --> 00:23:02,750
+الـ velocity، تمام؟ الـ Average Speed ماهيّا مقدار
+
+296
+00:23:02,750 --> 00:23:06,090
+الـ Average Velocity، اتفقنا؟ قعدت تقول لي ليش ليش،
+
+297
+00:23:06,090 --> 00:23:09,090
+استنّي شوية شوية، بنضل نقول ليش ليش لما كل في كل حاجة
+
+298
+00:23:09,090 --> 00:23:14,390
+أيها، ليش بنقول عنها، اتفقنا؟ حلو، quiz، إحنا اتفقنا
+
+299
+00:23:14,390 --> 00:23:17,910
+كل من أكم شريحة، بإن نشوف حالنا بنحكي عربي ولا صيني
+
+300
+00:23:18,730 --> 00:23:22,050
+تمام، إحنا ما خدنا لسه عشان نقول فهمنا ولا ما فهمنا
+
+301
+00:23:22,050 --> 00:23:24,670
+إيش، ما خدناش حاجة، خدنا الفرق بين الـ distance و
+
+302
+00:23:24,670 --> 00:23:29,110
+displacement، صح؟ و خدنا الفرق بين average speed و
+
+303
+00:23:29,110 --> 00:23:35,860
+average velocity، صح؟ حلو، إيش بيقول لي؟ under which of
+
+304
+00:23:35,860 --> 00:23:39,560
+the following conditions، هنا conditions معناته شرط
+
+305
+00:23:39,560 --> 00:23:44,680
+تحت أي من هذه الشروط، is the magnitude of the
+
+306
+00:23:44,680 --> 00:23:48,800
+average velocity of a particle moving in one
+
+307
+00:23:48,800 --> 00:23:52,460
+direction smaller than the average speed over some
+
+308
+00:23:52,460 --> 00:23:56,200
+time interval، أنا أول سألتكم وجاوبتوا لي صح، قلت لكم
+
+309
+00:23:56,200 --> 00:24:01,590
+المسافة والإزاحة دايمًا بيساووا بعض؟ طب هل ممكن الإزاحة
+
+310
+00:24:01,590 --> 00:24:06,090
+تكون أكبر من المسافة؟ ولا ممكن؟ هنا بيقول لي، وإيش
+
+311
+00:24:06,090 --> 00:24:10,570
+بتكون الإزاحة أقل من المسافة، بيدّيك تلت حركات، و
+
+312
+00:24:10,570 --> 00:24:15,310
+بتقول لي في هذه الحركات الإزاحة أقل، مش ممكن يقول لك
+
+313
+00:24:15,310 --> 00:24:22,170
+أكبر، أقل ولا بتساوي، وهي كأنها، أشوف، A particle
+
+314
+00:24:22,170 --> 00:24:27,190
+moves in the X direction without reversing، واحد
+
+315
+00:24:27,190 --> 00:24:33,090
+ماشي قدام وما رجعش، بتسويها، هل الإزاحة أقل من
+
+316
+00:24:33,090 --> 00:24:36,850
+المسافة؟ لأ، إذا هذا الـ condition غلط، صح ولا لأ؟
+
+317
+00:24:36,850 --> 00:24:41,850
+أنا بدي أي حركة فيها الإزاحة أقل من المسافة، هنا زي
+
+318
+00:24:41,850 --> 00:24:48,580
+بعض ولا لأ؟ زي بعض، حلو، A particle moves in the
+
+319
+00:24:48,580 --> 00:24:54,360
+negative X direction without reversing، نفس العملية
+
+320
+00:24:54,360 --> 00:24:58,500
+يعني زي ما حكينا إحنا، جامعتنا بتطلّع على الشارع
+
+321
+00:24:58,500 --> 00:25:01,940
+التلاتيني، بيسمّوها صح؟ هاجيت لما نروح شرق وين
+
+322
+00:25:01,940 --> 00:25:07,120
+بيخلص الشارع التلاتيني؟ وين بيخلص؟ إيش المنطقة
+
+323
+00:25:07,120 --> 00:25:10,440
+اللي بيخلص عندها؟ لأ، بوصل للساحة، إيش المنطقة
+
+324
+00:25:10,440 --> 00:25:13,780
+بيسمّوها؟ وين سكان الزيتون؟ عصقولة، ما فيش حد سكن
+
+325
+00:25:13,780 --> 00:25:18,500
+عصقولة هنا؟ تعرفوا منطقة عصقولة؟ هذه بتخلص شارع
+
+326
+00:25:18,500 --> 00:25:22,360
+التلاتين، ساعتها لأ بتروح لفوق على الساحة، لأ بتروح
+
+327
+00:25:22,360 --> 00:25:26,640
+على مسجد الشافعي اللي هو أشهر مسجد في الحريقة، تمام؟
+
+328
+00:25:26,640 --> 00:25:30,160
+إذا بيخلص الشارع وين؟ عند عصقولة، واحد مشي لما خلص
+
+329
+00:25:30,160 --> 00:25:34,080
+عند عصقولة، إزاحته ومسافته زي بعض ولا لأ؟ تمام، طب
+
+330
+00:25:34,080 --> 00:25:37,660
+واحد قال أنا ما بديش أروح على عصقولة، بدي أروح تجاه
+
+331
+00:25:37,660 --> 00:25:41,260
+البحر، وين بيخلص هذا الشارع؟ شارع الرشيد، شارع البحر
+
+332
+00:25:41,260 --> 00:25:46,860
+هي هي، الإزاحة والمسافة بيختلفوا عن بعض؟ لأ، إذا في
+
+333
+00:25:46,860 --> 00:25:51,640
+الحالتين زي بعض، طب شوف، a particle moves in the
+
+334
+00:25:51,640 --> 00:25:55,200
+positive x direction، يعني رايح على عصقولة ورجع، و
+
+335
+00:25:55,200 --> 00:26:01,340
+في المفترق الطيران بتعرفوه، بتسمعوا فيه، جاب لي
+
+336
+00:26:01,340 --> 00:26:08,140
+الجامعة برا عليكم، هاجيت هو وصل على عصقولة ورجع، in
+
+337
+00:26:08,140 --> 00:26:12,350
+the x direction and then reverses، ورجع، تمام، مين
+
+338
+00:26:12,350 --> 00:26:15,650
+أكبر؟ المسافة ولا الإزاحة؟ المسافة، إذاً هنا
+
+339
+00:26:15,650 --> 00:26:19,630
+الإزاحة أقل من المسافة، إذاً معناته الـ average
+
+340
+00:26:19,630 --> 00:26:23,470
+velocity أقل من الـ average speed ولا لأ؟ إذاً
+
+341
+00:26:23,470 --> 00:26:27,630
+معناته هو بيقول لي مين من التلاتة هدول الـ average
+
+342
+00:26:27,630 --> 00:26:30,350
+velocity أقل من الـ average speed؟ مين من التلاتة
+
+343
+00:26:30,350 --> 00:26:34,950
+دول؟ الـ C، وفي الآخر بيقول لي واحد غلب يقول لك، و I'm
+
+344
+00:26:34,950 --> 00:26:38,570
+under no conditions، لأ، إذاً هادي خطأ، صح ولا لأ؟
+
+345
+00:26:38,570 --> 00:26:44,240
+اسأليه، احكي يا C، احكي .. احكي ..
+
+346
+00:26:51,950 --> 00:26:54,950
+برافو عليكي، إيش؟ بدي نقطتي البداية والنهاية، فهمتوا
+
+347
+00:26:54,950 --> 00:26:58,850
+عليّ؟ احكي، بدي نقطتي البداية والنهاية، البداية من
+
+348
+00:26:58,850 --> 00:27:02,730
+الجامعة ولا لأ؟ والنهاية الطيران، الطيران هو لو
+
+349
+00:27:02,730 --> 00:27:06,750
+غوّشت أنا بقى، باس معنى تبع الطيران هو، لكن عصقولة
+
+350
+00:27:06,750 --> 00:27:11,750
+بعيدة، أو بالتالي، تطلعوا أنتو المسافة، بدي أجيس من
+
+351
+00:27:11,750 --> 00:27:16,090
+هان لعصقولة، وبعدين أرجع للطيران، مسافة كبيرة غير
+
+352
+00:27:16,090 --> 00:27:22,320
+عن الإزاحة، من هان لعصقولة كلها أقل من كيلو، بتجيء نص
+
+353
+00:27:22,320 --> 00:27:37,820
+كيلو من محور الطيران أو دور الطيران، احكي بالظبط
+
+354
+00:27:37,820 --> 00:27:38,620
+بالظبط، احكي
+
+355
+00:27:44,700 --> 00:27:47,600
+الـ Average Speed والـ Average Velocity جت بعض
+
+356
+00:27:47,600 --> 00:27:51,380
+لأن الشغلة الـ Average Velocity جالي جسم لمسافة على زمان
+
+357
+00:27:51,380 --> 00:27:56,830
+صح؟ والـ Average Speed مسافة على زمان، صح؟ بيفرقوا، ما
+
+358
+00:27:56,830 --> 00:27:59,830
+المسافة نفس الإزاحة؟ والزمان زمان، وإحنا الزمان
+
+359
+00:27:59,830 --> 00:28:04,250
+ما بنلعبش فيه؟ عشان كده كانت ضحكت في التالتة، مين
+
+360
+00:28:04,250 --> 00:28:09,030
+أكبر؟ المسافة ولا الإزاحة؟ اللي راح ورجع، حلو، إذا
+
+361
+00:28:09,030 --> 00:28:13,050
+معناته الـ average velocity أقل من الـ average speed
+
+362
+00:28:13,050 --> 00:28:19,030
+ولا لأ؟ اه، وهي بيقول لي مين من التلاتة هدول، تمام؟
+
+363
+00:28:19,030 --> 00:28:22,230
+the average velocity is smaller than the average
+
+364
+00:28:22,230 --> 00:28:27,150
+speed، بقول له هذه التالتة، صح ولا لأ؟ ما تخجلوش، أنتِ
+
+365
+00:28:27,150 --> 00:28:29,790
+بتسألي، واحكي يا أسيل، هاجيت المسافة أكبر من الإزاحة
+
+366
+00:28:29,790 --> 00:28:34,950
+تماماً، بس الزمان ليش ممكن .. اه، حلو، هاجيت أنتِ طلعتِ
+
+367
+00:28:34,950 --> 00:28:39,770
+واستغرقتِ، مراتي اللي .. اللي راحت معاكي بياخذ ساعة
+
+368
+00:28:39,770 --> 00:28:42,850
+ومراتي بياخذ معاكي نص ساعة، زمان زمان أنا في
+
+369
+00:28:42,850 --> 00:28:48,510
+النهاية، أنتِ لما توصل الطيران، سيارة راحت .. بدي إياها توصل
+
+370
+00:28:48,510 --> 00:28:53,390
+الطيران، آجي عبالها تتجذر، تمام؟ إذا الزمان بدّكِ
+
+371
+00:28:53,390 --> 00:28:58,720
+تاخديه كله، كل الزمن، فهمتِ عليّ كيف؟ حتى ولو بدّكِ
+
+372
+00:28:58,720 --> 00:29:02,700
+إزاحة، طب هو أنتِ وصلتِ الطيران، ما أخذتِ واجئتِ أكثر
+
+373
+00:29:02,700 --> 00:29:07,080
+لما وصلتِ الطيران، لما أنتِ وصلتِ عصقولة ورجعتِ، صح؟
+
+374
+00:29:07,080 --> 00:29:11,540
+أنتِ هاجيت، أنتِ من وين انطلقتِ؟ من الجامعة، وين
+
+375
+00:29:11,540 --> 00:29:17,100
+خلصتِ؟ عند الطيران، تمام؟ بنفع ألغي عصقولة وأنتِ
+
+376
+00:29:17,100 --> 00:29:22,380
+روحتِ عصقولة؟ بدي .. بدي أحملها في رحلتي؟! بالتالي
+
+377
+00:29:22,380 --> 00:29:26,840
+الزمن تبعك بدك تحسبيه، ما ينفعش تطيري زمن، لأن الزمن
+
+378
+00:29:26,840 --> 00:29:31,260
+شغله حقيقية، أنتِ كنتِ وأنتِ سرتِ، هذا أخد معاكِ الوقت
+
+379
+00:29:31,260 --> 00:29:34,340
+ولا لا؟! بدي كل الوقت اللي أخد معاكِ، بغض النظر في
+
+380
+00:29:34,340 --> 00:29:37,340
+الطريق، إيش سويتِ؟! يعني أنتِ لما روحتِ خلص، لما
+
+381
+00:29:37,340 --> 00:29:41,240
+تروحي عدل، نفس الزمن بتاخديه، وأنتِ بتميلي على المغازة
+
+382
+00:29:41,240 --> 00:29:44,960
+وعالدير؟! إذا إن أنتِ لما تقولي رحلتي استغرقت،
+
+383
+00:29:44,960 --> 00:29:48,200
+بدي تاخدي في عين الاعتبار كل شيء ولا لا؟! إذا بدي
+
+384
+00:29:48,200 --> 00:29:53,660
+الزمن الحقيقي يا بنتي، هذا زمن حقيقي كله، ثمانين
+
+385
+00:29:53,660 --> 00:30:00,800
+بنات، غيره مثال، جالي
+
+386
+00:30:00,800 --> 00:30:05,400
+سيارة قاعدة بتتحرك، ما زالت بتتحرك، موضوع حبيبة الله زي ما
+
+387
+00:30:05,400 --> 00:30:10,580
+هو، لأ، بتغير، جالي the figure shown، الـ figure اللي
+
+388
+00:30:10,580 --> 00:30:14,030
+أنتِ شايفته، figure يعني إيش ما اسمها، اللي أنتِ شايفته
+
+389
+00:30:14
+
+445
+00:34:39,380 --> 00:34:41,760
+المغازي، راح على أنصرات، راح على الدقر، راح على
+
+446
+00:34:41,760 --> 00:34:46,360
+الجرارة، كله بدنا نفليه وراه، صح؟ المحطة تبانها
+
+447
+00:34:46,360 --> 00:34:50,310
+عينك ولا لأ؟ بدي المسافة بين كل المحطات وبعدين
+
+448
+00:34:50,310 --> 00:34:53,430
+أجمعهم وإنت قاعد بتجيب لي المسافات ما كانش دعوة
+
+449
+00:34:53,430 --> 00:34:56,730
+بالسالب والموجب، لأن السالب والموجب معناته اتجاه
+
+450
+00:34:56,730 --> 00:35:02,530
+صح؟ حلو يلا يا بنات شوفوا لي إيش بدي أسوي، طلعوا لي
+
+451
+00:35:02,530 --> 00:35:08,090
+وين كان هو؟ عند إيه؟ وين صار أول محطة؟ قديش
+
+452
+00:35:08,090 --> 00:35:12,550
+المسافة اللي مشيها؟ لأ لأ لأ، قديش  the horse من A ل
+
+453
+00:35:12,550 --> 00:35:17,150
+B كان حوالي ثلاثين، ثنتين و خمسين، و اثنين
+
+454
+00:35:17,150 --> 00:35:20,990
+و عشرين متر، مش اثنين و عشرين متر، إذا هذه
+
+455
+00:35:20,990 --> 00:35:25,330
+اثنين و عشرين متر، طيب من B لـ C رجع، و رجوعه بالـ
+
+456
+00:35:25,330 --> 00:35:32,150
+من B لـ C رجع، و رجوعه أربعة عشر على المتر، أربعة عشر على
+
+457
+00:35:32,150 --> 00:35:34,890
+المتر، حتى لو بالسالب من اللي جعوها فيها هي تطلع
+
+458
+00:35:34,890 --> 00:35:38,650
+سالب أربعة عشر، إذا طلعت أربعة عشر على المتر، قديش سالب
+
+459
+00:35:40,410 --> 00:35:44,750
+بدي من أبرار عليكم مسافات، طيب الآن من C لـ D من
+
+460
+00:35:44,750 --> 00:35:54,330
+يقول قديش؟ براو عليكم، ٣٨ متر، طيب من D لـ E، ٣٧ متر،
+
+461
+00:35:54,330 --> 00:36:00,010
+طيب من E لـ F، ١٦
+
+462
+00:36:00,010 --> 00:36:09,030
+١٦، بطل، حقناها، بنطرحها بالكالكوليتر صدقوني، ١٦
+
+463
+00:36:09,030 --> 00:36:14,710
+عملتها مع اللي جاب لكم، ١٦ هي كانت الـ total distance
+
+464
+00:36:14,710 --> 00:36:19,570
+هدول كلهم، زي لما نرجع للسيارة، راحت على المغازي
+
+465
+00:36:19,570 --> 00:36:23,610
+جمعتها ولا لأ؟ راحت على أنصرات، بدي أجمعها ولا لأ؟ إذا
+
+466
+00:36:23,610 --> 00:36:28,130
+كل المحطات بدي أجمعها، فأنا جيبت كل المحطات، أجمع
+
+467
+00:36:28,130 --> 00:36:36,020
+طلعت ١٢٧ متر، الآن ما هي الـ average distance؟ ١٢٧ على
+
+468
+00:36:36,020 --> 00:36:41,320
+٥٠، تمام؟ قالت لي، إذا الأولى زي ما أنتم شايفين، حلّيناها
+
+469
+00:36:41,320 --> 00:36:46,640
+إحنا وإياكم، طلعت الـ displacement ناقص ٨٣ متر، جبت الـ
+
+470
+00:36:46,640 --> 00:36:50,480
+average velocity بسهولة، اللي طلعت ناقص ١.٧، اللي
+
+471
+00:36:50,480 --> 00:36:55,460
+هيقول لنا ١.٦٦، تمام؟ لما قالت لي الـ average speed
+
+472
+00:36:55,460 --> 00:37:00,480
+قالت لي we want to find the total distance، بدك الآن
+
+473
+00:37:00,480 --> 00:37:05,120
+مش نقطة البداية والنهاية، بدك كل المحطات، واحدة
+
+474
+00:37:05,120 --> 00:37:09,760
+واحدة، تمام، هو هنا طبعاً سهل على حاله، قالت لي إنت من
+
+475
+00:37:09,760 --> 00:37:14,700
+الرسمة واضح إنه رح نمشي من A لـ B، وبعدين من B لـ F
+
+476
+00:37:14,700 --> 00:37:19,340
+رجوع طبعاً، فقالت لي، خد واحدة هيك، وتقعد تجمع زي هيك
+
+477
+00:37:19,340 --> 00:37:23,800
+أو بتعمل زي ما عملت أنا، كل ما حطت قالت لي قديش، طلعت
+
+478
+00:37:23,800 --> 00:37:28,460
+قالت لي والله طلعت ١٢٧، انتبهوا لي في ريمارك حطيتها أنا
+
+479
+00:37:28,460 --> 00:37:32,300
+ملاحظة، قلت لكم الـ average speed لا تساوي الـ
+
+480
+00:37:32,300 --> 00:37:36,150
+magnitude للـ average velocity وإلا، وساعتها دي تجيب
+
+481
+00:37:36,150 --> 00:37:41,690
+ديش ١.٧ طلعت، وهاي دي ٢.٥، الرقمين زي بعض؟ لأ، هذا
+
+482
+00:37:41,690 --> 00:37:46,550
+بيأكد أن الـ average speed لا تقرب للـ average
+
+483
+00:37:46,550 --> 00:37:50,330
+velocity، ما فيش قرابة، ممكن يتساوى، ممكن واحدة تكون
+
+484
+00:37:50,330 --> 00:37:55,970
+أكبر، غيرت الزمن، الزمن قلّه خمسين، لأن هذه رحلة، هذه
+
+485
+00:37:55,970 --> 00:38:00,390
+زمن رحلة، بس إنت لما تقول لي بدك speed، بقول لك بدي
+
+486
+00:38:00,390 --> 00:38:06,470
+مسافة، تمام؟ لأنه أصلاً ليش اختلفوا؟ لأنه هدول واحد أخذ
+
+487
+00:38:06,470 --> 00:38:11,150
+واحد، اللي كان أخذ زمن أقصر، لكن عشان جذر، صار في
+
+488
+00:38:11,150 --> 00:38:16,920
+عنده الزمن الأعلى، اه يا بنات، صرنا… احكي… السالب
+
+489
+00:38:16,920 --> 00:38:20,800
+دايماً بنحطّه… لما يجينا مسافات… اه مسافات… برا…
+
+490
+00:38:20,800 --> 00:38:23,500
+… قياسية… اه، لما بيجينا، يجينا مسافات، ما كانش
+
+491
+00:38:23,500 --> 00:38:25,820
+بالسالب… مش بنشيل الدعوة… هو في الآخر راح على
+
+492
+00:38:25,820 --> 00:38:29,440
+المغازي ورجع… مرة موجب ومرة سالب… نفترض راح
+
+493
+00:38:29,440 --> 00:38:32,220
+على المغازي اثنين كيلو ورجع اثنين كيلو… بتكون
+
+494
+00:38:32,220 --> 00:38:35,160
+أربعة ولا لأ؟ لكن هو بياخذ السالب بعين الاعتبار
+
+495
+00:38:35,160 --> 00:38:37,940
+بتطلع صفر… لأنه اثنين كيلو وموجب اثنين كيلو
+
+496
+00:38:37,940 --> 00:38:39,900
+… سالب… احكي يا بنتي…
+
+497
+00:38:42,990 --> 00:38:52,870
+اه كيف؟ جيب هادي، ناقص هادي، والله هي هيك مباشرة، تمام؟
+
+498
+00:38:52,870 --> 00:39:04,970
+غيرها، لأ، حتى الآن بحكي عربي، أكيد بدي أصدقكم، ها، طيب
+
+499
+00:39:04,970 --> 00:39:09,990
+اتفقنا السيارة هي ماشية من غزة لخانيونس، سرعتها
+
+500
+00:39:09,990 --> 00:39:14,370
+مختلفة ولا لأ؟ مرة بطيئة ومرة سريعة، أعتقدوا لو
+
+501
+00:39:14,370 --> 00:39:19,570
+سألتكم لما كانت، مثلاً، عند أنصرات، قديش كانت
+
+502
+00:39:19,570 --> 00:39:23,570
+ سرعتها؟ ممكن تقولوا لي ولا لأ؟ في أي لحظة هناك
+
+503
+00:39:23,570 --> 00:39:27,070
+بقول لك عند لحظة معينة بقدر أقول لك، بس ساعتها بتحكيش
+
+504
+00:39:27,070 --> 00:39:33,830
+عن متوسط، بتحكي عن سرعة لحظية، لحظية، صح ولا لأ؟ تمام
+
+505
+00:39:33,830 --> 00:39:37,390
+هل جيتوا… إحنا أخذنا لغة إنجليزية من الروضة لما
+
+506
+00:39:37,390 --> 00:39:41,100
+جينا الجامعة إحنا بناخذ لغة إنجليزية، صح؟ وأمي علّمتني
+
+507
+00:39:41,100 --> 00:39:45,680
+في الروضة باب، إيش معناته؟ وشباك، window، إيش
+
+508
+00:39:45,680 --> 00:39:48,980
+معناته، صح ولا… هلق بدي معنى لحظة بالإنجليزي
+
+509
+00:39:48,980 --> 00:39:55,840
+instant، سمعتوا فيها instant؟ والله اخذتوها، بس خلاص
+
+510
+00:39:55,840 --> 00:40:04,520
+يا خسارة، الروضة ما مرت عليكم، مرت instant، لحظة
+
+511
+00:40:04,520 --> 00:40:10,770
+instantaneous، لحظة… محبوب أن دي بأصلها instantaneous
+
+512
+00:40:10,770 --> 00:40:13,950
+ممكن تكون، وما مرتش عليكم، بس instant لا تكون مرت
+
+513
+00:40:13,950 --> 00:40:19,370
+بلاش لحظة باللغة العربية، مرت عليكم، إيش معنى لحظة؟
+
+514
+00:40:19,370 --> 00:40:24,230
+إحنا رح نقول لكم إيش تعريف لحظة؟ فترة زمنية طويلة ولا
+
+515
+00:40:24,230 --> 00:40:27,910
+قصيرة جداً؟ قصيرة جداً، صح؟ إيش معناته؟ مش هيك مخزّنة
+
+516
+00:40:27,910 --> 00:40:33,410
+عندي كل كلمة إنّه معنى دي، ومخي، أما تقول لي لحظة
+
+517
+00:40:33,410 --> 00:40:41,950
+بقول له مئة سنة، لأ، معروفة، طيب، هذه ماذا؟ فترة زمنية
+
+518
+00:40:41,950 --> 00:40:47,250
+ممكن تكون مئة سنة، وممكن تكون لحظة، ولا لأ؟ بدي إياها
+
+519
+00:40:47,250 --> 00:40:52,430
+تكون أكيد لحظة، لو عملت لكم كيك، إيش هذا؟ تقولوا لي
+
+520
+00:40:52,430 --> 00:40:56,610
+السفر، هذا غصب عنها لحظة ولا مش لحظة؟ حلو، إنت إيش
+
+521
+00:40:56,610 --> 00:41:01,500
+عرفت لي الـ average velocity تتطلع؟ لو هذه صارت تقول
+
+522
+00:41:01,500 --> 00:41:05,640
+إلى السفر، صارت لحظة، لما صارت لحظة، وصارت… بطلت
+
+523
+00:41:05,640 --> 00:41:09,340
+سرعة متوسطة، صارت سرعة لحظية، طب كيف بدي أسويها؟
+
+524
+00:41:09,340 --> 00:41:14,260
+بسيطة، بس أسوي لها limit
+
+525
+00:41:14,260 --> 00:41:21,580
+نهاية، تعرفون نهاية؟ من نهاية، لما delta T
+
+526
+00:41:21,580 --> 00:41:26,960
+تقول إلى الصفر، هذه السرعة المتوسطة، لما نحط هذه
+
+527
+00:41:26,960 --> 00:41:34,230
+جميع هذه، بطلت متوسطة، صارت صرعتها إيش؟ لحظية، لحظية
+
+528
+00:41:34,230 --> 00:41:40,010
+ليش؟ لأن الفترة الزمنية صارت لحظة، خلاص؟ بطل مطلقاً؟
+
+529
+00:41:40,010 --> 00:41:45,090
+اه… لحظة يعني بدل ما كانت الفترة الزمنية من غزة
+
+530
+00:41:45,090 --> 00:41:49,550
+لخانيونس ساعة، بتكون عند ما كانت في أنصرات بقول له بعد
+
+531
+00:41:49,550 --> 00:41:54,050
+عشرين دقيقة، عشرين دقيقة زي عشرين جزء من الدقيقة
+
+532
+00:41:54,050 --> 00:41:57,930
+خلاص، عشرين، بس إنت وصلت، يعني عشان بقيس عند لحظة
+
+533
+00:42:00,090 --> 00:42:07,790
+بالضبط، صارت لحظية، برا، إنت اللي عايش عامل limit نهاية
+
+534
+00:42:07,790 --> 00:42:12,710
+هزّيت مخي، هي جالوية عن الكالكولاس هذا، وعرفوا تعريف
+
+535
+00:42:12,710 --> 00:42:23,410
+هذا، مش تقع، بأذكركم، دال صاد على دال سين بتساوي نهاية
+
+536
+00:42:23,410 --> 00:42:28,810
+لما دال سين تقول إلى الصفر، دلتا صاد على دال سين
+
+537
+00:42:29,880 --> 00:42:37,560
+قولوا لي، ما أخذناهوش، أنا استخدمته، ناس استخدمته، اشتقاقها
+
+538
+00:42:37,560 --> 00:42:39,440
+مش اشتقاقها
+
+539
+00:42:42,540 --> 00:42:46,360
+طيب، وهو عشان هو، إحنا هنا بنستخدمه نعرف إيش معناه
+
+540
+00:42:46,360 --> 00:42:50,040
+التعريف، قاعد برجع لك إنه عرفته وأخذته، قول لي إيش
+
+541
+00:42:50,040 --> 00:42:55,220
+معناته، قول لي هذا إله مع… تعريف آخر، هذا become
+
+542
+00:42:55,220 --> 00:42:58,820
+instant… إيش معناه limit؟ عشان تفهموا إيش استخدام
+
+543
+00:42:58,820 --> 00:43:02,680
+الـ limit، الـ limit يعني صار يقول إلى الصفر، وفي
+
+544
+00:43:02,680 --> 00:43:06,150
+هناك فرق ما بين يساوي صفر ويقول إلى الصفر، صح ولا
+
+545
+00:43:06,150 --> 00:43:09,950
+لأ؟ قال لي هذه لحظة، قال لي هذه علم الـ calculus، قالوا
+
+546
+00:43:09,950 --> 00:43:14,130
+هذه مشتقة X بالنسبة للزمن، مشتقة X بالنسبة للـ
+
+547
+00:43:14,130 --> 00:43:22,670
+الزمن، فما أخذناه، لازم نطبقه، صح؟ طيب، إيش بجيب
+
+548
+00:43:22,670 --> 00:43:28,510
+الاشتقاق للميل؟ الميل هو هيك بتعرفيه، كويس، ما شاء
+
+549
+00:43:28,510 --> 00:43:33,850
+الله عليكِ، لأن الميل ضلع الزاوية ولا لأ؟ وضلع الزاوية
+
+550
+00:43:33,850 --> 00:43:37,150
+مقابل على مجاور ولا لأ؟ قال لي والله هاي مقابل و
+
+551
+00:43:37,150 --> 00:43:40,670
+هاي مجاور، هاي مقابل وهاي مجاور، طيب الرسمة مش كان
+
+552
+00:43:40,670 --> 00:43:46,710
+في عندي X و T، المقابل X، والمجاور T، إذن هذا ميل
+
+553
+00:43:46,710 --> 00:43:51,430
+المماس، وهين اشتقاق، إذن إيش بقول لي؟ بقول لي في
+
+554
+00:43:51,430 --> 00:43:54,710
+الرسمة الحلوة اللي طيب رسمتها أنا وإياك، وحلينا
+
+555
+00:43:54,710 --> 00:44:00,080
+عليها سؤال، ذاكرينها؟ من A لـ F، قال لي لو بدك تجيب الـ
+
+556
+00:44:00,080 --> 00:44:03,640
+average velocity من دون ما تحل حاجة على الرصد، قال
+
+557
+00:44:03,640 --> 00:44:07,600
+لي سهل، لأ، شوف الـ average velocity، ها، مش إنت قلت لي
+
+558
+00:44:07,600 --> 00:44:10,580
+الـ average velocity بِهمّ نقطتي البداية والنهاية
+
+559
+00:44:10,580 --> 00:44:14,620
+قال لي ارسم لي خط من البداية للنهاية، هذا الخط جيب ميله
+
+560
+00:44:14,620 --> 00:44:19,680
+هي الـ average velocity، ميله، مسمّى طول، لأ، مش delta
+
+561
+00:44:19,680 --> 00:44:25,140
+x على delta t، و delta x هي المقابل، والـ delta T هي
+
+562
+00:44:25,140 --> 00:44:29,620
+المجاور، إذا بيقول لي in the position-time graph، هذا
+
+563
+00:44:29,620 --> 00:44:34,040
+الـ graph، رسمة يعني، بيسمّوها position-time graph
+
+564
+00:44:34,040 --> 00:44:38,500
+يعني رسمة ما بين الـ position والزمن، تمام؟ بيقول لي
+
+565
+00:44:38,500 --> 00:44:41,100
+the average velocity is the slope، الـ slope يعني
+
+566
+00:44:41,100 --> 00:44:47,110
+الميل، الميل، The slope of the line، لو خط، between the
+
+567
+00:44:47,110 --> 00:44:50,750
+initial and the final poles، طيب هذه الـ average، طب
+
+568
+00:44:50,750 --> 00:44:54,250
+وليه instantaneous؟ هو في الطريق في لحظة واحدة ولا
+
+569
+00:44:54,250 --> 00:45:00,090
+عدة لحظات، إذا عن كل لحظة جيب لي مماس، بدي عند اللحظة
+
+570
+00:45:00,090 --> 00:45:04,110
+خمسة، بقول لك خمسة هي النقطة خمسة، صح؟ عند النقطة هذه
+
+571
+00:45:04,110 --> 00:45:08,740
+جيب لي مماس، تعرفوا تجيبوا لي مماس؟ المماس خط ولا
+
+572
+00:45:08,740 --> 00:45:11,920
+مش خط؟ خط، دي ميله، هي السرعة اللحظية عند هذه
+
+573
+00:45:11,920 --> 00:45:15,480
+النقطة، طب شوفوا لي النقطة B يا بنات، دي ميل مماسها
+
+574
+00:45:15,480 --> 00:45:21,720
+مماسها مش صفر، ميله صفر، مماسها أفقي، عشان كده
+
+575
+00:45:21,720 --> 00:45:25,060
+ميله صفر، معناته بقدر أقول السرعة اللحظية عند
+
+576
+00:45:25,060 --> 00:45:28,400
+النقطة B بتساوي صفر؟ يعني عند النقطة B كانت واقفة
+
+577
+00:45:28,400 --> 00:45:32,180
+يا سيل ولا لأ؟ كانت واقفة، اه، لأن عند النقطة B بدي
+
+578
+00:45:32,180 --> 00:45:38,530
+الرجوع، الواحد لما يرجع بيوقف لحظياً، هي صحيحة، تمام؟ إذا
+
+579
+00:45:38,530 --> 00:45:44,690
+بيقول لي while the instantaneous velocity at some
+
+580
+00:45:44,690 --> 00:45:48,610
+instant، طبعاً at some instant، عند لحظات معينة، is
+
+581
+00:45:48,610 --> 00:45:55,100
+the slope، ميل، of the tangent، المماس، ميل المماس، at
+
+582
+00:45:55,100 --> 00:45:58,040
+that instant، هذه النقطة، هذه يا بنات، شايفين هذه
+
+583
+00:45:58,040 --> 00:46:00,980
+النقطة، هذه أول الـ average، خلصنا منها، الخط الأخضر
+
+584
+00:46:00,980 --> 00:46:05,120
+هو الـ average، ميله، طيب خلصت… هلق عند نقطة هذه
+
+585
+00:46:05,120 --> 00:46:10,260
+شايفينها؟ عند لحظة ما نفترض خمسة، بدي أجيب السرعة
+
+586
+00:46:10,260 --> 00:46:16,230
+اللحظية، جيب لي مماس، في حد برسم غير المماس هذا؟ بدي
+
+587
+00:46:16,230 --> 00:46:20,470
+ميله،  وارد مثلاً ميله، ممكن نعمل هيك ونقول المقابل
+
+588
+00:46:20,470 --> 00:46:24,270
+على مجاور، هذه السرعة اللحظية، طب عند النقطة مين
+
+589
+00:46:24,270 --> 00:46:29,870
+اشتفكتوا صفر، عند النقطة A، إن كانت دي، طبعاً كيف
+
+590
+00:46:29,870 --> 00:46:35,980
+بتتوقعوا كيف ميله؟ تتوقعوا موجب ولا سالب؟ سالب، لأنه نازل
+
+591
+00:46:35,980 --> 00:46:40,620
+لأنه إحنا دايماً بنعرف أن هذا خط وهذا خط، بقول هذا
+
+592
+00:46:40,620 --> 00:46:45,360
+ميله موجب، هذا ميله… هذا متزايد، هذا متناقص، صح ولا لأ؟
+
+593
+00:46:45,360 --> 00:46:50,160
+ها، إكرمكم، شاطرين في الكالكولاس، ما شاء الله عليكم، غداً
+
+594
+00:46:50,160 --> 00:46:52,700
+نظراً إحنا بنقول متزايد ومتناقص، صح ولا لأ؟ كلامك
+
+595
+00:46:52,700 --> 00:46:59,280
+صحيح، كلامك صحيح، تمام، عند نقطة F، تطلعوا ما هو
+
+596
+00:46:59,280 --> 00:47:03,570
+كويس، كيف عند نقطة F؟ مش هو بيجيب؟ خلاص، يعطيه العافية
+
+597
+00:47:03,570 --> 00:47:09,410
+إذا بيقول لي هدول الـ slope
+
+598
+00:47:09,410 --> 00:47:12,830
+للخطوط اللي بتكون مماس لنقطة ما، إيه بدي أَنْ
+
+599
+00:47:12,830 --> 00:47:15,370
+استنتج، was velocity at that point، لحد اللي أنا
+
+600
+00:47:15,370 --> 00:47:20,850
+محكي عربي؟ كتير مش شهر، حلو، براو، هلق، جينا السرعة
+
+601
+00:47:20,850 --> 00:47:24,470
+اللحظية، سرعة متوسطة، وسرعة لحظية، صح ولا لأ؟ إيش اسم
+
+602
+00:47:24,470 --> 00:47:28,100
+الاثنتين؟ رغد، رغد طلعي يا رغد، إحنا قلنا السرعة
+
+603
+00:47:28,100 --> 00:47:31,760
+المتوسطة، الـ average velocity بتعتمد على نقطتي إيش؟
+
+604
+00:47:31,760 --> 00:47:36,020
+البداية والنهاية، تجاهلي ال gate، السرعة هي عبارة
+
+605
+00:47:36,020 --> 00:47:42,040
+عن مسافة على زمن، صح؟ المسافة عبارة عن خط، والزمن خط
+
+606
+00:47:42,040 -->
+
+667
+00:52:35,830 --> 00:52:41,250
+بتساوي ناقص 2 على واحد ناقص 2 meter per second وفي
+
+668
+00:52:41,250 --> 00:52:48,750
+الثانية V average بتساوي تماما على 2  ساوي 4 meter
+
+669
+00:52:48,750 --> 00:52:51,170
+per second وإن شاء الله بتكونوا متابعين معايا لحد
+
+670
+00:52:51,170 --> 00:52:52,750
+الآن تمام
+
+671
+00:52:55,640 --> 00:53:01,490
+اشتقيتي في توجيهي صح؟ شوف أي طالب في الآخر Calculate
+
+672
+00:53:01,490 --> 00:53:06,970
+The Instantaneous .. إيش يعني؟ اللحظة .. Velocity
+
+673
+00:53:06,970 --> 00:53:09,750
+.. منفعش يقول Instantaneous و Velocity يسكت؟ بده
+
+674
+00:53:09,750 --> 00:53:13,730
+يحدد اللحظة .. حدد ولا ما حددش؟ حدد .. هلجيت ال
+
+675
+00:53:13,730 --> 00:53:16,910
+Instantaneous Velocity إيش تعريفها؟ هي المشتقة،
+
+676
+00:53:16,910 --> 00:53:22,670
+لا بتدي Limit ولا بتجلب حالي بقوله V بدون شرطة
+
+677
+00:53:22,670 --> 00:53:29,500
+بتساوي DX على DT .. هي الـ X اللي بده أشتقها مش هاد
+
+678
+00:53:29,500 --> 00:53:36,100
+اللي اعطاني ايه؟ مين اشتق معاه؟ اشتق ايه؟ بها و
+
+679
+00:53:36,100 --> 00:53:42,100
+علينا ناقص أربعة زائد أربعة T هذه أربعة هلجيت ..
+
+680
+00:53:42,100 --> 00:53:46,600
+ما خلصتيش؟ بدوا عين T بتساوي اتنين و نص بقولوا
+
+681
+00:53:46,600 --> 00:53:49,920
+بتساوي ناقص أربعة زائد أربعة في اتنين و نص عشرة
+
+682
+00:53:52,640 --> 00:53:58,520
+صح ولا لأ؟ إذا السرعة عند 2.5 كانت 6 متر per
+
+683
+00:53:58,520 --> 00:54:03,980
+second طبعا اتطلعوا هنا المتوسط مختلف كليا تمام يا
+
+684
+00:54:03,980 --> 00:54:05,140
+بنات يعطينا العافية
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.json b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0b7983b3eb24d671c6d29bb9671f7804dbbd6fc
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.json
@@ -0,0 +1 @@
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2508.27, "end": 2509.01, "word": " نفترض", "probability": 0.90673828125}, {"start": 2509.01, "end": 2509.85, "word": " نحكي", "probability": 0.8515625}, {"start": 2509.85, "end": 2510.31, "word": " صوت", "probability": 0.761474609375}, {"start": 2510.31, "end": 2510.81, "word": " عالي", "probability": 0.9239908854166666}, {"start": 2510.81, "end": 2511.23, "word": " ونصل", "probability": 0.6632486979166666}, {"start": 2511.23, "end": 2511.73, "word": " لشغلة", "probability": 0.8704833984375}], "temperature": 1.0}, {"id": 108, "seek": 253165, "start": 2512.55, "end": 2531.65, "text": "بالتفقين عليها عشان تفوت المعلومة صح و احنا بنركز و بنقول دير باكم هذا موضوع مهم بنركز عليه لما أقول موضوع مهم يعني معناته موضوع أسئلة لأنه احنا في الآخر بنشرح موضوع مهمة موضوع فرعية و احنا لما نيجي نحط الامتحان", "tokens": [3555, 6027, 2655, 5172, 4587, 9957, 25894, 11296, 6225, 8592, 7649, 6055, 5172, 35473, 9673, 30241, 20498, 3660, 20328, 5016, 4032, 1975, 5016, 8315, 44945, 31747, 11622, 4032, 44945, 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بتيجي زيها فبنكون احنا وياكم لو انتوا انتبهتوا ايه كانت بتيجي الامتحان اللي كنتوا عارفين يعني مثلا الـ quiz", "tokens": [3555, 3794, 10721, 1211, 8978, 16095, 46599, 6027, 2655, 6027, 1829, 44945, 31747, 11622, 15844, 25124, 17082, 1211, 9307, 16247, 3794, 32277, 10632, 37037, 24192, 25124, 17082, 1211, 9307, 16247, 3794, 32277, 10632, 44945, 5016, 4117, 1829, 11296, 20328, 23557, 5016, 3660, 12174, 3215, 10943, 24793, 6225, 8592, 7649, 9122, 3215, 3224, 11331, 11242, 13063, 9673, 5016, 46958, 25720, 3714, 16095, 3660, 5296, 28814, 1863, 41850, 4724, 5016, 4117, 1829, 11778, 1211, 30543, 2655, 23758, 3714, 2407, 11242, 45367, 10874, 28259, 3714, 16095, 37037, 24192, 16247, 3794, 19986, 37977, 39894, 1829, 7435, 1829, 30767, 1829, 11296, 8032, 8848, 3224, 2423, 11733, 39894, 1829, 7435, 1829, 30767, 1829, 11296, 6156, 3555, 1863, 30544, 1975, 5016, 8315, 4032, 25528, 24793, 45164, 16472, 2655, 14407, 16472, 2655, 3555, 3224, 2655, 14407, 1975, 1829, 3224, 25961, 2655, 39894, 1829, 7435, 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"word": " ونص", "probability": 0.8899739583333334}], "temperature": 1.0}, {"id": 119, "seek": 279338, "start": 2780.34, "end": 2793.38, "text": "تسعة و ربع بخلص تمام؟ اذا اللي بنتقابل ان شاء الله يوم التنين الساعة اتنعاش شرح حقيقي و ان كان بسيط يعطيكوا العافية", "tokens": [2655, 3794, 27884, 4032, 12602, 3555, 3615, 4724, 9778, 1211, 9381, 46811, 10943, 22807, 1975, 15730, 13672, 1829, 4724, 29399, 4587, 16758, 1211, 16472, 13412, 16606, 21984, 7251, 20498, 16712, 1863, 9957, 21136, 995, 27884, 1975, 2655, 1863, 3615, 33599, 13412, 2288, 5016, 11331, 38436, 38436, 4032, 16472, 25961, 4724, 3794, 1829, 9566, 37495, 9566, 1829, 4117, 14407, 18863, 31845, 10632], "avg_logprob": -0.2014869023715296, "compression_ratio": 1.5407407407407407, "no_speech_prob": 1.6689300537109375e-06, "words": [{"start": 2780.34, "end": 2780.7, "word": "تسعة", "probability": 0.7327473958333334}, {"start": 2780.7, "end": 2780.82, "word": " و", "probability": 0.98828125}, {"start": 2780.82, "end": 2781.16, "word": " ربع", "probability": 0.6941731770833334}, {"start": 2781.16, "end": 2782.32, "word": " بخلص", "probability": 0.76739501953125}, {"start": 2782.32, "end": 2783.76, "word": " تمام؟", "probability": 0.6243489583333334}, {"start": 2783.76, "end": 2783.94, "word": " اذا", "probability": 0.66357421875}, {"start": 2783.94, "end": 2784.04, "word": " اللي", "probability": 0.94140625}, {"start": 2784.04, "end": 2784.7, "word": " بنتقابل", "probability": 0.783056640625}, {"start": 2784.7, "end": 2784.82, "word": " ان", "probability": 0.67236328125}, {"start": 2784.82, "end": 2785.06, "word": " شاء", "probability": 0.974365234375}, {"start": 2785.06, "end": 2785.38, "word": " الله", "probability": 0.95703125}, {"start": 2785.38, "end": 2785.86, "word": " يوم", "probability": 0.98046875}, {"start": 2785.86, "end": 2786.64, "word": " التنين", "probability": 0.9127604166666666}, {"start": 2786.64, "end": 2787.84, "word": " الساعة", "probability": 0.974609375}, {"start": 2787.84, "end": 2788.5, "word": " اتنعاش", "probability": 0.780810546875}, {"start": 2788.5, "end": 2789.58, "word": " شرح", "probability": 0.9318033854166666}, {"start": 2789.58, "end": 2790.98, "word": " حقيقي", "probability": 0.9700520833333334}, {"start": 2790.98, "end": 2791.26, "word": " و", "probability": 0.9375}, {"start": 2791.26, "end": 2791.38, "word": " ان", "probability": 0.415771484375}, {"start": 2791.38, "end": 2791.6, "word": " كان", "probability": 0.98974609375}, {"start": 2791.6, "end": 2792.12, "word": " بسيط", "probability": 0.9971923828125}, {"start": 2792.12, "end": 2792.94, "word": " يعطيكوا", "probability": 0.89482421875}, {"start": 2792.94, "end": 2793.38, "word": " العافية", "probability": 0.96533203125}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 2793.59275, "duration_after_vad": 2733.5093749999915}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f237229f768df3e88b9e189612c18a00e92f1041
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/Gsr87nrM9VY_raw.srt
@@ -0,0 +1,2372 @@
+1
+00:00:05,280 --> 00:00:08,640
+تمام بعد ما نسمي باسم الله الرحمن الرحيم انتوا
+
+2
+00:00:08,640 --> 00:00:13,360
+عارفين انه انا هكون معاكم في مساق المادة بنسميها
+
+3
+00:00:13,360 --> 00:00:17,000
+مساق في الجامعة ال calculus مساق و الفيزيا مساق و
+
+4
+00:00:17,000 --> 00:00:22,710
+ما يقدم في الهندسة مساق مساق الفيزيا عامة ألفهنكون
+
+5
+00:00:22,710 --> 00:00:27,170
+مع بعض اسبوعيا تلت مرات زي ما هو محطوط في الجدول
+
+6
+00:00:27,170 --> 00:00:31,530
+وهذا معناه تلت ساعات معتمدة دير بالكم ساعة معتمدة
+
+7
+00:00:31,530 --> 00:00:35,230
+يعني اسبوعيا أكم ساعة يعني المادة اللي تلت ساعات
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+8
+00:00:35,230 --> 00:00:39,910
+معتمدة هتشوفه في الجدول تلت مرات القرآن الكريم
+
+9
+00:00:39,910 --> 00:00:44,310
+عشانه ساعة ومقدمة في الهندسة الهندسة مرة واحدة
+
+10
+00:00:44,310 --> 00:00:48,370
+اللقاء تكونوهكذا هذه معناه تلت ساعات معتمدة احنا
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+11
+00:00:48,370 --> 00:00:51,910
+هنكون ان شاء الله سبت و اتنين و اربعة في نفس
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+12
+00:00:51,910 --> 00:00:57,670
+الموعد من الاتنعاش للوحدة في هذه القاعة بإذن الله
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+13
+00:00:57,670 --> 00:01:03,050
+و هنغطي فيزيا عامة ألف معناته في فيزيا عامة باع
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+14
+00:01:03,700 --> 00:01:07,780
+فيزيا عامة ألف بتحكي عن علم الميكانيكا علم
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+15
+00:01:07,780 --> 00:01:10,720
+الميكانيكا اللي أخدته في عاشر وحد عشر وثاني عشر
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+16
+00:01:10,720 --> 00:01:16,680
+بمواضيع مختلفة وبالتالي المواضيع اللي هنشرحها
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+17
+00:01:16,680 --> 00:01:21,260
+كعنوين هتكون هي نفس العنوين اللي مرت علينا في
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+18
+00:01:21,260 --> 00:01:28,440
+المدرسة لكن هناخدها بمنظور مختلف منظور أوسع وغالبا
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+19
+00:01:28,440 --> 00:01:33,020
+المنظور بنوسع لإنهفي الثانوية كان ال calculus أو
+
+20
+00:01:33,020 --> 00:01:38,020
+الرياضيات اللي عندكم قاصرة وبالتالي في بعض
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+21
+00:01:38,020 --> 00:01:40,900
+المواضيع بيقدروش يتوسعوا فيها في المدارس لأن
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+22
+00:01:40,900 --> 00:01:44,180
+الطالب لسه مداركه في الرياضيات بتكون بسيطة
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+23
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+وبالتالي بتاخدوا مرات عنوان أو قشرة من الموضوع
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+24
+00:01:48,180 --> 00:01:52,040
+احنا بنفوت بنكون ركننا ان الطالب اصلا ما شاء الله
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+25
+00:01:52,040 --> 00:01:59,710
+علينا نضج وبعدين بياخد calculus معانا بالبالجامعة
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+26
+00:01:59,710 --> 00:02:04,630
+وبالتالي بكون جاهز نتوسع في المواضيع بصورة عامة
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+27
+00:02:04,630 --> 00:02:10,850
+هذا هو ال mobile رقمي عشان ال watts طبعا احنا
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+28
+00:02:10,850 --> 00:02:17,190
+هيكون لنا مجموعة مجموعة watts و هتقدروا تنضموا
+
+29
+00:02:17,190 --> 00:02:20,950
+إليها في عندنا في الجامعة حاجة نسميها ال model إذا
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+30
+00:02:20,950 --> 00:02:25,050
+سمعتوا فيههذا الـ model اليوم يعني خلّيني نقول
+
+31
+00:02:25,050 --> 00:02:29,130
+الواجب تبعنا اليوم بدي يكون أنه نروح نلعب شوية على
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+32
+00:02:29,130 --> 00:02:34,710
+الكمبيوتر تمام؟ تخشوا على موقع الجامعة تعرفوا اللي
+
+33
+00:02:34,710 --> 00:02:38,930
+سجلتوا منه و جدّمتوا طلب الاتحاق وصلتكم كلمة السر
+
+34
+00:02:38,930 --> 00:02:43,310
+ولا لأ من قبل و التسجيل لما تفوتوا في موقع الجامعة
+
+35
+00:02:43,310 --> 00:02:47,450
+في تحت حاجة بيسميها التعليم الإلكتروني أو ال model
+
+36
+00:02:47,450 --> 00:02:52,940
+تمام؟بتفوتوا ويقولكم دخلوا رقمكم الجامعي وكلمة
+
+37
+00:02:52,940 --> 00:02:58,220
+السر هيجيكم تفعيل للمساقات اللي مسجلينها لما
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+38
+00:02:58,220 --> 00:03:03,980
+تدعسوا على زر فيزيا عام ألف تمام بتفوتوا على صفحة
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+39
+00:03:03,980 --> 00:03:08,660
+هذه فيها شغلات كتيرة جوا بتخص المادة من ضمنها هذا
+
+40
+00:03:08,660 --> 00:03:13,320
+اللي انتوا شايفينه بيكون موجود كملف PDF file تمام؟
+
+41
+00:03:13,320 --> 00:03:17,340
+شغلتانية فيها رابط مجموعة الـ WhatsApp عشان تنضموا
+
+42
+00:03:17,340 --> 00:03:24,630
+إلها تمام؟هذا الـ What's Upأنا باتواصل معاكم من
+
+43
+00:03:24,630 --> 00:03:28,770
+خلاله يعني أي معلومة بدي إياكم تعرفوها أو أي خبر
+
+44
+00:03:28,770 --> 00:03:32,770
+عن طريق الـ WhatsApp طبعا بس ماكنوش أحكوا لأنه
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+45
+00:03:32,770 --> 00:03:36,450
+بصير تواش لما البنات يحكوا بصير تواش بين بعض يعني
+
+46
+00:03:36,450 --> 00:03:41,810
+وبالتالي أنا حاضر الكلام أنا بدي التعليمات عنها
+
+47
+00:03:41,810 --> 00:03:47,110
+وبالتالي و مرات بلزم الطالب يحكي معايا على الخاص
+
+48
+00:03:47,110 --> 00:03:53,380
+WhatsApp عشان كده هذا هو ال mobile تبعي تمامزي ما
+
+49
+00:03:53,380 --> 00:04:00,280
+حكينا إيش بدنا نشرح في فيزيا عامة ألف الجامعة في
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+50
+00:04:00,280 --> 00:04:06,650
+الفصل الدراسيامعملاه 15 أسبوع دراسي يا بنات عادة
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+51
+00:04:06,650 --> 00:04:11,190
+احنا بناخد منه 14 و بنخلي الأسبوع الأخير فيه
+
+52
+00:04:11,190 --> 00:04:15,510
+امتحانات للمعامل و المراسم و الشغلات اللي زي هذا
+
+53
+00:04:15,510 --> 00:04:23,790
+فاحنا غالبا هنشرح 14 أسبوع كامل في هذا ال 14 أسبوع
+
+54
+00:04:23,790 --> 00:04:29,630
+هنغطي اما 11 او 12 شعبطار شعبطار يعني باب في
+
+55
+00:04:29,630 --> 00:04:34,760
+الكتاب تمام هيك؟وبالتالي في هذه الشباتر إيش فيها
+
+56
+00:04:34,760 --> 00:04:39,820
+ابتداء من chapter رقم واحد هلاجي فيه حاجة اسمها
+
+57
+00:04:39,820 --> 00:04:44,320
+measurements and units هذا chapter خفيف دم بسيطة
+
+58
+00:04:44,320 --> 00:04:48,680
+للتسخين كلكم بتعرفوا عنه أخدتوا بصورة أو باخرى
+
+59
+00:04:48,680 --> 00:04:52,520
+احنا بنعرف في الفيزيا بننجيس ولا لأ بننجيس ايش
+
+60
+00:04:52,520 --> 00:04:56,620
+بننجيس مسافاتوبالتالي المسافة إليها وحدة ولا لأ
+
+61
+00:04:56,620 --> 00:05:03,360
+متر ولا قدم ولا ياردة ولا انش ولا ميل ولا كيلومتر
+
+62
+00:05:03,360 --> 00:05:08,500
+هذه أنظمة وبينا نجيس الكتل صحيح ولا لأ وبينا نجيس
+
+63
+00:05:08,500 --> 00:05:14,200
+الزمن إذا الطول والكتلة والزمن هذه هي الوحدات
+
+64
+00:05:14,200 --> 00:05:19,000
+الأساسية لعلم الميكانيكا تمام كيف بنجيسها إليها
+
+65
+00:05:19,000 --> 00:05:24,260
+أنظمة هنحكي عنهاتمام؟ و زي لما نقول بالله في
+
+66
+00:05:24,260 --> 00:05:26,680
+الرياضيات بيقولوا X بتساوي خمسة ماحد بيقولهم إيش
+
+67
+00:05:26,680 --> 00:05:30,240
+اللي سويته X بتساوي خمسة خلاص معلومة كاملة في
+
+68
+00:05:30,240 --> 00:05:32,700
+الفيزيا لما واحد يقول X بتساوي خمسة بيقوله خمسة
+
+69
+00:05:32,700 --> 00:05:38,000
+إيش؟ خمسة كيلومتر ولا خمسة جيول؟هل الـ Joule زي
+
+70
+00:05:38,000 --> 00:05:41,780
+الـ Kilometer؟ لأ و لا لـ Newton إذا معناته أنت
+
+71
+00:05:41,780 --> 00:05:45,760
+عشان تديني المعلومة الكاملة بعد خمسة حطلي حاجة
+
+72
+00:05:45,760 --> 00:05:50,480
+عشان أفهم عليك أنت عن إيش بتتحدث فالوحدة هي الـ
+
+73
+00:05:50,480 --> 00:05:55,760
+Top الفيزيائي اللي بنلبسه للكمية عشان نفهم عن إيش
+
+74
+00:05:55,760 --> 00:05:59,140
+بنحكي هذه معناتها Measurements and Units طب أنتوا
+
+75
+00:05:59,140 --> 00:06:03,380
+شايفين أنا بحكي عربي ولا لأ؟ والكلام؟ ما تخافوش من
+
+76
+00:06:03,380 --> 00:06:06,840
+الإنجليزياحنا هنضلنا نحكي مع بعض عربي لكن
+
+77
+00:06:06,840 --> 00:06:11,160
+امتحاناتنا بالإنجليزي والكتابنا بالإنجليزي ال
+
+78
+00:06:11,160 --> 00:06:14,060
+slides بالإنجليزي كله بالإنجليزي لكن انتوا بكرا
+
+79
+00:06:14,060 --> 00:06:16,820
+بصيروا أشهر من تعاون بريطانيا بالإنجليزي اتخافوش
+
+80
+00:06:16,820 --> 00:06:20,980
+يعني هذه المشكلة تبعت الإنجليزي بتنظي معاكم بس
+
+81
+00:06:20,980 --> 00:06:25,020
+مجرد أسبوع بعدين بصيروا خبرة بالإنجليزي و بالشغلات
+
+82
+00:06:25,020 --> 00:06:27,880
+اللي بتلزمنا يعني احنا بالأخر من عشان نكون شيكسبير
+
+83
+00:06:27,880 --> 00:06:31,980
+في الإنجليزيلأ شغلات بسيطة و انتوا بتعرفوا أغلبها
+
+84
+00:06:31,980 --> 00:06:37,380
+يعني لما أقول ايش .. ايش رمز القوة في التوجيه كان؟
+
+85
+00:06:37,380 --> 00:06:41,420
+F من وين اجدها؟ من Force من بدل ان نقول قوة من
+
+86
+00:06:41,420 --> 00:06:46,160
+الصين نقول Forceالسرعة كنت برمز V جاي من كلمة
+
+87
+00:06:46,160 --> 00:06:49,560
+Velocity حتسمعوا مني Velocity بس هاد هي و لما
+
+88
+00:06:49,560 --> 00:06:53,260
+تسمعوها مرتين تلاتة مش بتحفظوها فتخافوش من ال
+
+89
+00:06:53,260 --> 00:06:56,440
+English يعني و هذا مابناش نحفظه ولا حاجة ميجارمنس
+
+90
+00:06:56,440 --> 00:07:04,590
+من قياس units وحدات تمام؟ حلوهذا العنوان شبتر واحد
+
+91
+00:07:04,590 --> 00:07:08,010
+احنا بنعدوش هناخده يوم التنين و يوم الأربعة و
+
+92
+00:07:08,010 --> 00:07:11,270
+نتخلص منه هدى مقدم و زي ما اقول بكون كسخين
+
+93
+00:07:11,270 --> 00:07:15,890
+بنتبرهوش بس هيك عشان نتعرف على بعض و نشجع بعض و
+
+94
+00:07:15,890 --> 00:07:19,970
+نشوف ان المادة سهلة و شغلات بسيطة كده من السنة
+
+95
+00:07:19,970 --> 00:07:25,900
+اللي جاي بنخش بالجدlinear motion linear من line
+
+96
+00:07:25,900 --> 00:07:31,640
+ايش يعني line خط motion حركة فالحركة الخطية يعني
+
+97
+00:07:31,640 --> 00:07:36,120
+ايش حركة خطية حركة في اتجاه واحد اتجاه واحد يعني
+
+98
+00:07:36,120 --> 00:07:40,960
+line طبعا لما نيجي نذكر بعض يا بنات ذاكرين هذا
+
+99
+00:07:40,960 --> 00:07:47,940
+القانون ذاكره
+
+100
+00:07:47,940 --> 00:07:54,930
+هنا هذا قانونبتحكم في الحركة في خط مستقيم بس بشرط
+
+101
+00:07:54,930 --> 00:07:58,130
+ان تكون التسارق ثابت الشي هو التسارق هي
+
+102
+00:07:58,130 --> 00:08:03,110
+acceleration acceleration عشان كده يا ماخد ال a و
+
+103
+00:08:03,110 --> 00:08:07,730
+ال t ال time و ال v velocity final و initial نهائي
+
+104
+00:08:07,730 --> 00:08:11,530
+و ابتدائي فبدأنا ناخده بالتفصيل و نحل عليه بعض
+
+105
+00:08:11,530 --> 00:08:15,870
+الأسئلة زي السقوط الحر ذاكرينه السقوط الحر حركة
+
+106
+00:08:15,870 --> 00:08:21,350
+بتجه واحدبس عمودي الصيارة بتمشي أفقي صح ولا لأ؟
+
+107
+00:08:21,350 --> 00:08:28,310
+إذا هذه خط وهذا خط تمى بقت كده بقولي لما تخش توسع
+
+108
+00:08:28,310 --> 00:08:33,990
+عن حركة الخطية و بتحكي عن حركة في أكتر من خط بلزمك
+
+109
+00:08:33,990 --> 00:08:41,680
+شغلة بلزمك إنه في كمياتتعتبر مش كميات زي الزمن زي
+
+110
+00:08:41,680 --> 00:08:45,720
+السرعة و زي القوة متجهة وبالتالي لما تيجي تتعامل
+
+111
+00:08:45,720 --> 00:08:50,240
+معاها بدك تنتبه خمسة زائد خمسة بيساويش عشرة صحيح
+
+112
+00:08:50,240 --> 00:08:53,600
+ولا لأ؟ يعني أربعة زائد تلاتة ممكن تصيل خمسة بطلت
+
+113
+00:08:53,600 --> 00:08:58,190
+سبعةوبالتالي هذه الكميات طب كل الكميات الفيزيائية
+
+114
+00:08:58,190 --> 00:09:02,690
+هيك بقوله لأ في كميات عادية زي الزمن زي الطاقة هذه
+
+115
+00:09:02,690 --> 00:09:07,230
+كميات قياسية لكن في كميات ما تجمعها بدك تنتبه طب
+
+116
+00:09:07,230 --> 00:09:10,490
+كيف بدنا نعمل؟ بدنا نتعلمها إيش هي الكميات اللي
+
+117
+00:09:10,490 --> 00:09:15,860
+بدها انتباه؟ بسميها كميات متجهةوتانية كميات قياسية
+
+118
+00:09:15,860 --> 00:09:20,380
+vectors يعني كميات متجهة scalars يعني كميات قياسية
+
+119
+00:09:20,380 --> 00:09:24,540
+هنتعلم كيف نجمحها كيف نطرحها كيف نضربها كل هذه
+
+120
+00:09:24,540 --> 00:09:29,540
+الشغلات هنتعلمها في chapter كامل chapter تلاتة بعد
+
+121
+00:09:29,540 --> 00:09:33,200
+كده بعد ما نصير خبرة بها كده أمور بيقولي هجت من
+
+122
+00:09:33,200 --> 00:09:37,770
+فوتك على الحركةالمستوية او بالـ two dimensions two
+
+123
+00:09:37,770 --> 00:09:41,990
+dimensions يعني بعدين سينوساد تمام؟ بعدين two
+
+124
+00:09:41,990 --> 00:09:45,870
+dimension هذه اقتصار هذه two و هذه dimension يعني
+
+125
+00:09:45,870 --> 00:09:51,470
+بعدين بعدين سينوساد motion هي motion مرت هنا و
+
+126
+00:09:51,470 --> 00:09:54,750
+motion مرت هنا مقرب مانقولش معنى motion خلاص
+
+127
+00:09:54,750 --> 00:10:00,510
+ماعرفش معنى motion فالإنجليزي مش معضل تمام يا
+
+128
+00:10:00,510 --> 00:10:03,920
+بنات؟ two dimensional motionالـ Two Dimensional
+
+129
+00:10:03,920 --> 00:10:09,880
+Motion فيه حركتين مشهورات حركة المقذوفات سمعت فيها
+
+130
+00:10:09,880 --> 00:10:13,280
+هذه الـ Two Dimensional Motion مش فيه سينوساط و
+
+131
+00:10:13,280 --> 00:10:18,360
+الحركة الدائرية سمعت فيها برضه حركة مستوية حناخدها
+
+132
+00:10:18,360 --> 00:10:23,040
+تفصيلاإذن الـ Projectile Motion حركة المقضوفات
+
+133
+00:10:23,040 --> 00:10:28,800
+هنخدها بالتفصيل لأنه أشهر أنواع الحركة في بعدين هي
+
+134
+00:10:28,800 --> 00:10:31,880
+والحركة الدائرية بس الدائرية أنواع الصحة كتير
+
+135
+00:10:31,880 --> 00:10:35,940
+Relative Motion شوفوا كلمة motion قادرة بتتكرر
+
+136
+00:10:35,940 --> 00:10:40,480
+طبعا محنى ميكانيكا حركة Relative Motion الحركة
+
+137
+00:10:40,480 --> 00:10:44,880
+النسبية وانتوا جايين من الدار على الجامعة و
+
+138
+00:10:44,880 --> 00:10:48,160
+بتطلعوا من شبّاك السيارة وسرحين بتلاقيوا الشجرة
+
+139
+00:10:48,160 --> 00:10:52,320
+قاعدة بيجريصح ولا لأ؟ بتجري وراكم، بتشتيها
+
+140
+00:10:52,320 --> 00:10:56,280
+المعاكس، مع أن الشجر واقف، لكن هو واقف بالنسبة لو
+
+141
+00:10:56,280 --> 00:10:59,120
+واحد واقف الأرض، لكن بالنسبة لو واحد بتحرك في
+
+142
+00:10:59,120 --> 00:11:02,760
+السيارة، صار يتحرك، إذا دي ما تسميها سرعة نسبية،
+
+143
+00:11:02,760 --> 00:11:08,000
+إذا الراصد إذا تتغير، تتغير كمية الفيزاقية، السفر
+
+144
+00:11:08,000 --> 00:11:14,940
+بصله قيمة، تمام؟ هذه ما تسميها حركة نسبية، تمام؟
+
+145
+00:11:14,940 --> 00:11:22,140
+بعد كده،جالوا الميكانيكا إلها أبوه The father of
+
+146
+00:11:22,140 --> 00:11:27,340
+mechanics مين أبوها؟ نيوتن النيوتن له قوانين ها
+
+147
+00:11:27,340 --> 00:11:33,180
+كام واحد؟ تلاتة هدول التلاتة بدنا نعيدهم وطبعا مش
+
+148
+00:11:33,180 --> 00:11:37,720
+هنقولكم اذكروا قوانين نيوتن هنقولكم افهموا قوانين
+
+149
+00:11:37,720 --> 00:11:43,460
+نيوتن بكوا تطبقوهاتمام؟ فـNewton's laws of motion
+
+150
+00:11:43,460 --> 00:11:47,280
+قوانين نيوتن التلاتة لهم chapter كامل من أهم
+
+151
+00:11:47,280 --> 00:11:52,160
+الشباتر لأنه هو أبو الميكانيكا بدون هذه القوانين
+
+152
+00:11:52,160 --> 00:11:57,340
+فهمها الواحد مايكونش أخد ميكانيكا تمام؟ بعد كده
+
+153
+00:11:57,340 --> 00:12:02,920
+هناخد نوع من أنواع القوة المهمة وهي قوة الاحتكاك
+
+154
+00:12:02,920 --> 00:12:10,300
+سمعتوها؟وهنا ما هناخدها بالتفصيل بعد كده هناخد الـ
+
+155
+00:12:10,300 --> 00:12:14,860
+Circular Motion السيارة هي ماشية ايدي الماشية حركة
+
+156
+00:12:14,860 --> 00:12:20,810
+خطية خشة دوار بتاع في الدوار تصير حركة دائريةالها
+
+157
+00:12:20,810 --> 00:12:26,530
+أنظمة وقوانين مختلفة في تسارع مركز سمعت فيه وقوة
+
+158
+00:12:26,530 --> 00:12:31,370
+مركزية هذا تابع للقوة الدائرية او الدورانية
+
+159
+00:12:31,370 --> 00:12:37,510
+circular motion بعدين work شغل سمعت فيه كيناتك
+
+160
+00:12:37,510 --> 00:12:42,630
+energy طاقة حركة ايش واحدة الشغل؟ ايش واحدة طاقة
+
+161
+00:12:42,630 --> 00:12:46,390
+الحركة؟ Bravo ما زال هاد جول و هاد جول يعني امهم
+
+162
+00:12:46,390 --> 00:12:50,830
+واحد ولا لأ؟الهم نفس الجنس ماذال امهم واحدة اذا
+
+163
+00:12:50,830 --> 00:12:55,230
+لازم يكون بينهم علاقة في نظرية مشهورة بتربط الشغل
+
+164
+00:12:55,230 --> 00:12:59,410
+مع طاقة الحركة مظهرته لا ؟ هذه هناخدها تفصيلة
+
+165
+00:12:59,410 --> 00:13:03,290
+بعدين بيقول في كمان نوع سمعنا فيه عن الطاقة طاقة
+
+166
+00:13:03,290 --> 00:13:09,870
+الوضع ايش قانونها؟مجي اتش potential energy طاقة
+
+167
+00:13:09,870 --> 00:13:14,390
+الرضيع هناخده شوف انا جيت لحد الان في عنوان مارش
+
+168
+00:13:14,390 --> 00:13:20,580
+علينا الحمد لله كل مواضيع مارت عليناتمام؟ بعد كده
+
+169
+00:13:20,580 --> 00:13:24,880
+هناخد قانون عالمي مهم واسمعنا فيه زمان و ما زلنا
+
+170
+00:13:24,880 --> 00:13:30,300
+بنسمع فيه مبدأ حفظ الطاقة conservation of energy
+
+171
+00:13:30,300 --> 00:13:36,400
+مبدأ حفظ الطاقة مبدأ عالمي يطبق عليه شغلات كتيرة و
+
+172
+00:13:36,400 --> 00:13:40,420
+يستخدم في حلول كتير من مسائل بعدين سمعتوا في كلمة
+
+173
+00:13:40,420 --> 00:13:45,930
+زخمLinear Momentum زخم يعني Momentum Linear خطي
+
+174
+00:13:45,930 --> 00:13:52,610
+الزخم الخطي مظبوط ولا إيش رمزه برافع عليكم P تمام
+
+175
+00:13:52,610 --> 00:13:59,970
+حلو هناخده بعدين قال ليه في كل جن تصادم أكمنه برق
+
+176
+00:13:59,970 --> 00:14:02,850
+ليه؟
+
+177
+00:14:03,550 --> 00:14:08,450
+التالت فرعيه؟ فيه marine و غير marine و بس هل جيت
+
+178
+00:14:08,450 --> 00:14:13,010
+الغير marine نوعين بيهمش بس هو غير marine فالنوعين
+
+179
+00:14:13,010 --> 00:14:17,030
+هم الأساسيين بين ال marine و غير ال marine فيه
+
+180
+00:14:17,030 --> 00:14:20,350
+خلاف ان هاي القيانت ال energy محفوظة ولا لأ صح ولا
+
+181
+00:14:20,350 --> 00:14:29,850
+لأ عشان كده بنقول نوعين فقط حلو الدفع impulse ال
+
+182
+00:14:29,850 --> 00:14:35,000
+impulse والزخمجرايب ولا لأ؟ جرايب تمام؟ هايكم
+
+183
+00:14:35,000 --> 00:14:41,940
+شاطري؟ Center of Mass مركز الكتلة كيف يعني؟ قاللي
+
+184
+00:14:41,940 --> 00:14:46,200
+هذه الإجزازة لو إيديك بقى كتعلجها و تتزن مش
+
+185
+00:14:46,200 --> 00:14:50,660
+بتتعلجها من نقطة مش بالضرورة تكون من النص لأنها دي
+
+186
+00:14:50,660 --> 00:14:54,780
+متكونش في النص ليش؟ لأنها دي أخف منها دي وبالتالي
+
+187
+00:14:54,780 --> 00:14:58,800
+عند نقطة تم تتزن طب هذه كيف تحسبها؟ بنتعلم كيف
+
+188
+00:14:58,800 --> 00:15:02,740
+تحسبهاتمام يا بنات؟ كيف نجيب؟ يعني نفترض أنه في
+
+189
+00:15:02,740 --> 00:15:11,000
+عندى حشبة زي هيك تتوقعوا تتزل من النص؟ لأ بتكون
+
+190
+00:15:11,000 --> 00:15:14,300
+أقرب للتجول صح ولا .. يعني لو كان هاي النص بتتقع
+
+191
+00:15:14,300 --> 00:15:18,080
+هنا طبعا في الآخر في قوانين كيف أجيبها بالظبط هذا
+
+192
+00:15:18,080 --> 00:15:22,800
+من أن تتعلموا تمام؟ احنا ماشيين دلوقت chapter ..
+
+193
+00:15:22,800 --> 00:15:26,640
+chapter .. chapter تقريبا يعني احنا هنا وصلنا لأخر
+
+194
+00:15:26,640 --> 00:15:32,600
+فصل الحاجات شوي شوي تمام؟هناخد many particle
+
+195
+00:15:32,600 --> 00:15:36,560
+systems يعني بيقول لي في مرات عندك system نظام
+
+196
+00:15:36,560 --> 00:15:40,880
+متكون مش مش مجسم واحد من عدة عيسام كيبك تتعامل معه
+
+197
+00:15:40,880 --> 00:15:46,000
+هذا اللي بدنا نتعلمه بعدين برجع للحركة الدورانية
+
+198
+00:15:46,000 --> 00:15:51,720
+الهواية بتعرفوها تتحركو ولا تتحركش بتصري الشجعية
+
+199
+00:15:52,360 --> 00:15:56,240
+بيضلها الدور بيضلها الدور مظبوطا لأ لكن حركة هذه
+
+200
+00:15:56,240 --> 00:16:00,480
+بيسميها حركة دورانية الها قوانينها و الها شغلاتها
+
+201
+00:16:00,480 --> 00:16:05,820
+بإننا نتعلمها تمام جالي طيب ما زال في انت حكيت
+
+202
+00:16:05,820 --> 00:16:10,600
+حركة دائرية أو حركة دورانية وسمعون بالسرعة الزاوية
+
+203
+00:16:10,600 --> 00:16:14,820
+سمعتوا فيها؟ ايش رمزها؟ يا عزيزي مش بتقولوا كلكم W
+
+204
+00:16:14,820 --> 00:16:19,600
+يا الله Omega Omega هي عشان تشبه ال W خلونا نطلع
+
+205
+00:16:19,600 --> 00:16:27,850
+ال W هذه مظبوطا لأهاجد هاد ايش؟ هاجم شطر ايه؟ هاي
+
+206
+00:16:27,850 --> 00:16:33,910
+Alpha هي أول حرف في اللغة اليونانية وهادي Omega
+
+207
+00:16:33,910 --> 00:16:39,710
+تمام؟ وهادي؟
+
+208
+00:16:39,710 --> 00:16:47,230
+علي صوتك هادي Omega؟ بس capital Omega نشوف تاريخها
+
+209
+00:16:47,230 --> 00:16:54,210
+هاجد هدي واحدية ايش هادي؟نوتن؟ جيبناها من مين؟ من
+
+210
+00:16:54,210 --> 00:17:00,190
+اسمه صح ولا لا؟ او متكرمه قالوا بدنا ندي المقاومة
+
+211
+00:17:00,190 --> 00:17:04,630
+وحدة او إذا قالوا يلّا بنقول زي نوتن ناخد أول حرف
+
+212
+00:17:04,630 --> 00:17:11,170
+في كلمة او إيش لجوها؟ او بشعة دويرة حرف مش حلو
+
+213
+00:17:11,170 --> 00:17:14,110
+قالوا شوفوا حرف تاني راحوا دوروا على اللغة
+
+214
+00:17:14,110 --> 00:17:17,550
+اليونانية قالوا إيش المناظر للأو في اللغة
+
+215
+00:17:17,550 --> 00:17:23,430
+اليونانية؟ قالوا Omegaفأخدوا Omega فهذه أوم لما
+
+216
+00:17:23,430 --> 00:17:26,990
+تكتبوا أوم باليوناني هتكون هذه أول حرف أوم اسم
+
+217
+00:17:26,990 --> 00:17:30,290
+عالم ولا لأ؟ و هذه Omega بس هذه Small و هذه
+
+218
+00:17:30,290 --> 00:17:34,610
+Capital هذه Omega و هذه Omega تمام ارجعنا هذه سرعة
+
+219
+00:17:34,610 --> 00:17:41,490
+و هذه ال V سرعة بس هذه سرعة خطية و هذه سرعة زوية
+
+220
+00:17:41,490 --> 00:17:48,900
+صح ولا لأ طيب هذه إيش؟ و هذه إيش؟هدي زخم و هدي زخم
+
+221
+00:17:48,900 --> 00:17:55,980
+صح ولا لا؟ بس هدا زاوي و هدا خطي طيب هدي إيه؟ و
+
+222
+00:17:55,980 --> 00:18:06,360
+هدي ألفة صح؟ طيب هدي و هدي اللي هي بالظبط ممكن
+
+223
+00:18:06,360 --> 00:18:14,420
+نسميها إيش و كأنه كتلة دورانية أخر حاجة هدي و تاول
+
+224
+00:18:14,420 --> 00:18:18,250
+عزمبيقولي طب بينهم علاقات بقوله بينهم علاقات و
+
+225
+00:18:18,250 --> 00:18:22,930
+بنشتقهم فبالتالي Angular يعني زاوية من Angle Angle
+
+226
+00:18:22,930 --> 00:18:27,850
+زاوية Angular زاوية ال Translational هي الانتقالية
+
+227
+00:18:27,850 --> 00:18:31,250
+أو الخطية تقدر تقوله ال Quantities بيقوللي ايش
+
+228
+00:18:31,250 --> 00:18:38,110
+العلاقة بين الكميات الخطية و الكميات الزاوية تمام؟
+
+229
+00:18:38,110 --> 00:18:43,590
+هناخدهم و نشتقهم مع بعض و أغلبهم عارفينهم انتوا ال
+
+230
+00:18:43,590 --> 00:18:47,830
+Torque اللي تاوي قلت عنه تاوأه مهوتة و هدا شغلة
+
+231
+00:18:47,830 --> 00:18:52,850
+مهمة لأن المسبب للحركة في الحركة الخطية هي F
+
+232
+00:18:52,850 --> 00:18:58,550
+والمسبب للحركة الدورانية هي torque تمام؟ بعدين قال
+
+233
+00:18:58,550 --> 00:19:02,650
+لي قوانين الحركة الدورانية بدك تشتقليها من أول و
+
+234
+00:19:02,650 --> 00:19:08,430
+جديد dynamics كيف تتحرك كل حركة دورانية هناخدها ال
+
+235
+00:19:08,430 --> 00:19:12,790
+moment of inertia لها تفصيل اللي هي Iهذه moment of
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+236
+00:19:12,790 --> 00:19:16,370
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+237
+00:19:16,370 --> 00:19:21,770
+بالتفصيل مثل كتلة تمشي تمام rotational kinetic
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+238
+00:19:21,770 --> 00:19:24,670
+energy قاللي ال kinetic energy بنعرف أنها نص MV
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+239
+00:19:24,670 --> 00:19:30,290
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+240
+00:19:30,290 --> 00:19:34,450
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+241
+00:19:34,450 --> 00:19:37,630
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+242
+00:19:37,630 --> 00:19:43,470
+في الحركة الدورانية عدلية بدنا نعيده تمام؟Angular
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+243
+00:19:43,470 --> 00:19:50,230
+momentum زخم زاوي زخم زاوي اللي هو L هناخده قال طب
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+244
+00:19:50,230 --> 00:19:53,910
+هذه مرات بيكون preserved يعني محفوظ Conservation
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+245
+00:19:53,910 --> 00:19:58,350
+of angular momentum وقتيش بيكون محفوظ وإيش تطبيقات
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+246
+00:19:58,350 --> 00:20:05,250
+حفظ كمية التحرك تمام؟بعدين قال لي الاتزان
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+247
+00:20:05,250 --> 00:20:10,330
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+248
+00:20:10,330 --> 00:20:15,780
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+249
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+يعملوا مبنى هبّت ريح يروح فالتالي لازم يعملوا يكون
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+250
+00:20:20,840 --> 00:20:24,400
+فيه توازن في كل إشي فهذا علم كبير احنا بناخد شبطر
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+251
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+252
+00:20:29,120 --> 00:20:34,240
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+253
+00:20:34,240 --> 00:20:37,740
+properties of solids قاللي المهندس بدي استخدم
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+254
+00:20:37,740 --> 00:20:43,270
+الحديد وانحاس والألمنيوم طب هذهبتظل زي ما هي في
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+255
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+الحرارة بتتغير في مع الشد ولا مع الضغط بتتغير طب
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+256
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+257
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+258
+00:20:59,070 --> 00:21:04,070
+بنقول مرات بنلحقهوش عن إيش بحكي ال fluid mechanics
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+259
+00:21:04,070 --> 00:21:09,310
+ميكانيكا السوائل أو المواعع إيش فيها اللي في حاجة
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+260
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+262
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+Pascal سمعتوا فيه؟ تمام و جاللي في حاجة بيسموها ال
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+263
+00:21:23,770 --> 00:21:29,360
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+264
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+وهذه بالحجها Archimedes principle صح ولا لأ و برضه
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+265
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+266
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+الاستمرارية معادلة مشهورة تمام وفي Bernoulli
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+267
+00:21:45,460 --> 00:21:49,160
+equation معادلة Bernoulli Bernoulli اسم عالي ان
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+268
+00:21:49,160 --> 00:21:54,420
+شاء الله نقدر نلحجها تمام هذا course objectives
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+269
+00:21:57,520 --> 00:22:03,700
+المطلوب من هذا الـ Chapter مش مهم كتير تقرأوه وهذا
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+270
+00:22:03,700 --> 00:22:09,080
+القالع أو إيش اللي بنحققه نيجي للمهم إحنا بندرس من
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+271
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+كتاب مشهور ولمّا أقول مشهور يعني مشهور في كل
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+272
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+العالم مش في غزة يعنيبتلاقي انت الطالب اللي بتدرس
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+273
+00:22:17,860 --> 00:22:21,400
+في جامعة أسامية في غزة وطالب بتدرس في Los Angeles
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+274
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+وطالب بتدرس في Tokyo ولا واحدة في بكين كلهم تقريبا
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+275
+00:22:27,300 --> 00:22:31,800
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+276
+00:22:31,800 --> 00:22:35,660
+من 60% من جامعة العالم باعتمدوا هذا الكتاب هذا
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+كتاب عالمي موجود طول عمره من أيام انا كنت جادكم
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+278
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+physics اسمه for scientists and engineersهذا اسم
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+279
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+الكتاب مؤلفينه Sir Wayne Jewett وهذه الطبعة
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+280
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+التاسعة احنا ايامنا كانت الطبعة التانية انا كنت في
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+281
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+ليده تمام فسنة 1980 كان هذا الكتاب موجود بس النسخة
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+283
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+284
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+285
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+286
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+يتنشط معاه تمام دايما في كل مادة بيقولوا انه لازم
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+287
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+يعني بيشرح نفس المواضيع لكن بترتيبات معينة و
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+290
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+291
+00:23:50,150 --> 00:23:53,670
+fundamentals of physics أساسيات علم الفيزيا
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+المؤلفين تبعونه holiday, reasoning and walk برضه
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+أيامنا كان holiday and reasoning بس يعني كان مشهور
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+294
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+ايش الكتاب اللي درست منه يقول سيرويه ايش الكتاب
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+اللي درست منه يقول holiday and reasoning هيك كانوا
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+300
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+تنزلوهم طبعا احنا مش طمعين احنا واقعين احنا بهمنا
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+305
+00:24:47,040 --> 00:24:53,800
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+00:24:53,800 --> 00:25:02,440
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+هالـ Gate S ياسيتنا في المادة احنا كلنا ما شاء
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+الله علينا شطرين وطموحين وبدنا علامة عالية صح ولا
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+لأ عشان نحصل العلامة العالية بدنا نفهم كيف احنا
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+310
+00:25:15,800 --> 00:25:19,800
+بندي العلامة طبعا احنا ماتطلعش عوجوكم نحط علامات
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+311
+00:25:19,800 --> 00:25:26,800
+لأ في نشاط بنعملوبناء عليه بنقيمكم احنا ماذا
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+312
+00:25:26,800 --> 00:25:29,920
+يتوجيهي توجيهي في امتحان واحد لأ بياب لأسود صح ولا
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+313
+00:25:29,920 --> 00:25:34,860
+لأ لأ احنا عندنا في الجامعة في عدة محاولات بتخليك
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+314
+00:25:34,860 --> 00:25:40,380
+تقيم الطالب وغالبا بتقيمه صح علامة كل المواد في
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+315
+00:25:40,380 --> 00:25:44,670
+الجامعة يا بنات بتكون من 100كلها من 100، بس إلها
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+316
+00:25:44,670 --> 00:25:49,490
+كلها موزن واحد، بقولك لأ، بصير علامة بيك تضربها في
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+317
+00:25:49,490 --> 00:25:53,810
+عدد الساعات، يعني الفيزيا لو جيبت فيها 90، تنضرب
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+318
+00:25:53,810 --> 00:25:58,750
+في تلاتة بصير 270، القرآن لو جيبت 100، بيضلها 100،
+
+319
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+320
+00:26:02,030 --> 00:26:06,830
+100، بتضربها في 100، وبتجمع وبتضرب بقى كام ساعة،
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+321
+00:26:06,830 --> 00:26:11,990
+مسجدين 16، بتجسموا على 16 في الآخر، بطلع معدلكم،
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+322
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+323
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+324
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+الامتحانات تبدأ تطفع العلامات بعد صلاة العشاء
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+325
+00:26:24,160 --> 00:26:29,580
+تديكم رسالة حلوة علامتك في المادة الفنانية كذا اول
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+326
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+ما يرون ان الجوالجلبكم بيهيل والله علامة ميحة
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+00:26:33,880 --> 00:26:37,360
+بتروحوا زغرتها عندكم تقولوا علامتنا حلوة وان شاء
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+328
+00:26:37,360 --> 00:26:42,220
+الله تكون كلها علامات حلوة بتيجي رسائل عبي علامة
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+329
+00:26:42,220 --> 00:26:47,340
+الطالب كل علامة بعلامتها حسب كيف تعتمد كيف بينا
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+330
+00:26:47,340 --> 00:26:53,140
+نعمل علاماتاحنا هيكون عندنا تلت أنشطة رئيسية بتحدد
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+331
+00:26:53,140 --> 00:27:00,720
+العلامات أول نشاط هذا هو تنزيلات الموسم يعني فرصة
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+332
+00:27:00,720 --> 00:27:05,420
+كلنا نجيب 20 من 20 منها هذه عليها 20 درجة 20% من
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+333
+00:27:05,420 --> 00:27:12,000
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+00:27:12,000 --> 00:27:17,460
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+335
+00:27:17,460 --> 00:27:23,060
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+336
+00:27:23,060 --> 00:27:27,840
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+337
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+338
+00:27:34,890 --> 00:27:39,790
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+00:27:39,790 --> 00:27:42,970
+الامتحان هذا؟ امتحان على الكمبيوتر او على الجوال
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+341
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+00:27:50,210 --> 00:27:53,990
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+افتحه متاح غالبا بعمل يوم خميس بافتحه بعد صلاة
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+345
+00:28:04,130 --> 00:28:08,290
+الليل بس مش مفتوح كل هذه الفترة كل واحد بيجي بفوت
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+346
+00:28:08,290 --> 00:28:13,730
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+00:28:13,730 --> 00:28:18,990
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+351
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+خمسة. كل Chapter انجسمينه خمس مواضيع. في هذا
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+355
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+00:29:16,220 --> 00:29:20,560
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+363
+00:29:20,560 --> 00:29:24,240
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+364
+00:29:24,240 --> 00:29:27,900
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+366
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+زي من سيربح المليونوبتختاري بقى الساعة بقى كله
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+367
+00:29:39,150 --> 00:29:46,170
+اخترار هذا هيك مصمم تعمل تيك وبتختاري تطلعي على
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+368
+00:29:46,170 --> 00:29:49,010
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+00:29:51,750 --> 00:29:56,570
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+371
+00:29:56,570 --> 00:30:00,250
+اول ما تقولي سلمت العلامة بتظهر عندك الساعة اتناشر
+
+372
+00:30:00,250 --> 00:30:04,950
+في الليل ودقيقة بتظهر عندك علامتك بتخديها بنظل
+
+373
+00:30:04,950 --> 00:30:09,570
+نجمعكل نهاية الشبط يعني الأسبوع هذا لأ طبعا
+
+374
+00:30:09,570 --> 00:30:12,650
+الأسبوع هذا لسه نتعرف على بعض الخميس هذا مافيش
+
+375
+00:30:12,650 --> 00:30:15,550
+quiz ان شاء الله الخميس اللي ورا غالبا بيكون فيه
+
+376
+00:30:15,550 --> 00:30:19,570
+عنا quiz تمام؟ و احنا بنذكر و في ال whatsapp انا
+
+377
+00:30:19,570 --> 00:30:22,730
+بكتب انه ال quiz بدي يفتح دير بالكم الساعة 6 و بدي
+
+378
+00:30:22,730 --> 00:30:26,970
+يسكر الساعة 12 يعني بنتواصل بأكتر من طريقة و اللي
+
+379
+00:30:26,970 --> 00:30:30,090
+بديه يفتح الساعة 6 يفتح الساعة 12 الظهر يفتح
+
+380
+00:30:30,090 --> 00:30:35,230
+الساعة 11 في الليل يفتح بس بعد 12 ممنوع بتسكرهجيت
+
+381
+00:30:35,230 --> 00:30:41,490
+هدولي Quizات سهلين لأنه في داري وكل وقتي وكل حبابي
+
+382
+00:30:41,490 --> 00:30:45,070
+حواليا يعني مافيش امتحان وخايفة وجالبي بدهم لأ
+
+383
+00:30:45,070 --> 00:30:48,550
+امتحان عادي وبالتالي لازم نجيب فيه علامة كاملة
+
+384
+00:30:48,550 --> 00:30:52,150
+وعملين تنزيلات أخرى بنقول يمكن الطالب يصير في عنده
+
+385
+00:30:52,150 --> 00:30:56,850
+ظرف في أحد ال Quizات نفترض عندها عروس عندها مناسبة
+
+386
+00:30:56,850 --> 00:31:01,710
+بنقول احنا 11 Quiz بدنا ناخد منهم بس 8أحسن تمانية
+
+387
+00:31:01,710 --> 00:31:05,450
+يعني لو واحدة في تلت كوزات جاء مقدمتش و جابت صفر
+
+388
+00:31:05,450 --> 00:31:09,830
+صفر صفر تاخد علامة كاملة احنا بس بدنا تمانية منهم
+
+389
+00:31:09,830 --> 00:31:13,490
+عشان ماحد يقول والله كان عندي ظرف صح و عافية
+
+390
+00:31:13,490 --> 00:31:16,910
+ماظننيش يكونوا عندي اكتر اربعتاشر ظرف اربعتاشر
+
+391
+00:31:16,910 --> 00:31:21,760
+اسبوع اربعتاشر عروس يعنيمش صحيح يعني إلا يكون فيه
+
+392
+00:31:21,760 --> 00:31:25,880
+quizات جمعناهم تمام يا بنات فهذه quizات ع الموديل
+
+393
+00:31:25,880 --> 00:31:29,580
+و هنتعلمهم مع بعض و هيكونوا سهلين وفيش أسهل منهم
+
+394
+00:31:29,580 --> 00:31:34,700
+هصيروا سلطين فيهإذاً هذا الـ quiz يكون هناك 11
+
+395
+00:31:34,700 --> 00:31:38,800
+quizzes one at the end of each chapter كل chapter
+
+396
+00:31:38,800 --> 00:31:44,520
+عليه quiz each quiz كل quiz contains five multiple
+
+397
+00:31:44,520 --> 00:31:48,740
+choice MS يعني اختيار من متعدد multiple choice
+
+398
+00:31:48,740 --> 00:31:52,120
+questions all the quizzes will be conducted
+
+399
+00:31:52,120 --> 00:31:58,750
+electronically by moodleعلى الجهاز the best eight
+
+400
+00:31:58,750 --> 00:32:03,170
+quizzes will be evaluated only بتاخد أحسن تمانية
+
+401
+00:32:03,170 --> 00:32:06,050
+يعني انا افترض الواحد ماصلش عندي ولا مناسبة وعمل
+
+402
+00:32:06,050 --> 00:32:12,790
+ال 11 كنين ضربوا معاه تلاتة ضربوا معاهجاب سبعة من
+
+403
+00:32:12,790 --> 00:32:16,650
+التمانية علامة كاملة والتامن جاب ستة هياخد برضه
+
+404
+00:32:16,650 --> 00:32:20,050
+عشرة من عشرة لانه ناخد ال average نط التسعة خلاص
+
+405
+00:32:20,050 --> 00:32:25,570
+نعتبره عشرة فتنزلاتها كتيرة وبالتالي رجاء ان كلكم
+
+406
+00:32:25,570 --> 00:32:30,290
+جيبوا علامة كاملة فيه تمام؟ عشان نحوش علامات نيجي
+
+407
+00:32:31,610 --> 00:32:37,450
+Midterm exam في الجدول عندكم امتحان نصي تاريخه
+
+408
+00:32:37,450 --> 00:32:42,970
+محدد من اليوم 13.11 شفته في الجدول سمعتوا ايش او
+
+409
+00:32:42,970 --> 00:32:46,750
+سألتوا ايش هو الامتحان هذا امتحان يا بنات موحد
+
+410
+00:32:46,750 --> 00:32:50,040
+لجميع الطالبات اللي بياخدوا نفس المادةهتلاقوا الـ
+
+411
+00:32:50,040 --> 00:32:53,440
+Calculus إليه موعد و الفيزيا إليها موعد بنقولكم
+
+412
+00:32:53,440 --> 00:32:57,600
+عنه برضه بنثبت إيش المواد اللي هتنزل هذا امتحان
+
+413
+00:32:57,600 --> 00:33:01,740
+وورقي تيجوا على الجامعة تعملوا الامتحان و بيكون
+
+414
+00:33:01,740 --> 00:33:05,720
+فيه مراقبين و ورقة و تعملوا الامتحان و بنقولكم أكم
+
+415
+00:33:05,720 --> 00:33:10,100
+شبطر داخل يعني أنا هنا كاتبتنين إلى ستة يعني خمس
+
+416
+00:33:10,100 --> 00:33:14,060
+شباتر ان شاء الله يكون غطين ستة ويدخل ستة لكن في
+
+417
+00:33:14,060 --> 00:33:17,060
+الآخر احنا بالحديد احنا وياكم بنشوف باقى المدرسين
+
+418
+00:33:17,060 --> 00:33:21,160
+اللي بدرسوا وين وصلوا لان الامتحان موحد تمام
+
+419
+00:33:21,160 --> 00:33:25,060
+ابتديتوا تعملوا الامتحان بنصلحه بنسلمكم إياه
+
+420
+00:33:25,710 --> 00:33:30,230
+بعلامته وإن شاء الله تكون كلها حلوة هذه عالية 30%
+
+421
+00:33:30,230 --> 00:33:34,990
+من الدرجة وهذا برضه باعتبره أنا فرصة طالب يجيب فيه
+
+422
+00:33:34,990 --> 00:33:39,910
+علامات ليش؟ كلهم خمس شباتر وكنا متابعين أول بأول
+
+423
+00:33:39,910 --> 00:33:45,710
+وبالتالي بنقدر عليه تمام يا بنات؟ هاي صار 50% نجي
+
+424
+00:33:45,710 --> 00:33:53,980
+للـFinal Final عليه 50%و هذا بتدخل فيه كل الشباتر
+
+425
+00:33:53,980 --> 00:33:59,200
+من أول ما أخدنا لما خلصنا و بيكون هذا مدته ساعة
+
+426
+00:33:59,200 --> 00:34:03,880
+one hour exam هذا two hour exam مائة و عشرين
+
+427
+00:34:03,880 --> 00:34:09,880
+minutes ساعتين طبعا لأنه بيشمل كل المادة وبالتالي
+
+428
+00:34:09,880 --> 00:34:13,040
+برضه بيكون في نهاية شهر واحد مكتوب تاريخه عندكم
+
+429
+00:34:13,040 --> 00:34:17,120
+اظن تمانية واحد مكتوب عندكم في الجدول تطلعت على
+
+430
+00:34:17,120 --> 00:34:21,100
+جدولكمأعمل واحد و واحد بتطلع أول ما أخد الشدوى ليش
+
+431
+00:34:21,100 --> 00:34:23,660
+ورا .. بيولدوا بتطلع إيش هال .. هالخرابيش
+
+432
+00:34:23,660 --> 00:34:32,020
+المكتوبين .. كل شيء إله معنى .. بيحكي .. إلى وقت
+
+433
+00:34:32,020 --> 00:34:37,300
+أفرج .. تاني شي .. بعدين .. تمام .. إنت سنة تانية
+
+434
+00:34:37,300 --> 00:34:42,360
+.. أه .. تمام .. إلى وقت أفرج .. القصة ده نبتثلت
+
+435
+00:34:42,360 --> 00:34:43,780
+كلمة في عمال الصلاة والأولى لسه بيعرفوش هذه
+
+436
+00:34:43,780 --> 00:34:46,120
+المصطلحات .. خلينا .. بيحكي يا بنتين ..
+
+437
+00:34:50,030 --> 00:34:56,650
+أصابعك طول واحد لأ في شبتر طويل وشبتر قصير احنا هو
+
+438
+00:34:56,650 --> 00:34:59,570
+انت بتفكر انهم جاذبوا عيد ولا ممكن يكونوا جاذبوا
+
+439
+00:34:59,570 --> 00:35:02,610
+عيد فبالتالي انا مش حافظك على كام صفحة فيه بقولك
+
+440
+00:35:02,610 --> 00:35:05,730
+شبتر طويل وشبتر قصير يعني الشبتر الأول اللي بنسخن
+
+441
+00:35:05,730 --> 00:35:12,490
+فيه قصير أما شبتر طبعا يوتن اللي هو أقولها طويل
+
+442
+00:35:12,490 --> 00:35:17,910
+لأنه مهم وها كذا فمافيش عدد صفحات أقولكم إياها
+
+443
+00:35:17,910 --> 00:35:19,710
+تمام أحكيها
+
+444
+00:35:23,720 --> 00:35:27,160
+Okay مكتوبة بالإنجليزي تحكي بالعربي؟ احكي مش
+
+445
+00:35:27,160 --> 00:35:29,920
+حقيقية لزمان كنت تكتب يعني V بالعربي؟ ايش ممكن
+
+446
+00:35:29,920 --> 00:35:32,400
+تكتب بالإنترنت؟ V بالصورة الخمسة كيف ممكن تكتبها
+
+447
+00:35:32,400 --> 00:35:35,200
+بالعربي؟ هي مش حقيقية لزمان كده انا قلتلكم ما
+
+448
+00:35:35,200 --> 00:35:38,180
+تخافوش من الإنجليزي ما تخافوش من الإنجليزي بالمرة
+
+449
+00:35:38,180 --> 00:35:40,660
+انتوا اول مرة تفكروا في شيء لا انتوا في العالم
+
+450
+00:35:40,660 --> 00:35:44,980
+دخلتوا علوم او هندسة اكملوا بدا ماهم كان امك او
+
+451
+00:35:44,980 --> 00:35:50,100
+ابوك اخدوا ومشي الامور سهلة سهلة كتير اقصد من ما
+
+452
+00:35:50,100 --> 00:35:55,870
+تتوقعي وانا بحكفاهماني يعني؟ اه مابكيش انجليزي و
+
+453
+00:35:55,870 --> 00:36:02,250
+هيك عند الله تمام؟ حلو طبعا احنا عشان انتوا
+
+454
+00:36:02,250 --> 00:36:08,910
+نساعدكم انكم تدرسوا و تفهموا عاملين للمادة مناقشة
+
+455
+00:36:08,910 --> 00:36:12,990
+شفتوها في الجدول في لقاء أسبوعي هذه المناقشة
+
+456
+00:36:12,990 --> 00:36:16,730
+بيجيبكم معيدة وهذه المعيدة هي الأولى على القسم
+
+457
+00:36:16,730 --> 00:36:19,790
+يعني من أولى القسم بنجيبهم ليش؟ عشان يحلوا معاكم
+
+458
+00:36:19,790 --> 00:36:23,960
+بعض الأسئلةلأن الأسئلة وانتم بتحلوها عندما نحكي عن
+
+459
+00:36:23,960 --> 00:36:29,140
+الأسئلة ممكن سؤال مايظبطش معاكم، بدكم حد يساعدكم،
+
+460
+00:36:29,140 --> 00:36:32,580
+بيجي المعيد بحل بعض الأسئلة، هذا برضه المعيد
+
+461
+00:36:32,580 --> 00:36:37,300
+ماكفاش، بدكم إياني أنا، فإحنا حاطين ساعات مكتبية
+
+462
+00:36:38,360 --> 00:36:45,120
+اللي بدها أستاذ يشوف ويستسأله انا بالنسبة لكم حاط
+
+463
+00:36:45,120 --> 00:36:49,300
+يوم السبت من ال 11 ال 12 ان شاء الله يكون متاح
+
+464
+00:36:49,300 --> 00:36:53,960
+يعني انتوا فاضين مافيش عندكم محاضرات وهي غرفتي
+
+465
+00:36:53,960 --> 00:37:01,620
+C236 واحدة عندها اشي تعالوا على المكتب مزال أنا
+
+466
+00:37:01,620 --> 00:37:07,870
+موجود في المكتب وفاضي أهلا وسهلا فيكم بأي وقتتمام؟
+
+467
+00:37:07,870 --> 00:37:16,050
+هذا وقت رسمي احكي الاسئلة
+
+468
+00:37:16,050 --> 00:37:20,350
+اللي احنا محددين هي اليك اتسانى شوية هاي زيكم
+
+469
+00:37:20,350 --> 00:37:26,230
+فلتقوا من هذا ال emails هه الكتاب اللي توي حكيت
+
+470
+00:37:26,230 --> 00:37:30,330
+عنه انا اللي موجود في مكتبة الطالب في كل نهاية
+
+471
+00:37:30,330 --> 00:37:34,990
+chapter فيه اسئلة كتير فيه مرات بصلمية وكذا سؤال
+
+472
+00:37:34,990 --> 00:37:44,000
+تمام؟المنطقي أو الـ Ideal أو الشغلة الميثالية ان
+
+473
+00:37:44,000 --> 00:37:47,360
+واحد يحلهم كلهم احنا بتقوله احنا مش طمعين بدناش
+
+474
+00:37:47,360 --> 00:37:55,560
+تحلهم كلهممختارينكم جزء منهم ايش مسميينهم الاسئلة
+
+475
+00:37:55,560 --> 00:37:59,320
+الموصى بحلها الاسئلة الموصى بحلها هي recommenders
+
+476
+00:37:59,320 --> 00:38:02,920
+اذا بتسموها recommendation letter رسالة توصية اذا
+
+477
+00:38:02,920 --> 00:38:06,020
+اسمها توصية recommended problems اللي احنا بنوصي
+
+478
+00:38:06,020 --> 00:38:09,480
+انكم تحلوها ايش يعني؟ يعني هذا الحد الأدنى اللي
+
+479
+00:38:09,480 --> 00:38:14,060
+لازم تحلوههذه الحد الأدنى لازم اتحلوه هذه أقام
+
+480
+00:38:14,060 --> 00:38:17,600
+الأسئلة شوفوا انت لو تطلعوا تعدوا من المية يمكن
+
+481
+00:38:17,600 --> 00:38:21,500
+مختارين احنا اما التلت او الربع بس عشان اتحلوهم
+
+482
+00:38:21,500 --> 00:38:25,440
+ماكنتش ممكن اتحلهم هدول حاجات احنا امتحانا نصي يوم
+
+483
+00:38:25,440 --> 00:38:31,780
+تمانية تلتاش احد عاش صح ولا تلتاش احد عاش مش يوم
+
+484
+00:38:31,780 --> 00:38:38,210
+اتناش نبدأ نحالبتخلصوش، بنفعش، هوقتش الحل جالي جبل
+
+485
+00:38:38,210 --> 00:38:41,130
+ما يبدأ السبت اللي بدي يخش شبطر جديد بدي أكون خلص
+
+486
+00:38:41,130 --> 00:38:45,650
+الشبطر اللي جابله فهمتوا عليا كده؟ يعني أنا غالبا
+
+487
+00:38:45,650 --> 00:38:49,970
+يوم سبت بنبدأ شبطر جديد بكون خلال الأسبوع اللي
+
+488
+00:38:49,970 --> 00:38:53,190
+جابله بدي أتحل الجمعة بدي أكون شطبط الشبطر اللي
+
+489
+00:38:53,190 --> 00:38:58,450
+جابلهخلاص حليته إذا حليته هدول بعضلاتكم لحالكم
+
+490
+00:38:58,450 --> 00:39:02,610
+بضمنلكم العلمة الكاملة لأن غالبا أسئلة امتحانات
+
+491
+00:39:02,610 --> 00:39:07,470
+بتكون منهم غالبا بتكون من هذه الأسئلة هذه
+
+492
+00:39:07,470 --> 00:39:10,970
+الـrecommended problems والمعيد بدي أحل منهم طبعا
+
+493
+00:39:10,970 --> 00:39:14,390
+هدول كتابة بقدرش أحلهم كلهم ياريت لو أنتوا تكونوا
+
+494
+00:39:14,390 --> 00:39:17,930
+مستعدين وحليته وعرفتوا إيش الصعب تختاروا من المعيد
+
+495
+00:39:17,930 --> 00:39:23,160
+بدل ما هو لما يدرجوناش حليته نفتحتهمناماحللناش
+
+496
+00:39:23,160 --> 00:39:26,940
+حاجة، ساعته بيختار لحاله، مظبط ولا لأ؟ لكن لما
+
+497
+00:39:26,940 --> 00:39:28,940
+نقول له لأ والله السؤال الفلاني أنا حاولت أحله في
+
+498
+00:39:28,940 --> 00:39:32,600
+الدار، ماعرفش أحله، بحاول أحلكم إياه، أفضل،
+
+499
+00:39:32,600 --> 00:39:38,720
+اتفجنا؟ هذه أرقام الأسئلة اللي لازم تحلوها، لازم
+
+500
+00:39:38,720 --> 00:39:43,540
+تحلوها، حد الأدنى اللي لازم ينحل، عشان نجيب علامة
+
+501
+00:39:43,540 --> 00:39:46,360
+حلوة، تمام يا بنات؟ حلو
+
+502
+00:39:48,820 --> 00:39:56,860
+الآن هذه هي المقدمة تباعتنا احنا محاضرتنا مصورة
+
+503
+00:39:56,860 --> 00:40:04,220
+يعني فضيحة جلاجل بتتوزع تمام؟ ايش بدي منكم؟ كل
+
+504
+00:40:04,220 --> 00:40:10,180
+طالبة عندها سؤال ما ترفعش أصبحها تسألقد ما بدكم
+
+505
+00:40:10,180 --> 00:40:14,800
+اسأله وقت ما شعرتوا اني انا بحكي حاجة صراحته و
+
+506
+00:40:14,800 --> 00:40:18,780
+بطلتوا تستوعبوا واجفونى طول ما انتوا بتهزوا راسكم
+
+507
+00:40:18,780 --> 00:40:23,980
+انا بعتبركم فاهمين حتى لو بتهزوا راسكم كذب تمام
+
+508
+00:40:23,980 --> 00:40:26,820
+لأنهم مرة بطيجة عينها في عين واحدة بتعمل هيك خلاص
+
+509
+00:40:27,640 --> 00:40:32,600
+ما هي حرة تمام؟ طبعا يا بنات انت لازم تعرفوا احنا
+
+510
+00:40:32,600 --> 00:40:36,960
+طبيعتنا كبشر مختلفين عن بعض في ناس بخجلوا و في ناس
+
+511
+00:40:36,960 --> 00:40:39,500
+عندهم الجرقة ما شاء الله عليهم انا بحب اشجاري في
+
+512
+00:40:39,500 --> 00:40:45,700
+الأسئلة اللي بسميه مشاغب إيجابي ليش؟ لأنه انت لما
+
+513
+00:40:45,700 --> 00:40:48,520
+تسألت سؤال بيكون واحد تاني بيقول ياهو رضيني الحمد
+
+514
+00:40:48,520 --> 00:40:51,660
+لله اللي سأله كنت بدي اسأله بس خجلان انت بتاخد
+
+515
+00:40:51,660 --> 00:40:56,140
+ثواب بتاخد ثواب انك سألته و .. وظبطها وفي حدا
+
+516
+00:40:56,140 --> 00:40:57,280
+بيكره ياخد ثواب
+
+517
+00:41:00,000 --> 00:41:03,140
+طول ما انتوا شعرين اني انا بحكي حاجة انتوا مش
+
+518
+00:41:03,140 --> 00:41:07,560
+فاهمينها حقكم تسألوا ما تترددوش ومش واحدة تقول
+
+519
+00:41:07,560 --> 00:41:10,460
+والله أنا سألت سؤالين بخلاص بدي أخجل انت سألوش
+
+520
+00:41:10,460 --> 00:41:16,680
+حوشوا حسنات داركم اسألوا لما تزهجوا طول ما ان
+
+521
+00:41:16,680 --> 00:41:21,480
+انتوا مش فاهمين وزي ما احنا بنقول دائما مافيش سؤال
+
+522
+00:41:21,480 --> 00:41:26,160
+بسيط ولا بايخ السؤال البايخ فقط لسؤال اللي بسأله
+
+523
+00:41:26,160 --> 00:41:30,210
+وانا عارف إجابتهحاجة دي بيكون بسأل عشان اضيع وجد
+
+524
+00:41:30,210 --> 00:41:33,990
+اما كل سؤال حتى لو اتنين في تلاتة بيستوى ستة كيف
+
+525
+00:41:33,990 --> 00:41:38,390
+اجت وانتوا مش عارفينه بتقولوا تمام؟ لأنه احنا
+
+526
+00:41:38,390 --> 00:41:42,050
+هنشرع الشغلات مرت عليكم في المدرسة صح ولا لأ؟
+
+527
+00:41:42,050 --> 00:41:45,410
+وبالتالي ممكن تكون دخلة المعلومة غلط والله انا كنت
+
+528
+00:41:45,410 --> 00:41:50,810
+فاهمها هيك انت بتقولش كلام غلط نفترض نحكي صوت عالي
+
+529
+00:41:50,810 --> 00:41:55,950
+ونصل لشغلةبالتفقين عليها عشان تفوت المعلومة صح و
+
+530
+00:41:55,950 --> 00:42:00,110
+احنا بنركز و بنقول دير باكم هذا موضوع مهم بنركز
+
+531
+00:42:00,110 --> 00:42:03,130
+عليه لما أقول موضوع مهم يعني معناته موضوع أسئلة
+
+532
+00:42:03,130 --> 00:42:09,050
+لأنه احنا في الآخر بنشرح موضوع مهمة موضوع فرعية و
+
+533
+00:42:09,050 --> 00:42:15,280
+احنا لما نيجي نحط الامتحانبنحط امتحان عساس انه
+
+534
+00:42:15,280 --> 00:42:19,880
+بنشوف الطالب طلع بالاساسيات تبعتي المادة ولا لأ
+
+535
+00:42:19,880 --> 00:42:25,480
+مابنروحش على ما بين السطور و بنجيب أسئلة لأ قانوني
+
+536
+00:42:25,480 --> 00:42:30,640
+نيوتل أبو الميكانيكا بد الطالب يفهمهم بسأل فيهم
+
+537
+00:42:31,380 --> 00:42:35,240
+بسأل فيهم وبالتالي بنركز على الشغلات الأساسية وهذه
+
+538
+00:42:35,240 --> 00:42:39,140
+الشغلات الأساسية بنحكيها صراحة قدامكم عشان كده
+
+539
+00:42:39,140 --> 00:42:42,000
+حضور المحاضرة مهمة لإن أنا بحكي دلوقت هذا موضوع
+
+540
+00:42:42,000 --> 00:42:47,400
+جدا مهم وهذه الأسئلة بتيجي زيها هذه ال tricks
+
+541
+00:42:47,400 --> 00:42:53,260
+بتيجي زيها فبنكون احنا وياكم لو انتوا انتبهتوا ايه
+
+542
+00:42:53,260 --> 00:42:56,240
+كانت بتيجي الامتحان اللي كنتوا عارفين يعني مثلا
+
+543
+00:42:56,240 --> 00:42:59,830
+الـ quizلما تخشوا على المودي اللي بتتفرجوا الليلة
+
+544
+00:42:59,830 --> 00:43:04,310
+هتلاقوا كل أسلة الـ quizzes موجودة جوا بـdf file
+
+545
+00:43:04,310 --> 00:43:10,110
+زيها يعني شبطر واحد بتلاقوا فيه quizzes مكتوب
+
+546
+00:43:10,110 --> 00:43:14,810
+folder ملاقاش مثلا ومجلد folder اسمه quizzes فوتوا
+
+547
+00:43:14,810 --> 00:43:17,550
+بتلاقي شبطر واحد شبطر اتنين شبطر تلاتة شبطر اربعة
+
+548
+00:43:17,550 --> 00:43:20,950
+خشوا على شبطر اتنين نفترض بتلاقوا لكم مثلا خمسين
+
+549
+00:43:20,950 --> 00:43:27,290
+سؤالهدول الخمسين سؤال هيجيكم زيهم في الموديل يعني
+
+550
+00:43:27,290 --> 00:43:31,290
+ان تحلوهم بتفوتوا بتحلوا بدل ما تاخدوا خمس دقايق
+
+551
+00:43:31,290 --> 00:43:35,650
+بيدجكتين بتحلوا و بتطلعوا فبالتالي حتى هذه الأسئلة
+
+552
+00:43:35,650 --> 00:43:42,190
+نعطيينكم نمازج منها عشان ما تفوتوش تصدموا بطبيعة
+
+553
+00:43:42,190 --> 00:43:46,110
+الأسئلة لأ الطالب اللي بده يشوف هذه الأسئلة موجودة
+
+554
+00:43:46,110 --> 00:43:51,090
+بين إيديههذه الـ Slides احنا بكره مثلا نفترض يوم
+
+555
+00:43:51,090 --> 00:43:55,270
+التنين مش يوم التنين بنا نبدأ يوم التنين إما
+
+556
+00:43:55,270 --> 00:43:59,330
+بتفوتوا على chapter واحد و بتطبعوا بتلاقوا PDF
+
+557
+00:43:59,330 --> 00:44:03,650
+file chapter واحد بتطبعوا بدل ما تكتبوا ورايا
+
+558
+00:44:03,650 --> 00:44:07,710
+مافيش دفتر للتيزيا ال slides هي الدفتر ال slides
+
+559
+00:44:07,710 --> 00:44:10,590
+بتكون مطبعة قدامكم عشان بس تطلعوا على اللحة تطلعوا
+
+560
+00:44:10,590 --> 00:44:14,690
+عليها عشان تفضوا تسألوني مديش شركهي و انتوا تكتبوا
+
+561
+00:44:15,160 --> 00:44:19,160
+تمام؟ كل اللي انا بأشرحه موجود بين إيديكوا مكتوب
+
+562
+00:44:19,160 --> 00:44:24,480
+اللي علّه هيكون موجود يعني هذه الصفحة موجودة نفسها
+
+563
+00:44:24,480 --> 00:44:29,600
+وكل اللي عرضته موجود تحت band outlines يعني .. إيش
+
+564
+00:44:29,600 --> 00:44:33,320
+ال outlines معنى بالعربي يعني؟ عنوين أو .. مش ..
+
+565
+00:44:33,320 --> 00:44:37,640
+مش .. راحت من .. من بالي إيش ال .. الاسم الرسمي
+
+566
+00:44:37,640 --> 00:44:44,380
+تبعت بعد كده بتلاقي شطر واحدبتطبعوه او اظن في
+
+567
+00:44:44,380 --> 00:44:48,560
+المكتب بتاعة الطالب طبعينه مجاهزين اذا بدكم
+
+568
+00:44:48,560 --> 00:44:51,700
+تاخدوهم يعني انا مش عارف هيك اللي فهمته يعني
+
+569
+00:44:51,700 --> 00:44:54,220
+بتطبعوهم او كل واحدة بتطبح اذا عندها طابعة في
+
+570
+00:44:54,220 --> 00:44:57,800
+الدار بتطبحهم كلهم منها كام ورقة وبيجيبوهم بصير كل
+
+571
+00:44:57,800 --> 00:45:00,940
+chapter ب chapter و هذا هو دفترنا بالاضافة الى
+
+572
+00:45:00,940 --> 00:45:04,180
+الكتاب كل مادة الى كتاب و دفتر فدفترنا هي ال slide
+
+573
+00:45:04,180 --> 00:45:08,040
+او اش رايحزي ما بنسميها هذا PowerPoint ما انتوا
+
+574
+00:45:08,040 --> 00:45:12,120
+عارفين ال PowerPoint هو عبارة عن شرايح هذه شريحة و
+
+575
+00:45:12,120 --> 00:45:15,120
+هذه شريحة و هذه شريحة تمام فهذه اللي بنطبعه
+
+576
+00:45:15,120 --> 00:45:19,340
+بيتحولوا ل PDF file و بيصيروا بالإيديكم حكيات كلمة
+
+577
+00:45:19,340 --> 00:45:22,240
+مش مكتوبة بتضيفوها بارصاص ولا بجلم يعني بيكون هو
+
+578
+00:45:22,240 --> 00:45:26,860
+دفتركمتمام يا بنات؟ فالعملية كتير سهلة طبعا ال
+
+579
+00:45:26,860 --> 00:45:31,220
+slides هي اللي بتكتبه على اللوح هو ال slides زي كل
+
+580
+00:45:31,220 --> 00:45:35,540
+مادة في كتاب وفيه المدرس بلخص فاحنا بلخصش على
+
+581
+00:45:35,540 --> 00:45:39,780
+اللوح طبعا هنكتب على اللوح لأنه هنشرح و هنقشر و
+
+582
+00:45:39,780 --> 00:45:46,720
+نخربش و نعمل و نجاتر و نغوّش يعني معركة فيها تمام
+
+583
+00:45:46,720 --> 00:45:53,240
+الشغل الأثنان اللي لازم تتعلموها انهالساعة في
+
+584
+00:45:53,240 --> 00:45:56,960
+الجامعة هي خمسين دقيقة يعني إحنا الساعة أتناش
+
+585
+00:45:56,960 --> 00:46:01,860
+خافوش ما هو ده الأخ سامح يقول خلصت بدون لأنه في
+
+586
+00:46:01,860 --> 00:46:04,520
+وراها كمان محاضرة فالمهم أنتوا لما يكون في عينكم
+
+587
+00:46:04,520 --> 00:46:09,280
+محاضرة صوت للعشر ويقول للدكتور خلصت المحاضرة أنا
+
+588
+00:46:09,280 --> 00:46:12,720
+هجيت واحد وخمسين خدت منكم دقيقة تمام؟ بس أحنا في
+
+589
+00:46:12,720 --> 00:46:16,160
+البداية فبالتالي الساعة ونص بصي الساعة وربع يعني
+
+590
+00:46:16,160 --> 00:46:22,320
+بكرا مثلا عينكم من تمانية لتسعة ونصتسعة و ربع بخلص
+
+591
+00:46:22,320 --> 00:46:26,640
+تمام؟ اذا اللي بنتقابل ان شاء الله يوم التنين
+
+592
+00:46:26,640 --> 00:46:32,940
+الساعة اتنعاش شرح حقيقي و ان كان بسيط يعطيكوا
+
+593
+00:46:32,940 --> 00:46:33,380
+العافية
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_postprocess.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..f4a4de1cb566fa47db0abe330cb5a0189dd47b91
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_postprocess.srt
@@ -0,0 +1,2464 @@
+1
+00:00:05,210 --> 00:00:09,830
+تمام يا بنات نكمل اليوم ان شاء الله ونحاول ننجز
+
+2
+00:00:09,830 --> 00:00:13,350
+هذا ال chapter على الأقل اللي بتعلق بال quiz عشان
+
+3
+00:00:13,350 --> 00:00:17,550
+نكون جاهزين ل quiz يوم الخميس بإذن الله في كل
+
+4
+00:00:17,550 --> 00:00:23,150
+الأحوالبعد ما أخدنا ال vectors وعرفنا انه بنرسمه
+
+5
+00:00:23,150 --> 00:00:29,590
+بخط مستقيمه على رأس السهم وكيف نجمعه وكيف نتعامل
+
+6
+00:00:29,590 --> 00:00:34,350
+نطرحه اتعاملنا معه بطريقتين طريقة المثلث وطريقة
+
+7
+00:00:34,350 --> 00:00:37,890
+متوازي الأضلاع مظبوط ولا لأ؟ وقلنا هذه الطريقة مش
+
+8
+00:00:37,890 --> 00:00:43,050
+عملية بدنا طريقة أحلى بدنا طريقة تكون بدون رسم
+
+9
+00:00:43,790 --> 00:00:48,470
+اتفقوا العلماء على انهم يكتبوا ال vector بصيغة اول
+
+10
+00:00:48,470 --> 00:00:52,710
+ما تشوفها على طول يرسم في مخك الشوة ال vector
+
+11
+00:00:52,710 --> 00:00:58,010
+اتجاها و مقدارا كيف جالوا بدنا نستعين بشغلة
+
+12
+00:00:58,010 --> 00:01:05,420
+بنسميها متجه الوحدة تمام؟ واتفقوا على تلتunit
+
+13
+00:01:05,420 --> 00:01:12,580
+vectors متجهات معروفة رموزها محفوظة I ملزج بأي
+
+14
+00:01:12,580 --> 00:01:20,200
+محور الصيني الموجب J صاضي موجب و K زده موجب جالي I
+
+15
+00:01:20,200 --> 00:01:27,430
+معروف سالب I العكسJ لأعلى سالب J لأسفل و هكذا K
+
+16
+00:01:27,430 --> 00:01:33,910
+out minus K into the big تمى هذه ال unit vectors
+
+17
+00:01:33,910 --> 00:01:39,090
+اللي اتفقنا عليها صار من صيغة ال vector ممكن انا
+
+18
+00:01:39,090 --> 00:01:43,310
+اعرفون اتجاهه قاللي تمى بس مش دايما ال vectors
+
+19
+00:01:43,310 --> 00:01:48,690
+بيكون باتجاه سيني بس او صابي بس ولا لأ قاللي زي
+
+20
+00:01:48,690 --> 00:01:53,470
+ايش قلتله زي هذا ال vectorمظبط ولا لأ؟ قاللي هذا
+
+21
+00:01:53,470 --> 00:01:58,690
+لا هو سيني ولا هو صابي رجع شوية الذاكرة بالنسبة له
+
+22
+00:01:58,690 --> 00:02:03,930
+قاللي طيب هذا بقدر اقول هو مجموع two vectors حسب
+
+23
+00:02:03,930 --> 00:02:07,470
+قاعدة متوازي الأضلاع الشمال two vectors قاللي هدول
+
+24
+00:02:08,840 --> 00:02:12,660
+صح ولا لأ؟ صار الـ vector اللي انت رسمتي ليه قطر
+
+25
+00:02:12,660 --> 00:02:18,200
+في متوازي أضلاع أحد أضلاعه أفقي والتاني عمودي
+
+26
+00:02:18,200 --> 00:02:21,580
+بمعنى آخر واحد سيني واحد صاضي ولا لأ؟ قولوا تمام،
+
+27
+00:02:21,580 --> 00:02:25,900
+قولتلي يعني انت تقدر تكتبلي هيك؟
+
+28
+00:02:25,900 --> 00:02:32,760
+ولا لأ؟ هذا سيني ولا مش سيني؟ قلتلي حط جنبه I مش
+
+29
+00:02:32,760 --> 00:02:37,700
+ال I بفهم منه أنه باتجاه السين والتاني حط جنبه G
+
+30
+00:02:38,640 --> 00:02:45,920
+خلاص إذا رجيت لو كتبتلكم هيك يا بنات A بيساوي 2I
+
+31
+00:02:45,920 --> 00:02:52,280
+زائد 3G اتخيلوا اتخيلتوا ولا لأ يعني لو جيت رسمت
+
+32
+00:02:52,280 --> 00:02:58,820
+انا محاور زي هيك معناته هن بقول 2 و هن 3 و بعمل
+
+33
+00:02:58,820 --> 00:03:04,880
+هيك بقول هي ال vector ولا لأخلاص اذا انا بلزمني اش
+
+34
+00:03:04,880 --> 00:03:10,260
+رسمه بلزمني تكتبلي هدولش تنتين اللي جانبي ال I و
+
+35
+00:03:10,260 --> 00:03:14,240
+الجانبي ال J قاللي طب بدنا اسم اللي هم هادوا؟
+
+36
+00:03:14,240 --> 00:03:19,800
+قاللي هذا كل ايه ولا جزء منه؟ جزء يعني مركبة ولا
+
+37
+00:03:19,800 --> 00:03:23,840
+مش مركبة؟ سميها مركبة طب هذه المركبة انهي؟ قاللي
+
+38
+00:03:23,840 --> 00:03:31,140
+مش هذه الصينية و هذه صاليةتمام؟ إذا معناته قال لك
+
+39
+00:03:31,140 --> 00:03:35,560
+كتبته هيك AX and AY هدول اللي أنا كتبتهم اتنين و
+
+40
+00:03:35,560 --> 00:03:41,420
+تلاتة هنا in general AX يعني A الصينية المعوار
+
+41
+00:03:41,420 --> 00:03:44,420
+الصيني و AY إيش ممكن تسميهم قال ليها تبقى تسميها
+
+42
+00:03:44,420 --> 00:03:48,300
+ال X component و ال Y component المراكبة الصينية و
+
+43
+00:03:48,300 --> 00:03:52,540
+المراكبة الصادية إذا AX and AY are called يسموا
+
+44
+00:03:52,540 --> 00:03:56,960
+respectively بالترتيب يعني ال X component لهذهو ال
+
+45
+00:03:56,960 --> 00:04:02,060
+y component لهذه ماضحة تمام of the vector a إذا كل
+
+46
+00:04:02,060 --> 00:04:06,580
+vector a له مركبات بقدر أجيب ها و أتعمل معها على
+
+47
+00:04:06,580 --> 00:04:12,580
+هذه الأساس قللي حلو هاي زاوية معينة بقوللي تطلع
+
+48
+00:04:13,260 --> 00:04:17,260
+الهندسة اللي أخدناها في المجلسة بتقدر تقوللي ان
+
+49
+00:04:17,260 --> 00:04:21,960
+cos الزاوية بيسوي مجاور على وطر ولا لا؟ مش المجاور
+
+50
+00:04:21,960 --> 00:04:24,840
+بالنسبالي للزاوية المرسومة هي المراكبة الصينية ولا
+
+51
+00:04:24,840 --> 00:04:32,480
+لا؟ و الوطر هي الايه كلها؟ cos الزاوية بيسوي مقابل
+
+52
+00:04:32,480 --> 00:04:35,820
+على وطر ولا لا؟ لما ضربت ضربت تبادل ليه؟ ماحتاج
+
+53
+00:04:35,820 --> 00:04:42,000
+كده نعمل نقول cos الثيتا بيسوي مجاور على وطرصح
+
+54
+00:04:42,000 --> 00:04:45,680
+اضرب ضرب تبادل ايه صارت ax بتسوي ايه في cos
+
+55
+00:04:45,680 --> 00:04:49,720
+الزاوية sin الزاوية بتسوي ay أو ايه ضربنا ضرب
+
+56
+00:04:49,720 --> 00:04:55,500
+تبادل ايه اذا انت من الرسمة بقدر اجيب المراكبات
+
+57
+00:04:55,500 --> 00:05:03,220
+ولا لا و من المراكبات بقدر ارسل تمام حلو طيب جالي
+
+58
+00:05:03,220 --> 00:05:08,400
+ايهالـ vector لما تكتبلي يا زي هيك فهمت و بقدر
+
+59
+00:05:08,400 --> 00:05:12,520
+أرسمه بتقدر تجيبلي مقداره و تقولي اه في the horse
+
+60
+00:05:12,520 --> 00:05:20,820
+صح؟ هذا مش هي مقدار ال vector مش هذا معروف و هذا
+
+61
+00:05:20,820 --> 00:05:26,240
+هو نفسه هذا إذا معناته المقدار بيساوي ربع الصيني و
+
+62
+00:05:26,240 --> 00:05:29,720
+ربع الصاضي و جمعهم و خد جزء تربيعي إذا بيقولي the
+
+63
+00:05:29,720 --> 00:05:35,420
+magnitude of the vector is given byهذه من FIFA
+
+64
+00:05:35,420 --> 00:05:38,600
+course في صعوبة يا بنات يلّا هاي اللي بيكتروا
+
+65
+00:05:38,600 --> 00:05:44,800
+حبيبنا ايه؟ ايش بدي يعني الاجهة المجنقضر ايش
+
+66
+00:05:44,800 --> 00:05:48,040
+بيساوي؟
+
+67
+00:05:48,040 --> 00:05:56,160
+فح جزر التلتاش كفيالكالكولاتر بدي بالرقم صحيحة؟
+
+68
+00:05:56,160 --> 00:05:59,380
+مابنعش نعرف احنا حافظين كل جزر احنا دلوقت عارفين
+
+69
+00:05:59,380 --> 00:06:04,800
+جزر 25 خمسة او الباقية او احنا بتفوت معانا صح ولا
+
+70
+00:06:04,800 --> 00:06:10,100
+لأ جزر 13 تمام يا بنات؟ حلو جالي طيب مرات ال
+
+71
+00:06:10,100 --> 00:06:13,520
+vector بيعطيك مركباته بيقولك اه دي مقداره دي
+
+72
+00:06:13,520 --> 00:06:16,980
+مقداره طب لو بدي ال direction تبعه بالظبط كيف
+
+73
+00:06:16,980 --> 00:06:20,380
+اتجاهه بقوله انت لما تقول ليه بدي ال direction
+
+74
+00:06:20,380 --> 00:06:25,400
+بكفي جيبني زاويةانقول والله بعمل زاوية مقدارها كذا
+
+75
+00:06:25,400 --> 00:06:29,900
+مع المحور الصيني مش بيكفيني طب كيف اجيب الزاوية؟
+
+76
+00:06:29,900 --> 00:06:35,240
+التان لأن تان الزاوية بتثوي مقابل على مجاور مش
+
+77
+00:06:35,240 --> 00:06:38,820
+المقابل المراكبة الصادية والمجاور هي المراكبة
+
+78
+00:06:38,820 --> 00:06:43,940
+الصينية اذا معناته؟بقول to find the direction of a
+
+79
+00:06:43,940 --> 00:06:48,660
+vector it is enough to determine بكفي إنك اتحدد
+
+80
+00:06:48,660 --> 00:06:53,080
+the angle θ the vector makes with a specific axis
+
+81
+00:06:53,080 --> 00:06:56,340
+احنا بنعتبره المحور الصيني لكن ممكن أي محور يعني
+
+82
+00:06:57,220 --> 00:07:01,100
+تمام؟ the angle .. the angle a vector makes with
+
+83
+00:07:01,100 --> 00:07:04,940
+the x-axis زي ما حكيته التان وبالتالي الزاوية
+
+84
+00:07:04,940 --> 00:07:09,400
+بتسوي shift tan اللي بالعلم يقول عنها tan inverse
+
+85
+00:07:09,400 --> 00:07:14,260
+او arc tan ماتفرجش خليكم على shift tan تحت ال
+
+86
+00:07:14,260 --> 00:07:17,340
+calculator لغة ال calculator تمام؟ اما ادم يسميها
+
+87
+00:07:17,340 --> 00:07:24,380
+tan inverse ay على ax تمام؟ جالي طب لو كان في عندي
+
+88
+00:07:24,380 --> 00:07:29,530
+فراخبصير تلات مراكبات ولا لأ لما يكون ال vector في
+
+89
+00:07:29,530 --> 00:07:33,150
+فراغ مش في plane مش مستوى بيصير في عندك تلات
+
+90
+00:07:33,150 --> 00:07:37,930
+مراكبات قلت له بسيطة حط التالتة حطينا التالتة لما
+
+91
+00:07:37,930 --> 00:07:42,810
+يكونوا تلاتة بيصير ال vector ايه ك magnitude مش
+
+92
+00:07:42,810 --> 00:07:45,750
+انت قلتلي لما يكونوا تنتين حسب في ال course هيك
+
+93
+00:07:45,750 --> 00:07:49,990
+بتعمله لما يكون التالتة حط التالتة يا سيدي نزعلهاش
+
+94
+00:07:50,660 --> 00:07:53,880
+بنحط زائد is التربية لما يكون التالتة ال direction
+
+95
+00:07:53,880 --> 00:07:56,880
+يقولي صعب ال direction عليك لإنه لما يكون في عندك
+
+96
+00:07:56,880 --> 00:08:01,100
+فراغ بد يكون في عندك تلت زوايا بتصير زاوية مع
+
+97
+00:08:01,100 --> 00:08:03,820
+السين وزاوية مع الصعد وزاوية مع العين مش مطلوب
+
+98
+00:08:03,820 --> 00:08:07,960
+مننا مش مطلوب من الحمد لله احنا ده ده ده بناخد
+
+99
+00:08:07,960 --> 00:08:13,120
+اللي اللي بنقدر عليه بنطلبه منكم و اللي شويةبنأجله
+
+100
+00:08:13,120 --> 00:08:16,320
+مش في عماجمه .. بنأجه .. بنأجله مش عنا .. السنة
+
+101
+00:08:16,320 --> 00:08:19,060
+التاسعة احنا بقى بيقول بسم الله في الجامعة في سنة
+
+102
+00:08:19,060 --> 00:08:22,460
+تانية في سنة تالتة في سنة رابعة و لسه العلم كتير
+
+103
+00:08:22,460 --> 00:08:29,000
+بيجي و في سنة خامسة ماذا هي الملاحقين الناس لسه
+
+104
+00:08:29,000 --> 00:08:38,440
+عاجلة احكي اعلي صوتك بالفرق وموجهه هذا متجه وهذه
+
+105
+00:08:38,440 --> 00:08:44,600
+اتجاهه هيك وإن هتعلق ولا في الفرقهي في الفراخ بدي
+
+106
+00:08:44,600 --> 00:08:52,320
+تكون عندك محور تالت اللي هو تلع كيف XYYZ هذا لا هو
+
+107
+00:08:52,320 --> 00:08:56,900
+لا سيني ولا صادي ولا زدي في الفراخ بتحلل لتلت
+
+108
+00:08:56,900 --> 00:09:03,880
+مراكبها اه مش عالم يقول ده ده ده علينا ده ده ده ده
+
+109
+00:09:03,880 --> 00:09:10,120
+واحدة واحدة ليش من حاجله لتلت هو هو له تلت عفره
+
+110
+00:09:10,120 --> 00:09:16,400
+عشان يسويلههك انخلج، تمام؟ هك انخلج هو .. هو في
+
+111
+00:09:16,400 --> 00:09:20,580
+الفراغ هو في الفراغ، أيش يعني في الفراغ؟ إله تلت
+
+112
+00:09:20,580 --> 00:09:26,720
+أبعاد، إذا إله تلت مُركّبات، تمام؟ هو دي طبيعة
+
+113
+00:09:26,720 --> 00:09:31,560
+الأشياء، كل vector إله تلت مُركّبات، حتى لو كان في
+
+114
+00:09:31,560 --> 00:09:36,700
+لبلين، بيقولوا تلت سفر تلت سفر، لكن in general،
+
+115
+00:09:36,700 --> 00:09:41,610
+بيقول كل vector إله تلت مُركّباتلأن طبيعة الأشياء
+
+116
+00:09:41,610 --> 00:09:46,230
+يا ربنا خلقها فراغ three dimensions وإن يكون موجود
+
+117
+00:09:46,230 --> 00:09:51,050
+في plane أو في line حالة خاصة حالات خاصة فاهمت
+
+118
+00:09:51,050 --> 00:09:57,450
+عليها هى أصل الأشياء أنها تكون تلت أبعاد dial قال
+
+119
+00:09:57,450 --> 00:10:01,850
+لي ال vector إله مركبات أمين لا تنتين لا تلاتة طب
+
+120
+00:10:01,850 --> 00:10:05,450
+لو في vector عندك zero قال لك تتوقع فيه مركبة من
+
+121
+00:10:05,450 --> 00:10:13,720
+المركبات ما تكونش zeroفي مجال؟ كيف؟ vector مقداره
+
+122
+00:10:13,720 --> 00:10:21,520
+zero تمام؟ هل في مجال أحد مركباته مايكونيش zero؟
+
+123
+00:10:21,520 --> 00:10:26,840
+من اللي بيقول آه يفسلي احنا راضين نسمع كيف؟ بدك
+
+124
+00:10:26,840 --> 00:10:34,020
+حاجة تلغيها؟ مفهوش مفهوش ولا ممكناللي بيقول ممكن
+
+125
+00:10:34,020 --> 00:10:39,740
+يعلي صوتي ويقنعني كيف ممكن vector مؤحد مركباته مش
+
+126
+00:10:39,740 --> 00:10:44,940
+سفر ومقداره سفر ولازم يكون مقداره سفر، في مجال؟
+
+127
+00:10:44,940 --> 00:10:50,320
+انتوا هاديها، تشوفوا، لو واحدة من هدول مش سفر و
+
+128
+00:10:50,320 --> 00:10:53,080
+بتجمعوهم، بتاخدوا الجهاز الترابيعي بتطلع هنا، سفر؟
+
+129
+00:10:53,080 --> 00:10:58,360
+ولا ممكن؟ إذا إيش بيقوللي Note that if the vector
+
+130
+00:10:58,360 --> 00:11:03,820
+A is zeroإذن من بعرف على طول كل مركبته مالها Zero
+
+131
+00:11:03,820 --> 00:11:09,420
+قطعا كل مركبته Zero تمام يا ابنها؟ و اللي محتاجة
+
+132
+00:11:09,420 --> 00:11:14,400
+تقول بس تكون شجعة و تقول و تخنعنا بس بدنا شجعة
+
+133
+00:11:14,400 --> 00:11:21,740
+احكوا اعيد؟ في مجال vector يكون مقداره سفر ها
+
+134
+00:11:21,740 --> 00:11:28,860
+مقداره سفر واحد مركبته مش سفر فش مجال ولا ممكن
+
+135
+00:11:31,100 --> 00:11:35,820
+بنفعش يكونوا عكس بعض لإن هدا سيني و هدا صاضي هفيه
+
+136
+00:11:35,820 --> 00:11:41,600
+مراكبات نفس المقدار كل نفس الاشي بس واحد رمج و
+
+137
+00:11:41,600 --> 00:11:45,900
+واحد سالب لأ مانيش تعرفيهم هدول موجب و هدا سالب
+
+138
+00:11:45,900 --> 00:11:48,740
+خمسة و سالب خمسة مينجمعوش لإن واحد سيني و واحد
+
+139
+00:11:48,740 --> 00:11:54,220
+صاضي هدول ماجربوش لبعض بنفعش يلغوا بعض زي ما انت
+
+140
+00:11:54,220 --> 00:12:03,330
+متوقع بنفعش يلغوا بعضبالظبط اذا فمافيش مجال بالمرة
+
+141
+00:12:03,330 --> 00:12:07,750
+حلو الصحيح
+
+142
+00:12:07,750 --> 00:12:13,850
+جالي خلاص ال vector عرفت كيف اكتبه هاي vector و
+
+143
+00:12:13,850 --> 00:12:17,150
+هاي vector
+
+144
+00:12:17,150 --> 00:12:23,470
+بتتخيلوه
+
+145
+00:12:23,470 --> 00:12:27,970
+بتتخيلوه صح بتتخيل ايه الأول انه فجلس مرة وين
+
+146
+00:12:30,540 --> 00:12:36,000
+بالربع الرابع، صح؟ ممتازين، بدي أجمعهم جالي ترسمهم
+
+147
+00:12:36,000 --> 00:12:41,860
+إيش؟ الآن بدي أجمع بدون رسم بدي أجمع و أستفيد من
+
+148
+00:12:41,860 --> 00:12:44,660
+الراوضة روحنا و .. و .. و حطينا فلوس على الفاضل من
+
+149
+00:12:44,660 --> 00:12:47,180
+هنا نستفيد من الراوضة اللي جمعنا؟ بدي نجمع زي ما
+
+150
+00:12:47,180 --> 00:12:50,700
+كنا نجمع في الراوضة بس إيش هسوي؟ جالي بديك تجمع
+
+151
+00:12:50,700 --> 00:12:54,500
+السيني مع السيني والصاضي مع الصاضيممنوع تجمع
+
+152
+00:12:54,500 --> 00:12:59,100
+الصيني مع الصاضي اجمع الصيني مع الصاضي هي A أنها
+
+153
+00:12:59,100 --> 00:13:03,760
+صيني ولا مالهاش و B اجمع الصيني تبقى A مع الصيني
+
+154
+00:13:03,760 --> 00:13:09,980
+تبقى B و يطلع أربعة I و اجمع الصاضي مع الصاضي نقصت
+
+155
+00:13:09,980 --> 00:13:15,500
+نين جين هاي مجموحهم هاي مجموحهم يورني مثل المجموع
+
+156
+00:13:15,500 --> 00:13:20,040
+طب وذا ال vectors مش مكتوبين هيك جالي بتخليهم هم
+
+157
+00:13:20,040 --> 00:13:26,440
+يقولوا هيكإذا لو كان عندي Vector ورسمليه يا جالي
+
+158
+00:13:26,440 --> 00:13:31,560
+أول حاجة تعملها قبل ما تجمع حلليه يا جيب مركباته
+
+159
+00:13:31,560 --> 00:13:37,160
+إذا بقولي Now to add to vectors analytically يعني
+
+160
+00:13:37,160 --> 00:13:41,780
+بدون رسم تحليليا يعني جبريا يعني جمع الروضة اللي
+
+161
+00:13:41,780 --> 00:13:46,600
+اتعلمناها كيف أسوي جالي proceed as follow اتبع
+
+162
+00:13:46,600 --> 00:13:52,610
+الخطوات التاليةresolve حلل أي vector إلى مركبته
+
+163
+00:13:52,610 --> 00:13:57,130
+resolve each vector into its component according
+
+164
+00:13:57,130 --> 00:14:00,430
+to a suitable coordinate axis حسب محاول معينين
+
+165
+00:14:00,430 --> 00:14:05,230
+قالت طب لو كتبليهم هيك بدون تحليل هدول؟هي جاهز اذا
+
+166
+00:14:05,230 --> 00:14:08,790
+هذه الخطوة تلزمني لو كان ال vector ماتدانيش يا
+
+167
+00:14:08,790 --> 00:14:11,650
+بهذه الصيغة لكن لما يكون اتدانيها بهذه الصيغة
+
+168
+00:14:11,650 --> 00:14:15,650
+محلله جاهز ايش يعني حلله؟ جيبلي مراكبة الصينية و
+
+169
+00:14:15,650 --> 00:14:20,630
+مراكبة الصاضية هجيتي ال بي اللي فوقاني قداش مراكبة
+
+170
+00:14:20,630 --> 00:14:26,770
+الصينية الصاضية ناقص خمسة براو عليكم ناقص خمسة
+
+171
+00:14:26,770 --> 00:14:32,420
+تمام ايه مراكبة الصينيةفضية جاهزين ولا مش جاهزين؟
+
+172
+00:14:32,420 --> 00:14:37,020
+جاهزين قال لي بعد كده قال لي add algebraically
+
+173
+00:14:37,020 --> 00:14:42,240
+يعني جمع روضة جبريا يعني the x component of the
+
+174
+00:14:42,240 --> 00:14:46,800
+individual vectors to obtain the x component of
+
+175
+00:14:46,800 --> 00:14:51,120
+the resultant vector إذا المركبة الصينية للمحصلة
+
+176
+00:14:51,120 --> 00:14:54,920
+هي مجموع المركبات الصينية لل vectors اللي بتجمعهم
+
+177
+00:14:55,860 --> 00:14:59,560
+تمام do the same thing for the other components
+
+178
+00:14:59,560 --> 00:15:03,440
+نفس العملية ل Y و نفس العملية ل Z تمام يا بنات
+
+179
+00:15:03,440 --> 00:15:08,440
+يعني قال لي هاي two vectors هاي بقى تلاتة
+
+180
+00:15:08,440 --> 00:15:12,860
+dimensions اتلتة كتبته في الفراغ تمام قال لي بدي
+
+181
+00:15:12,860 --> 00:15:20,950
+اجمع قولتله هاي جميعطلع اش سويك ax بي x ay بي y az
+
+182
+00:15:20,950 --> 00:15:26,110
+بي z تمام؟ وحطت عند ال xi وعند ال yj وعند ال zk
+
+183
+00:15:26,110 --> 00:15:31,790
+يلا يا بناة ها بالأحمق خلينا نعمل أر يعني
+
+184
+00:15:31,790 --> 00:15:39,620
+resultant اللي هي بتسوي a بي بي يلا اجمعوليأربعة
+
+185
+00:15:39,620 --> 00:15:45,840
+اي ناقص اتنين جي شوفوا مايكترفنا اصلا الجامع رسمت
+
+186
+00:15:45,840 --> 00:15:51,460
+بدي طريقة المثلث ولا طريقة متوازن اضلاع اذا خلاص
+
+187
+00:15:51,460 --> 00:15:56,780
+تعاملت مع ال vector بطريقة حلوة و بدون اي اشكالية
+
+188
+00:15:56,780 --> 00:16:04,860
+لا بدي مصطرة ولا منجلة ولا بيكار اي استفسار فيرجار
+
+189
+00:16:05,870 --> 00:16:08,910
+انتوا خدتوا فرجار؟ احنا على أيامنا كنا بيقول عنه
+
+190
+00:16:08,910 --> 00:16:15,150
+بيكار فيه اختلاف في ال .. في الأجيال تمام احنا جيل
+
+191
+00:16:15,150 --> 00:16:22,090
+يد 2000 بتعرفيش اي شي ورد 2000؟ H2O H2O بتعرفوه؟
+
+192
+00:16:22,090 --> 00:16:26,690
+تبع كيميا، مية نعم احنا زمان كانت الرموز عندنا
+
+193
+00:16:26,690 --> 00:16:32,150
+بالعربي احنا .. احنا جيل يد 2000 يد يعني هيدروجين
+
+194
+00:16:32,150 --> 00:16:39,460
+و ألف اكسجين اه هي كان زمانجيلة يعني تمام اذا من
+
+195
+00:16:39,460 --> 00:16:48,380
+الجامعة عرفت كيف ادمع حلو quiz يعني انريح انريح
+
+196
+00:16:48,380 --> 00:16:53,580
+جالي بيدديك قدت vectors و تشوف ليه من هال vectors
+
+197
+00:16:53,580 --> 00:16:58,640
+مين منهم مقداره تعرفوا جيبوا مقدار لأي vector
+
+198
+00:16:58,640 --> 00:17:04,960
+بيساوي أحد مركباتهfor which of the following
+
+199
+00:17:04,960 --> 00:17:09,440
+vectors is the magnitude مقداره of the vector
+
+200
+00:17:09,440 --> 00:17:13,300
+equal to one of the components of the vector أحد
+
+201
+00:17:13,300 --> 00:17:18,940
+المركبات نيجي هذا المركبة الصينية كده؟ المركبة
+
+202
+00:17:18,940 --> 00:17:22,180
+الصادرية؟ المركبة الزدية؟ أبقى الله عليكم، بدي
+
+203
+00:17:22,180 --> 00:17:27,960
+أجيب المقدار، مين يجيبليها؟ أه انت اللي بتحكيه؟
+
+204
+00:17:27,960 --> 00:17:32,980
+نجليه، نبسط عليه أربعة؟
+
+205
+00:17:37,170 --> 00:17:40,890
+صحيك السؤال بيقوللي هل جزء التلاتين بيساوي اتنين؟
+
+206
+00:17:40,890 --> 00:17:46,110
+بيساوي خمسة؟ بيساوي واحد؟ اذا هذا لأ لأنه بيقوللي
+
+207
+00:17:46,110 --> 00:17:51,010
+هل المقدار اللي نجلتنيه بيساوي احد المواكبات؟ و هم
+
+208
+00:17:51,010 --> 00:18:01,790
+تلات مواكبات يلا هذا ايه اجديد؟ اربعة هل
+
+209
+00:18:01,790 --> 00:18:05,470
+جزء التسعة عشرين بيساوي اتنين؟ بيساوي خمسة؟ برضه
+
+210
+00:18:05,470 --> 00:18:12,870
+هذا لأمظبوط؟ و تابعين؟ جدش ال magnitude ال
+
+211
+00:18:12,870 --> 00:18:18,370
+magnitude لسه ع المرة قديكي يوم السبت مطول مش مطول
+
+212
+00:18:18,370 --> 00:18:22,310
+قولنا ممنوع ال magnitude يكون سالب ذاكرين؟ كنا
+
+213
+00:18:22,310 --> 00:18:27,250
+نحكي صيني زمان حكيناها دي جملة عشان كده لما جيبنى
+
+214
+00:18:27,250 --> 00:18:30,210
+ال absolute value لما حكيناه ليش أخدوا ال absolute
+
+215
+00:18:30,210 --> 00:18:33,770
+value و قولت لإنه بتجربة لأ إذا جدش ال magnitude
+
+216
+00:18:33,770 --> 00:18:40,520
+جدش ال componentماناس ثلاثة بيساوي بعض؟ لأ هذي
+
+217
+00:18:40,520 --> 00:18:45,860
+بتغوش دي في بالكم بتطمع الإنسان يقول هذي صح شوفها
+
+218
+00:18:45,860 --> 00:18:51,260
+الأخيرة هذي يا إذا بدي أصنع للآخر و أشوف من الصح
+
+219
+00:18:51,260 --> 00:18:55,800
+عشان ماجعش في المطب هذي جديش مقبرها و جديش ال
+
+220
+00:18:55,800 --> 00:18:59,640
+component تبعها الخمسة ال z component تبعها صحيح؟
+
+221
+00:18:59,640 --> 00:19:05,680
+حلو؟أيه السر سار؟ تمام يا بنادى؟ أمورنا سهلة
+
+222
+00:19:05,680 --> 00:19:12,040
+example find the sum إيش يعني sum؟ بدك تجمع متى و
+
+223
+00:19:12,040 --> 00:19:16,040
+إتعلمت تجمع؟ of two displacement vectors دالي ال
+
+224
+00:19:16,040 --> 00:19:19,620
+two vectors بس بدي أنا أديك مثال حي فيزيائي هي
+
+225
+00:19:19,620 --> 00:19:23,080
+displacement أحد أمثلة ال vectors ولا لأ؟ is it صح
+
+226
+00:19:23,080 --> 00:19:26,940
+الكلام؟ ليش حطت displacement عشان أحط متر؟ عشان
+
+227
+00:19:26,940 --> 00:19:31,460
+أصير فيزياء؟ وهيبي؟بدا نيجي معايا يا بناتي و دي
+
+228
+00:19:31,460 --> 00:19:37,080
+مصعب السؤال الصيني مع الصيني اربع و اتنين نقصت
+
+229
+00:19:37,080 --> 00:19:42,260
+نيجي سلبت نيجي خلص المثال هذا هو
+
+230
+00:19:45,380 --> 00:19:49,580
+مظبوطك ولا لأ؟ بدي مقدار ال result بقدر اجيبه؟ اه
+
+231
+00:19:49,580 --> 00:19:54,100
+طبعا بدي الزاوية بقدر اجيبها؟ ten صح؟ اذا لو بدو
+
+232
+00:19:54,100 --> 00:19:58,600
+ال magnitude بجيبها و لو بدو الزاوية بجيبها تمام
+
+233
+00:19:58,600 --> 00:20:03,180
+هيك يا بنات؟ مواضع هنا سهلة جامعة عادي جامعة
+
+234
+00:20:03,180 --> 00:20:05,520
+الصينية مع الصينية والصادية مع الصادية مظبوطك ولا
+
+235
+00:20:05,520 --> 00:20:10,000
+لأ؟ نشوف بقول
+
+236
+00:20:10,000 --> 00:20:13,000
+الان في عندي particle ايجي على باله يعمل مش
+
+237
+00:20:13,000 --> 00:20:18,670
+ازاحتين تلاتةتلات إذاحات a particle undergoes أجرة
+
+238
+00:20:18,670 --> 00:20:23,350
+three consecutive displacements عملت تلات إذاحات
+
+239
+00:20:23,350 --> 00:20:28,810
+متتالية consecutive متتالية الشمّة قال لي هايهوا
+
+240
+00:20:28,810 --> 00:20:32,130
+اتفرجوا انتوا حتى الآن بالدنيا هم جاهزين محللين
+
+241
+00:20:32,130 --> 00:20:35,930
+وخالصين قاللي بدي ال resultant ان شاء الله يكونوا
+
+242
+00:20:35,930 --> 00:20:40,730
+عشرة ايش هسوي الصيني لحال و الصاضي لحال و الأغاني
+
+243
+00:20:40,730 --> 00:20:46,320
+لحالاختلف اشي تنتين ولا تلاتة ولا عشرة مجرد انه
+
+244
+00:20:46,320 --> 00:20:49,940
+طويل ولا قصير السؤال مظبوط ولا لأ قال يالا ايش بدك
+
+245
+00:20:49,940 --> 00:20:54,640
+قال find the resultant displacement المحصلة and
+
+246
+00:20:54,640 --> 00:21:02,700
+its magnitude و magnitude مقدارها تمام ها كيف
+
+247
+00:21:02,700 --> 00:21:10,350
+بنعمل بنقوله سهل بنقوله Rاللي هي بتساوي A زائد B
+
+248
+00:21:10,350 --> 00:21:16,230
+زائد C بتساوي يالا نجمع البلد بنقول Calculator خمس
+
+249
+00:21:16,230 --> 00:21:19,710
+اتعش تلاتة و عشرين و نقص تلات عشر اتنين خمسة و
+
+250
+00:21:19,710 --> 00:21:26,590
+عشرين اذا خمسة و عشرين I واحد و تلاتين J هدي سهل
+
+251
+00:21:26,590 --> 00:21:35,490
+لأ لأن الأخيرة سفر اذا انا اتناش نقص خمسة احكي
+
+252
+00:21:36,690 --> 00:21:43,390
+عليه صوتكم اللي بيحكي اه
+
+253
+00:21:43,390 --> 00:21:48,250
+مالها هذيك
+
+254
+00:21:48,250 --> 00:21:52,250
+تلاتين نقص اربع طايز زاد خمسة وكان الجامعة واحدة
+
+255
+00:21:52,250 --> 00:22:00,850
+تمام طيب يلا يا بنات خمس و عشرين تربيع زاد واحد و
+
+256
+00:22:00,850 --> 00:22:03,990
+تلاتين تربيع زاد تسعة واربعين اللي هي سبعة تربيع
+
+257
+00:22:04,850 --> 00:22:07,110
+أربعين point أربعة ما بديش الأربعة بيكفيني
+
+258
+00:22:07,110 --> 00:22:11,670
+الأربعين وهي اربعين طبعا هه عشان ما تزعجش وهي
+
+259
+00:22:11,670 --> 00:22:21,310
+point أربعة خلاص هو ايش كتب فانت تقليها مش مشكلة
+
+260
+00:22:21,310 --> 00:22:25,170
+ممكن تحوليها ما هو ال gaussian system مش system
+
+261
+00:22:25,170 --> 00:22:29,870
+system مقبول منك يعني اللي بدي يحول يحول أي
+
+262
+00:22:29,870 --> 00:22:32,430
+استفسار يا بنات تمام؟
+
+263
+00:22:35,450 --> 00:22:39,970
+شوف السؤال هجيتني رجال يقولوا ليه بديش ادّيكي هم
+
+264
+00:22:39,970 --> 00:22:48,050
+جاهزين بديكي تجيبي انت المواكبات مظبوط بقولي a
+
+265
+00:22:48,050 --> 00:22:55,530
+hiker ايش بنسميه الهايكر احنا صياد
+
+266
+00:22:55,530 --> 00:23:02,130
+ولا تبع .. لها كلمة تانية مش شايعة في مخي من هايك
+
+267
+00:23:02,130 --> 00:23:07,770
+.. بتصلقوا هدول .. بتصلقواالبيت كومية مش مشكلة a
+
+268
+00:23:07,770 --> 00:23:12,610
+hacker begins a trip trip يعني رحلة رحلة by first
+
+269
+00:23:12,610 --> 00:23:18,910
+walking كيف بدت قالش مشيت كان معاها سيارة قررت
+
+270
+00:23:18,910 --> 00:23:24,230
+السيارة هنا و بدت تمشي رحلتها مشيت خمسة و عشرين
+
+271
+00:23:24,230 --> 00:23:31,210
+كيلومتر south eastSouth East جنوب شرق محط ليش
+
+272
+00:23:31,210 --> 00:23:34,030
+زاوية معناته في النص بالظبط ولا لأ الزاوية 45
+
+273
+00:23:34,030 --> 00:23:39,330
+South East from her car من سيارتها سيارتها جونه
+
+274
+00:23:39,330 --> 00:23:46,830
+هناك نقطة الاصل حلو she stops تعبت قعدت طلعت على
+
+275
+00:23:46,830 --> 00:23:53,460
+الساعة غابت الشمسوقفت وقفت هناك وقفت هناك وقفت
+
+276
+00:23:53,460 --> 00:24:00,100
+هناك وقفت
+
+277
+00:24:00,100 --> 00:24:02,540
+هناك وقفت هناك وقفت هناك وقفت هناك وقفت هناك وقفت
+
+278
+00:24:02,540 --> 00:24:02,620
+هناك وقفت هناك وقفت هناك وقفت هناك وقفت هناك وقفت
+
+279
+00:24:02,620 --> 00:24:02,640
+هناك وقفت هناك وقفت هناك وقفت هناك وقفت هناك وقفت
+
+280
+00:24:02,640 --> 00:24:03,320
+هناك وقفت هناك وقفت هناك وقفت هناك وقفت هناك وقفت
+
+281
+00:24:03,320 --> 00:24:18,080
+هناك وقفت هناك وقفت هناك وقفت
+
+282
+00:24:18,080 --> 00:24:24,000
+هنا60 degree north of east 60 درجة شمال الشرق
+
+283
+00:24:24,000 --> 00:24:30,480
+شايفين شمال الشرق 60 درجة حلو جالي و هي ماشية بدل
+
+284
+00:24:30,480 --> 00:24:35,920
+اتجاهها طلعت لجت البرج تبع حالس الغابة جلست ونسنا
+
+285
+00:24:35,920 --> 00:24:42,520
+تمام وقفت هنا خلاص وصلت الونس زي ما بنسميهتمام؟ in
+
+286
+00:24:42,520 --> 00:24:46,560
+a direction 60 degree north of east at which point
+
+287
+00:24:46,560 --> 00:24:50,420
+في تلك النقطة she discovers a forest rangers tower
+
+288
+00:24:50,420 --> 00:24:54,500
+forest rangers هو حارس الغادا تمام؟ forest ..
+
+289
+00:24:54,500 --> 00:24:57,780
+انتوا عارفين انا غادا؟ تمام هذه قصة مانا اتعرفيها
+
+290
+00:24:57,780 --> 00:25:01,460
+احنا بس عايزكي بنحكي عشان نتعرفي اننا بنكمل مصطلح
+
+291
+00:25:01,460 --> 00:25:04,560
+انجليزي و احنا مش جايوركن في امتحان دي بنكون زي
+
+292
+00:25:04,560 --> 00:25:08,450
+هيكاحنا بدنا نقعد نخش ع جوجل و نترجم؟ لأ، بنجيب
+
+293
+00:25:08,450 --> 00:25:11,350
+لكم أبسط من هنا بس هاد موجودة في الكتاب فبنقراها
+
+294
+00:25:11,350 --> 00:25:16,670
+إيش بدها؟ قالت determine the components of each
+
+295
+00:25:16,670 --> 00:25:21,370
+displacement هي عملت إذاحتين إذاحة southeast و
+
+296
+00:25:21,370 --> 00:25:27,850
+إذاحة northeast ب60 درجة بدي مركباتها طيب و بعدين؟
+
+297
+00:25:27,850 --> 00:25:31,350
+قالت بعد كده بدك تجمعلي الإذاحتين طب أنا إذا جبت
+
+298
+00:25:31,350 --> 00:25:34,230
+المركبة تخلصت المسألة صحيح ولا لأ؟
+
+299
+00:25:37,970 --> 00:25:40,610
+اتطلعوا .. اتطلعولي على اللوحة، هلجيت؟ شوفوا
+
+300
+00:25:40,610 --> 00:25:45,830
+المُركّبة إيه اللي نازلها دي بقدر أقول هذه عبارة
+
+301
+00:25:45,830 --> 00:25:51,870
+عن هاي مُركّبتينها ولا لأ؟ مظبوط هيك ولا لأ؟ تمام،
+
+302
+00:25:51,870 --> 00:25:55,910
+بدي اتطلع على المُركّبة الصادية، كيف اتجاهها؟ إذا
+
+303
+00:25:55,910 --> 00:26:02,270
+لازم تكون سالبة، صح؟ لازم تكون سالبة قطعا، هلجيت؟
+
+304
+00:26:03,010 --> 00:26:08,690
+أنا بعرف الزاوية إليها مجاور إليها مقابل المجاورة
+
+305
+00:26:08,690 --> 00:26:13,390
+بدي أخد cosine والمقابل بدي أخد sine نجي نتطلع على
+
+306
+00:26:13,390 --> 00:26:16,950
+هذه الحلوة وهذه الزاوية اللي جدتني إياها هذه
+
+307
+00:26:16,950 --> 00:26:21,240
+المركبة جارت هذه ولا لا؟ جارتها إذا إيش بيتاخد؟cos
+
+308
+00:26:21,240 --> 00:26:28,040
+, اذا على طول بدي اقوله الان المركبة الصينية و
+
+309
+00:26:28,040 --> 00:26:35,980
+اللي هي الموجبة بحسب الرسمة بقوله ax بتساوي a cos
+
+310
+00:26:35,980 --> 00:26:44,020
+45 صح ولا لأ؟ مقدش ايه؟ جالي 25 كيلومتر اذا 25 في
+
+311
+00:26:44,020 --> 00:26:47,320
+cos 45 طلع 17.7 كيلومتر
+
+312
+00:26:53,230 --> 00:26:58,470
+ال cosine و ال sine تمام دايما توقم جان بعيد ال
+
+313
+00:26:58,470 --> 00:27:01,890
+cosine بيسوي مجاور عواطر تمام و ال .. و ال sign
+
+314
+00:27:01,890 --> 00:27:06,790
+المقابل على .. حلو شفاح الزاوية اه 45 حلو شفاح
+
+315
+00:27:06,790 --> 00:27:11,210
+الحمرة فوق هذه مقابل ولا مجاور لها بالنصف للزاوية
+
+316
+00:27:11,210 --> 00:27:16,330
+اه اه بالنصف للزاوية مجاور عشان كده أخدنا ال
+
+317
+00:27:16,330 --> 00:27:21,890
+cosine اه تمام طيب ندي لهذه هذه هي نفسها هادي
+
+318
+00:27:21,890 --> 00:27:27,120
+دلبالكلأ الموازية بتصير مقابل هادي إذا بياخد صيني
+
+319
+00:27:27,120 --> 00:27:32,480
+ولا لأ؟ إذا بقى أقول اي وراي تلبقى كل عصفر حتى
+
+320
+00:27:32,480 --> 00:27:32,960
+السالب
+
+321
+00:27:36,330 --> 00:27:40,970
+عرفت ليش حطت السلب؟ سألتكم عنه قلت له الأسفل إذا
+
+322
+00:27:40,970 --> 00:27:45,390
+المعناته موكبة الصدرية لازم تكون الأسفل قلتله هذه
+
+323
+00:27:45,390 --> 00:27:50,870
+بيساوي سالب 17.7 كيلومتر لإن صينيا 45 وكسانيا 45
+
+324
+00:27:50,870 --> 00:27:59,910
+إخوة صح تمام إذا بقوله من هنا بقدر أقول ايه بيساوي
+
+325
+00:27:59,910 --> 00:28:08,940
+17.7 I نقل 17.7جا كيلومتر ولا لأ؟ هذه المراكبات
+
+326
+00:28:08,940 --> 00:28:13,720
+البدكية هلأ إيه؟ بالنبي خلصت من إيه صح؟ أيسر صار
+
+327
+00:28:13,720 --> 00:28:18,600
+على إيه؟ نجي ل بي الحلوة التانية بقوله بي هادي
+
+328
+00:28:18,600 --> 00:28:31,360
+خلصنا من هادي قلتله بي هادي؟
+
+329
+00:28:33,570 --> 00:28:38,230
+بصيها دي cosine و دي sine بصيها دي cosine لها حسب
+
+330
+00:28:38,230 --> 00:28:43,330
+ال zeta تبعتك يعني انت بتكتب ال zeta دي صح بس تصير
+
+331
+00:28:43,330 --> 00:28:49,170
+ايش المجول لها الصادية صحيح ولا لأ بس ما حصل الحظ
+
+332
+00:28:49,170 --> 00:28:56,550
+الآن 45 neutral تفرجش تمام لكن لو كان الزاوية غير
+
+333
+00:28:56,550 --> 00:28:59,790
+45 تفرج بصي بكتن تبقي غيرت الزاوية بكتن تتغير ال
+
+334
+00:28:59,790 --> 00:29:02,770
+sine و ال cosine تمام يا بنت تمام
+
+335
+00:29:04,990 --> 00:29:09,530
+طلعوا حاجات B طلعوا بيه بدي مراكباتها هل هي مجموح
+
+336
+00:29:09,530 --> 00:29:20,770
+هدول مراكبتين ولا لأ؟ ليش؟ اه هي متوازن أضلال كيف؟
+
+337
+00:29:20,770 --> 00:29:26,650
+عند أخره مش احنا بنقول متوازن أضلال مانا سينا تانا
+
+338
+00:29:26,650 --> 00:29:32,010
+جالي حلو بدي المراكبة حاجات الصينية موجبة و
+
+339
+00:29:32,010 --> 00:29:37,970
+الصادية برضه موجبةهل جيت .. من اللي توسألت على
+
+340
+00:29:37,970 --> 00:29:44,590
+الزاوية؟ اه انتبهيلي هل جيت الزاوية مش 45؟ 60؟ طيب
+
+341
+00:29:44,590 --> 00:29:50,950
+انا ال 60 فضربويا ولا مرسومة؟ مشوفة للجميع المركبة
+
+342
+00:29:50,950 --> 00:29:55,830
+الصينية جرتها ولا مقابلها؟ جرتها لو غيرت الزاوية
+
+343
+00:29:55,830 --> 00:30:04,800
+بصير 30 هديكتمام فبقدر اقول بي اكس بتساوي بي كسين
+
+344
+00:30:04,800 --> 00:30:09,400
+الستين بتساوي اربعين في كسين الستين عشرين كيلو متر
+
+345
+00:30:09,400 --> 00:30:13,920
+بي
+
+346
+00:30:13,920 --> 00:30:20,960
+واي بتساوي برضه زائد و هادي زائد بي سين الستين و
+
+347
+00:30:20,960 --> 00:30:25,080
+بتساوي اربعة
+
+348
+00:30:25,080 --> 00:30:27,340
+و تلاتين و ستة كيلو متر
+
+349
+00:30:30,380 --> 00:30:35,080
+كيف حللت ال 60 كيف يعني ال 60 هو ايه حلتها جدا و
+
+350
+00:30:35,080 --> 00:30:39,540
+صعيب حلو هجيه شفاها ال 60 الصينية شفاها المراكبة
+
+351
+00:30:39,540 --> 00:30:43,280
+الصينية الحمراء جالتها ولا مقابل لها عارف فعلا انا
+
+352
+00:30:43,280 --> 00:30:49,120
+بس لإنه جيت ال envy هيك رايحة اه طلع عليها انك
+
+353
+00:30:49,120 --> 00:30:58,520
+عشانها بعيدة عليكي هاي فيكتور هو هايه بدي أحللها
+
+354
+00:31:00,470 --> 00:31:05,490
+فبتكون تحليلها كيف؟ بقوله هيك و هيك عشان تطلع وطر
+
+355
+00:31:05,490 --> 00:31:13,970
+في متوازي عضلات غيرها تقدر الآن من هدول التنتين
+
+356
+00:31:13,970 --> 00:31:21,650
+اقول ان بي بتسوى عشرين I زائد اربعة وتلاتين point
+
+357
+00:31:21,650 --> 00:31:29,740
+ستة J صح ولا لا يا بنات؟ اجهز المطبب التانيالمطلوب
+
+358
+00:31:29,740 --> 00:31:33,000
+التاني ايش بده؟ قال لي بدي اجمع قلت له اجمع الصيني
+
+359
+00:31:33,000 --> 00:31:39,220
+مع الصيني والصاضي مع الصاضي فالان R اللي هي A زائد
+
+360
+00:31:39,220 --> 00:31:46,920
+B بتساوي سبعة وتلاتين point سبعة I زائد سبعتاشر J
+
+361
+00:31:46,920 --> 00:31:53,900
+كيلومتر تقريبا، هذه فيها أقل، اسألك، فانت من
+
+362
+00:31:53,900 --> 00:32:00,980
+الكلامولا إيش إيه؟ نسجك من دون خط الله تمام نسجك
+
+363
+00:32:00,980 --> 00:32:12,000
+احكوا يا بنات أي صفصار؟ جمع سهل سهل جدا اه هذا هو
+
+364
+00:32:12,000 --> 00:32:18,640
+بدك تزاوي بنجيبلك اللي بدك إياه بنعملك إياههنجيب
+
+365
+00:32:18,640 --> 00:32:22,740
+شغلة شوية متقدمة احنا الجماعة أخدناها في الروضة صح
+
+366
+00:32:22,740 --> 00:32:29,300
+ولا لأ ضرب ال vectors product معناتها ضرب product
+
+367
+00:32:29,300 --> 00:32:35,120
+of vectors قاللي هتواجه تلت أنواع من الضربتلت
+
+368
+00:32:35,120 --> 00:32:40,920
+أنواع اول نوع multiply يعني اضرب multiplying ضرب
+
+369
+00:32:40,920 --> 00:32:45,840
+برضه يعني product ضرب و multiplying ضرب اتفقنا؟
+
+370
+00:32:45,840 --> 00:32:49,260
+multiplying a vector by a scalar دي دكتور يكتره
+
+371
+00:32:49,260 --> 00:32:55,720
+بالان vector في scalar نمحي هذا كله هجيت و نشوف هى
+
+372
+00:32:55,720 --> 00:33:00,200
+ممكن نضرب vector في scalar في العلم؟ نقول اه قال
+
+373
+00:33:00,200 --> 00:33:01,620
+ياخدت هذا القانون
+
+374
+00:33:05,850 --> 00:33:13,090
+فى حد مااخدهوش الـ M scalar و الـ A ضرابة tiny
+
+375
+00:33:13,090 --> 00:33:18,790
+vector فى scalar صح ولا لأ تمام هذا ممكن يكون له
+
+376
+00:33:18,790 --> 00:33:25,970
+تلت مراكبات ماهو vector صحيح طب بتدربوا فى M الـ M
+
+377
+00:33:25,970 --> 00:33:30,710
+هذه بتفوت على التلت مراكبات كلهاهي قاعدة الضغط
+
+378
+00:33:30,710 --> 00:33:33,550
+بتاعة الـ Scalar في الـ Vector بيقولي if Lambda
+
+379
+00:33:33,550 --> 00:33:40,650
+الـ Lambda أي Scalar M T زمن Volume Temperature
+
+380
+00:33:40,650 --> 00:33:45,010
+ذاكرينهم Energy اذا هذه Lambda بتمثل اي كمية
+
+381
+00:33:45,010 --> 00:33:48,330
+Scalar قاللي بدي اضربها في الـ Vector A ايش الـ
+
+382
+00:33:48,330 --> 00:33:52,980
+Vector A؟ Forcevelocity displacement acceleration
+
+383
+00:33:52,980 --> 00:33:58,040
+صح ولا لأ؟ إذا وجهتها كذا أمور طلع يسوّنها في ال
+
+384
+00:33:58,040 --> 00:34:04,660
+lambda وزّعناها على كل المركبات تمام؟ إيش يعني
+
+385
+00:34:04,660 --> 00:34:10,680
+بالمرة؟ انطبخ هاي إيه؟ بيساوي اتنين I زي تلاتة J
+
+386
+00:34:10,680 --> 00:34:20,210
+زي أربعة K بدي أضربها في اتنين إيش هسوي؟بيصير 4I
+
+387
+00:34:20,210 --> 00:34:25,290
+زي 6J صعب؟
+
+388
+00:34:25,290 --> 00:34:31,830
+سهل طيب إيش معناته؟ قال لي يعني ال scalar هذا خش
+
+389
+00:34:31,830 --> 00:34:37,770
+على ال vector ماغيرش اتجاهه بس في احتمال يكون يعكس
+
+390
+00:34:37,770 --> 00:34:42,550
+الاتجاه و اكتش بعكس الاتجاه إذا كان سالمإذا كانت
+
+391
+00:34:42,550 --> 00:34:47,250
+سالب صح ولا لأ نجي لهذا القانون هدى ام بنعرفها لا
+
+392
+00:34:47,250 --> 00:34:52,090
+بنعرفهاش ممكن تكون سالبة لأ لأ ايش معناته معناته
+
+393
+00:34:52,090 --> 00:34:55,570
+هدى و هدى في نفس الاتجاه ولا لأ ولا ممكن يكونوا
+
+394
+00:34:55,570 --> 00:35:00,190
+عكس بعض ولا غير عن بعض بكرا في شبتر خمسة نجي بنقول
+
+395
+00:35:00,190 --> 00:35:04,350
+ال four شمالا الاكس لا ليش يكف اتجاهها بقعد الطريق
+
+396
+00:35:04,350 --> 00:35:11,250
+يفكر هدى بادى قطعا شمالا على طولبغض النظر ..
+
+397
+00:35:11,250 --> 00:35:15,850
+بتباطأ .. بتباطأش مالك الجعوة .. خلاص حسب ال force
+
+398
+00:35:15,850 --> 00:35:21,400
+.. ال accelerationبتكون تابعة إيه لها؟ بقول لي
+
+399
+00:35:21,400 --> 00:35:26,380
+note that the direction of lambda في a يعني درست
+
+400
+00:35:26,380 --> 00:35:30,100
+كيلوف ال vector is the same as the direction of a
+
+401
+00:35:30,100 --> 00:35:35,040
+إذا كانت lambda موجبة وعكسه إذا كانت سالبة عشان
+
+402
+00:35:35,040 --> 00:35:38,260
+علمونا إن شرط السالب تخش ع ال vector إيش بتسوي
+
+403
+00:35:38,260 --> 00:35:45,750
+فيه؟ تعكسه تمام؟ حلوخلصنا أول نوع النوع التاني
+
+404
+00:35:45,750 --> 00:35:52,410
+بيسموه اسمين من كتر العز والاسمين لكل مسمى من اسمه
+
+405
+00:35:52,410 --> 00:35:58,830
+نصيب لهم معنى scalar product او dot product dot
+
+406
+00:35:58,830 --> 00:36:03,290
+بالانجليزي معناته نقطة تمام ليش سميتها scalar عشان
+
+407
+00:36:03,290 --> 00:36:09,460
+الطالب مايخربطش لأن الناتج لازم يكون scalarبدك
+
+408
+00:36:09,460 --> 00:36:12,640
+تضربه في vector يطلع scalar هذا اللي أسميه scalar
+
+409
+00:36:12,640 --> 00:36:15,880
+product زي أيش في الفيزيا؟ قاللي الشغل
+
+410
+00:36:21,600 --> 00:36:26,520
+.D الـ F vector و الـ D displacement vector ضربتهم
+
+411
+00:36:26,520 --> 00:36:30,600
+طالع عندك work، energy، a scalar قال لي هذا بنسميه
+
+412
+00:36:30,600 --> 00:36:35,620
+scalar product تمى؟ قال لي the scalar product of
+
+413
+00:36:35,620 --> 00:36:39,780
+two vectors إذا الـ.product أو ال scalar product
+
+414
+00:36:39,780 --> 00:36:43,440
+بينفعش إلا يكون between two vectors بينفع يكون بين
+
+415
+00:36:43,440 --> 00:36:49,770
+vector و scalar؟ لأبنفعش Denoted by كيف بنكتبها؟
+
+416
+00:36:49,770 --> 00:36:57,710
+جالي بنقول A ونكتب B وكذا بنقراها A Dot ال B تمام؟
+
+417
+00:36:57,710 --> 00:37:02,690
+is a scalar ليش حاطينها بالأحمر؟ عشان شيّبونا
+
+418
+00:37:02,690 --> 00:37:05,870
+الطلاب بنقولهم scalar product سموه عشان النتيجة
+
+419
+00:37:05,870 --> 00:37:10,550
+scalar بنقولهم dot product و بنحط أربع خيارات من
+
+420
+00:37:10,550 --> 00:37:15,500
+ضمنهم vector بلو بختروابنفع؟ و هو اسمه scalar
+
+421
+00:37:15,500 --> 00:37:20,320
+product و حينا حاطنا بالأحمر عشان ممنوع الناتج
+
+422
+00:37:20,320 --> 00:37:23,860
+يكون vector صح ولا لأ؟ تمام، إيش هو ال vector كيف
+
+423
+00:37:23,860 --> 00:37:26,440
+باعرف إنه vector ولا scalar؟ إذا لجيت في I و J و
+
+424
+00:37:26,440 --> 00:37:30,120
+K، vector ولا مش vector هذا؟ لأن هذا I و J و K
+
+425
+00:37:30,120 --> 00:37:35,930
+بيديل على اتجاهات، حلووهي التعريف تبعي a بطل بي
+
+426
+00:37:35,930 --> 00:37:40,850
+بتسوي magnitude ال a في magnitude ال b في cosine
+
+427
+00:37:40,850 --> 00:37:44,710
+الزاوية اللي بينهم الزاوية إذا هذه هي الزاوية اللي
+
+428
+00:37:44,710 --> 00:37:47,410
+بينهم is the smallest angle between the two
+
+429
+00:37:47,410 --> 00:37:54,750
+vectors جالي حلو عرفت التعريف cosine الزاوية مية
+
+430
+00:37:54,750 --> 00:37:58,410
+مرة جبت cosine جبت cosine الخمسة و أربعين و cosine
+
+431
+00:37:58,410 --> 00:38:04,520
+التلاتين و cosine الستين كداش cosine السفر1 كسيمة
+
+432
+00:38:04,520 --> 00:38:10,060
+تسعين حلو جالي في I و G و K توي علمتني اياهم
+
+433
+00:38:10,060 --> 00:38:16,760
+ذاكرينهم I و G و K جديش ازاوة بين I و G اذا معناته
+
+434
+00:38:16,760 --> 00:38:24,350
+I.J سفر جديش ازاوة بين I و Kيسعين اذا بقدر استنتج
+
+435
+00:38:24,350 --> 00:38:30,710
+انه I Dot الجيه بتساوي سفر و I Dot الكيه بتساوي
+
+436
+00:38:30,710 --> 00:38:35,890
+سفر و جيه Dot الكيه بتساوي سفر طب اعكس هون برضه
+
+437
+00:38:35,890 --> 00:38:41,770
+سفر يعني ا Dot بيه و بيه Dot ايه زي بعض حلو جالي
+
+438
+00:38:41,770 --> 00:38:46,830
+الفكتور و أخوه نفسه كدهش الزوايا بينهم بتتوقع سفر
+
+439
+00:38:46,830 --> 00:38:52,770
+معناته بتتوقع I Dot I كدهشمقدار الأول جديش مقدار
+
+440
+00:38:52,770 --> 00:38:57,350
+الأول؟ ليش؟ لأنه unit vector برار عليكي لأنه متجه
+
+441
+00:38:57,350 --> 00:39:01,570
+واحدة و سويته متجه واحدة عشان مقداره واحد مقدار
+
+442
+00:39:01,570 --> 00:39:05,770
+الأول واحد في مقدار التاني واحد في قصان الصفر واحد
+
+443
+00:39:05,770 --> 00:39:17,470
+في واحد في واحد J dot J K dot K صحيكوا ولا لأ؟ اه
+
+444
+00:39:17,470 --> 00:39:22,900
+و قصان الصفرواحد دير بالك هه واحد ميح الحمد لله
+
+445
+00:39:22,900 --> 00:39:37,540
+مانخلطش لإنه كان جدا بجانبنا احكي اه
+
+446
+00:39:37,540 --> 00:39:46,860
+حلو اما كيش سمعتي في طاقة سلب هاه بلاش بلاش بلاش
+
+447
+00:39:46,860 --> 00:39:50,170
+إيش اننا في الطاقة ونغلب حياتنالما تكون الدنيا
+
+448
+00:39:50,170 --> 00:39:52,030
+باردة و مرتاحة و الناس و الصلاة تقريبا .. جديش
+
+449
+00:39:52,030 --> 00:39:56,670
+درجة حرارة بتكون؟ تحت السفر .. كيف أقول؟ ماهي
+
+450
+00:39:56,670 --> 00:40:09,730
+Scalar .. إذا ال Scalar .. أحكيه .. كيف؟ ليش
+
+451
+00:40:09,730 --> 00:40:16,090
+بنعمل هيك؟ هيك تعريفها يا بنتي .. هيك تعريف .. إيش
+
+452
+00:40:16,090 --> 00:40:21,330
+اسمك أنتي؟ علي صوتك ..أسيل ليه سموك يا أسيل؟ نفس
+
+453
+00:40:21,330 --> 00:40:26,970
+السؤال ليه سموك يا أسيل؟ في شغلات هذه التعريف قعدت
+
+454
+00:40:26,970 --> 00:40:31,630
+هيك هذه تعريفة عشان تظبط كل العلم قالوا دوتو
+
+455
+00:40:31,630 --> 00:40:36,550
+برودكت يعرف defined as إذا كانت تعريف ليش المتر
+
+456
+00:40:36,550 --> 00:40:41,950
+عامة يعتبروها جدي؟ ماخلهوش منها لحيفة إذا في شغلات
+
+457
+00:40:41,950 --> 00:40:48,580
+بتقعد قعدت هي هيك بصي متعرف عليها تمام؟بيقولي sons
+
+458
+00:40:48,580 --> 00:40:54,360
+I, J and K are unit vectors perpendicular to each
+
+459
+00:40:54,360 --> 00:40:59,160
+other متعمدين على بعض and using the last equation
+
+460
+00:40:59,160 --> 00:41:03,100
+اللي كتبته أنا وكتبته و أنا وياكم صحيح هيك؟ قال لي
+
+461
+00:41:03,100 --> 00:41:08,520
+هيا نضرب A ضط ال B قاللي هي ال A و هي ال B بدي
+
+462
+00:41:08,520 --> 00:41:12,120
+اضرب جوس بجوس ولا لأ؟ و في حد ما عشان يضرب جوس
+
+463
+00:41:12,120 --> 00:41:17,650
+بجوس و ضربت جوس بجوسطلعوا اللي انش طلع معايا I ضد
+
+464
+00:41:17,650 --> 00:41:22,270
+ال I جالي والله ها دي سفر و ها دي سفر و ها دي سفر
+
+465
+00:41:22,270 --> 00:41:25,030
+و ها دي سفر و ها دي سفر و ها دي سفر و ها دي سفر و
+
+466
+00:41:25,030 --> 00:41:29,250
+ها دي سفر و ها دي سفر و ها دي سفر و ها دي سفر و ها
+
+467
+00:41:29,250 --> 00:41:34,770
+دي سفر و ها دي سفر و ها دي سفر و ها دي سفر و ها دي
+
+468
+00:41:34,770 --> 00:41:34,970
+سفر و ها دي سفر و ها دي سفر و ها دي سفر و ها دي
+
+469
+00:41:34,970 --> 00:41:36,530
+سفر و ها دي سفر و ها دي سفر و ها دي سفر و ها دي
+
+470
+00:41:36,530 --> 00:41:44,630
+سفر و ها دي سفر
+
+471
+00:41:44,630 --> 00:41:51,420
+وواحد و جي ضط جي و كي ضط كي دوري أوردي محل الدرب
+
+472
+00:41:51,420 --> 00:41:55,600
+بدرب الصيني مع الصيني و الصاضي مع الصاضي و العيني
+
+473
+00:41:55,600 --> 00:42:03,360
+مع العيني و بس و بجمع و بجمع حلو ه هاي ايه و هاي
+
+474
+00:42:03,360 --> 00:42:13,460
+بيه بتساوي هذه ايه تلاتة ايه ناقص خمسة جي زائد كيه
+
+475
+00:42:13,460 --> 00:42:21,350
+هادا بتوفيكتر عشوائيبدي ايه ضد ال b بقوله بالثاوي
+
+476
+00:42:21,350 --> 00:42:28,790
+اتنين في تلاتة اتاوي
+
+477
+00:42:28,790 --> 00:42:34,890
+انا قولت هتطس scalar بالاحمر عشان ال I و ال J و ال
+
+478
+00:42:34,890 --> 00:42:39,830
+K مسمحهمش اذا اتنين في تلاتة ستة
+
+479
+00:42:43,750 --> 00:42:48,650
+شوفوا 6I-15G زيادة 4K بتكون أحد الخيارات الأربعة
+
+480
+00:42:48,650 --> 00:42:56,510
+بحطها عشان أن أوجع بالفخ لو حطيت I و G و K
+
+481
+00:42:56,510 --> 00:43:01,870
+بتاخدوها؟ هي هي هيك ساعتها لجيت بقوله هنا نقص
+
+482
+00:43:01,870 --> 00:43:07,070
+خمستاشر وهذه أظن عشرة إذا معناته نقص خمسة طلعشي
+
+483
+00:43:07,070 --> 00:43:11,130
+جواب طالع رقم scalar صحيح؟ scalar
+
+484
+00:43:14,480 --> 00:43:20,660
+قال لي ها هاي two vectors أسهل ايه بتساوي اتنين I
+
+485
+00:43:20,660 --> 00:43:25,480
+زي اتلاتة G وبيبتساوي سلب I زي اتنين G ايش بدك قال
+
+486
+00:43:25,480 --> 00:43:30,100
+لي بدي تضربليهم find the dot product و بعدين
+
+487
+00:43:30,100 --> 00:43:33,020
+بيجيبلي زاوية اللي بينهم مين ده في الضرب؟ مين اللي
+
+488
+00:43:33,020 --> 00:43:38,760
+طو جلط I؟ بتتنجلني؟ وين هذه جلطة I؟ عشان .. لما
+
+489
+00:43:38,760 --> 00:43:44,780
+ضربت جلط I مش طو هنا جلط 6Iانت بيكتب دربيلي هالجيت
+
+490
+00:43:44,780 --> 00:43:52,280
+عشان ما تخبطيش ادربي اتنين ايوة اذا ايه ضد ال b
+
+491
+00:43:52,280 --> 00:44:00,700
+بيسوي سالب اتنين ايش الجواب تمام هيك اسحقت خارب
+
+492
+00:44:00,700 --> 00:44:07,120
+بيضيهافش I وG وK لأن أنا بتعامل مع dot product طلع
+
+493
+00:44:07,120 --> 00:44:10,380
+المطلوب التاني ايش بقول ليه بدي الزاوية قولتله
+
+494
+00:44:10,380 --> 00:44:16,160
+توعي انت قولتلي A dot ال B سواء ماجنتيوت ال A في
+
+495
+00:44:16,160 --> 00:44:21,360
+ماجنتيوت ال B في كوسين ال theta بينهم صح هجيت A
+
+496
+00:44:21,360 --> 00:44:24,900
+dot ال B جبتها ولا لأ ماجبتيها انت بقوله ها دي
+
+497
+00:44:24,900 --> 00:44:30,720
+اربعة ماجنتيوت ال A مين يجيبليها يورجو يلا تسعة
+
+498
+00:44:31,770 --> 00:44:42,270
+تلات عشر إذا جزر تلات عشر مجموعه الـ B هذه
+
+499
+00:44:42,270 --> 00:44:45,490
+خطأ قد يبقى في بالك شائع لأن انت بتقولي نقص واحد
+
+500
+00:44:45,490 --> 00:44:49,770
+تربية أربعة
+
+501
+00:44:49,770 --> 00:44:58,840
+زائد واحد فبالتالي في جزر الخمسة cos θخلصنا اذا
+
+502
+00:44:58,840 --> 00:45:03,720
+اربعة على جزر تبتعش في جزر طبعا هيك بيصير cos θ
+
+503
+00:45:03,720 --> 00:45:11,000
+بتسوى اربعة على خدور خمسة و ستين بتطلعواها
+
+504
+00:45:11,000 --> 00:45:18,300
+بتطلع ستين طلعنا كويس
+
+505
+00:45:20,870 --> 00:45:23,410
+أنا قاعد بأسرع عامل حسابي انه ممكن يكون الأربع
+
+506
+00:45:23,410 --> 00:45:27,570
+الإجازة انا بحاجة عشان كده اتحملون انت حاجات
+
+507
+00:45:27,570 --> 00:45:30,110
+مكيفين بيقولوا يا رب متحملينك بس اطلع الأربع
+
+508
+00:45:30,110 --> 00:45:37,190
+الإجازة تمام ناخد راحتنا يوم الأربع تمام طلع يا
+
+509
+00:45:37,190 --> 00:45:42,130
+بنات هيجيت cosine الزاوية عندكم معلومة أكيدة انه
+
+510
+00:45:42,130 --> 00:45:46,190
+مستحيل تكون أكبر من واحد معلومة معروفة هي من سفر
+
+511
+00:45:46,190 --> 00:45:53,860
+لواحد قال لي هذه الحلوةبقدر اقول ان a ضد بي مستحيل
+
+512
+00:45:53,860 --> 00:45:58,500
+تكون اكبر من a في بي مش مستحيل ليش مستحيل تكون
+
+513
+00:45:58,500 --> 00:46:02,460
+اكبر عشان تكون اكبر لازم تكون هدى اكبر من واحد لكن
+
+514
+00:46:02,460 --> 00:46:08,220
+بقدر اقول ممكن تسوى اذا كسان السفر واحد وممكن تكون
+
+515
+00:46:08,220 --> 00:46:13,420
+اصغر اذا الزاوية من السفرالزاوية اللي بتحديت تطلع
+
+516
+00:46:13,420 --> 00:46:16,500
+ليك ويز ايش بيقول بيقول which of the following
+
+517
+00:46:16,500 --> 00:46:19,320
+statements is true عظم ان هذه الجملة معروفة
+
+518
+00:46:19,320 --> 00:46:23,460
+بالانجليزي ايش من هذه الجملة التالية صحيحة بيقول
+
+519
+00:46:23,460 --> 00:46:28,260
+لي a بط ال b is larger than magnitude ال a في ال b
+
+520
+00:46:28,260 --> 00:46:32,720
+بيقول له و لا ممكن و لا ممكن لأنه عمريش سمعت
+
+521
+00:46:32,720 --> 00:46:38,690
+cosine زاوية أكبر من واحد ولا في حد سمعه يدلناA
+
+522
+00:46:38,690 --> 00:46:43,310
+بطول B is smaller than FB بقوله مش بالضرورة ممكن
+
+523
+00:46:43,310 --> 00:46:50,370
+يتساوى اذا برضه هذه مش دقيقة صحيحيك ولا لأ هذه مثل
+
+524
+00:46:50,370 --> 00:46:55,070
+اللي عارفين اشلوله مرة اكبر و مرة اصغر مستحيل
+
+525
+00:46:55,070 --> 00:47:02,070
+بيشوف الأخيرة A بطول B could be equal يعني ممكن
+
+526
+00:47:02,070 --> 00:47:06,670
+تكون مساوية بقوله اه اذا كانت الزاويةzero اذا هذا
+
+527
+00:47:06,670 --> 00:47:12,470
+صحيح طبعا انتوا اتعلمتوا لان لما شفتوا الكوزات انه
+
+528
+00:47:12,470 --> 00:47:15,530
+في من الكوزات اللي امه دا عياله بيطلع واحد من هدول
+
+529
+00:47:15,530 --> 00:47:22,110
+صح اه انتوا ماطلعكيش ماطلعكيش لأ هدول موجودين
+
+530
+00:47:22,110 --> 00:47:26,750
+مغزعين جوا فمرات بيطلع هو نفسه و مرات بيطلع تغيير
+
+531
+00:47:26,750 --> 00:47:31,370
+بسيط اما فيه يطلع علم نفسه اللي بيعمله مرضه شكله
+
+532
+00:47:31,370 --> 00:47:37,740
+مش طالع عليك انترجع حالك و علاقتك مع أمك قبل ما
+
+533
+00:47:37,740 --> 00:47:47,420
+تموتي على ال quiz روح يقولي لأمك ادعيلي تمام هل
+
+534
+00:47:47,420 --> 00:47:50,240
+جيت عشان ال quiz فيه ملو كان لأن الخميس ال quiz في
+
+535
+00:47:50,240 --> 00:47:53,760
+كل أحوال بغض النظر عن الإجازة عشان ماتقولوش هذا
+
+536
+00:47:53,760 --> 00:47:57,980
+ماخدنهوش cross product او vector product ال vector
+
+537
+00:47:57,980 --> 00:48:00,840
+product يا بنا سمته vector product عشان النتج
+
+538
+00:48:00,840 --> 00:48:05,820
+vectorالناتج ماله vector اذا بيقول لي طبعا انا
+
+539
+00:48:05,820 --> 00:48:10,860
+هعيده يوم السبت او يوم الأربعة لكن بدي اسلجه شويه
+
+540
+00:48:10,860 --> 00:48:16,340
+عشان ال quiz تمام فاتحملونيبقول إذا vector product
+
+541
+00:48:16,340 --> 00:48:19,520
+of two vectors a and b هذا لازم يكون between two
+
+542
+00:48:19,520 --> 00:48:25,160
+vectors أيضا written as كيف بنكتب a cross ال b is
+
+543
+00:48:25,160 --> 00:48:30,140
+a third vector إذا لنا نتيج ماله vector with ما
+
+544
+00:48:30,140 --> 00:48:32,680
+زال vector بدك تديني إليه تنتين magnitude و
+
+545
+00:48:32,680 --> 00:48:37,490
+direction صح؟ ال magnitude تبقى هذا هومجنتيودي
+
+546
+00:48:37,490 --> 00:48:41,590
+الـC اللي هو مجنتيودي الـA في الـB بيسوي A في B في
+
+547
+00:48:41,590 --> 00:48:46,870
+صيني الزاوية تمام؟ بدي ال direction قال ليه ال
+
+548
+00:48:46,870 --> 00:48:52,630
+vector C له direction لازم يكون عمودي على مستوى
+
+549
+00:48:52,630 --> 00:48:56,690
+التنين A وB ولمّا يكون عمودي على المستوى معناته
+
+550
+00:48:56,690 --> 00:48:59,850
+عمودي على كل الخطوط جوا المستوى مش هي كانت في
+
+551
+00:48:59,850 --> 00:49:05,660
+نظرية؟ تمام إذا C عمودي على A ولا لأ؟و C عمودي على
+
+552
+00:49:05,660 --> 00:49:12,780
+B ولا لأ قطع العمودي على التنين قال لي طيب بنات هي
+
+553
+00:49:12,780 --> 00:49:20,020
+A و هي B التنين عاللوح بدي أضربهم أطلع C cross
+
+554
+00:49:20,020 --> 00:49:23,740
+product بدي أطلع عندي لازم عمودي على التنين في
+
+555
+00:49:23,740 --> 00:49:28,860
+عندي احتمالين لا عليكم لا علوحبنتعلم كيف نعرف انه
+
+556
+00:49:28,860 --> 00:49:31,920
+عليكم ولا علي اللوح قاللي في قاعدة اليدي اليمنى
+
+557
+00:49:31,920 --> 00:49:36,280
+بتعرفوها حلو كلكم بتعرفوها هيها أصابعك الأربع
+
+558
+00:49:36,280 --> 00:49:41,620
+افردهم وحطهم باتجاه ال A أصابعنا الأربع حطوناهم في
+
+559
+00:49:41,620 --> 00:49:47,480
+اتجاه ال A ولف باتجاه ال B لفهم أصابعك الأربع بعد
+
+560
+00:49:47,480 --> 00:49:54,080
+كده هيهم شايفينها هي A و هي B اتفقنا أصابع الأربعة
+
+561
+00:49:54,080 --> 00:50:00,630
+هيهمبلف هيك هيك بلتفه للخارج
+
+562
+00:50:00,630 --> 00:50:05,670
+طيب بدي بي cross ال a بي إذا أنا أصابعي الأربعة مع
+
+563
+00:50:05,670 --> 00:50:10,650
+مين مع بي مع بي بدي ألفه معناته لازم يكون بيبقى من
+
+564
+00:50:10,650 --> 00:50:14,230
+دوا إيش بيدل بيقولي a cross ال b بيساوي سالب بي
+
+565
+00:50:14,230 --> 00:50:22,370
+cross ال a إذا لو عكسته هتحط شعر سالب أمين حلو صين
+
+566
+00:50:22,370 --> 00:50:28,110
+السفر قداشسفر وصاني سفر واحد وصاني سفر سفر وصاني
+
+567
+00:50:28,110 --> 00:50:35,210
+تسعين حلو معناته I X I I X I I X I I X I I X I I I
+
+568
+00:50:35,210 --> 00:50:35,450
+X I I I X I I I X I I I X I I I X I I I X I I I X
+
+569
+00:50:35,450 --> 00:50:37,690
+I I I X I I I X I I I X I I I X I I I X I I I X I
+
+570
+00:50:37,690 --> 00:50:40,950
+I I X I I I X I I I X I I I X I I I X I I I X I I
+
+571
+00:50:40,950 --> 00:50:41,590
+I X I I I X I I I X I I I X I I I X I I I X I I I
+
+572
+00:50:41,590 --> 00:50:44,530
+X I I I X I I I X I I I X I I I X I I I X I I I X
+
+573
+00:50:44,530 --> 00:50:45,970
+I I I X I I I X I I I X I I I X I I I X I I I X I
+
+574
+00:50:45,970 --> 00:50:52,080
+I I X I I I X I I I X I I I X I I X I I IK يعني K
+
+575
+00:50:52,080 --> 00:50:58,660
+إذاً I cross الـ J بيعطي K J cross ال I سالب K صح
+
+576
+00:50:58,660 --> 00:51:06,780
+ولا .. طب تتوقعوا J cross ال K I J cross ال K I
+
+577
+00:51:06,780 --> 00:51:11,800
+تمام هذه القاعدة من جيبها بعد كده اتطلع واحد هذه
+
+578
+00:51:11,800 --> 00:51:18,160
+القاعدة التي ادربنا قال لي في عنديكيف تجيب I x J x
+
+579
+00:51:18,160 --> 00:51:22,220
+K؟ قال لي هاي I و J و K شايفينهم؟ بدي أضرب كل
+
+580
+00:51:22,220 --> 00:51:25,780
+التنين مع بعض يطلع للتالت قطعا ولا لأ؟ بدي يطلع
+
+581
+00:51:25,780 --> 00:51:30,020
+التالت I x J بدي يطلع K أو سلب K مظبوط؟ J x K بدي
+
+582
+00:51:30,020 --> 00:51:34,800
+يطلع معاك I أو سلب I K x J ال I بدي يطلعك J أو سلب
+
+583
+00:51:34,800 --> 00:51:37,660
+J كيف تبقى أعرف موجة بولا سلب؟ قاللي طلع القاعدة
+
+584
+00:51:37,660 --> 00:51:42,220
+الحلوة و حطهم على رأس مثلث حطناهم و قولي .. و
+
+585
+00:51:42,220 --> 00:51:47,490
+اعملي يوم هيكها هجيت انت ماشي بدك تضرب sorry I
+
+586
+00:51:47,490 --> 00:51:51,490
+cross ال J بقول I cross ال J انا ماشي و كاين معاقر
+
+587
+00:51:51,490 --> 00:51:56,190
+بالساعة بطلع التالت موجب لو بدي اقول J cross ال I
+
+588
+00:51:56,190 --> 00:52:02,390
+بصير اقلافف بطلع سالب K طيب J cross .. هي طلعت J
+
+589
+00:52:02,390 --> 00:52:04,630
+cross ال K I
+
+590
+00:52:07,780 --> 00:52:14,000
+كي .. لو .. كي كروس الجي سالب اي تمام كي كروس الاي
+
+591
+00:52:14,000 --> 00:52:21,040
+جي اي كروس الكي سالب ممولة تمام هذه حلوين بعدين
+
+592
+00:52:21,040 --> 00:52:26,580
+بنكملها عشان نغلب كورس هذا حال نرجعله تفصيل و هذا
+
+593
+00:52:26,580 --> 00:52:33,530
+بدنا نرجعله تفصيل بدي ال quiz بسبقولي which of the
+
+594
+00:52:33,530 --> 00:52:37,230
+following is always zero؟ واطلعوا الخيارات تبعتي
+
+595
+00:52:37,230 --> 00:52:41,330
+يا بنات وانتبهوا عشان لو إيجي زيه في ال quiz a
+
+596
+00:52:41,330 --> 00:52:46,010
+cross ال b cross ال a كيف سفر ماعرفش نيجي لهدا
+
+597
+00:52:46,010 --> 00:52:50,490
+انتبهولي a cross ال b طلع victory جديد صح عمودي
+
+598
+00:52:50,490 --> 00:52:55,840
+على هدا مش عمودي على التانية أناو عمودي على هذا طب
+
+599
+00:52:55,840 --> 00:52:59,720
+ما زال هذا عمودي عليه معناته هذا و هذا عموديات و
+
+600
+00:52:59,720 --> 00:53:03,980
+ضد product cosine و cosine التسعين صفر اذا هذا صفر
+
+601
+00:53:03,980 --> 00:53:11,580
+طب لو a cross ال b ضد ال bبرضه severe برضه severe
+
+602
+00:53:11,580 --> 00:53:15,800
+هذا و هذا ماليش دعوة فيهم طلع هادى الحلو قال لي
+
+603
+00:53:15,800 --> 00:53:20,360
+هذا أصلا الأعمى اللى بيصدقك لأن هادى ايه ضد ال big
+
+604
+00:53:20,360 --> 00:53:24,640
+scalar و scalar و مع vector ممنوع تحط cross إذا
+
+605
+00:53:24,640 --> 00:53:29,100
+هادى أصلا كتبته غلط إذا مين من هدول اللي دايما
+
+606
+00:53:29,100 --> 00:53:35,250
+zeroب فهمتوا يا بنات هذا بيأكد انه دايما لما اضرب
+
+607
+00:53:35,250 --> 00:53:37,630
+to vectors cross product الناجي ايش يجب ان يكون
+
+608
+00:53:37,630 --> 00:53:42,750
+عمودي ع التنين خيار دي انت حكيت انه .. مخلط تمام
+
+609
+00:53:42,750 --> 00:53:46,570
+dot معي scanner ومافعش اتحد cross طبعا طب هلأ لما
+
+610
+00:53:46,570 --> 00:53:50,430
+انا اضرب a في b خيار دي طب هو هيطلع ليه scanner من
+
+611
+00:53:50,430 --> 00:53:54,150
+هنا هذا scalar و vector vector اه vector بتكون ضد
+
+612
+00:53:54,150 --> 00:53:59,900
+ال scalar من scalar هذا scalarهذا vector هذا كتابة
+
+613
+00:53:59,900 --> 00:54:05,900
+صحيحة تمام احنا وياكم والعربعة بفصل بيننا في إجازة
+
+614
+00:54:05,900 --> 00:54:10,060
+ولا لأ إذا في إجازة بنشوفكم السبت مافيش إجازة
+
+615
+00:54:10,060 --> 00:54:14,020
+بنشوفكم العربعة يعطيكوا
+
+616
+00:54:14,020 --> 00:54:14,460
+العافية
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_raw.json b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..e15d42fa7ab5ee4154ff1c3ec5ddce58b2c6b053
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/ZAyehpbNc4A_raw.json
@@ -0,0 +1 @@
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0.2030029296875}, {"start": 242.72, "end": 242.8, "word": " له", "probability": 0.74560546875}, {"start": 242.8, "end": 243.66, "word": " مركبات", "probability": 0.8258056640625}, {"start": 243.66, "end": 244.84, "word": " بقدر", "probability": 0.9679361979166666}, {"start": 244.84, "end": 245.22, "word": " أجيب", "probability": 0.94091796875}, {"start": 245.22, "end": 245.58, "word": " ها", "probability": 0.578369140625}, {"start": 245.58, "end": 245.66, "word": " و", "probability": 0.65380859375}, {"start": 245.66, "end": 246.08, "word": " أتعمل", "probability": 0.8514404296875}, {"start": 246.08, "end": 246.4, "word": " معها", "probability": 0.867919921875}, {"start": 246.4, "end": 246.58, "word": " على", "probability": 0.92529296875}, {"start": 246.58, "end": 246.8, "word": " هذه", "probability": 0.89990234375}, {"start": 246.8, "end": 247.34, "word": " الأساس", "probability": 0.9840494791666666}, {"start": 247.34, "end": 248.18, "word": " قللي", "probability": 0.604736328125}, 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" وطر", "probability": 0.9962565104166666}, {"start": 272.98, "end": 273.16, "word": " ولا", "probability": 0.95458984375}, {"start": 273.16, "end": 273.96, "word": " لا؟", "probability": 0.944091796875}, {"start": 273.96, "end": 274.24, "word": " لما", "probability": 0.909912109375}, {"start": 274.24, "end": 274.6, "word": " ضربت", "probability": 0.9015299479166666}, {"start": 274.6, "end": 274.94, "word": " ضربت", "probability": 0.8504231770833334}, {"start": 274.94, "end": 275.32, "word": " تبادل", "probability": 0.929443359375}, {"start": 275.32, "end": 275.56, "word": " ليه؟", "probability": 0.6611328125}, {"start": 275.56, "end": 275.82, "word": " ماحتاج", "probability": 0.6595052083333334}, {"start": 275.82, "end": 276.06, "word": " كده", "probability": 0.5970458984375}, {"start": 276.06, "end": 276.38, "word": " نعمل", "probability": 0.7803548177083334}, {"start": 276.38, "end": 276.7, "word": " نقول", "probability": 0.8564453125}, {"start": 276.7, "end": 277.4, "word": " cos", "probability": 0.826171875}, {"start": 277.4, "end": 278.18, "word": " الثيتا", "probability": 0.72857666015625}, {"start": 278.18, "end": 278.8, "word": " بيسوي", "probability": 0.9176025390625}, {"start": 278.8, "end": 279.76, "word": " مجاور", "probability": 0.989013671875}, {"start": 279.76, "end": 280.14, "word": " على", "probability": 0.93359375}, {"start": 280.14, "end": 280.64, "word": " وطر", "probability": 0.9959309895833334}], "temperature": 1.0}, {"id": 13, "seek": 30333, "start": 281.56, "end": 303.34, "text": "صح اضرب ضرب تبادل ايه صارت ax بتسوي ايه في cos الزاوية sin الزاوية بتسوي ay أو ايه ضربنا ضرب تبادل ايه اذا انت من الرسمة بقدر اجيب المراكبات ولا لا و من المراكبات بقدر ارسل تمام حلو طيب جالي ايه", "tokens": [9381, 5016, 1975, 11242, 25513, 48812, 25513, 6055, 3555, 18513, 1211, 1975, 1829, 3224, 20328, 9640, 2655, 6360, 39894, 3794, 45865, 1975, 1829, 3224, 8978, 3792, 6024, 110, 995, 2407, 10632, 3343, 6024, 110, 995, 2407, 10632, 39894, 3794, 45865, 7494, 34051, 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vector لما تكتبلي يا زي هيك فهمت و بقدر أرسمه بتقدر تجيبلي مقداره و تقولي اه في the horse صح؟ هذا مش هي مقدار ال vector مش هذا معروف و هذا هو نفسه هذا إذا معناته المقدار بيساوي ربع الصيني و ربع الصاضي و جمعهم و خد جزء تربيعي إذا بيقولي the magnitude of the vector is given by", "tokens": [6027, 39184, 8062, 5296, 15042, 6055, 4117, 2655, 3555, 20292, 35186, 30767, 1829, 39896, 4117, 6156, 16095, 2655, 4032, 4724, 28543, 2288, 5551, 2288, 38251, 3224, 39894, 28543, 2288, 6055, 7435, 1829, 3555, 20292, 3714, 28543, 9640, 3224, 4032, 6055, 39648, 1829, 1975, 3224, 8978, 264, 6832, 20328, 5016, 22807, 23758, 37893, 39896, 3714, 28543, 9640, 2423, 8062, 37893, 23758, 20449, 32887, 5172, 4032, 23758, 31439, 8717, 36178, 3224, 23758, 11933, 15730, 20449, 8315, 47395, 9673, 28543, 9640, 4724, 1829, 3794, 995, 45865, 12602, 3555, 3615, 31767, 9957, 1829, 4032, 12602, 3555, 3615, 31767, 46958, 1829, 4032, 10874, 2304, 3615, 16095, 4032, 16490, 3215, 10874, 11622, 38207, 6055, 2288, 21292, 3615, 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{"start": 549.78, "end": 550.12, "word": " عفره", "probability": 0.7608642578125}, {"start": 550.12, "end": 550.24, "word": " عشان", "probability": 0.6714680989583334}, {"start": 550.24, "end": 550.72, "word": " يسويله", "probability": 0.763427734375}], "temperature": 1.0}, {"id": 24, "seek": 57964, "start": 551.98, "end": 579.64, "text": "هك انخلج، تمام؟ هك انخلج هو .. هو في الفراغ هو في الفراغ، أيش يعني في الفراغ؟ إله تلت أبعاد، إذا إله تلت مُركّبات، تمام؟ هو دي طبيعة الأشياء، كل vector إله تلت مُركّبات، حتى لو كان في لبلين، بيقولوا تلت سفر تلت سفر، لكن in general، بيقول كل vector إله تلت مُركّبات", "tokens": [3224, 4117, 16472, 9778, 1211, 7435, 12399, 46811, 10943, 22807, 8032, 4117, 16472, 9778, 1211, 7435, 31439, 4386, 31439, 8978, 27188, 2288, 5718, 118, 31439, 8978, 27188, 2288, 5718, 118, 12399, 36632, 8592, 37495, 22653, 8978, 27188, 2288, 5718, 118, 22807, 11933, 43761, 6055, 1211, 2655, 5551, 3555, 3615, 18513, 12399, 11933, 15730, 11933, 43761, 6055, 1211, 2655, 3714, 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0.991943359375}], "temperature": 1.0}, {"id": 25, "seek": 60695, "start": 580.25, "end": 606.95, "text": "لأن طبيعة الأشياء يا ربنا خلقها فراغ three dimensions وإن يكون موجود في plane أو في line حالة خاصة حالات خاصة فاهمت عليها هى أصل الأشياء أنها تكون تلت أبعاد dial قال لي ال vector إله مركبات أمين لا تنتين لا تلاتة طب لو في vector عندك zero قال لك تتوقع فيه مركبة من المركبات ما تكونش zero", "tokens": [1211, 33456, 23032, 21292, 27884, 16247, 8592, 1829, 16606, 35186, 12602, 3555, 8315, 16490, 1211, 4587, 11296, 6156, 2288, 5718, 118, 1045, 12819, 4032, 28814, 1863, 7251, 30544, 3714, 29245, 23328, 8978, 5720, 34051, 8978, 1622, 11331, 6027, 3660, 16490, 33546, 3660, 11331, 6027, 9307, 16490, 33546, 3660, 6156, 995, 16095, 2655, 25894, 11296, 8032, 7578, 5551, 36520, 16247, 8592, 1829, 16606, 14739, 11296, 6055, 30544, 6055, 1211, 2655, 5551, 3555, 3615, 18513, 5502, 50239, 32239, 2423, 8062, 11933, 43761, 3714, 31747, 3555, 9307, 5551, 2304, 9957, 20193, 6055, 29399, 9957, 20193, 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{"start": 597.45, "end": 597.59, "word": " لي", "probability": 0.209228515625}, {"start": 597.59, "end": 597.69, "word": " ال", "probability": 0.84375}, {"start": 597.69, "end": 598.05, "word": " vector", "probability": 0.798828125}, {"start": 598.05, "end": 598.33, "word": " إله", "probability": 0.35302734375}, {"start": 598.33, "end": 599.17, "word": " مركبات", "probability": 0.8568115234375}, {"start": 599.17, "end": 599.81, "word": " أمين", "probability": 0.7682291666666666}, {"start": 599.81, "end": 600.01, "word": " لا", "probability": 0.361572265625}, {"start": 600.01, "end": 600.41, "word": " تنتين", "probability": 0.69580078125}, {"start": 600.41, "end": 600.51, "word": " لا", "probability": 0.76806640625}, {"start": 600.51, "end": 601.27, "word": " تلاتة", "probability": 0.9285888671875}, {"start": 601.27, "end": 601.85, "word": " طب", "probability": 0.790283203125}, {"start": 601.85, "end": 601.97, "word": " لو", "probability": 0.98193359375}, {"start": 601.97, "end": 602.11, "word": " في", "probability": 0.7421875}, {"start": 602.11, "end": 602.45, "word": " vector", "probability": 0.6083984375}, {"start": 602.45, "end": 602.87, "word": " عندك", "probability": 0.98095703125}, {"start": 602.87, "end": 603.19, "word": " zero", "probability": 0.68310546875}, {"start": 603.19, "end": 603.45, "word": " قال", "probability": 0.88427734375}, {"start": 603.45, "end": 603.75, "word": " لك", "probability": 0.6939697265625}, {"start": 603.75, "end": 604.71, "word": " تتوقع", "probability": 0.9520263671875}, {"start": 604.71, "end": 604.89, "word": " فيه", "probability": 0.808837890625}, {"start": 604.89, "end": 605.31, "word": " مركبة", "probability": 0.9471028645833334}, {"start": 605.31, "end": 605.45, "word": " من", "probability": 0.9013671875}, {"start": 605.45, "end": 606.15, "word": " المركبات", "probability": 0.796630859375}, {"start": 606.15, "end": 606.31, "word": " ما", "probability": 0.69970703125}, {"start": 606.31, "end": 606.67, "word": " تكونش", "probability": 0.79736328125}, {"start": 606.67, "end": 606.95, "word": " zero", "probability": 0.73876953125}], "temperature": 1.0}, {"id": 26, "seek": 63208, "start": 608.26, "end": 632.08, "text": "في مجال؟ كيف؟ vector مقداره zero تمام؟ هل في مجال أحد مركباته مايكونيش zero؟ من اللي بيقول آه يفسلي احنا راضين نسمع كيف؟ بدك حاجة تلغيها؟ مفهوش مفهوش ولا ممكن", "tokens": [41185, 3714, 7435, 6027, 22807, 9122, 33911, 22807, 8062, 3714, 28543, 9640, 3224, 4018, 46811, 10943, 22807, 8032, 1211, 8978, 3714, 7435, 6027, 5551, 24401, 3714, 31747, 3555, 9307, 3224, 19446, 1829, 30544, 1829, 8592, 4018, 22807, 9154, 13672, 1829, 4724, 1829, 39648, 19753, 3224, 7251, 36178, 20292, 1975, 5016, 8315, 12602, 46958, 9957, 8717, 38251, 3615, 9122, 33911, 22807, 47525, 4117, 11331, 26108, 3660, 6055, 1211, 17082, 1829, 11296, 22807, 3714, 5172, 3224, 2407, 8592, 3714, 5172, 3224, 2407, 8592, 49429, 3714, 43020], "avg_logprob": -0.22555146427715525, "compression_ratio": 1.5780346820809248, "no_speech_prob": 4.76837158203125e-06, "words": [{"start": 608.26, "end": 608.54, "word": "في", "probability": 0.73388671875}, {"start": 608.54, "end": 609.24, "word": " مجال؟", "probability": 0.8455810546875}, {"start": 609.24, "end": 611.1, "word": " كيف؟", "probability": 0.8938802083333334}, {"start": 611.1, "end": 612.82, "word": " vector", "probability": 0.433837890625}, {"start": 612.82, "end": 613.72, "word": " مقداره", "probability": 0.9505615234375}, {"start": 613.72, "end": 614.06, "word": " zero", "probability": 0.49267578125}, {"start": 614.06, "end": 616.48, "word": " تمام؟", "probability": 0.7036946614583334}, {"start": 616.48, "end": 617.08, "word": " هل", "probability": 0.898193359375}, {"start": 617.08, "end": 617.36, "word": " في", "probability": 0.96337890625}, {"start": 617.36, "end": 617.88, "word": " مجال", "probability": 0.9978841145833334}, {"start": 617.88, "end": 618.18, "word": " أحد", "probability": 0.822265625}, {"start": 618.18, "end": 618.9, "word": " 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"probability": 0.825927734375}, {"start": 626.84, "end": 627.04, "word": " حاجة", "probability": 0.9783528645833334}, {"start": 627.04, "end": 628.64, "word": " تلغيها؟", "probability": 0.9749348958333334}, {"start": 628.64, "end": 629.26, "word": " مفهوش", "probability": 0.624609375}, {"start": 629.26, "end": 630.8, "word": " مفهوش", "probability": 0.8796875}, {"start": 630.8, "end": 631.56, "word": " ولا", "probability": 0.5947265625}, {"start": 631.56, "end": 632.08, "word": " ممكن", "probability": 0.984130859375}], "temperature": 1.0}, {"id": 27, "seek": 65924, "start": 632.98, "end": 659.24, "text": "اللي بيقول ممكن يعلي صوتي ويقنعني كيف ممكن vector مؤحد مركباته مش سفر ومقداره سفر ولازم يكون مقداره سفر، في مجال؟ انتوا هاديها، تشوفوا، لو واحدة من هدول مش سفر و بتجمعوهم، بتاخدوا الجهاز الترابيعي بتطلع هنا، سفر؟ ولا ممكن؟ إذا إيش بيقوللي Note that if the vector A is zero", "tokens": [6027, 20292, 4724, 1829, 39648, 3714, 43020, 37495, 20292, 20328, 35473, 1829, 4032, 1829, 4587, 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"probability": 0.9734700520833334}, {"start": 789.14, "end": 789.98, "word": " نقصت", "probability": 0.76312255859375}, {"start": 789.98, "end": 790.34, "word": " نين", "probability": 0.671630859375}, {"start": 790.34, "end": 790.82, "word": " جين", "probability": 0.4857177734375}, {"start": 790.82, "end": 791.36, "word": " هاي", "probability": 0.5423583984375}, {"start": 791.36, "end": 792.44, "word": " مجموحهم", "probability": 0.8809407552083334}, {"start": 792.44, "end": 793.46, "word": " هاي", "probability": 0.6546630859375}, {"start": 793.46, "end": 794.18, "word": " مجموحهم", "probability": 0.9825846354166666}, {"start": 794.18, "end": 794.52, "word": " يورني", "probability": 0.5205078125}, {"start": 794.52, "end": 794.84, "word": " مثل", "probability": 0.857177734375}, {"start": 794.84, "end": 795.5, "word": " المجموع", "probability": 0.8741455078125}, {"start": 795.5, "end": 796.32, "word": " طب", "probability": 0.85888671875}, {"start": 796.32, "end": 796.52, "word": " وذا", "probability": 0.6904296875}, {"start": 796.52, "end": 796.64, "word": " ال", "probability": 0.9462890625}, {"start": 796.64, "end": 797.04, "word": " vectors", "probability": 0.67529296875}, {"start": 797.04, "end": 797.92, "word": " مش", "probability": 0.953125}, {"start": 797.92, "end": 798.52, "word": " مكتوبين", "probability": 0.9783203125}, {"start": 798.52, "end": 798.86, "word": " هيك", "probability": 0.915771484375}, {"start": 798.86, "end": 799.14, "word": " جالي", "probability": 0.4797770182291667}, {"start": 799.14, "end": 799.84, "word": " بتخليهم", "probability": 0.79656982421875}, {"start": 799.84, "end": 800.04, "word": " هم", "probability": 0.5897216796875}, {"start": 800.04, "end": 801.08, "word": " يقولوا", "probability": 0.8790690104166666}, {"start": 801.08, "end": 801.4, "word": " هيك", "probability": 0.968994140625}], "temperature": 1.0}, {"id": 33, "seek": 82758, "start": 802.76, "end": 827.58, "text": "إذا لو كان عندي Vector ورسمليه يا جالي أول حاجة تعملها قبل ما تجمع حلليه يا جيب مركباته إذا بقولي Now to add to vectors analytically يعني بدون رسم تحليليا يعني جبريا يعني جمع الروضة اللي اتعلمناها كيف أسوي جالي proceed as follow اتبع الخطوات التالية", "tokens": [28814, 15730, 45164, 25961, 18871, 16254, 691, 20814, 4032, 2288, 38251, 20292, 3224, 35186, 10874, 6027, 1829, 5551, 12610, 11331, 26108, 3660, 6055, 25957, 1211, 11296, 12174, 36150, 19446, 6055, 7435, 2304, 3615, 11331, 1211, 20292, 3224, 35186, 10874, 1829, 3555, 3714, 31747, 3555, 9307, 3224, 11933, 15730, 4724, 39648, 1829, 823, 281, 909, 281, 18875, 10783, 984, 37495, 22653, 47525, 11536, 12602, 38251, 6055, 5016, 20292, 20292, 995, 37495, 22653, 10874, 3555, 16572, 995, 37495, 22653, 10874, 2304, 3615, 34892, 2407, 11242, 3660, 13672, 1829, 1975, 2655, 3615, 19528, 8315, 11296, 9122, 33911, 5551, 3794, 45865, 10874, 6027, 1829, 8991, 382, 1524, 1975, 2655, 3555, 3615, 33962, 9566, 2407, 9307, 16712, 6027, 10632], "avg_logprob": -0.19714674042618793, "compression_ratio": 1.665289256198347, "no_speech_prob": 2.384185791015625e-07, "words": [{"start": 802.76, "end": 803.08, "word": "إذا", "probability": 0.5555419921875}, {"start": 803.08, "end": 803.32, "word": " لو", "probability": 0.86962890625}, {"start": 803.32, "end": 803.62, "word": " كان", "probability": 0.98095703125}, {"start": 803.62, "end": 804.0, "word": " عندي", "probability": 0.831298828125}, {"start": 804.0, "end": 804.54, "word": " Vector", "probability": 0.6505126953125}, {"start": 804.54, "end": 806.12, "word": " ورسمليه", "probability": 0.634619140625}, {"start": 806.12, "end": 806.18, "word": " يا", "probability": 0.242431640625}, {"start": 806.18, "end": 806.44, "word": " جالي", "probability": 0.5541178385416666}, {"start": 806.44, "end": 806.82, "word": " أول", "probability": 0.9248046875}, {"start": 806.82, "end": 807.14, "word": " حاجة", "probability": 0.9905598958333334}, {"start": 807.14, "end": 807.56, "word": " تعملها", "probability": 0.96875}, {"start": 807.56, "end": 807.76, "word": " قبل", "probability": 0.9404296875}, {"start": 807.76, "end": 807.88, "word": " ما", "probability": 0.7919921875}, {"start": 807.88, "end": 808.38, "word": " تجمع", "probability": 0.99560546875}, {"start": 808.38, "end": 809.58, "word": " حلليه", "probability": 0.8060302734375}, {"start": 809.58, "end": 809.88, "word": " يا", "probability": 0.91943359375}, {"start": 809.88, "end": 810.6, "word": " جيب", "probability": 0.9591471354166666}, {"start": 810.6, "end": 811.56, "word": " مركباته", "probability": 0.87568359375}, {"start": 811.56, "end": 812.18, "word": " إذا", "probability": 0.7008056640625}, {"start": 812.18, "end": 812.84, "word": " بقولي", "probability": 0.6761067708333334}, {"start": 812.84, "end": 814.02, "word": " Now", "probability": 0.375}, {"start": 814.02, "end": 814.28, "word": " to", "probability": 0.89208984375}, {"start": 814.28, "end": 814.62, "word": " add", "probability": 0.85791015625}, {"start": 814.62, "end": 814.76, "word": " to", "probability": 0.84326171875}, {"start": 814.76, "end": 815.4, "word": " vectors", "probability": 0.9462890625}, {"start": 815.4, "end": 816.46, "word": " analytically", "probability": 0.8740234375}, {"start": 816.46, "end": 817.16, "word": " يعني", "probability": 0.929443359375}, {"start": 817.16, "end": 817.48, "word": " بدون", "probability": 0.89892578125}, {"start": 817.48, "end": 818.0, "word": " رسم", "probability": 0.94873046875}, {"start": 818.0, "end": 819.2, "word": " تحليليا", "probability": 0.90712890625}, {"start": 819.2, "end": 819.48, "word": " يعني", "probability": 0.906494140625}, {"start": 819.48, "end": 820.32, "word": " جبريا", "probability": 0.889892578125}, {"start": 820.32, "end": 820.9, "word": " يعني", "probability": 0.981201171875}, {"start": 820.9, "end": 821.22, "word": " جمع", "probability": 0.9910481770833334}, {"start": 821.22, "end": 821.68, "word": " الروضة", "probability": 0.7779541015625}, {"start": 821.68, "end": 821.78, "word": " اللي", "probability": 0.95068359375}, {"start": 821.78, "end": 822.74, "word": " اتعلمناها", "probability": 0.9261067708333334}, {"start": 822.74, "end": 823.22, "word": " كيف", "probability": 0.948974609375}, {"start": 823.22, "end": 823.94, "word": " أسوي", "probability": 0.9222005208333334}, {"start": 823.94, "end": 824.54, "word": " جالي", "probability": 0.8102213541666666}, {"start": 824.54, "end": 825.16, "word": " proceed", "probability": 0.9560546875}, {"start": 825.16, "end": 825.54, "word": " as", "probability": 0.95361328125}, {"start": 825.54, "end": 825.92, "word": " follow", "probability": 0.62646484375}, {"start": 825.92, "end": 826.6, "word": " اتبع", "probability": 0.7735595703125}, {"start": 826.6, "end": 827.06, "word": " الخطوات", "probability": 0.978271484375}, {"start": 827.06, "end": 827.58, "word": " التالية", "probability": 0.97314453125}], "temperature": 1.0}, {"id": 34, "seek": 84335, "start": 828.17, "end": 843.35, "text": "resolve حلل أي vector إلى مركبته resolve each vector into its component according to a suitable coordinate axis حسب محاول معينين قالت طب لو كتبليهم هيك بدون تحليل هدول؟", "tokens": [495, 37361, 11331, 1211, 1211, 36632, 8062, 30731, 3714, 31747, 3555, 47395, 14151, 1184, 8062, 666, 1080, 6542, 4650, 281, 257, 12873, 15670, 10298, 11331, 35457, 3714, 5016, 995, 12610, 20449, 9957, 9957, 50239, 2655, 23032, 3555, 45164, 9122, 2655, 3555, 20292, 16095, 39896, 4117, 47525, 11536, 6055, 5016, 20292, 1211, 8032, 3215, 12610, 22807], "avg_logprob": -0.25976562606436865, "compression_ratio": 1.3179190751445087, "no_speech_prob": 1.7881393432617188e-07, "words": [{"start": 828.17, "end": 828.93, "word": "resolve", "probability": 0.56158447265625}, {"start": 828.93, "end": 829.77, "word": " حلل", "probability": 0.7766927083333334}, {"start": 829.77, "end": 830.33, "word": " أي", "probability": 0.779296875}, {"start": 830.33, "end": 831.01, "word": " vector", "probability": 0.73486328125}, {"start": 831.01, "end": 831.67, "word": " إلى", "probability": 0.876953125}, {"start": 831.67, "end": 832.61, "word": " مركبته", "probability": 0.80615234375}, {"start": 832.61, "end": 833.27, "word": " resolve", "probability": 0.1298828125}, {"start": 833.27, "end": 833.95, "word": " each", "probability": 0.94287109375}, {"start": 833.95, "end": 834.49, "word": " vector", "probability": 0.974609375}, {"start": 834.49, "end": 835.03, "word": " into", "probability": 0.814453125}, {"start": 835.03, "end": 835.37, "word": " its", "probability": 0.8115234375}, {"start": 835.37, "end": 836.09, "word": " component", "probability": 0.8681640625}, {"start": 836.09, "end": 837.13, "word": " according", "probability": 0.8427734375}, {"start": 837.13, "end": 837.61, "word": " to", "probability": 0.95458984375}, {"start": 837.61, "end": 837.75, "word": " a", "probability": 0.89306640625}, {"start": 837.75, "end": 838.03, "word": " suitable", "probability": 0.8681640625}, {"start": 838.03, "end": 838.55, "word": " coordinate", "probability": 0.755859375}, {"start": 838.55, "end": 839.01, "word": " axis", "probability": 0.9208984375}, {"start": 839.01, "end": 839.35, "word": " حسب", "probability": 0.903564453125}, {"start": 839.35, "end": 839.73, "word": " محاول", "probability": 0.91552734375}, {"start": 839.73, "end": 840.43, "word": " معينين", "probability": 0.9690755208333334}, {"start": 840.43, "end": 841.17, "word": " قالت", "probability": 0.51190185546875}, {"start": 841.17, "end": 841.27, "word": " طب", "probability": 0.621337890625}, {"start": 841.27, "end": 841.37, "word": " لو", "probability": 0.98046875}, {"start": 841.37, "end": 841.93, "word": " كتبليهم", "probability": 0.846875}, {"start": 841.93, "end": 842.27, "word": " هيك", "probability": 0.904052734375}, {"start": 842.27, "end": 842.47, "word": " بدون", "probability": 0.771728515625}, {"start": 842.47, "end": 842.81, "word": " تحليل", "probability": 0.9134521484375}, {"start": 842.81, "end": 843.35, "word": " هدول؟", "probability": 0.85009765625}], "temperature": 1.0}, {"id": 35, "seek": 86871, "start": 843.77, "end": 868.71, "text": "هي جاهز اذا هذه الخطوة تلزمني لو كان ال vector ماتدانيش يا بهذه الصيغة لكن لما يكون اتدانيها بهذه الصيغة محلله جاهز ايش يعني حلله؟ جيبلي مراكبة الصينية و مراكبة الصاضية هجيتي ال بي اللي فوقاني قداش مراكبة الصينية الصاضية ناقص خمسة براو عليكم ناقص خمسة تمام ايه مراكبة الصينية", "tokens": [3224, 1829, 10874, 40294, 11622, 1975, 15730, 29538, 33962, 9566, 2407, 3660, 6055, 1211, 11622, 2304, 22653, 45164, 25961, 2423, 8062, 3714, 9307, 3215, 7649, 1829, 8592, 35186, 39627, 24192, 31767, 1829, 17082, 3660, 44381, 5296, 15042, 7251, 30544, 1975, 2655, 3215, 7649, 1829, 11296, 39627, 24192, 31767, 1829, 17082, 3660, 3714, 5016, 1211, 43761, 10874, 40294, 11622, 1975, 1829, 8592, 37495, 22653, 11331, 1211, 43761, 22807, 10874, 1829, 3555, 20292, 3714, 23557, 4117, 49401, 31767, 9957, 10632, 4032, 3714, 23557, 4117, 49401, 31767, 46958, 10632, 8032, 7435, 1829, 31371, 2423, 4724, 1829, 13672, 1829, 6156, 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{"start": 847.43, "end": 847.65, "word": " كان", "probability": 0.9697265625}, {"start": 847.65, "end": 847.75, "word": " ال", "probability": 0.91015625}, {"start": 847.75, "end": 847.99, "word": " vector", "probability": 0.705078125}, {"start": 847.99, "end": 848.69, "word": " ماتدانيش", "probability": 0.6295572916666666}, {"start": 848.69, "end": 848.79, "word": " يا", "probability": 0.302490234375}, {"start": 848.79, "end": 849.07, "word": " بهذه", "probability": 0.828125}, {"start": 849.07, "end": 849.55, "word": " الصيغة", "probability": 0.911865234375}, {"start": 849.55, "end": 850.29, "word": " لكن", "probability": 0.783203125}, {"start": 850.29, "end": 850.51, "word": " لما", "probability": 0.8359375}, {"start": 850.51, "end": 850.73, "word": " يكون", "probability": 0.953369140625}, {"start": 850.73, "end": 851.11, "word": " اتدانيها", "probability": 0.7045084635416666}, {"start": 851.11, "end": 851.33, "word": " بهذه", "probability": 0.908935546875}, {"start": 851.33, "end": 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و عشرين تربيع زاد واحد و تلاتين تربيع زاد تسعة واربعين اللي هي سبعة تربيع", "tokens": [3615, 20292, 3224, 20328, 35473, 24793, 13672, 1829, 4724, 1829, 5016, 4117, 1829, 1975, 3224, 3714, 6027, 11296, 8032, 8848, 1829, 4117, 6055, 1211, 9307, 9957, 8717, 4587, 9381, 1975, 25513, 3615, 23032, 47302, 11622, 30767, 18513, 16490, 2304, 3794, 3660, 4032, 41361, 25724, 10943, 27884, 36764, 24401, 3660, 46811, 10943, 23032, 1829, 3555, 7251, 15040, 35186, 4724, 8315, 2655, 16490, 2304, 3794, 4032, 6225, 46309, 9957, 6055, 2288, 21292, 3615, 30767, 18513, 36764, 24401, 4032, 6055, 1211, 9307, 9957, 6055, 2288, 21292, 3615, 30767, 18513, 6055, 3794, 27884, 4032, 9640, 3555, 3615, 9957, 13672, 1829, 39896, 8608, 3555, 27884, 6055, 2288, 21292, 3615], "avg_logprob": -0.22336309864407494, "compression_ratio": 1.9186046511627908, "no_speech_prob": 1.430511474609375e-06, "words": [{"start": 1296.69, "end": 1297.09, "word": "عليه", "probability": 0.7080078125}, {"start": 1297.09, "end": 1297.53, 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1350.27, "word": " استفسار", "probability": 0.9326171875}, {"start": 1350.27, "end": 1350.35, "word": " يا", "probability": 0.94482421875}, {"start": 1350.35, "end": 1350.71, "word": " بنات", "probability": 0.8694661458333334}, {"start": 1350.71, "end": 1352.43, "word": " تمام؟", "probability": 0.8346354166666666}], "temperature": 1.0}, {"id": 54, "seek": 138467, "start": 1355.45, "end": 1384.67, "text": "شوف السؤال هجيتني رجال يقولوا ليه بديش ادّيكي هم جاهزين بديكي تجيبي انت المواكبات مظبوط بقولي a hiker ايش بنسميه الهايكر احنا صياد ولا تبع .. لها كلمة تانية مش شايعة في مخي من هايك .. بتصلقوا هدول .. بتصلقوا", "tokens": [8592, 38688, 21136, 33604, 6027, 8032, 7435, 36081, 22653, 12602, 7435, 6027, 7251, 39648, 14407, 32239, 3224, 4724, 16254, 8592, 1975, 3215, 11703, 1829, 4117, 1829, 8032, 2304, 10874, 40294, 11622, 9957, 4724, 16254, 4117, 1829, 6055, 7435, 1829, 3555, 1829, 16472, 2655, 9673, 14407, 4117, 3555, 9307, 3714, 19913, 3555, 2407, 9566, 4724, 39648, 1829, 257, 276, 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لها؟ بقول لي note that the direction of lambda في a يعني درست كيلوف ال vector is the same as the direction of a إذا كانت lambda موجبة وعكسه إذا كانت سالبة عشان علمونا إن شرط السالب تخش ع ال vector إيش بتسوي فيه؟ تعكسه تمام؟ حلو", "tokens": [3555, 2655, 30544, 6055, 16758, 27884, 11933, 1829, 3224, 5296, 11296, 22807, 4724, 39648, 32239, 3637, 300, 264, 3513, 295, 13607, 8978, 257, 37495, 22653, 11778, 2288, 14851, 9122, 26895, 38688, 2423, 8062, 307, 264, 912, 382, 264, 3513, 295, 257, 11933, 15730, 25961, 2655, 13607, 3714, 29245, 49401, 4032, 3615, 4117, 3794, 3224, 11933, 15730, 25961, 2655, 8608, 6027, 49401, 6225, 8592, 7649, 11203, 2304, 2407, 8315, 36145, 13412, 2288, 9566, 21136, 6027, 3555, 6055, 9778, 8592, 6225, 2423, 8062, 11933, 1829, 8592, 39894, 3794, 45865, 8978, 3224, 22807, 6055, 3615, 4117, 3794, 3224, 46811, 10943, 22807, 11331, 1211, 2407], "avg_logprob": -0.27849264705882354, "compression_ratio": 1.6322869955156951, "no_speech_prob": 9.000301361083984e-06, 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"word": " a", "probability": 0.51171875}, {"start": 2752.8, "end": 2753.06, "word": " ضد", "probability": 0.767822265625}, {"start": 2753.06, "end": 2753.4, "word": " بي", "probability": 0.5997314453125}, {"start": 2753.4, "end": 2753.86, "word": " مستحيل", "probability": 0.908935546875}, {"start": 2753.86, "end": 2754.12, "word": " تكون", "probability": 0.946533203125}, {"start": 2754.12, "end": 2754.5, "word": " اكبر", "probability": 0.8663736979166666}, {"start": 2754.5, "end": 2754.68, "word": " من", "probability": 0.95166015625}, {"start": 2754.68, "end": 2754.88, "word": " a", "probability": 0.904296875}, {"start": 2754.88, "end": 2754.96, "word": " في", "probability": 0.55126953125}, {"start": 2754.96, "end": 2755.76, "word": " بي", "probability": 0.90771484375}, {"start": 2755.76, "end": 2756.92, "word": " مش", "probability": 0.156982421875}, {"start": 2756.92, "end": 2757.38, "word": " مستحيل", "probability": 0.81243896484375}, {"start": 2757.38, "end": 2757.76, "word": " ليش", "probability": 0.75732421875}, {"start": 2757.76, "end": 2758.3, "word": " مستحيل", "probability": 0.826904296875}, {"start": 2758.3, "end": 2758.5, "word": " تكون", "probability": 0.978759765625}, {"start": 2758.5, "end": 2759.06, "word": " اكبر", "probability": 0.919921875}, {"start": 2759.06, "end": 2759.68, "word": " عشان", "probability": 0.97705078125}, {"start": 2759.68, "end": 2759.92, "word": " تكون", "probability": 0.970458984375}, {"start": 2759.92, "end": 2760.12, "word": " اكبر", "probability": 0.9563802083333334}, {"start": 2760.12, "end": 2760.3, "word": " لازم", "probability": 0.966796875}, {"start": 2760.3, "end": 2760.5, "word": " تكون", "probability": 0.986083984375}, {"start": 2760.5, "end": 2760.66, "word": " هدى", "probability": 0.4224446614583333}, {"start": 2760.66, "end": 2760.82, "word": " اكبر", "probability": 0.9641927083333334}, {"start": 2760.82, "end": 2760.94, "word": " من", "probability": 0.98828125}, {"start": 2760.94, "end": 2761.24, "word": " واحد", "probability": 0.939697265625}, {"start": 2761.24, "end": 2762.46, "word": " لكن", "probability": 0.91064453125}, {"start": 2762.46, "end": 2762.86, "word": " بقدر", "probability": 0.9845377604166666}, {"start": 2762.86, "end": 2763.08, "word": " اقول", "probability": 0.946044921875}, {"start": 2763.08, "end": 2763.44, "word": " ممكن", "probability": 0.9833984375}, {"start": 2763.44, "end": 2764.08, "word": " تسوى", "probability": 0.687255859375}, {"start": 2764.08, "end": 2765.32, "word": " اذا", "probability": 0.873046875}, {"start": 2765.32, "end": 2765.62, "word": " كسان", "probability": 0.7236328125}, {"start": 2765.62, "end": 2765.96, "word": " السفر", "probability": 0.8772786458333334}, {"start": 2765.96, "end": 2766.4, "word": " واحد", "probability": 0.984375}, {"start": 2766.4, "end": 2767.88, "word": " وممكن", "probability": 0.8440755208333334}, {"start": 2767.88, "end": 2768.22, "word": " تكون", "probability": 0.991943359375}, {"start": 2768.22, "end": 2768.78, "word": " اصغر", "probability": 0.9822998046875}, {"start": 2768.78, "end": 2769.06, "word": " اذا", "probability": 0.9521484375}, {"start": 2769.06, "end": 2769.44, "word": " الزاوية", "probability": 0.9162109375}, {"start": 2769.44, "end": 2769.56, "word": " من", "probability": 0.6796875}, {"start": 2769.56, "end": 2770.02, "word": " السفر", "probability": 0.97412109375}], "temperature": 1.0}, {"id": 109, "seek": 279716, "start": 2770.96, "end": 2797.16, "text": "الزاوية اللي بتحديت تطلع ليك ويز ايش بيقول بيقول which of the following statements is true عظم ان هذه الجملة معروفة بالانجليزي ايش من هذه الجملة التالية صحيحة بيقول لي a بط ال b is larger than magnitude ال a في ال b بيقول له و لا ممكن و لا ممكن لأنه عمريش سمعت cosine زاوية أكبر من واحد ولا في حد سمعه يدلنا", "tokens": [6027, 11622, 995, 2407, 10632, 13672, 1829, 39894, 5016, 16254, 2655, 6055, 9566, 1211, 3615, 32239, 4117, 4032, 1829, 11622, 1975, 1829, 8592, 4724, 1829, 39648, 4724, 1829, 39648, 597, 295, 264, 3480, 12363, 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0.91015625}, {"start": 2796.52, "end": 2797.16, "word": " يدلنا", "probability": 0.743804931640625}], "temperature": 1.0}, {"id": 110, "seek": 282413, "start": 2798.41, "end": 2824.13, "text": "A بطول B is smaller than FB بقوله مش بالضرورة ممكن يتساوى اذا برضه هذه مش دقيقة صحيحيك ولا لأ هذه مثل اللي عارفين اشلوله مرة اكبر و مرة اصغر مستحيل بيشوف الأخيرة A بطول B could be equal يعني ممكن تكون مساوية بقوله اه اذا كانت الزاوية", "tokens": [32, 4724, 9566, 12610, 363, 307, 4356, 813, 479, 33, 4724, 39648, 3224, 37893, 20666, 11242, 2288, 13063, 3660, 3714, 43020, 7251, 2655, 3794, 995, 2407, 7578, 1975, 15730, 4724, 43042, 3224, 29538, 37893, 11778, 38436, 28671, 20328, 5016, 1829, 5016, 1829, 4117, 49429, 5296, 10721, 29538, 50113, 1211, 13672, 1829, 6225, 9640, 5172, 9957, 1975, 8592, 1211, 12610, 3224, 3714, 25720, 1975, 4117, 26890, 4032, 3714, 25720, 1975, 9381, 17082, 2288, 3714, 14851, 5016, 26895, 4724, 1829, 8592, 38688, 16247, 9778, 48923, 316, 4724, 9566, 12610, 363, 727, 312, 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حلوين بعدين بنكملها عشان نغلب كورس هذا حال نرجعله تفصيل و هذا بدنا نرجعله تفصيل بدي ال quiz بس", "tokens": [4117, 1829, 4386, 45164, 4386, 9122, 1829, 9122, 32887, 3794, 25724, 1829, 8608, 6027, 3555, 1975, 1829, 46811, 10943, 9122, 1829, 9122, 32887, 3794, 42963, 1829, 10874, 1829, 1975, 1829, 9122, 32887, 3794, 33251, 1829, 8608, 6027, 3555, 3714, 2304, 12610, 3660, 46811, 10943, 29538, 11331, 1211, 2407, 9957, 39182, 9957, 44945, 24793, 1211, 11296, 6225, 8592, 7649, 8717, 17082, 46152, 9122, 13063, 3794, 23758, 11331, 6027, 8717, 47341, 30241, 3224, 6055, 5172, 9381, 26895, 4032, 23758, 47525, 8315, 8717, 47341, 30241, 3224, 6055, 5172, 9381, 26895, 4724, 16254, 2423, 15450, 4724, 3794], "avg_logprob": -0.31050531788075225, "compression_ratio": 1.9325153374233128, "no_speech_prob": 5.662441253662109e-06, "words": [{"start": 3127.78, "end": 3128.04, "word": "كي", "probability": 0.327880859375}, {"start": 3128.04, "end": 3128.16, "word": " ..", "probability": 0.27392578125}, {"start": 3128.16, "end": 3128.52, "word": " لو", "probability": 0.68310546875}, {"start": 3128.52, "end": 3128.84, "word": " ..", "probability": 0.284423828125}, {"start": 3128.84, "end": 3129.16, "word": " كي", "probability": 0.808837890625}, {"start": 3129.16, "end": 3129.54, "word": " كروس", "probability": 0.733642578125}, {"start": 3129.54, "end": 3129.92, "word": " الجي", "probability": 0.595458984375}, {"start": 3129.92, "end": 3130.5, "word": " سالب", "probability": 0.8282877604166666}, {"start": 3130.5, "end": 3130.86, "word": " اي", "probability": 0.72412109375}, {"start": 3130.86, "end": 3131.94, "word": " تمام", "probability": 0.919921875}, {"start": 3131.94, "end": 3132.64, "word": " كي", "probability": 0.873046875}, {"start": 3132.64, "end": 3133.32, "word": " كروس", "probability": 0.9173177083333334}, {"start": 3133.32, "end": 3134.0, "word": " الاي", "probability": 0.6715087890625}, {"start": 3134.0, "end": 3135.46, "word": " جي", "probability": 0.86376953125}, {"start": 3135.46, "end": 3136.04, "word": " اي", "probability": 0.90625}, {"start": 3136.04, "end": 3136.28, "word": " كروس", "probability": 0.9254557291666666}, {"start": 3136.28, "end": 3136.64, "word": " الكي", "probability": 0.791748046875}, {"start": 3136.64, "end": 3137.86, "word": " سالب", "probability": 0.919921875}, {"start": 3137.86, "end": 3138.28, "word": " ممولة", "probability": 0.45330810546875}, {"start": 3138.28, "end": 3138.8, "word": " تمام", "probability": 0.861328125}, {"start": 3138.8, "end": 3139.6, "word": " هذه", "probability": 0.673828125}, {"start": 3139.6, "end": 3140.38, "word": " حلوين", "probability": 0.9805908203125}, {"start": 3140.38, "end": 3141.04, "word": " بعدين", "probability": 0.773193359375}, {"start": 3141.04, "end": 3141.86, "word": " بنكملها", "probability": 0.841796875}, {"start": 3141.86, "end": 3142.32, "word": " عشان", "probability": 0.9825846354166666}, {"start": 3142.32, "end": 3143.16, "word": " نغلب", "probability": 0.9412434895833334}, {"start": 3143.16, "end": 3143.42, "word": " كورس", "probability": 0.5792236328125}, {"start": 3143.42, "end": 3143.5, "word": " هذا", "probability": 0.6162109375}, {"start": 3143.5, "end": 3143.66, "word": " حال", "probability": 0.31488037109375}, {"start": 3143.66, "end": 3143.98, "word": " نرجعله", "probability": 0.87109375}, {"start": 3143.98, "end": 3144.42, "word": " تفصيل", "probability": 0.88720703125}, {"start": 3144.42, "end": 3146.42, "word": " و", "probability": 0.459228515625}, {"start": 3146.42, "end": 3146.58, "word": " هذا", "probability": 0.70556640625}, {"start": 3146.58, "end": 3146.78, "word": " بدنا", "probability": 0.7255859375}, {"start": 3146.78, "end": 3147.14, "word": " نرجعله", "probability": 0.9798583984375}, {"start": 3147.14, "end": 3147.64, "word": " تفصيل", "probability": 0.9908447265625}, {"start": 3147.64, "end": 3149.24, "word": " بدي", "probability": 0.811767578125}, {"start": 3149.24, "end": 3149.32, "word": " ال", "probability": 0.283447265625}, {"start": 3149.32, "end": 3149.56, "word": " quiz", "probability": 0.92626953125}, {"start": 3149.56, "end": 3149.86, "word": " بس", "probability": 0.99169921875}], "temperature": 1.0}, {"id": 124, "seek": 317323, "start": 3152.43, "end": 3173.23, "text": "بقولي which of the following is always zero؟ واطلعوا الخيارات تبعتي يا بنات وانتبهوا عشان لو إيجي زيه في ال quiz a cross ال b cross ال a كيف سفر ماعرفش نيجي لهدا انتبهولي a cross ال b طلع victory جديد صح عمودي على هدا مش عمودي على التانية أنا", "tokens": [3555, 39648, 1829, 597, 295, 264, 3480, 307, 1009, 4018, 22807, 4032, 41193, 1211, 3615, 14407, 33962, 1829, 9640, 9307, 6055, 3555, 3615, 31371, 35186, 4724, 8315, 2655, 4032, 7649, 2655, 3555, 3224, 14407, 6225, 8592, 7649, 45164, 11933, 1829, 7435, 1829, 30767, 1829, 3224, 8978, 2423, 15450, 257, 3278, 2423, 272, 3278, 2423, 257, 9122, 33911, 8608, 5172, 2288, 19446, 3615, 28480, 8592, 8717, 1829, 7435, 1829, 46740, 28259, 16472, 2655, 3555, 3224, 12610, 1829, 257, 3278, 2423, 272, 23032, 1211, 3615, 9812, 10874, 16254, 3215, 20328, 5016, 6225, 2304, 2407, 16254, 15844, 8032, 28259, 37893, 6225, 2304, 2407, 16254, 15844, 16712, 7649, 10632, 41850], "avg_logprob": -0.24196845543718784, "compression_ratio": 1.6008583690987124, "no_speech_prob": 5.364418029785156e-07, "words": [{"start": 3152.43, "end": 3152.91, "word": "بقولي", "probability": 0.5152180989583334}, {"start": 3152.91, "end": 3153.11, "word": " which", "probability": 0.74267578125}, {"start": 3153.11, "end": 3153.35, "word": " of", "probability": 0.96923828125}, {"start": 3153.35, "end": 3153.53, "word": " the", "probability": 0.92578125}, {"start": 3153.53, "end": 3153.97, "word": " following", "probability": 0.88330078125}, {"start": 3153.97, "end": 3154.27, "word": " is", "probability": 0.95556640625}, {"start": 3154.27, "end": 3154.71, "word": " always", "probability": 0.92822265625}, {"start": 3154.71, "end": 3155.95, "word": " zero؟", "probability": 0.43359375}, {"start": 3155.95, "end": 3156.39, "word": " واطلعوا", "probability": 0.751318359375}, {"start": 3156.39, "end": 3156.85, "word": " الخيارات", "probability": 0.962890625}, {"start": 3156.85, "end": 3157.23, "word": " تبعتي", "probability": 0.8443603515625}, {"start": 3157.23, "end": 3157.33, "word": " يا", "probability": 0.92236328125}, {"start": 3157.33, "end": 3157.55, "word": " بنات", "probability": 0.9212239583333334}, {"start": 3157.55, "end": 3157.89, "word": " وانتبهوا", "probability": 0.9483235677083334}, {"start": 3157.89, "end": 3158.25, "word": " عشان", "probability": 0.8995768229166666}, {"start": 3158.25, "end": 3158.73, "word": " لو", "probability": 0.7861328125}, {"start": 3158.73, "end": 3158.97, "word": " إيجي", "probability": 0.59521484375}, {"start": 3158.97, "end": 3159.23, "word": " زيه", "probability": 0.9443359375}, {"start": 3159.23, "end": 3159.33, "word": " في", "probability": 0.9443359375}, {"start": 3159.33, "end": 3159.69, "word": " ال", "probability": 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{"start": 3165.55, "end": 3166.01, "word": " لهدا", "probability": 0.52880859375}, {"start": 3166.01, "end": 3167.25, "word": " انتبهولي", "probability": 0.896240234375}, {"start": 3167.25, "end": 3167.75, "word": " a", "probability": 0.8330078125}, {"start": 3167.75, "end": 3167.99, "word": " cross", "probability": 0.93408203125}, {"start": 3167.99, "end": 3168.15, "word": " ال", "probability": 0.94091796875}, {"start": 3168.15, "end": 3168.23, "word": " b", "probability": 0.8955078125}, {"start": 3168.23, "end": 3168.47, "word": " طلع", "probability": 0.9423828125}, {"start": 3168.47, "end": 3168.77, "word": " victory", "probability": 0.4228515625}, {"start": 3168.77, "end": 3169.23, "word": " جديد", "probability": 0.9890950520833334}, {"start": 3169.23, "end": 3169.69, "word": " صح", "probability": 0.940673828125}, {"start": 3169.69, "end": 3170.49, "word": " عمودي", "probability": 0.9046630859375}, {"start": 3170.49, "end": 3170.65, "word": " على", "probability": 0.52734375}, {"start": 3170.65, "end": 3170.93, "word": " هدا", "probability": 0.72705078125}, {"start": 3170.93, "end": 3172.29, "word": " مش", "probability": 0.8876953125}, {"start": 3172.29, "end": 3172.53, "word": " عمودي", "probability": 0.9466552734375}, {"start": 3172.53, "end": 3172.65, "word": " على", "probability": 0.875}, {"start": 3172.65, "end": 3172.99, "word": " التانية", "probability": 0.5819498697916666}, {"start": 3172.99, "end": 3173.23, "word": " أنا", "probability": 0.64794921875}], "temperature": 1.0}, {"id": 125, "seek": 318744, "start": 3174.22, "end": 3187.44, "text": "و عمودي على هذا طب ما زال هذا عمودي عليه معناته هذا و هذا عموديات و ضد product cosine و cosine التسعين صفر اذا هذا صفر طب لو a cross ال b ضد ال b", "tokens": [2407, 6225, 2304, 2407, 16254, 15844, 23758, 23032, 3555, 19446, 30767, 6027, 23758, 6225, 2304, 2407, 16254, 47356, 20449, 8315, 47395, 23758, 4032, 23758, 6225, 2304, 2407, 16254, 9307, 4032, 48812, 3215, 1674, 23565, 4032, 23565, 16712, 3794, 3615, 9957, 20328, 5172, 2288, 1975, 15730, 23758, 20328, 5172, 2288, 23032, 3555, 45164, 257, 3278, 2423, 272, 48812, 3215, 2423, 272], "avg_logprob": -0.272797131147541, "compression_ratio": 1.6594202898550725, "no_speech_prob": 8.344650268554688e-07, "words": [{"start": 3174.22, "end": 3174.42, "word": "و", "probability": 0.464599609375}, {"start": 3174.42, "end": 3174.72, "word": " عمودي", "probability": 0.8626708984375}, {"start": 3174.72, "end": 3174.9, "word": " على", "probability": 0.763671875}, {"start": 3174.9, "end": 3175.18, "word": " هذا", "probability": 0.89013671875}, {"start": 3175.18, "end": 3175.84, "word": " طب", "probability": 0.6103515625}, {"start": 3175.84, "end": 3175.92, "word": " ما", "probability": 0.59130859375}, {"start": 3175.92, "end": 3176.1, "word": " زال", "probability": 0.87890625}, {"start": 3176.1, "end": 3176.28, "word": " هذا", "probability": 0.78466796875}, {"start": 3176.28, "end": 3176.68, "word": " عمودي", "probability": 0.9810791015625}, {"start": 3176.68, "end": 3177.06, "word": " عليه", "probability": 0.5947265625}, {"start": 3177.06, "end": 3177.62, "word": " معناته", "probability": 0.6979573567708334}, {"start": 3177.62, "end": 3177.96, "word": " هذا", "probability": 0.88427734375}, {"start": 3177.96, "end": 3178.12, "word": " و", "probability": 0.6806640625}, {"start": 3178.12, "end": 3178.38, "word": " هذا", "probability": 0.95947265625}, {"start": 3178.38, "end": 3179.2, "word": " عموديات", "probability": 0.944140625}, {"start": 3179.2, "end": 3179.72, "word": " و", "probability": 0.8662109375}, {"start": 3179.72, "end": 3179.9, "word": " ضد", "probability": 0.714111328125}, {"start": 3179.9, "end": 3180.4, "word": " product", "probability": 0.79736328125}, {"start": 3180.4, "end": 3181.08, "word": " cosine", "probability": 0.69970703125}, {"start": 3181.08, "end": 3181.46, "word": " و", "probability": 0.79345703125}, {"start": 3181.46, "end": 3181.7, "word": " cosine", "probability": 0.8173828125}, {"start": 3181.7, "end": 3182.12, "word": " التسعين", "probability": 0.636962890625}, {"start": 3182.12, "end": 3182.82, "word": " صفر", "probability": 0.8230794270833334}, {"start": 3182.82, "end": 3183.16, "word": " اذا", "probability": 0.666259765625}, {"start": 3183.16, "end": 3183.44, "word": " هذا", "probability": 0.82275390625}, {"start": 3183.44, "end": 3183.98, "word": " صفر", "probability": 0.9010416666666666}, {"start": 3183.98, "end": 3185.78, "word": " طب", "probability": 0.788330078125}, {"start": 3185.78, "end": 3186.04, "word": " لو", "probability": 0.9716796875}, {"start": 3186.04, "end": 3186.28, "word": " a", "probability": 0.56396484375}, {"start": 3186.28, "end": 3186.56, "word": " cross", "probability": 0.93603515625}, {"start": 3186.56, "end": 3186.74, "word": " ال", "probability": 0.7490234375}, {"start": 3186.74, "end": 3186.84, "word": " b", "probability": 0.63525390625}, {"start": 3186.84, "end": 3187.12, "word": " ضد", "probability": 0.957763671875}, {"start": 3187.12, "end": 3187.26, "word": " ال", "probability": 0.8544921875}, {"start": 3187.26, "end": 3187.44, "word": " b", "probability": 0.8173828125}], "temperature": 1.0}, {"id": 126, "seek": 320942, "start": 3189.36, "end": 3209.42, "text": "برضه severe برضه severe هذا و هذا ماليش دعوة فيهم طلع هادى الحلو قال لي هذا أصلا الأعمى اللى بيصدقك لأن هادى ايه ضد ال big scalar و scalar و مع vector ممنوع تحط cross إذا هادى أصلا كتبته غلط إذا مين من هدول اللي دايما zero", "tokens": [26890, 11242, 3224, 8922, 4724, 43042, 3224, 8922, 23758, 4032, 23758, 3714, 6027, 1829, 8592, 11778, 3615, 2407, 3660, 8978, 16095, 23032, 1211, 3615, 8032, 18513, 7578, 21542, 1211, 2407, 50239, 32239, 23758, 5551, 9381, 15040, 16247, 25957, 7578, 13672, 7578, 4724, 1829, 9381, 3215, 4587, 4117, 5296, 33456, 8032, 18513, 7578, 1975, 1829, 3224, 48812, 3215, 2423, 955, 39684, 4032, 39684, 4032, 20449, 8062, 3714, 27842, 45367, 6055, 5016, 9566, 3278, 11933, 15730, 8032, 18513, 7578, 5551, 9381, 15040, 9122, 2655, 3555, 47395, 32771, 1211, 9566, 11933, 15730, 3714, 9957, 9154, 8032, 3215, 12610, 13672, 1829, 11778, 47302, 15042, 4018], "avg_logprob": -0.2221201000844731, "compression_ratio": 1.6872037914691944, "no_speech_prob": 3.7550926208496094e-06, "words": [{"start": 3189.36, "end": 3189.78, "word": "برضه", "probability": 0.81689453125}, {"start": 3189.78, "end": 3190.18, "word": " severe", "probability": 0.5986328125}, {"start": 3190.18, "end": 3191.26, "word": " برضه", "probability": 0.722900390625}, {"start": 3191.26, "end": 3191.58, "word": " severe", "probability": 0.8603515625}, {"start": 3191.58, "end": 3192.72, "word": " هذا", "probability": 0.60693359375}, {"start": 3192.72, "end": 3192.88, "word": " و", "probability": 0.69775390625}, {"start": 3192.88, "end": 3193.1, "word": " هذا", "probability": 0.87841796875}, {"start": 3193.1, "end": 3193.42, "word": " ماليش", "probability": 0.8089599609375}, {"start": 3193.42, "end": 3193.68, "word": " دعوة", "probability": 0.658935546875}, {"start": 3193.68, "end": 3194.0, "word": " فيهم", "probability": 0.970947265625}, {"start": 3194.0, "end": 3194.48, "word": " طلع", "probability": 0.8772786458333334}, {"start": 3194.48, "end": 3194.7, "word": " هادى", "probability": 0.5414225260416666}, {"start": 3194.7, "end": 3195.04, "word": " الحلو", "probability": 0.9059244791666666}, {"start": 3195.04, "end": 3195.7, "word": " قال", "probability": 0.81298828125}, {"start": 3195.7, "end": 3195.8, "word": " لي", "probability": 0.351318359375}, {"start": 3195.8, "end": 3195.98, "word": " هذا", "probability": 0.56640625}, {"start": 3195.98, "end": 3196.5, "word": " أصلا", "probability": 0.8505859375}, {"start": 3196.5, "end": 3197.5, "word": " الأعمى", "probability": 0.8992513020833334}, {"start": 3197.5, "end": 3197.64, "word": " اللى", "probability": 0.825439453125}, {"start": 3197.64, "end": 3198.52, "word": " بيصدقك", "probability": 0.943359375}, {"start": 3198.52, "end": 3199.26, "word": " لأن", "probability": 0.844970703125}, {"start": 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1829, 30211, 4032, 15042, 5172, 3615, 8592, 1975, 2655, 5016, 3215, 3278, 23032, 3555, 3615, 995, 23032, 3555, 8032, 1211, 10721, 5296, 15042, 1975, 8315, 1975, 11242, 25513, 257, 8978, 272, 16490, 1829, 9640, 11778, 1829, 23032, 3555, 31439, 39896, 9566, 1211, 3615, 32239, 3224, 30211, 9154, 34105, 23758, 39684, 4032, 8062, 8062, 1975, 3224, 8062, 39894, 30544, 48812, 3215, 2423, 39684, 9154, 39684, 23758, 39684], "avg_logprob": -0.374771889108811, "compression_ratio": 1.8458646616541354, "no_speech_prob": 1.1920928955078125e-06, "words": [{"start": 3210.4500000000003, "end": 3211.05, "word": "ب", "probability": 0.224853515625}, {"start": 3211.05, "end": 3211.65, "word": " فهمتوا", "probability": 0.6871337890625}, {"start": 3211.65, "end": 3211.71, "word": " يا", "probability": 0.9462890625}, {"start": 3211.71, "end": 3212.09, "word": " بنات", "probability": 0.8330078125}, {"start": 3212.09, "end": 3212.65, "word": " هذا", "probability": 0.362060546875}, {"start": 3212.65, "end": 3213.35, "word": " بيأكد", "probability": 0.92197265625}, {"start": 3213.35, "end": 3213.97, "word": " انه", "probability": 0.760986328125}, {"start": 3213.97, "end": 3214.55, "word": " دايما", "probability": 0.9026692708333334}, {"start": 3214.55, "end": 3214.83, "word": " لما", "probability": 0.889892578125}, {"start": 3214.83, "end": 3215.25, "word": " اضرب", "probability": 0.8517252604166666}, {"start": 3215.25, "end": 3215.41, "word": " to", "probability": 0.436767578125}, {"start": 3215.41, "end": 3215.75, "word": " vectors", "probability": 0.82275390625}, {"start": 3215.75, "end": 3216.07, "word": " cross", "probability": 0.3935546875}, {"start": 3216.07, "end": 3216.45, "word": " product", "probability": 0.53173828125}, {"start": 3216.45, "end": 3216.89, "word": " الناجي", "probability": 0.4845377604166667}, {"start": 3216.89, "end": 3217.07, "word": " ايش", "probability": 0.6905924479166666}, {"start": 3217.07, "end": 3217.21, "word": " يجب", "probability": 0.81201171875}, {"start": 3217.21, "end": 3217.37, "word": " ان", "probability": 0.25634765625}, {"start": 3217.37, "end": 3217.63, "word": " يكون", "probability": 0.963134765625}, {"start": 3217.63, "end": 3218.47, "word": " عمودي", "probability": 0.9525146484375}, {"start": 3218.47, "end": 3218.71, "word": " ع", "probability": 0.623046875}, {"start": 3218.71, "end": 3219.33, "word": " التنين", "probability": 0.6012369791666666}, {"start": 3219.33, "end": 3220.15, "word": " خيار", "probability": 0.8404947916666666}, {"start": 3220.15, "end": 3220.33, "word": " دي", "probability": 0.932861328125}, {"start": 3220.33, "end": 3220.57, "word": " انت", "probability": 0.87548828125}, {"start": 3220.57, "end": 3220.95, "word": " حكيت", "probability": 0.9451497395833334}, {"start": 3220.95, "end": 3221.31, "word": " انه", "probability": 0.708984375}, {"start": 3221.31, "end": 3221.33, "word": " ..", "probability": 0.2607421875}, {"start": 3221.33, "end": 3222.03, "word": " مخلط", "probability": 0.6563720703125}, {"start": 3222.03, "end": 3222.75, "word": " تمام", "probability": 0.7342529296875}, {"start": 3222.75, "end": 3223.51, "word": " dot", "probability": 0.73583984375}, {"start": 3223.51, "end": 3223.83, "word": " معي", "probability": 0.794921875}, {"start": 3223.83, "end": 3224.13, "word": " scanner", "probability": 0.5673828125}, {"start": 3224.13, "end": 3224.61, "word": " ومافعش", "probability": 0.4275634765625}, {"start": 3224.61, "end": 3224.87, "word": " اتحد", "probability": 0.61029052734375}, {"start": 3224.87, "end": 3225.25, "word": " cross", "probability": 0.72119140625}, {"start": 3225.25, "end": 3225.83, "word": " طبعا", "probability": 0.9625244140625}, {"start": 3225.83, "end": 3226.11, "word": " طب", "probability": 0.6689453125}, {"start": 3226.11, "end": 3226.31, "word": " هلأ", "probability": 0.7014973958333334}, {"start": 3226.31, "end": 3226.57, "word": " لما", "probability": 0.916015625}, {"start": 3226.57, "end": 3226.75, "word": " انا", "probability": 0.8876953125}, {"start": 3226.75, "end": 3227.13, "word": " اضرب", "probability": 0.9161783854166666}, {"start": 3227.13, "end": 3227.37, "word": " a", "probability": 0.693359375}, {"start": 3227.37, "end": 3227.51, "word": " في", "probability": 0.77880859375}, {"start": 3227.51, "end": 3227.79, "word": " b", "probability": 0.712890625}, {"start": 3227.79, "end": 3228.73, "word": " خيار", "probability": 0.9602864583333334}, {"start": 3228.73, "end": 3228.95, "word": " دي", "probability": 0.90380859375}, {"start": 3228.95, "end": 3229.25, "word": " طب", "probability": 0.6397705078125}, {"start": 3229.25, "end": 3229.41, "word": " هو", "probability": 0.94677734375}, {"start": 3229.41, "end": 3229.83, "word": " هيطلع", "probability": 0.8885498046875}, {"start": 3229.83, "end": 3229.97, "word": " ليه", "probability": 0.6705322265625}, {"start": 3229.97, "end": 3230.25, "word": " scanner", "probability": 0.22119140625}, {"start": 3230.25, "end": 3230.43, "word": " من", "probability": 0.353271484375}, {"start": 3230.43, "end": 3230.63, "word": " هنا", "probability": 0.19677734375}, {"start": 3230.63, "end": 3230.89, "word": " هذا", "probability": 0.4375}, {"start": 3230.89, "end": 3231.21, "word": " scalar", "probability": 0.7783203125}, {"start": 3231.21, "end": 3231.45, "word": " و", "probability": 0.6826171875}, {"start": 3231.45, "end": 3231.79, "word": " vector", "probability": 0.44140625}, {"start": 3231.79, "end": 3232.29, "word": " vector", "probability": 0.316650390625}, {"start": 3232.29, "end": 3232.93, "word": " اه", "probability": 0.765380859375}, {"start": 3232.93, "end": 3233.57, "word": " vector", "probability": 0.71826171875}, {"start": 3233.57, "end": 3233.89, "word": " بتكون", "probability": 0.913818359375}, {"start": 3233.89, "end": 3234.15, "word": " ضد", "probability": 0.79736328125}, {"start": 3234.15, "end": 3234.37, "word": " ال", "probability": 0.884765625}, {"start": 3234.37, "end": 3234.87, "word": " scalar", "probability": 0.58203125}, {"start": 3234.87, "end": 3235.27, "word": " من", "probability": 0.82958984375}, {"start": 3235.27, "end": 3235.57, "word": " scalar", "probability": 0.82177734375}, {"start": 3235.57, "end": 3235.71, "word": " هذا", "probability": 0.325927734375}, {"start": 3235.71, "end": 3236.01, "word": " scalar", "probability": 0.9296875}], "temperature": 1.0}, {"id": 128, "seek": 325446, "start": 3237.72, "end": 3254.46, "text": "هذا vector هذا كتابة صحيحة تمام احنا وياكم والعربعة بفصل بيننا في إجازة ولا لأ إذا في إجازة بنشوفكم السبت مافيش إجازة بنشوفكم العربعة يعطيكوا العافية", "tokens": [3224, 15730, 8062, 23758, 9122, 2655, 16758, 3660, 20328, 5016, 1829, 5016, 3660, 46811, 10943, 1975, 5016, 8315, 4032, 25528, 24793, 4032, 6027, 3615, 25513, 27884, 4724, 5172, 36520, 49374, 8315, 8978, 11933, 7435, 31377, 3660, 49429, 5296, 10721, 11933, 15730, 8978, 11933, 7435, 31377, 3660, 44945, 8592, 38688, 24793, 21136, 3555, 2655, 19446, 41185, 8592, 11933, 7435, 31377, 3660, 44945, 8592, 38688, 24793, 18863, 25513, 27884, 37495, 9566, 1829, 4117, 14407, 18863, 31845, 10632], "avg_logprob": -0.19233141486582003, "compression_ratio": 1.7682119205298013, "no_speech_prob": 1.9788742065429688e-05, "words": [{"start": 3237.72, "end": 3238.04, "word": "هذا", "probability": 0.73779296875}, {"start": 3238.04, "end": 3238.44, "word": " vector", "probability": 0.4052734375}, {"start": 3238.44, "end": 3239.48, "word": " هذا", "probability": 0.30810546875}, {"start": 3239.48, "end": 3239.9, "word": " كتابة", "probability": 0.9735107421875}, {"start": 3239.9, "end": 3240.66, "word": " صحيحة", "probability": 0.98857421875}, {"start": 3240.66, "end": 3241.78, "word": " تمام", "probability": 0.943115234375}, {"start": 3241.78, "end": 3242.68, "word": " احنا", "probability": 0.8854166666666666}, {"start": 3242.68, "end": 3243.4, "word": " وياكم", "probability": 0.9314778645833334}, {"start": 3243.4, "end": 3244.6, "word": " والعربعة", "probability": 0.5986328125}, {"start": 3244.6, "end": 3245.0, "word": " بفصل", "probability": 0.8429361979166666}, {"start": 3245.0, "end": 3245.36, "word": " بيننا", "probability": 0.958984375}, {"start": 3245.36, "end": 3245.46, "word": " في", "probability": 0.78125}, {"start": 3245.46, "end": 3245.9, "word": " إجازة", "probability": 0.895263671875}, {"start": 3245.9, "end": 3246.08, "word": " ولا", "probability": 0.89697265625}, {"start": 3246.08, "end": 3246.44, "word": " لأ", "probability": 0.771728515625}, {"start": 3246.44, "end": 3247.22, "word": " إذا", "probability": 0.69873046875}, {"start": 3247.22, "end": 3247.38, "word": " في", "probability": 0.92236328125}, {"start": 3247.38, "end": 3248.24, "word": " إجازة", "probability": 0.9898681640625}, {"start": 3248.24, "end": 3249.1, "word": " بنشوفكم", "probability": 0.802978515625}, {"start": 3249.1, "end": 3249.52, "word": " السبت", "probability": 0.744140625}, {"start": 3249.52, "end": 3249.76, "word": " مافيش", "probability": 0.7693684895833334}, {"start": 3249.76, "end": 3250.06, "word": " إجازة", "probability": 0.985107421875}, {"start": 3250.06, "end": 3250.44, "word": " بنشوفكم", "probability": 0.9327392578125}, {"start": 3250.44, "end": 3250.96, "word": " العربعة", "probability": 0.97705078125}, {"start": 3250.96, "end": 3254.02, "word": " يعطيكوا", "probability": 0.8421875}, {"start": 3254.02, "end": 3254.46, "word": " العافية", "probability": 0.9708658854166666}], "temperature": 1.0}], "language": "ar", "language_probability": 1.0, "duration": 3254.532, "duration_after_vad": 3134.865624999986}
\ No newline at end of file
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/jn4ooM4Kee0.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/jn4ooM4Kee0.srt
new file mode 100644
index 0000000000000000000000000000000000000000..59371133407aae342cbeeee5cfa8179b603ff894
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/jn4ooM4Kee0.srt
@@ -0,0 +1,1260 @@
+
+1
+00:00:05,360 --> 00:00:08,520
+تمام يا بنات، اليوم إن شاء الله بدنا نكمل هذا ال
+
+2
+00:00:08,520 --> 00:00:13,780
+chapter  وننهيه. الـ chapter الماضي أو المحاضرة
+
+3
+00:00:13,780 --> 00:00:19,980
+الماضية، استعرضنا احنا وياكم أربع معادلات بتحكم
+
+4
+00:00:19,980 --> 00:00:27,300
+الحركة بتسارع ثابت، والمعادلات كانت: V<sub>final</sub>
+
+5
+00:00:27,300 --> 00:00:34,670
+بتساوي V<sub>initial</sub> + aT، و X<sub>final</sub> - X<sub>initial</sub> بيساوي V<sub>
+
+6
+00:00:34,670 --> 00:00:39,950
+initial</sub> × T + ½ aT<sup>2</sup>، صح ولا لأ؟ وقلنا
+
+7
+00:00:39,950 --> 00:00:44,330
+هدول معادلتين أساسيتين، وثلاث منها... مش اثنتين.
+
+8
+00:00:44,330 --> 00:00:50,510
+ثلاث منها: X<sub>final</sub> - X<sub>initial</sub> بيساوي ½ (V<sub>
+
+9
+00:00:50,510 --> 00:00:56,730
+initial</sub> + V<sub>final</sub>) × T، والاخيرة: V<sub>final</sub><sup>2</sup>
+
+10
+00:00:56,730 --> 00:01:03,470
+بتساوي V<sub>initial</sub><sup>2</sup> + 2a(X<sub>final</sub> - X<sub>initial</sub>)، مظبوط
+
+11
+00:01:03,470 --> 00:01:08,330
+ولا لأ؟  كنا هذول ثلاث معادلات، شرط استخدامهم بأن
+
+12
+00:01:08,330 --> 00:01:12,470
+يكون الـ a constant، صح ولا لأ؟ هذا الشرط الأساسي. إذا في
+
+13
+00:01:12,470 --> 00:01:18,340
+هذه المحاضرة، بدنا نكمل تقريباً نفس المحاضرة السابقة،
+
+14
+00:01:18,340 --> 00:01:25,340
+وهي حركة خطية بتسارع ثابت. هذه الحركة بنسميها سقوط
+
+15
+00:01:25,340 --> 00:01:30,520
+الحر. إيش يعني سقوط حر؟ واحنا حكينا: لكل مسمّى من اسمه
+
+16
+00:01:30,520 --> 00:01:36,960
+نصيب. سموها free، كلمة free حر، يعني ما عليهوش قيد ولا
+
+17
+00:01:36,960 --> 00:01:43,490
+أي قيد. علمياً، قيد يعني قوة. ما عليهوش قوة إلا قوة واحدة
+
+18
+00:01:43,490 --> 00:01:48,730
+أرضية طبيعية، هي قوة الجاذبية الأرضية. إذا بيقول لي
+
+19
+00:01:48,730 --> 00:01:57,310
+any object moving freely، يتحرك بحرية بدون أي قوة
+
+20
+00:01:57,310 --> 00:02:04,410
+إلا تحت تأثير، under the influence of
+
+21
+00:02:04,410 --> 00:02:08,870
+gravity. Gravity يعني جاذبية. وفي الـ gravity is said
+
+22
+00:02:08,870 --> 00:02:12,250
+to be in free-falling motion. إذا free-falling
+
+23
+00:02:12,250 --> 00:02:16,870
+motion، يسمّى عليه فقط قوة جاذبية. هذه معناها
+
+24
+00:02:16,870 --> 00:02:21,930
+بالبلدي. وباقي القوى ممنوع تكون موجودة. أي قوة
+
+25
+00:02:21,930 --> 00:02:25,730
+موجودة بتبطل free-falling. مقاومة الهواء بتبطل
+
+26
+00:02:25,730 --> 00:02:30,640
+free-falling. بس في قوة، ولا لأ، ارتطام بالأرض بيُبطّل
+
+27
+00:02:30,640 --> 00:02:34,000
+free falling. في قوة جيدة، فهمتوا عليها كيف؟ إذا
+
+28
+00:02:34,000 --> 00:02:39,200
+بس قوة الجاذبية. ده اللي معناته تسارع الجسم هو
+
+29
+00:02:39,200 --> 00:02:43,720
+تسارع الجاذبية، صح؟ و تسارع الجاذبية ثابت ولا
+
+30
+00:02:43,720 --> 00:02:47,920
+غير ثابت؟ ثابت. إذا هذول القوانين صحيحين، تسارع
+
+31
+00:02:47,920 --> 00:02:52,480
+الجاذبية ثابت، بس إيه، بتبطل مرة عشرة، ومرة ثمانية، و
+
+32
+00:02:52,480 --> 00:02:59,210
+مرة ستة... الها كم قيمة؟ واحدة. إذا بيقول لي assuming
+
+33
+00:02:59,210 --> 00:03:05,530
+that the gravitational acceleration، تسارع الجاذبية
+
+34
+00:03:05,530 --> 00:03:10,610
+اللي يرمز لها بالرمز G، denoted by G، بتعرفوا الـ
+
+35
+00:03:10,610 --> 00:03:14,590
+رمزها ولا لأ؟ denoted by G. طيب، ليش قالي assuming
+
+36
+00:03:14,590 --> 00:03:18,590
+is constant؟ قال لي لأنه هي مش ثابتة بالمكان، يعني
+
+37
+00:03:18,590 --> 00:03:23,970
+بمعنى آخر، لو أنت قستها في غزة ٩.٨، ورحت قستها في
+
+38
+00:03:23,970 --> 00:03:28,310
+رُمّال، اللي ممكن تلاقيها ٩.٧، أقل من غزة. لو روحت على
+
+39
+00:03:28,310 --> 00:03:32,690
+أريحا، هتلاقيها أكثر من غزة، طبعاً، رمالها أعلى من
+
+40
+00:03:32,690 --> 00:03:37,950
+غزة، ولا لأ؟ وأريحا أَوْطَى. إذا، تختلف حسب المكان، ولو
+
+41
+00:03:37,950 --> 00:03:43,450
+قستها في أقصى شمال الكرة الأرضية، عند Helsinki، ولا
+
+42
+00:03:43,450 --> 00:03:47,010
+عند Stockholm، غير لما تقيسها في الخرطوم. الخرطوم
+
+43
+00:03:47,010 --> 00:03:51,650
+حول خط الاستواء. إذا، في اختلاف. بس احنا بنعتبر
+
+44
+00:03:51,650 --> 00:03:55,930
+قيمتها تقريباً، وقدّاش قيمتها؟ تسعة فاصلة ثمانية. هذا اللي
+
+45
+00:03:55,930 --> 00:04:01,970
+بدنا نعتبره افتراضاً، تمام؟ نقول إنها ثابتة، ونعتبر
+
+46
+00:04:01,970 --> 00:04:12,210
+أنها ثابتة، ونعتبر
+
+47
+00:04:12,210 --> 00:04:14,770
+أنها ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها
+
+48
+00:04:14,770 --> 00:04:16,490
+ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها ثابتة
+
+49
+00:04:16,490 --> 00:04:17,090
+ونعتبر أنها ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها
+
+50
+00:04:17,090 --> 00:04:17,310
+ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها ثابتة
+
+51
+00:04:17,310 --> 00:04:18,550
+ونعتبر أنها ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها
+
+52
+00:04:18,550 --> 00:04:26,050
+ثابتة، ونعتبر أنها ثابتة، ونعتبر أنها... عشان واحد
+
+53
+00:04:26,050 --> 00:04:30,830
+يقول: طب، أنا بيني وبين الـ Y، فارق. بحب أخلّي X، مش
+
+54
+00:04:30,830 --> 00:04:34,930
+مشكلة، تمام؟ لكن الـ default، إن كل حاجة عمودية
+
+55
+00:04:34,930 --> 00:04:41,030
+بناخدها Y، ولا لأ؟ حلو. إذا، بقول: g بتساوي ٩.٨ متر per
+
+56
+00:04:41,030 --> 00:04:44,950
+second تربيع، أو بتساوي ٣٢ foot per second تربيع
+
+57
+00:04:44,950 --> 00:04:50,130
+بالنظام البريطاني، ٣٢، تمام؟ شوفوا أنتم، عشان نؤسس
+
+58
+00:04:50,130 --> 00:04:53,510
+احنا أساساً بدنا منكم... شوفوا ٩.٨، في حدا منكم مش
+
+59
+00:04:53,510 --> 00:04:57,900
+حافظها؟ مش كلكم حافظينها، بالرغم من ذلك بنقول لكم: بنقّدر
+
+60
+00:04:57,900 --> 00:05:01,920
+جميلتكم، تحفظوها، مش بنديكم إياه في الامتحان، نكتبه في
+
+61
+00:05:01,920 --> 00:05:05,060
+ورقة الامتحان، بس عشان تفهموا إنه إيش المطلوب منكم.
+
+62
+00:05:05,060 --> 00:05:09,480
+أنا ما بدّي ياكم تحفظوا أرقام، احنا بدنا ياكم تفهموا، تشتغلوا
+
+63
+00:05:09,480 --> 00:05:14,340
+وبس، وكل حاجة حفظ علينا، تمام؟ الشغلات الأساسية ما
+
+64
+00:05:14,340 --> 00:05:18,140
+بنقول لكم إيش هي. بيقول: since the motion is vertical،
+
+65
+00:05:18,140 --> 00:05:23,320
+بما إنه الحركة عمودية، we take our axis to be the y
+
+66
+00:05:23,320 --> 00:05:27,440
+-axis. المحور راح يكون Y، مش X، فيها مشكلة
+
+67
+00:05:27,440 --> 00:05:31,320
+ولا فيها أي مشكلة؟ with the positive since is
+
+68
+00:05:31,320 --> 00:05:36,160
+upward. اتجاه الموجب للأعلى. إيش جيد، ما احنا عارفين.
+
+69
+00:05:36,160 --> 00:05:41,970
+تمام. جلسوا هذول المعادلات الحلوين، وبيبقى تعملوا
+
+70
+00:05:41,970 --> 00:05:47,550
+عليهم تبديلين: وين في X حطوا محلها Y، في مشكلة؟ لأ.
+
+71
+00:05:47,550 --> 00:05:54,510
+وين في a حطوا سالب g، وليش سالب؟ لأنها للاسفل، وانت
+
+72
+00:05:54,510 --> 00:06:00,270
+بتقول كل شيء لأعلى موجب. and a by minus g. قال
+
+73
+00:06:00,270 --> 00:06:05,810
+لي: حلو. قال لي: the negative sign، هي بيؤكد عليها، is
+
+74
+00:06:05,810 --> 00:06:10,450
+because the gravitational acceleration is always
+
+75
+00:06:10,450 --> 00:06:15,230
+downward، always. مظبوطة ولا لأ؟ دائماً، طبعاً. هذه خيار
+
+76
+00:06:15,230 --> 00:06:19,450
+رباني، في حدا يغيّرها؟ ممكن الحد يغيّرها؟ دائماً downward.
+
+77
+00:06:19,450 --> 00:06:24,360
+قال لي: إذا هذه المعادلات الأربع، طلعوا عليها، شوفوا
+
+78
+00:06:24,360 --> 00:06:29,580
+إيش الفرق، وإن في X حطّيت Y، وإن في a حطّيت سالب g.
+
+79
+00:06:29,580 --> 00:06:44,260
+فيها شيء جيد، ولا شيء جيد، بدي
+
+80
+00:06:44,260 --> 00:06:49,140
+الـ a نقلت لـ g، مظبوط هيك؟ والمحور، عشانها، بس عشان
+
+81
+00:06:49,140 --> 00:06:55,580
+صادي، عشانها عمودية، صادية. تمام؟ أي سؤال آخر؟ حلو.
+
+82
+00:06:55,580 --> 00:07:00,900
+بيقول لي: الريمارك، اتفق إن احنا بنركز على شغلات معيّنة
+
+83
+00:07:00,900 --> 00:07:04,220
+في الريمارك، مظبوط ولا لأ؟ بيقول لي: remember that، إذا
+
+84
+00:07:04,220 --> 00:07:09,280
+ذكّر إنّه وحطّها في مخّك، شغل، عارفها أنتَ، that the
+
+85
+00:07:09,280 --> 00:07:14,100
+gravitational acceleration g is constant. في شيء
+
+86
+00:07:14,100 --> 00:07:18,340
+جديد؟ ولما نقول الـ constant، معناها ثابت بشكل تاني،
+
+87
+00:07:18,340 --> 00:07:21,840
+لأنها الها magnitude، والها direction، الها مقدار
+
+88
+00:07:21,840 --> 00:07:25,880
+واتجاه، فهي ثابتة بكلا الـ magnitude والـ direction،
+
+89
+00:07:25,880 --> 00:07:31,900
+in magnitude and direction، and this means that the
+
+90
+00:07:31,900 --> 00:07:36,480
+negative sign of g in the last equation will not
+
+91
+00:07:36,480 --> 00:07:40,870
+be changed. ممنوع تغيّروه، will not be changed unless
+
+92
+00:07:40,870 --> 00:07:46,790
+إلا إذا أنت قلت: أنا بدّي اللي فوق يكون موجب، بدّي
+
+93
+00:07:46,790 --> 00:07:50,710
+اللي تحت يكون موجب. ساعتها بتغيّر كل شيء، صح؟ ساعتها كل
+
+94
+00:07:50,710 --> 00:07:54,810
+حاجة للأعلى بتخليها سالبة، مظبوط ولا لأ؟ وكل حاجة
+
+95
+00:07:54,810 --> 00:07:58,070
+للاسفل بتصير موجبة، لكن أنا ما بنصحش تعملوا هذا الشيء،
+
+96
+00:07:58,070 --> 00:08:01,090
+لسه بدري علينا، خلينا زي ما احنا، الـ default،
+
+97
+00:08:01,090 --> 00:08:05,990
+وبالتالي هذه المعادلات بدك تاخذها زي ما هي، الـ g
+
+98
+00:08:05,990 --> 00:08:12,140
+دائماً قدامها سالب. اتفقتوا؟ تمام. بيقول لي: unless، إلا
+
+99
+00:08:12,140 --> 00:08:16,420
+إذا will not be changed unless you change your
+
+100
+00:08:16,420 --> 00:08:19,460
+positive sense، إلى... إذا غيرت اتجاهك الموجب،
+
+101
+00:08:19,460 --> 00:08:24,080
+regardless of the motion... regardless of the
+
+102
+00:08:24,080 --> 00:08:27,420
+direction of motion. يعني بيغض النظر الجسم طالع
+
+103
+00:08:27,420 --> 00:08:33,600
+ولا نازل. طالع ولا نازل، g إلى أسفل، صح ولا لأ؟ تمام.
+
+104
+00:08:33,600 --> 00:08:39,700
+وسالبة، بتبقى. حكينا كم كلمة؟ لأ، كلمة إيه؟
+
+105
+00:08:39,700 --> 00:08:44,940
+بنشوف عربي ولا صيني، تمام؟ بقول: A ball is
+
+106
+00:08:44,940 --> 00:08:50,460
+thrown upward. إيه فيه falling motion؟ قذفتها لأعلى.
+
+107
+00:08:50,460 --> 00:08:58,080
+لو بدي أسألكم: السرعة الابتدائية موجبة ولا سالبة؟
+
+108
+00:08:58,080 --> 00:09:04,350
+ليش؟ لأنها لأعلى. تمّ قذفها لأعلى، إذا السرعة
+
+109
+00:09:04,350 --> 00:09:08,690
+الابتدائية موجبة. لو قالي: قذفتها للاسفل، السرعة
+
+110
+00:09:08,690 --> 00:09:11,830
+الابتدائية بتصير سالبة. حلو. أنت مش سائلني عن السرعة
+
+111
+00:09:11,830 --> 00:09:14,330
+الابتدائية. إيش بده؟ بيقول لي: it's acceleration،
+
+112
+00:09:14,330 --> 00:09:17,390
+بيسألني عن الـ acceleration. تعالوا شوفوا إيش حاطط
+
+113
+00:09:17,390 --> 00:09:19,490
+لي الخيارات.
+
+114
+00:09:25,190 --> 00:09:30,170
+مظبوط ولا لأ؟ فيها شك؟ ولا نقعد نفكر إيش هي؟ ما
+
+115
+00:09:30,170 --> 00:09:35,250
+بتقول لي تسارع ثابت؟ مالثابت؟ ما زال الجسم
+
+116
+00:09:35,250 --> 00:09:38,770
+طالع، نازل، شوي فيه. أنتَ بتسألني عن تسارعه،
+
+117
+00:09:38,770 --> 00:09:43,780
+فالتسارع ثابت. إذا، إيش خياري؟ Stays constant.
+
+118
+00:09:44,600 --> 00:09:48,480
+تمام؟ يعني هو بده يضحك عليّ، بيقول: طالع، نازل،  مش
+
+119
+00:09:48,480 --> 00:09:51,920
+اللي فيها. أنتَ بتحكي عن acceleration، و
+
+120
+00:09:51,920 --> 00:09:54,180
+free-falling، ما زال free-falling، إذا الـ
+
+121
+00:09:54,180 --> 00:09:58,380
+acceleration مالها؟ constant. حلو. لأنه طيب، نغير
+
+122
+00:09:58,380 --> 00:10:02,560
+السؤال، نطلب حاجة ثانية، بس نفس السؤال. A ball is
+
+123
+00:10:02,560 --> 00:10:05,860
+thrown upward in a free-falling motion. بيقول،
+
+124
+00:10:05,860 --> 00:10:10,160
+بيدي سرعتها، ما جابش سرعتها الابتدائية، جاب لي سرعتها
+
+125
+00:10:10,160 --> 00:10:15,100
+كلها. قلت له: شوف الخيارات، جالي: وهي طالعة سرعتها إيش
+
+126
+00:10:15,100 --> 00:10:21,040
+بيصير فيها؟ وهي طالعة بتنقص، مش بتزيد. في الآخر
+
+127
+00:10:21,040 --> 00:10:28,440
+بتنقص، بعدها بتعود تزيد. إذا بتنقص، ثم بتزيد، تمام؟
+
+128
+00:10:28,440 --> 00:10:33,620
+إذا، أي خيار؟ قلت له: decreases and then increases، صح
+
+129
+00:10:33,620 --> 00:10:35,860
+ولا لأ؟ أي سؤال؟
+
+130
+00:10:39,440 --> 00:10:45,920
+هذا الـ gate، هذا free falling motion، سقوط حر، ما هو
+
+131
+00:10:45,920 --> 00:10:55,460
+تسارعه ما فيه ثابت. تسارعه هيك جوابه. هيك سقوطه
+
+132
+00:10:55,460 --> 00:11:04,860
+شوفوا free falling هذا، هي غيرها. تمام يا بنات، كل هذه
+
+133
+00:11:04,860 --> 00:11:07,140
+معلمتين، مش فيها إيش...
+
+134
+00:11:10,640 --> 00:11:15,080
+السؤال المشهور، يمكن يمر عليكم في صفحة ١٠، قال لي:
+
+135
+00:11:15,080 --> 00:11:21,200
+هذا زلمة واقف على سطح مبنى، وبدّه يخذف stone، إيش
+
+136
+00:11:21,200 --> 00:11:26,120
+يعني stone؟ حجر. A stone is thrown from the top of
+
+137
+00:11:26,120 --> 00:11:30,440
+a building، من قمة مبنى. وهذا وين واقف في المبنى؟
+
+138
+00:11:30,440 --> 00:11:35,770
+على حافة المبنى، يضرب الحجر اللي فوق. It is thrown from
+
+139
+00:11:35,770 --> 00:11:38,810
+the top of a building with an initial velocity،
+
+140
+00:11:38,810 --> 00:11:42,310
+سرعة ابتدائية مقدارها عشرين متر per second،
+
+141
+00:11:42,310 --> 00:11:45,950
+straight upward. إذا، قذفها لأعلى، ولا لأ؟ إذا، سرعة
+
+142
+00:11:45,950 --> 00:11:51,810
+ابتدائية موجبة، مظبوط ولا لأ؟ حلو. بيقول لي: the stone
+
+143
+00:11:51,810 --> 00:11:58,160
+is launched، أُطلقت. launch هنا معناته أُطلقت، من
+
+144
+00:11:58,160 --> 00:12:02,080
+ارتفاع خمسين متر above the ground، المبنى كان
+
+145
+00:12:02,080 --> 00:12:06,780
+ارتفاعه خمسين متر، تمام؟ يلّا، ماشيين.  فيه منكم
+
+146
+00:12:06,780 --> 00:12:14,620
+هصير مهندسات المستقبل؟ كم طابق الخمسين متر؟ اهو
+
+147
+00:12:14,620 --> 00:12:20,280
+حسب إيه؟ ما فيه standard عالمي على
+
+148
+00:12:20,280 --> 00:12:26,460
+هذا الصوت. طوابق واحد؟ معناته العمارة اللي... اللي عشر
+
+149
+00:12:26,460 --> 00:12:32,300
+طوابق، واصلة السماء؟
+
+150
+00:12:32,300 --> 00:12:36,440
+هذا اللي قلت أنا. عشر متر؟ أنتم مش عارفين
+
+151
+00:12:36,440 --> 00:12:41,520
+إيش معنى عشر متر؟ بنات، عمركم شفتوا أبوكم لما يشيّ
+
+152
+00:12:41,520 --> 00:12:46,710
+الستارة، كم متر بيشتريها؟ عشان تغطيها دي؟ بس ثلاثة
+
+153
+00:12:46,710 --> 00:12:50,750
+متر، وأقل كمان. ثلاثة متر قبل ما يتبّلّط، ولما يتبّلّط
+
+154
+00:12:50,750 --> 00:12:55,630
+ونحط رمل، بيصير ٢.٨. أصلاً، كل الستاير اللي فيه، اللي
+
+155
+00:12:55,630 --> 00:13:01,070
+بتنشّ الستاير، maximum مترين وثمانين سنتي. ليش
+
+156
+00:13:01,070 --> 00:13:04,270
+بيقولوا؟ ما هو ما بيحقلهاش تتجّر على أرض، مش بيقيسوا
+
+157
+00:13:04,270 --> 00:13:09,350
+و بيخلّوا يكونوا منتفخة شوي. إذا، هذه حوالي ١٦ طابق.
+
+158
+00:13:09,350 --> 00:13:18,590
+عرفتوا كم طابق؟ بدّي أعطيكم بالطوابق أنتوا؟ تمام. إذا هذا
+
+159
+00:13:18,590 --> 00:13:22,550
+بيقولش... عشان بيناقشوها... ما أنا قلت لكم: بيناقش...
+
+160
+00:13:22,550 --> 00:13:24,330
+بيناقش... بيناقش... بيناقش... بيناقش... بيناقش...
+
+161
+00:13:24,330 --> 00:13:24,370
+بيناقش... بيناقش... بيناقش... بيناقش... بيناقش...
+
+162
+00:13:24,370 --> 00:13:24,390
+بيناقش... بيناقش... بيناقش... بيناقش... بيناقش...
+
+163
+00:13:24,390 --> 00:13:25,370
+بيناقش... بيناقش... بيناقش... بيناقش... بيناقش...
+
+164
+00:13:25,370 --> 00:13:31,230
+بيناقش... بيناقش... بيناقش...
+
+165
+00:13:31,230 --> 00:13:39,210
+... بيناقش... بيناقش...
+
+166
+00:13:39,500 --> 00:13:44,860
+إنّا نكون في ٦ متر ولا أي شيء، تمام؟ حلو. بنا شويّة
+
+167
+00:13:44,860 --> 00:13:50,100
+شوية، نحس بال... بال... بالأمتار والمس
+
+223
+00:18:05,890 --> 00:18:13,390
+يا بنات؟ في مشكلة؟  فيش مشكلة بيقول
+
+224
+00:18:13,390 --> 00:18:21,210
+للآن بدي Y صح؟ Y final حلو بقول له  فلأتك من هذه
+
+225
+00:18:21,210 --> 00:18:24,410
+لحظة تكون هذه غلط ما بديش أستخدمها لحظة تكون غلط
+
+226
+00:18:24,410 --> 00:18:28,770
+مظبوط ولا لأ؟ طبعاً ممكن أستخدمها لإنه الـ T إيه عندي؟
+
+227
+00:18:28,770 --> 00:18:33,350
+قل لي لو كتبت لك V final تربيع = V initial تربيع
+
+228
+00:18:33,350 --> 00:18:40,370
+ناقص 2G (Y final - Y initial) بحل مشكلتك بقول له
+
+229
+00:18:40,370 --> 00:18:50,430
+بحل مشكلتي بقول له هذه قداش؟  هدا 420 تربيع ناقص 2
+
+230
+00:18:50,430 --> 00:19:00,390
+في G (19.6 / 9.8) × 2 Y final وهدا 0 أنا بديت من
+
+231
+00:19:00,390 --> 00:19:05,230
+هنا شايفين الـ origin من هنا بديت إذا هدا 0 إيش
+
+232
+00:19:05,230 --> 00:19:09,410
+المجهول الوحيد في الرسمة Y final هي هي طلعت لك
+
+233
+00:19:09,410 --> 00:19:12,930
+Y final طلعت حوالي 20
+
+234
+00:19:15,920 --> 00:19:21,660
+عشرين point أربعة متر كمان مرة أي واحدة بدها تسألني
+
+235
+00:19:21,660 --> 00:19:28,180
+تسألني على طول تحكي اه حسب انت مرجعيتك وين بدك
+
+236
+00:19:28,180 --> 00:19:33,940
+مرجعيتك أنا أخدت هناك أنا أخدت النقطة A بديكي
+
+237
+00:19:33,940 --> 00:19:40,960
+تغيري من غير نعم ممكن تكون الأرض صحيح إذا كانت الأرض
+
+238
+00:19:40,960 --> 00:19:47,630
+بالـ 50 بتطلع و Y final بالـ 70 زائداً صح؟ صح
+
+239
+00:19:47,630 --> 00:19:53,610
+هي وكأنه أقصى ارتفاع يبعد عشرين متر عن سطح المبنى
+
+240
+00:19:53,610 --> 00:19:57,650
+وعن الأرض كذا؟ 70، تجمعها للـ 50، إذا
+
+241
+00:19:57,650 --> 00:19:59,930
+حسب المرجعية اللي أخدتها، وهي المرجعية اللي
+
+242
+00:19:59,930 --> 00:20:02,550
+أخدتها، قلت لك عنها، وهي اللي أخدتها على الرسمة
+
+243
+00:20:02,550 --> 00:20:07,290
+الـ مرجعية اختيارية، بس أنا حددتها، أنه جُعلت نقطة A
+
+244
+00:20:07,290 --> 00:20:13,010
+نقطة الانطلاق،  غاها كنا
+
+245
+00:20:13,010 --> 00:20:18,390
+بنحرك، صح، بنحرك رؤوسنا،  هذا سؤال بدنا نحله و
+
+246
+00:20:18,390 --> 00:20:24,570
+احنا نفهمه إيش بنعمل تمام، C بيقول لي إيش بده
+
+247
+00:20:24,570 --> 00:20:29,470
+قلت له بدي السرعة لما الجسم يجي على نقطة أنا عارفها
+
+248
+00:20:29,470 --> 00:20:34,510
+صح،  هجيت أنا نقطة المرجعية تبعت النقطة A صفر
+
+249
+00:20:34,510 --> 00:20:39,690
+أخذتها، طيب النقطة C إيش بيكون برضه صفر مش صفر مش
+
+250
+00:20:39,690 --> 00:20:45,180
+A نفسك مش مقابله، حلو بقول له أنا initial قال أنك
+
+251
+00:20:45,180 --> 00:20:48,680
+بدك V final قلت له اه والله بدي V final  = V
+
+252
+00:20:48,680 --> 00:20:53,460
+initial تربيع - 2G (Y final - Y initial)
+
+253
+00:20:53,460 --> 00:20:59,300
+صح؟ هذا قبل ما كنا بنعرفه تمام، قال لي قداش V
+
+254
+00:20:59,300 --> 00:21:08,020
+initial تربيع 400 - 2 × G 19.6 يلا
+
+255
+00:21:10,100 --> 00:21:14,600
+حلو، برافو عليكي، صفر ناقص صفر معناته حتى دي راحت
+
+256
+00:21:14,600 --> 00:21:20,880
+سمّينا شوية بقى،  الشيء  طلعت طلعت هنا يلا بالـ
+
+257
+00:21:20,880 --> 00:21:26,960
+calculator دي بيقول إيه؟ لأن
+
+258
+00:21:26,960 --> 00:21:30,980
+جذر التربيع للـ 25 ممنوع تقول 5  لأنها
+
+259
+00:21:30,980 --> 00:21:36,900
+يكون موجبة في 5 أو ناقص 5 صح؟ طيب أنت هنا في
+
+260
+00:21:36,900 --> 00:21:42,110
+سؤال ما أنت فاهمه ولا مش فاهمه؟ فاهمه عند النقطة C
+
+261
+00:21:42,110 --> 00:21:48,590
+وصل لها هو طالع لها وهو نازل إذا من هنا
+
+262
+00:21:48,590 --> 00:21:53,870
+بتقول الـ V final = -20 متر per second
+
+263
+00:21:53,870 --> 00:21:57,450
+مظبوط
+
+264
+00:21:57,450 --> 00:22:05,030
+هيك ولا لأ؟ تم؟ ليش ما فهمتوا؟
+
+265
+00:22:05,030 --> 00:22:14,310
+تقدر تقولي هيك احكيها منيح، وين كانت الرسمة عنده
+
+266
+00:22:14,310 --> 00:22:18,610
+نقطة A صح؟ وين صار عنده نقطة C مش هو بيقول لك لما
+
+267
+00:22:18,610 --> 00:22:23,290
+وصل لنفس المستوى إذا النقطة A صفر النقطة C إيش
+
+268
+00:22:23,290 --> 00:22:30,070
+عرفتي ليه إيش غيرها؟ الدكتور اللي أنا عامله هو نقطة
+
+269
+00:22:30,070 --> 00:22:33,230
+B احنا حكينا أنه حدد لي من النقطة A عشان إيه
+
+270
+00:22:33,230 --> 00:22:38,130
+أخذنا الـ V final صفر اه تمام اللي هو بيحدد لكن لو لا
+
+271
+00:22:38,130 --> 00:22:42,130
+بيه برضه، اه طبعاً النقطة B أقصى ارتفاع هو الجلي
+
+272
+00:22:42,130 --> 00:22:47,850
+طبعاً هذه معطيات احكي هل
+
+273
+00:22:47,850 --> 00:22:53,410
+determined the velocity of the stone when .. لما
+
+274
+00:22:53,410 --> 00:22:58,870
+تقولي  بطلت أفهم قولي when it returns to the
+
+275
+00:22:58,870 --> 00:23:03,010
+height للارتفاع from which it was thrown للارتفاع
+
+276
+00:23:03,010 --> 00:23:09,450
+اللي انطلق منه واضحة؟ إذن فهمت من هذه الجملة أنه
+
+277
+00:23:09,450 --> 00:23:13,970
+بده عنده نقطة C من نفس الارتفاع اللي انطلق منه
+
+278
+00:23:13,970 --> 00:23:22,110
+غيرها يعني
+
+279
+00:23:22,110 --> 00:23:28,190
+بدك تقدره بزمن الصعود × 2 اه
+
+280
+00:23:28,190 --> 00:23:32,330
+بس أنا ما بديش آخذ شغلة اختراع بدي آخذ من معطيات
+
+281
+00:23:32,330 --> 00:23:36,430
+السؤال، عشان هيك أخدت القانون هذا، بتطلع نفس الإجابة
+
+282
+00:23:39,350 --> 00:23:44,790
+تمام خلصنا A B C نيجي لـ D بيقول لي أنا الآن الزمن
+
+283
+00:23:44,790 --> 00:23:50,250
+بيدلك جاهز منيح، اكمل، زمان خمس ثواني بدي تجيب لي
+
+284
+00:23:50,250 --> 00:23:56,610
+السرعة وتجيب لي موضعه، حلو، السرعة هي دي يا بنات
+
+285
+00:23:57,880 --> 00:24:04,260
+V final = V initial - GT إيش بدي؟ بدي V final
+
+286
+00:24:04,260 --> 00:24:10,240
+هذه 20 - 9.8 × 5 يلا يا
+
+287
+00:24:10,240 --> 00:24:16,640
+كالكلتير طلعت لي موجبة ولا سالبة؟ هيها حوالي -50
+
+288
+00:24:16,640 --> 00:24:20,920
+وهدا 20 حوالي ناقص 29  أظن أقل من .. ناقص
+
+289
+00:24:20,920 --> 00:24:26,180
+29 متر per second  هتجد هذه الإشارة
+
+290
+00:24:26,180 --> 00:24:31,450
+الحلوة اللي هي السالبة، أيها معنى فيزيائي ولا لا؟
+
+291
+00:24:31,450 --> 00:24:36,310
+إنها نازلة، صح؟ لو واحد قال لي ممكن تكون عند
+
+292
+00:24:36,310 --> 00:24:40,530
+النقطة هذه؟ ولا ممكن، لأن عند النقطة هذه طالعة
+
+293
+00:24:40,530 --> 00:24:45,070
+وأنت طلعت معك الإجابة سالبة بقول له هنا ممكن وهنا
+
+294
+00:24:45,070 --> 00:24:49,250
+ممكن، صح؟ هل جئت هنا ولا هنا بتعتمد على الـ
+
+295
+00:24:49,250 --> 00:24:53,660
+position أنت أخذت الصفر هنا ولا لأ؟ كل نقطة تحت
+
+296
+00:24:53,660 --> 00:24:57,520
+الصفر إيش المفروض تكون؟ سالبة وكل نقطة فوق الصفر
+
+297
+00:24:57,520 --> 00:25:03,160
+موجبة بيه، يجرب إنها تحته ولا فوقه، إيش بدك كمان؟ ده
+
+298
+00:25:03,160 --> 00:25:08,900
+اللي بديه Y final بقول Y final - Y initial اللي
+
+299
+00:25:08,900 --> 00:25:16,240
+هو القانون  = V initial Vt - 1/2 GT تربيع  مش
+
+300
+00:25:16,240 --> 00:25:21,470
+في قانون زيها ده؟ حلو Y initial اعتبرته 0 إذا Y
+
+301
+00:25:21,470 --> 00:25:30,510
+final = 20 × 5 - 4.9 (1/2 G) × 25 اللي هو
+
+302
+00:25:30,510 --> 00:25:36,230
+T تربيع صح؟ بقى عوض يلا بالـ calculator هذه حوالي
+
+303
+00:25:36,230 --> 00:25:44,170
+100 صح؟ وهذه 5 × 25 أكثر من 125 تقريباً حوالي -22.5 متر
+
+304
+00:25:44,170 --> 00:25:50,980
+طلعت سالبة معناته تحت نقطة الأصل ولا فوق؟
+
+305
+00:25:50,980 --> 00:25:58,820
+تحت، إذا معناته هذه النقطة هنا الـ C
+
+306
+00:25:58,820 --> 00:26:02,800
+وأنا حاطة في الـ C
+
+307
+00:26:02,800 --> 00:26:08,760
+أرقامها
+
+308
+00:26:08,760 --> 00:26:13,320
+يعني أنت شفت إن الصفر أكبر تمام احنا بدنا مقارنة
+
+309
+00:26:13,320 --> 00:26:13,920
+مباشرة
+
+310
+00:26:17,980 --> 00:26:24,440
+أكبر من 4، أكبر من 4 لأنه 2 و 2 أربعة طبعاً بس
+
+311
+00:26:24,440 --> 00:26:31,540
+احنا بدنا الشغلات المباشرة، عاموجبة
+
+312
+00:26:31,540 --> 00:26:37,340
+فوق نقطة الأصل يعني فوق الـ A حتى لو كانت نازلة
+
+313
+00:26:37,340 --> 00:26:42,550
+الـ position مالوش علاقة، عوض السرعة، الـ Position غير عن
+
+314
+00:26:42,550 --> 00:26:46,010
+السرعة لما يكون نازل السرعة سالبة الـ Position
+
+315
+00:26:46,010 --> 00:26:50,390
+مالوش علاقة، هجيت عند النقطة هذه يا بنتي هذه النقطة
+
+316
+00:26:50,390 --> 00:26:55,290
+هذه شوفها سرعتها إيش بيبقى تكون لكن الـ Position
+
+317
+00:26:55,290 --> 00:27:01,870
+هو موجب، مالوش علاقة هذه غير عن هذه تمام يا بنتي؟
+
+318
+00:27:01,870 --> 00:27:11,820
+تمام، غيره حلو، جلل زوايا جلد دي E، sorry إيش بدك
+
+319
+00:27:11,820 --> 00:27:16,340
+اجيبه، بدي السرعة قبل ما يرتطم بالأرض مباشرة، بطلع
+
+320
+00:27:16,340 --> 00:27:20,100
+بقول له يعني عنده النقطة E ولا لا؟ عند النقطة E
+
+321
+00:27:20,100 --> 00:27:25,040
+بقصد بقول له E، إيش بدك أجيب لك؟ V final صح ولا لأ؟
+
+322
+00:27:25,040 --> 00:27:30,640
+بقول له V final بنجيبها من V final تربيع =
+
+323
+00:27:30,640 --> 00:27:36,220
+V initial تربيع - 2G (Y final - Y initial)
+
+324
+00:27:36,220 --> 00:27:42,970
+أطلع الـ V final كله معطيات لي، هادي مش معطيات، هدي قداش؟
+
+325
+00:27:42,970 --> 00:27:48,870
+قال لي 400 - 2 × G 19.6  أفتح قوس، وينيش لما
+
+326
+00:27:48,870 --> 00:27:52,930
+اتفقنا صفر ولا لأ؟ طيب Y final  مني و لي قداش؟ احكي
+
+327
+00:27:52,930 --> 00:27:58,650
+الـ Y سالب 50 برافو عليكي سالب 50 قلت سالب
+
+328
+00:27:58,650 --> 00:28:03,550
+50 مش 50 سالب 50 لأ أنا تحت، إذا سالب
+
+329
+00:28:03,550 --> 00:28:11,700
+50  ناقص صفر خلصت تمام طلع الجواب، بدي آخذ إجازة
+
+330
+00:28:11,700 --> 00:28:17,220
+تربيع تبعه، هجيت ارتطم الأرض، وانصاحي ومصحصح وهو
+
+331
+00:28:17,220 --> 00:28:21,940
+طالع ولا هو نازل، إذا بدي آخذ السالب، بدي آخذ السالب
+
+332
+00:28:21,940 --> 00:28:29,040
+قداش؟ طلع الجواب في اللعبة سالب  37.4 متر per
+
+333
+00:28:29,040 --> 00:28:33,280
+second مش
+
+334
+00:28:33,280 --> 00:28:39,460
+4 يعني point one أي شيء صار
+
+335
+00:28:42,950 --> 00:28:46,710
+اه، وينيش الصفر؟ متفاجئين ولا لأ؟ لأنه أنا عم أتبع
+
+336
+00:28:46,710 --> 00:28:49,990
+الصفر طيب وهي الـ V final وين؟ هي الـ V final هي شخصية
+
+337
+00:28:49,990 --> 00:28:54,550
+مجهولة ولا معروفة، النقطة مش وصلت الأرض طيب الأرض
+
+338
+00:28:54,550 --> 00:29:00,470
+كانت أطول من نقطة البداية ولا أعلى أو طبع كم متر؟
+
+339
+00:29:00,470 --> 00:29:04,570
+50، هو، وعشانها أطول حطيت سالب
+
+340
+00:29:08,080 --> 00:29:11,800
+أي هو طول هذا الزلمة 50 متر، كله مترين، مابديش ..
+
+341
+00:29:11,800 --> 00:29:16,540
+تمام؟ تمام .. هو اعتبر وكأنه من .. من إيد الزلمة
+
+342
+00:29:16,540 --> 00:29:20,000
+ليناك الخمسين .. ماهي تقريب .. حسب طول البرج يعني
+
+343
+00:29:20,000 --> 00:29:24,160
+عبارة إنه سالب طول البرج؟ اه .. هو موضع مش طول ..
+
+344
+00:29:24,160 --> 00:29:28,780
+أنا بدي موضع الحجر لما وصل للأرض .. بقول له موضع
+
+345
+00:29:28,780 --> 00:29:34,110
+تحت نقطة الأصل ولا لأ؟ أخدته سالب .. موضع مش طول
+
+346
+00:29:34,110 --> 00:29:37,430
+لأن الطول ما ينفعش يكون سالب لكن موضع بنقول سالب
+
+347
+00:29:37,430 --> 00:29:48,170
+غيرها، احكي اه مش
+
+348
+00:29:48,170 --> 00:29:57,070
+طول، موضع position صح، هذه
+
+349
+00:29:57,070 --> 00:30:01,870
+النقطة قداش؟ حد يثير ثقتي، النقطة هذه
+
+350
+00:30:08,630 --> 00:30:11,810
+Y initial صفر و Y final
+
+351
+00:30:24,940 --> 00:30:29,520
+أمين؟ هجيت؟ انغششكم إيه السؤال اللي جاب لكم الشباب
+
+352
+00:30:29,520 --> 00:30:33,340
+ذهبت صباحيات الساعة ثمانية وهم يسألوا، قالوا في
+
+353
+00:30:33,340 --> 00:30:36,200
+عيننا قانون بيقول زمن الصعود = زمن الهبوط
+
+354
+00:30:36,200 --> 00:30:38,980
+دايماً؟ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+355
+00:30:38,980 --> 00:30:39,860
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+356
+00:30:39,860 --> 00:30:40,400
+لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ لأ
+
+357
+00:30:40,400 --> 00:30:52,520
+لأ لأ لأ لأ لأ
+
+358
+00:30:52,990 --> 00:30:56,090
+بصي مونيا، في توجيهي بيقول  جزء تربيع = 2 GH
+
+359
+00:30:56,090 --> 00:31:01,870
+بيقولوا  ما تستخدموا، ما تستخدموا، ممنوع
+
+360
+00:31:01,870 --> 00:31:10,480
+تستخدموا، محنة تمام يا بنات ما فيش قانون اسمه هيك
+
+361
+00:31:10,480 --> 00:31:13,880
+اه، والحالة الخاصة مش قانون، ما زالت  حالة
+
+362
+00:31:13,880 --> 00:31:16,920
+خاصة، بطل القانون، القانون شغل عام يا بنات
+
+363
+00:31:16,920 --> 00:31:20,620
+..فانتقوا منه .. اه انسيه .. أنا بدي .. اه بس أنا
+
+364
+00:31:20,620 --> 00:31:23,780
+أحفظ الشغلات الأساسية، بدي أقعد أحفظ مئة قانون
+
+365
+00:31:23,780 --> 00:31:27,960
+..كل شغل قانون..إذا أنا ده مش قانون .. مش قانون
+
+366
+00:31:27,960 --> 00:31:28,740
+..
+
+367
+00:31:33,140 --> 00:31:36,940
+اه، بس اللي هو 100، شرط فيه شروط كتيرة زي ما قالت
+
+368
+00:31:36,940 --> 00:31:40,460
+حالات خاصة كتيرة فهذه حالة خاصة مش موجودة أنا
+
+369
+00:31:40,460 --> 00:31:44,600
+ما غششكم إيش قالوا الطلاب يعني يسألوني تمام يا بنات؟
+
+370
+00:31:44,600 --> 00:31:48,660
+إيه السفسار؟ خلصي الـ chapter
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/lL45YY9Z9j0_raw.json b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/lL45YY9Z9j0_raw.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a8f290779ca172b5615da022d12d72028cbe813
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@@ -0,0 +1 @@
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الارتفاع تمام؟ نفس الارتفاع بدي أطلقهم بنفس اللحظة two poles are projected قدفوا يعني at the same instant في نفس اللحظة from the same height إذا نفس الارتفاع ولا لأ؟ وفي نفس اللحظة بدوا كيف ضربتهم جالي واحد سجت سجوت والتاني خبطه بشكل أفقي", "tokens": [38688, 1829, 8717, 36178, 2423, 9640, 2655, 5172, 45761, 46811, 10943, 22807, 8717, 36178, 2423, 9640, 2655, 5172, 45761, 4724, 16254, 5551, 9566, 1211, 4587, 16095, 44945, 36178, 13672, 5016, 19913, 3660, 732, 24760, 366, 26231, 12174, 3215, 5172, 14407, 37495, 22653, 412, 264, 912, 9836, 8978, 8717, 36178, 13672, 5016, 19913, 3660, 490, 264, 912, 6681, 11933, 15730, 8717, 36178, 2423, 9640, 2655, 5172, 45761, 49429, 5296, 10721, 22807, 4032, 41185, 8717, 36178, 13672, 5016, 19913, 3660, 47525, 14407, 9122, 33911, 48812, 25513, 2655, 16095, 10874, 6027, 1829, 36764, 24401, 8608, 7435, 2655, 8608, 7435, 35473, 16070, 2655, 7649, 1829, 16490, 3555, 9566, 3224, 4724, 8592, 28820, 5551, 5172, 38436], "avg_logprob": -0.16782924626022577, "compression_ratio": 1.7589285714285714, "no_speech_prob": 7.152557373046875e-07, "words": [{"start": 1268.8, "end": 1269.1, "word": "وفي", "probability": 0.652099609375}, {"start": 1269.1, "end": 1269.26, "word": " نفس", "probability": 0.9951171875}, {"start": 1269.26, "end": 1269.8, "word": " الارتفاع", "probability": 0.91328125}, {"start": 1269.8, "end": 1270.44, "word": " تمام؟", "probability": 0.8390299479166666}, {"start": 1270.44, "end": 1270.96, "word": " نفس", "probability": 0.893798828125}, {"start": 1270.96, "end": 1271.62, "word": " الارتفاع", "probability": 0.970703125}, {"start": 1271.62, "end": 1272.62, "word": " بدي", "probability": 0.626953125}, {"start": 1272.62, "end": 1273.62, "word": " أطلقهم", "probability": 0.93515625}, {"start": 1273.62, "end": 1274.16, "word": " بنفس", "probability": 0.93701171875}, {"start": 1274.16, "end": 1275.16, "word": " اللحظة", "probability": 0.995849609375}, {"start": 1275.16, "end": 1276.2, "word": " two", "probability": 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"seek": 132239, "start": 1295.49, "end": 1322.39, "text": "واحد سجت تسجوت والتانى قذفت وادته سرعة ابتدائية يعنى بس كيف قال لي سينية من وين عرفت سينية horizontally بقول ايه is projected horizontally طيب هجتش السؤال انا قذفت واحد باتجاه سينى هذه سرعة ابتدائية ولا لأ ماهي السرعة الابتدائية الصادية سفر مظبط ولا لأ", "tokens": [14407, 24401, 8608, 7435, 2655, 6055, 3794, 7435, 35473, 16070, 2655, 7649, 7578, 12174, 8848, 5172, 2655, 4032, 18513, 47395, 8608, 2288, 27884, 48127, 2655, 3215, 16373, 10632, 37495, 1863, 7578, 4724, 3794, 9122, 33911, 50239, 32239, 8608, 9957, 10632, 9154, 4032, 9957, 6225, 28480, 2655, 8608, 9957, 10632, 33796, 4724, 39648, 1975, 1829, 3224, 307, 26231, 33796, 23032, 1829, 3555, 8032, 7435, 2655, 8592, 21136, 33604, 6027, 1975, 8315, 12174, 8848, 5172, 2655, 36764, 24401, 4724, 9307, 7435, 40294, 8608, 9957, 7578, 29538, 8608, 2288, 27884, 48127, 2655, 3215, 16373, 10632, 49429, 5296, 10721, 19446, 3224, 1829, 21136, 2288, 27884, 2423, 16758, 2655, 3215, 16373, 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{"start": 1300.15, "end": 1301.27, "word": " بس", "probability": 0.908447265625}, {"start": 1301.27, "end": 1301.81, "word": " كيف", "probability": 0.970947265625}, {"start": 1301.81, "end": 1302.03, "word": " قال", "probability": 0.537109375}, {"start": 1302.03, "end": 1302.13, "word": " لي", "probability": 0.52587890625}, {"start": 1302.13, "end": 1302.73, "word": " سينية", "probability": 0.7172037760416666}, {"start": 1302.73, "end": 1303.79, "word": " من", "probability": 0.93017578125}, {"start": 1303.79, "end": 1303.95, "word": " وين", "probability": 0.914794921875}, {"start": 1303.95, "end": 1304.29, "word": " عرفت", "probability": 0.91455078125}, {"start": 1304.29, "end": 1304.81, "word": " سينية", "probability": 0.9378255208333334}, {"start": 1304.81, "end": 1305.61, "word": " horizontally", "probability": 0.269775390625}, {"start": 1305.61, "end": 1307.15, "word": " بقول", "probability": 0.343414306640625}, {"start": 1307.15, "end": 1307.63, "word": " ايه", "probability": 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" مش", "probability": 0.84375}, {"start": 1456.64, "end": 1457.32, "word": " بلعها", "probability": 0.9752197265625}, {"start": 1457.32, "end": 1457.96, "word": " لأ", "probability": 0.705810546875}, {"start": 1457.96, "end": 1458.94, "word": " صحيحة", "probability": 0.9703125}, {"start": 1458.94, "end": 1459.8, "word": " المعادلات", "probability": 0.9861328125}, {"start": 1459.8, "end": 1460.32, "word": " بتجيل", "probability": 0.8103841145833334}, {"start": 1460.32, "end": 1461.06, "word": " بالتالت", "probability": 0.76263427734375}, {"start": 1461.06, "end": 1461.52, "word": " طلعوش", "probability": 0.66806640625}, {"start": 1461.52, "end": 1462.26, "word": " المطلوب", "probability": 0.9512939453125}, {"start": 1462.26, "end": 1462.96, "word": " they", "probability": 0.7626953125}, {"start": 1462.96, "end": 1463.56, "word": " will", "probability": 0.93017578125}, {"start": 1463.56, "end": 1464.52, "word": " reach", "probability": 0.89697265625}, {"start": 1464.52, "end": 1465.52, "word": " together", "probability": 0.857421875}, {"start": 1465.52, "end": 1465.8, "word": " مع", "probability": 0.7744140625}, {"start": 1465.8, "end": 1466.32, "word": " بعض", "probability": 0.98974609375}, {"start": 1466.32, "end": 1467.08, "word": " ولا", "probability": 0.86474609375}, {"start": 1467.08, "end": 1467.34, "word": " واحد", "probability": 0.994873046875}, {"start": 1467.34, "end": 1467.54, "word": " احد", "probability": 0.4932861328125}, {"start": 1467.54, "end": 1467.86, "word": " اسمه", "probability": 0.73681640625}, {"start": 1467.86, "end": 1468.04, "word": " جيت", "probability": 0.809326171875}, {"start": 1468.04, "end": 1468.56, "word": " تانية", "probability": 0.9422200520833334}, {"start": 1468.56, "end": 1469.4, "word": " تمانية", "probability": 0.88671875}, {"start": 1469.4, "end": 1470.08, "word": " بنات؟", "probability": 0.8861083984375}, {"start": 1470.08, "end": 1470.76, "word": " بكرا", "probability": 0.6829427083333334}, {"start": 1470.76, "end": 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\ No newline at end of file
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/tTmo29ZCZv4_postprocess.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/tTmo29ZCZv4_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..754bbd1285ad75b1bf4a1fa3275e544f47e20f52
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/tTmo29ZCZv4_postprocess.srt
@@ -0,0 +1,2364 @@
+1
+00:00:05,240 --> 00:00:09,160
+تمام نسمي باسم الله و نكمل اليوم بنخلص هذا ال
+
+2
+00:00:09,160 --> 00:00:12,660
+chapter المقدمة على اساس ان شاء الله يوم التاني
+
+3
+00:00:12,660 --> 00:00:17,120
+نبدأ بداية الجدية احنا حكينا في المحاضرة الماضية
+
+4
+00:00:17,120 --> 00:00:23,180
+المهم نقول هل ياخدنا انه اتعلمنا انه في عندي اكم
+
+5
+00:00:23,180 --> 00:00:29,130
+نظام للوحدات تلت أنظمة النظام الاشهرهو الـ SI
+
+6
+00:00:29,130 --> 00:00:33,950
+system اللي له اسم تاني MKSystem اللي بيستخدم ال
+
+7
+00:00:33,950 --> 00:00:37,750
+meter لل length و ال kilogram لل masses و ال
+
+8
+00:00:37,750 --> 00:00:42,270
+seconds ل ال times النظام التاني الجاوزيا والنظام
+
+9
+00:00:42,270 --> 00:00:45,330
+الأقل شهرا هو ال British تمام
+
+10
+00:00:47,620 --> 00:00:52,540
+هذه المواضيع الآن هناخدها شبه انتوا بتعرفوها بس
+
+11
+00:00:52,540 --> 00:00:55,480
+بدنا نمر عليها مرور الكرام موجودة في الكتاب و بدنا
+
+12
+00:00:55,480 --> 00:00:58,340
+نمشي عليها لأن كده مش كتير مهمة لإن انتوا بتعرفوها
+
+13
+00:00:58,340 --> 00:01:04,660
+يعني أديكم مثال عنكم مسافتين وفي الآخر تتعاملوا
+
+14
+00:01:04,660 --> 00:01:10,440
+معاهم في مسألة ما واحدة جسمكم إياها بالميل وواحدة
+
+15
+00:01:10,440 --> 00:01:13,980
+جسمكم إياها بالمتر مثلا خمسة ميل زي تلاتة متر منفع
+
+16
+00:01:13,980 --> 00:01:18,410
+أجمحهم تمانية؟بنفعش، لازم نحوّل واحد للتاني، صح
+
+17
+00:01:18,410 --> 00:01:23,810
+ولا لأ؟ إذا عنواننا الآن Conversion تحويل of
+
+18
+00:01:23,810 --> 00:01:27,830
+units، تحويل الوحدات، تمام هيك؟ هذا هو النوع
+
+19
+00:01:27,830 --> 00:01:30,950
+الحملي أعرفه من أول، من زمان، إنه بنفعش تحويل جلي
+
+20
+00:01:30,950 --> 00:01:35,070
+متر وصنتيمتر وتجمعهم أو كيلو جرام وطن وتجمعهم، صح
+
+21
+00:01:35,070 --> 00:01:41,670
+ولا لأ؟ إذا إيش بيقوللي؟بقول لي if different unit
+
+22
+00:01:41,670 --> 00:01:45,290
+systems احنا متفقين إذا في كلمة انجليزية مش عارفين
+
+23
+00:01:45,290 --> 00:01:48,390
+هقولي ليش معناها بس سهل عليكم بعد ما تروحوا و
+
+24
+00:01:48,390 --> 00:01:52,270
+تدوروا عليها بس أنا أظن إن الكلمة أغلبها مرت عليكم
+
+25
+00:01:52,270 --> 00:01:56,250
+تمام if different unit systems are used إذا
+
+26
+00:01:56,250 --> 00:02:01,100
+استخدمت أكثر من unit systemتمام؟ in a physical
+
+27
+00:02:01,100 --> 00:02:05,840
+equation one system should be chosen اختلق واحد زي
+
+28
+00:02:05,840 --> 00:02:11,720
+ما بنقول ارسلك ع بر اختلق نظامone system should be
+
+29
+00:02:11,720 --> 00:02:16,560
+chosen and all the quantities كل الكميات بعد كده
+
+30
+00:02:16,560 --> 00:02:21,300
+must be converted من convert to conversion التحويل
+
+31
+00:02:21,300 --> 00:02:25,220
+must be converted لازم يتحولهم to that choosing
+
+32
+00:02:25,220 --> 00:02:28,460
+system للsystem اللي اختارته اختارت ال S.I system
+
+33
+00:02:28,460 --> 00:02:32,520
+كل الكميات اللي حواليك بيكون على هذا ال system ده
+
+34
+00:02:32,520 --> 00:02:37,160
+من لا تجمع ولا تطرح ولا تضرب مش سطر S.I system و
+
+35
+00:02:37,160 --> 00:02:41,920
+سطر اللي ورا جاوز يعنيتمام هيك؟ طب تبقى اتحوّل و
+
+36
+00:02:41,920 --> 00:02:45,360
+الله علمونا من زمان و بنحوّل .. إيش هالشغلة؟ بس مش
+
+37
+00:02:45,360 --> 00:02:49,260
+من اللي اتعلمها يعني مثلا لو عندك اتنين كيلو متر و
+
+38
+00:02:49,260 --> 00:02:52,920
+بدك تعملها متر، إيش بتسويه هنا؟ مش تقدروا في الف؟
+
+39
+00:02:52,920 --> 00:02:58,860
+وخلصنا، لكن تلعبوا كيف بيعملوها هم بشغلة حلوة،
+
+40
+00:02:58,860 --> 00:03:05,100
+بقولي for example، ها يندي مثال، جالي جثة المصطرعة
+
+41
+00:03:05,100 --> 00:03:08,240
+إلها طرف بجثب centimeter و طرف تاني بجثب الinch
+
+42
+00:03:09,120 --> 00:03:13,020
+بتعرفوا هذه الشغلاء؟ جست مسافة المسا .. تحت ال
+
+43
+00:03:13,020 --> 00:03:17,980
+centimeter خربانة عندي حفتها جست بال inch عندي
+
+44
+00:03:17,980 --> 00:03:23,860
+مسافة مقدارها خمس عشر inch جستها تمام؟ بديك تقولي
+
+45
+00:03:23,860 --> 00:03:28,920
+أكم centimeter هلجيت ال inch أكم centimeter مش
+
+46
+00:03:28,920 --> 00:03:32,260
+حافظه ان شاء الله بحفظته اكتب على جوجل بديكي إياها
+
+47
+00:03:32,260 --> 00:03:35,100
+تمام؟ واحد بيقول هو في امتحان في جوجل بيقول احنا
+
+48
+00:03:35,100 --> 00:03:39,840
+ال google تبعك مش مشكلة بديكي إياهاطبعا؟ بقوللي
+
+49
+00:03:39,840 --> 00:03:45,400
+عندك خمس عشر انش حوللي ياها we wantها we wish to
+
+50
+00:03:45,400 --> 00:03:49,860
+convert بنا نحول الخمس عشر انش into centimeters لأ
+
+51
+00:03:49,860 --> 00:03:53,420
+centimeters المعلومة اللي بدي أديكي ياها معطى أنه
+
+52
+00:03:53,420 --> 00:03:57,100
+يا عم الواحد انش عبارة عن اتنين point fifty four
+
+53
+00:03:57,100 --> 00:04:01,280
+centimeterتمام هيك؟ حلو جاله كيف بتعمل التحويل؟
+
+54
+00:04:01,280 --> 00:04:06,180
+جاله شغله سهل جدا اتعلمنا من زمان انه لما نضرب اي
+
+55
+00:04:06,180 --> 00:04:11,200
+شغلة بواحد او نجسم ع واحد بصيرش ايه؟ يعني بصحيلك
+
+56
+00:04:11,200 --> 00:04:14,960
+تضرفي واحد صح ولا لأ؟ و بصح حدك اتجسم ع واحد جاله
+
+57
+00:04:14,960 --> 00:04:18,140
+هذا النظام اللي بدأ استخدمه كيف؟ ده اللي انت شوف
+
+58
+00:04:18,140 --> 00:04:24,440
+تعيش معطيني واحد inch بتساوي 2.44 cm بتدي الواحد
+
+59
+00:04:24,440 --> 00:04:30,450
+هذاعشان اعمله عايش اجسم؟ جسم ع ال inch صحيك تمام؟
+
+60
+00:04:30,450 --> 00:04:35,250
+قاللي هاه انت اديتني هذه المعلومة قولتله بقدر اقول
+
+61
+00:04:35,250 --> 00:04:41,470
+الواحد بيساوي 2.44 cm ع ال inch اتطلعوش بدي اسوي
+
+62
+00:04:41,470 --> 00:04:44,710
+هال gate هد الواحد بدي اضربه هنا بصحليه ولا
+
+63
+00:04:44,710 --> 00:04:48,810
+بصحليش؟ بصحليه للواحد طب لما اضرب طلعش بيصير ال
+
+64
+00:04:48,810 --> 00:04:51,570
+inch هدا مع ال inch هدا بيصير ولا لأ؟ ايش بيظل
+
+65
+00:04:51,570 --> 00:04:58,490
+الوحدة؟ هي اتحولت هي اتحولت يالا نعملSince
+
+66
+00:04:58,490 --> 00:05:02,890
+multiplying any quantity بيقول بما انه ضرب أي كمية
+
+67
+00:05:02,890 --> 00:05:07,130
+multiply معناتها ضرب تمام و product معناتها برضه
+
+68
+00:05:07,130 --> 00:05:12,310
+ضرب multiplying any quantity by one ضرب أي رقم
+
+69
+00:05:12,310 --> 00:05:16,410
+بواحد leaves it unchanged بيخليها زي ما هي وهذه
+
+70
+00:05:16,410 --> 00:05:20,620
+معلومة نعرفها كلناwe can write قال لي هذه
+
+71
+00:05:20,620 --> 00:05:24,540
+الخمستاشر اللي بدك تحوّلها ضربتها في واحد امي كنا
+
+72
+00:05:24,540 --> 00:05:27,540
+بنقول صح قال لي طب مش هي الواحد قلت له هاي الواحد
+
+73
+00:05:27,540 --> 00:05:33,000
+انا ادتك اياها عوض محل الواحد ضربت انش مع انش طار
+
+74
+00:05:33,000 --> 00:05:37,660
+وانا ماترش بالكالكولاتر ضربت هذه في هذه ايش ضال؟
+
+75
+00:05:37,660 --> 00:05:42,360
+انا حولتلك اياها فالخمستاشر انش طلعت حوالي تمانية
+
+76
+00:05:42,360 --> 00:05:46,890
+وتلاتين point one centimeter تمام يا بنات؟سهل أظن
+
+77
+00:05:46,890 --> 00:05:50,490
+واحد يقول طب أنا كنت متعود أحول بالطريقة اللي كنت
+
+78
+00:05:50,490 --> 00:05:54,170
+متعلمها في المدارس تظل زي ما انت مش جاضية يعني بس
+
+79
+00:05:54,170 --> 00:06:01,230
+احنا نتعلم كيف يعملوها نشوف المثالجالي في أمريكا
+
+80
+00:06:01,230 --> 00:06:05,130
+بيستخدموا النظام البريطاني كتير خصوصا في الشوارع
+
+81
+00:06:05,130 --> 00:06:07,950
+المسافات يعني هم بيقولوا والله المسافة بين نيويورك
+
+82
+00:06:07,950 --> 00:06:12,030
+وواشنطن كذا ميل مش كذا كيلومتر هيك بتعودين عليهم
+
+83
+00:06:12,030 --> 00:06:14,650
+هيك اللي اعتمدوا بنفس العملية في بريطانيا
+
+84
+00:06:14,650 --> 00:06:18,980
+بيستخدموا هذا النظامبيقوللي انت بتعرفه في الشوارع
+
+85
+00:06:18,980 --> 00:06:23,800
+فيه جرمالة فيه إشارات ضوئية وإشارات مرور صح ولا لأ
+
+86
+00:06:23,800 --> 00:06:27,160
+اللي أحمر و اللي أزرق و اللي مش عارف إيش لما تمشي
+
+87
+00:06:27,160 --> 00:06:30,920
+على شارع الرشيد بيكون مكتبلك السرعة القصوى نفطرت
+
+88
+00:06:30,920 --> 00:06:35,640
+80 كيلومتر في الساعة مظلوط ولا لا؟ ليش؟ على أساس
+
+89
+00:06:35,640 --> 00:06:40,500
+إنك لو مشيت 90 وخلفك الشرطي ماتجهتش السبسب لإنه
+
+90
+00:06:40,500 --> 00:06:45,480
+جايليك ممنوع تنط التمانين هنا بيقولليأُنأم
+
+91
+00:06:45,480 --> 00:06:48,960
+Interstate Highway Highway كلمة عربية بنعرفها كنا
+
+92
+00:06:48,960 --> 00:06:54,100
+صح ولا طريق سريع Interstate بين الولايات يعني بين
+
+93
+00:06:54,100 --> 00:06:57,640
+ولاية أوهايو وولاية نفطرالكاليفورنيا أنتوا عارفين
+
+94
+00:06:57,640 --> 00:07:01,080
+أمريكا عبارة عن عدة ولايات مظبوط ولا لا فبقى في
+
+95
+00:07:01,080 --> 00:07:06,060
+طرق كبيرة واسعة وسريعة بين الولايات جال الشرطة
+
+96
+00:07:06,060 --> 00:07:11,740
+حاطة جارمة ممنوعة تتجاوز خمسة وسبعين ميل per hour
+
+97
+00:07:11,740 --> 00:07:18,080
+هيك الجارمةالسواك قاعد بسوق نفترض في جوا السيارة
+
+98
+00:07:18,080 --> 00:07:23,740
+إمعالمة عنده 38 متر per second هجيت الميل بأول
+
+99
+00:07:23,740 --> 00:07:28,340
+نظام بريطانيوالـ 38 متر per second نظامي الأسئي
+
+100
+00:07:28,340 --> 00:07:34,180
+صح؟ بدي أعرف الشرطة بصحله يخلفني ولا لأ؟ بدي أشوف
+
+101
+00:07:34,180 --> 00:07:38,240
+سرعتي اللي هي 38 متر per second أكتر من الـ 75 ولا
+
+102
+00:07:38,240 --> 00:07:43,100
+أقل؟ فهمتوا عليا كيف؟ طب وقوللي is بسأل is a
+
+103
+00:07:43,100 --> 00:07:48,340
+driver ال driver يعني سواك السائق exceeding اتجاوز
+
+104
+00:07:49,280 --> 00:07:53,680
+exceeding the speed limit حد السرعة القصوى اللي
+
+105
+00:07:53,680 --> 00:07:58,500
+انا حاطه كشرطة اللي هو 75 ميل per hour ايش بدك
+
+106
+00:07:58,500 --> 00:08:02,820
+تسوي؟ قاللي هذا الرقم حول ليه ل 100 per hour وشوف
+
+107
+00:08:02,820 --> 00:08:06,800
+ليه أكتر من 75 ولا أجل؟ مظبوط هيك ولا لأ؟ ايه بدك
+
+108
+00:08:06,800 --> 00:08:10,740
+تحول؟ قاللي هذه والله معقدة ومركبة فيها ميل وفيها
+
+109
+00:08:10,740 --> 00:08:13,300
+hour احكي 1609
+
+110
+00:08:20,480 --> 00:08:24,980
+الأولى كام ساكنت؟ الأولى كام ساكنت؟ تلتنا و تلت
+
+111
+00:08:24,980 --> 00:08:29,540
+مية؟ هذا اللي بدنا نسويه طيب هلجيت ال meal أكم
+
+112
+00:08:29,540 --> 00:08:32,980
+متر؟ وحد يقولك طب أنا مش حافظه برضه بنرجع بنقول
+
+113
+00:08:32,980 --> 00:08:36,020
+احنا نديكوا مية ماتفرجش لو مش حافظينه يعني مش
+
+114
+00:08:36,020 --> 00:08:40,220
+مطلوب منكم ينطبصهم كل شيءأما نقول مثلا الله عيب
+
+115
+00:08:40,220 --> 00:08:43,460
+نديكم الساعة أكمل دقيقة ولا لا ولا .. ولا .. ولا
+
+116
+00:08:43,460 --> 00:08:46,560
+واحد يقول لا بدي أديه .. نديكي إياها بس في شغلات
+
+117
+00:08:46,560 --> 00:08:50,660
+الواحد يكون عارفها من ساعة من ولد مظبوط ولا لأ
+
+118
+00:08:50,660 --> 00:08:55,750
+تمام بيقولي واحد ميل أنا أعطيتكي إياهاواحد متر
+
+119
+00:08:55,750 --> 00:08:59,770
+بيساوي واحد على الف ستمية وتسعة ميل او العكس واحد
+
+120
+00:08:59,770 --> 00:09:03,370
+متر بيساوي الف ستمية وتسعة متر تمام جالي بدي
+
+121
+00:09:03,370 --> 00:09:06,390
+الواحد مش انت قلتلي اضرف في واحد او اجسم على واحد
+
+122
+00:09:06,390 --> 00:09:10,830
+بصحي اللي تمام بدي الواحد قلتله الواحد اجسم على
+
+123
+00:09:10,830 --> 00:09:16,540
+مترتمام؟ حلو قال لي طيب و ال second اكم hour تقول
+
+124
+00:09:16,540 --> 00:09:20,660
+واحد على تلت تلاف و ستمية اذا برضه عندك واحد
+
+125
+00:09:20,660 --> 00:09:25,520
+second بتساوي واحد على تلت تلاف و ستمية hour امين
+
+126
+00:09:25,520 --> 00:09:31,050
+طب بدي الواحد جسم ع second جسمجالي نيجي لهذه
+
+127
+00:09:31,050 --> 00:09:33,990
+المقدار جالي think بيه ال meter في ال bus to
+
+128
+00:09:33,990 --> 00:09:38,350
+second في المقاهة ده كده انت لما تيجي تعمل تمام؟
+
+129
+00:09:38,350 --> 00:09:43,530
+اذا اول حاجة بدك تضرب هذه الواحد في ال bus و تجسم
+
+130
+00:09:43,530 --> 00:09:47,410
+على الواحد هذا فهمتوا عليا كيف؟ عشان ان كل واحد
+
+131
+00:09:47,410 --> 00:09:52,390
+حسب وحدته جالي هذه تمانية و تلاتين meter per
+
+132
+00:09:52,390 --> 00:09:56,170
+second التمانية و تلاتين بدي اضربها في الواحد هذا
+
+133
+00:09:56,170 --> 00:10:00,950
+بصح لك ضربت في الواحدجسم على الواحد هذا طب إيش
+
+134
+00:10:00,950 --> 00:10:05,550
+جسمت؟ عشان استكنت في المقام جسمت طيب و احنا في
+
+135
+00:10:05,550 --> 00:10:10,830
+الجسمة بنفع نحولها لضرب؟ ساعتها بنجر براواليكم يا
+
+136
+00:10:10,830 --> 00:10:15,570
+وردي ماشتركوا هي ان انا اعمل اللي تعرفينه هي عملته
+
+137
+00:10:15,570 --> 00:10:21,210
+هذه الجسمة ضربت صارت ضرب مقام صارت بست مقام صارت
+
+138
+00:10:21,210 --> 00:10:25,130
+بست و بست صارت مقام طبعا عشان صار معايا مثل ما
+
+139
+00:10:25,130 --> 00:10:29,030
+عملت ضاع ولا مضاعاشتمام و سكن بع سكن بعض ولا لأ؟
+
+140
+00:10:29,030 --> 00:10:34,010
+يلا بال calculator طلعت خمس و تمانين ميت بال hour
+
+141
+00:10:34,010 --> 00:10:39,250
+اتجاوز كتير معناته بده مخالفة الله لم جدش الكون
+
+142
+00:10:39,250 --> 00:10:44,630
+صحيح ولا لأ طبعا أنا بهمن الآن التحويل هي نحور تلك
+
+143
+00:10:44,630 --> 00:10:54,310
+سهلة تمام هيك؟ حلو احكوا عيد؟ عيدهلجيت انت لما
+
+144
+00:10:54,310 --> 00:10:57,370
+تيجي تحولي بسرعة عامة، ايش بتسوي؟ مش انت بتعرف
+
+145
+00:10:57,370 --> 00:11:00,650
+الشغل اللي بيك تحوليها، نفترض بيدحول انت عندك ايش
+
+146
+00:11:00,650 --> 00:11:05,330
+بيك تحوليه؟ 38 متر per second، صح؟ انا بيدحول الـ
+
+147
+00:11:05,330 --> 00:11:11,550
+38 متر per second، هاي 38 متر per second ايش بيبقى
+
+148
+00:11:11,550 --> 00:11:15,750
+تسوي؟ المتر بيبقى ميل، مش لو بيبقى تحوليها لميل،
+
+149
+00:11:15,750 --> 00:11:21,370
+بيبقى أقوله المتر أكمل، قاللي اه 1 على 1609طبعا ..
+
+150
+00:11:21,370 --> 00:11:24,290
+واحد على .. بدي اضغط فيه واحد على الف ستمية وتسعة
+
+151
+00:11:24,290 --> 00:11:27,430
+هو يكون ان انا اعمل هيك اه واحد على الف ستمية
+
+152
+00:11:27,430 --> 00:11:35,510
+وتسعة عشان قلتلك انا بغشتش كياها بتكونش حفظها طبعا
+
+153
+00:11:35,510 --> 00:11:40,090
+انتبهولي انا بحكي بالعربي قولت انا بغشتش كياها حتى
+
+154
+00:11:40,090 --> 00:11:47,010
+قولت جوجل انا بصين معاكي طبعا احكي اه السكن ات اكم
+
+155
+00:11:47,010 --> 00:11:52,970
+hourعايزة بقيت بس عشان السكن تحت بقوله هدى بيصير
+
+156
+00:11:52,970 --> 00:11:58,650
+واحد على تلت تلاف سكنية خلصنا خلصنا من حلت المشكلة
+
+157
+00:11:58,650 --> 00:12:13,990
+ولا لا انا هي عملتها بالبلد دى احكى ايه للميل انت
+
+158
+00:12:13,990 --> 00:12:18,920
+بتحول من متى لميل ولا من مين لمتىأه بده يكبر ولا
+
+159
+00:12:18,920 --> 00:12:25,840
+بده يصغر؟ انت مش بتحوليش من ميل لمتر، من متر لمير
+
+160
+00:12:25,840 --> 00:12:30,160
+انت
+
+161
+00:12:30,160 --> 00:12:36,320
+هيك فكرت؟ لا الميل أكبر من كيلومتر هو أكتر من كيلو
+
+162
+00:12:36,320 --> 00:12:41,440
+نص كيلو ستمية لما يقولك المسافة مائة ميل يعني
+
+163
+00:12:41,440 --> 00:12:48,000
+حوالي مائة وستين كيلومتر فهمتوا عليها كيف؟تمى ..
+
+164
+00:12:48,000 --> 00:12:52,140
+okay بنات .. تمى .. و زي ما اتفقنا هذه ثقافة يعنى
+
+165
+00:12:52,140 --> 00:12:54,380
+.. كنا .. لإنه عارفين هي محلاب ويبقى عارف اللي حول
+
+166
+00:12:54,380 --> 00:12:59,180
+.. أول مرة تحولوا عمركم .. نحول طب عمرنا .. بس هيك
+
+167
+00:12:59,180 --> 00:13:05,430
+يعني طريقة ..بالظبط هذه الطريقة مرتبة لكن في الآخر
+
+168
+00:13:05,430 --> 00:13:08,690
+لو عملتيها بلد عمليها مش مشكلة في الآخر احنا بدنا
+
+169
+00:13:08,690 --> 00:13:12,030
+نأكل عنب لإيش نقاتل الناطور في النهاية ما بدناش
+
+170
+00:13:12,030 --> 00:13:16,550
+اشوه العنب مابديش واحد يجمع خمسة متر زي تلاتة ميل
+
+171
+00:13:16,550 --> 00:13:21,550
+ويقول لي تمانيها هاي اللي بديش ايه هاجد كيف تعملها
+
+172
+00:13:21,550 --> 00:13:26,030
+انتحار اعملها صح المهم وكل الطرق تؤدي إلى روما وده
+
+173
+00:13:26,030 --> 00:13:28,690
+طريق واحدة اتفقنا يا بنات؟ حلو
+
+174
+00:13:31,470 --> 00:13:35,030
+الحاجب بيقول الـ Driver is indeed exceeding the
+
+175
+00:13:35,030 --> 00:13:40,550
+speed قطعا تجاوز الحد تبع السرعة and he should
+
+176
+00:13:40,550 --> 00:13:44,050
+slow down و لازم يوطي .. ماقالش اتخالف الحمد لله
+
+177
+00:13:44,050 --> 00:13:50,430
+تمام؟ قال لازم يوطي سرعته تمام أخر حاجة في مواضيع
+
+178
+00:13:50,430 --> 00:13:55,360
+هذا ال chapter significant figuresطبعا في مصطلح
+
+179
+00:13:55,360 --> 00:13:58,840
+تعامل علماء تي بيركزوا عليه بيقولوا في حاجة اسمها
+
+180
+00:13:58,840 --> 00:14:02,660
+امانة علمية امانة علمية ايش يعني امانة علمية
+
+181
+00:14:02,660 --> 00:14:09,180
+ماتزيفش اي معلومة ولا تزيف اي نتيجة طلعت عندك في
+
+182
+00:14:09,180 --> 00:14:12,520
+المختبر يعني انا دي اعمل مثل بقى اضربه كمان شوية
+
+183
+00:14:12,520 --> 00:14:17,300
+في مختبر فيزيا الف هيطلب منك اجيسي تثارع الجاذبية
+
+184
+00:14:17,300 --> 00:14:22,950
+الأرضية جديش9.8 واحد بقى مالك تجربة طلعت معاها
+
+185
+00:14:22,950 --> 00:14:26,130
+عشرة ندت على صاحبيتها اللي هناك ماكنتش طلعت عندك
+
+186
+00:14:26,130 --> 00:14:30,630
+قلت 9.8 قلت يا وردي هذا هتاخد عشرة من عشرة وانا
+
+187
+00:14:30,630 --> 00:14:33,810
+هاخد خمسة من عشرة بس أنا زيب في النتائج اللي عندها
+
+188
+00:14:33,810 --> 00:14:37,790
+اتفبرت فيها عشان تطلع 9.8 منقول أخلك بالأمان
+
+189
+00:14:37,790 --> 00:14:42,420
+العلمية لأنه هي جاسة شغلة وكتبت شغلةمظبط ولا لأ؟
+
+190
+00:14:42,420 --> 00:14:46,140
+هذه بيسموها أمانة علمية من كتر أهمية الأمانة
+
+191
+00:14:46,140 --> 00:14:50,900
+العلمية العلماء عملوا قواعد عشان انت تكون صادق مع
+
+192
+00:14:50,900 --> 00:14:54,840
+حالك وصادق مع الرقم اللي بدك تكتبه انت بدك تكتب
+
+193
+00:14:54,840 --> 00:14:59,580
+رقم بدك تفهم وانا افهم اللي بقرأ الرقم انت ايش
+
+194
+00:14:59,580 --> 00:15:07,320
+اللي عملته بنفع الواحد يكتب رقم اكثر دقة من الجهاز
+
+195
+00:15:07,320 --> 00:15:11,880
+اللي جاسبالفعل، انت مين اللي داك الرقم؟ مش الجهاز؟
+
+196
+00:15:11,880 --> 00:15:17,560
+طب كيف؟ بتكتبلي أكتر دقة منه؟ هذا مثلوا بالـ
+
+197
+00:15:17,560 --> 00:15:22,540
+Significant Figures أو الأرقام ذات المعنىتمام؟ هاي
+
+198
+00:15:22,540 --> 00:15:23,980
+معناه الـ Significance في الجامعة. انا مش ممكن
+
+199
+00:15:23,980 --> 00:15:28,520
+اكتب ليه. In science، في كل العلوم، أي إن كان نوع
+
+200
+00:15:28,520 --> 00:15:33,160
+العلوم، بيقولي أنا ميجار منتي. كلنا، بغض النظر عن
+
+201
+00:15:33,160 --> 00:15:37,440
+تخصصاتنا، اذا كان معمرية ولا مدنية ولا ميكانيكية
+
+202
+00:15:37,440 --> 00:15:42,960
+ولا حاجة، كلنا هنجيس. وكنا بدنا نستخدم القياسات.
+
+203
+00:15:43,300 --> 00:15:48,550
+ولازم نتعلم كيف اكتب قياسي.بدي أتعلم عشان اللي
+
+204
+00:15:48,550 --> 00:15:53,830
+يقرأ بيقولي أو يفهم عليّ أنا كيف جسد تمام؟ بيقولي
+
+205
+00:15:53,830 --> 00:15:57,210
+any .. any measurement should not be more accurate
+
+206
+00:15:57,210 --> 00:16:01,870
+ممنوع تكون أكثر دقة more accurate .. accurate يعني
+
+207
+00:16:01,870 --> 00:16:07,470
+دقيق أو صحيحmore accurate than what is allowed by
+
+208
+00:16:07,470 --> 00:16:12,550
+the equipment أكثر دقة من المسموح إليك بواسطة
+
+209
+00:16:12,550 --> 00:16:16,990
+الآلة اللي بتجيس تمام؟ used to measure that
+
+210
+00:16:16,990 --> 00:16:23,050
+quantity ندّي مثال صارخ بتعرفوا المساطر؟ بيتجوزوا
+
+211
+00:16:23,050 --> 00:16:29,470
+مسافة إيش أصغر تدريج في المسارات؟من ليه؟ تمام انت
+
+212
+00:16:29,470 --> 00:16:36,530
+جفت و لجيت المسافة مقدرها 5.2 cm بقول صحيح لكن لو
+
+213
+00:16:36,530 --> 00:16:40,350
+اجا واحد يتفلسف و بقوله في نفس المصطر جسلي و كتبلي
+
+214
+00:16:40,350 --> 00:16:44,910
+هنا سبعة بقوله كذاب كيف جبت السبعة هذه؟ من وين جبت
+
+215
+00:16:44,910 --> 00:16:48,790
+السبعة؟ اصلا التنين انا بود اشكك فيها لسه عملي
+
+216
+00:16:48,790 --> 00:16:54,170
+تكون تلاتةمظهرة لأ وممكن تكون واحد اذا هان انت
+
+217
+00:16:54,170 --> 00:16:59,150
+بطلت امين علميا لان هذا الرقم اكثر دقة من المصطرة
+
+218
+00:17:00,160 --> 00:17:03,860
+واحنا بنقول بما يكون الرقم أكتر دقة من الآلة اللي
+
+219
+00:17:03,860 --> 00:17:07,300
+بتجيس .. بتستخدمها في القياس يعني مثلا زي نفطار
+
+220
+00:17:07,300 --> 00:17:10,700
+الميزان طبعا انتوا بتعرفوا الميزان العادى وفيه
+
+221
+00:17:10,700 --> 00:17:15,120
+ميزان دهب الميزان الدهب بجيس جزء milligram لكن
+
+222
+00:17:15,120 --> 00:17:19,200
+اللي بدي أجيس .. أوزن بندورة ولا أوزن حالي ولا ..
+
+223
+00:17:19,200 --> 00:17:23,000
+بحطليش digits يعني مثلا إنتوا بتطفعوا على الميزان
+
+224
+00:17:23,000 --> 00:17:28,180
+قدش وزنكم تلتة تمانين نفطارينتمام؟ ذهبت .. انا
+
+225
+00:17:28,180 --> 00:17:33,840
+عشان المعلق عند الشباب 62 تمام؟ ماينفعش واحد تقولي
+
+226
+00:17:33,840 --> 00:17:38,600
+و الله تتفلزف 62 و 35% من ال graph انا جبت 35%
+
+227
+00:17:39,230 --> 00:17:43,790
+الميزان الدكياها لأ دا قبل 62 صح ولا لأ؟ إذا لو
+
+228
+00:17:43,790 --> 00:17:48,390
+قيت انت زوجت معناته أخلت بالأمان العلمية ولا لأ؟
+
+229
+00:17:48,390 --> 00:17:51,090
+تكون أخلت بالأمان العلمية عشان كده يبدأك تكتب صح
+
+230
+00:17:51,090 --> 00:17:56,470
+عشان أنا أفهم اللي بدي أقرأ إيش هو الجهاز اللي جسد
+
+231
+00:17:56,470 --> 00:18:01,660
+فيه يعني مثلا ساعتنافي الصباقات يا بنات في ساعة
+
+232
+00:18:01,660 --> 00:18:06,580
+بتجيس جزء من مية من ال second الجهاز بيكون هيك أما
+
+233
+00:18:06,580 --> 00:18:11,500
+والله بسعتي أنا و أقول والله هذا استغرقت المسافة
+
+234
+00:18:11,500 --> 00:18:14,760
+عشر ثواني و خمسة و تلاتين في المية من الثانية
+
+235
+00:18:14,760 --> 00:18:20,020
+مستحيل من وين جبتها هذه اللي بيقول عنها الأمانة
+
+236
+00:18:20,020 --> 00:18:24,580
+العلمية فإيه القواعد تمام هاي بيقول لي for example
+
+237
+00:18:25,730 --> 00:18:29,330
+مثلًا اللي تعرفوا دراب ترقمية when you measure a
+
+238
+00:18:29,330 --> 00:18:33,810
+distance .. دي جيس مسافة by a meter stick اللي هي
+
+239
+00:18:33,810 --> 00:18:37,150
+المصطلح تمامًا your measurement should be written
+
+240
+00:18:37,150 --> 00:18:43,710
+as 2.3 cm أنت أول ما أقرأ هيك بقول تمام بقول هذا
+
+241
+00:18:43,710 --> 00:18:48,630
+أكيد صح و هذا أكيد صح و هذا أنا شاكك فيه إيش يعني
+
+242
+00:18:48,630 --> 00:18:51,730
+شاكك فيه بقول هذا ممكن يزيد واحد أو يجيل واحدلأنه
+
+243
+00:18:51,730 --> 00:18:55,270
+إنت لما تيجي تجييز لو طلعت من الجانب بزيت طلعت من
+
+244
+00:18:55,270 --> 00:19:00,210
+الجانب هنا بجل صح؟ إذا انت عشان تكون بندق فيه
+
+245
+00:19:00,210 --> 00:19:02,930
+إلهام عيار وكيف تقرأ و الله علمك يكون أنت أحول
+
+246
+00:19:02,930 --> 00:19:07,610
+مظبوط او لا، بالتالي لكن الأحول مخبطش في هذا، مخبط
+
+247
+00:19:07,610 --> 00:19:11,630
+في هذا فبصير القاعدة اللي صارت تقولي هذا و هذا
+
+248
+00:19:11,630 --> 00:19:17,300
+أكيدو هذا تقديري هذا تقديري يمكن زادي شوية خس شوية
+
+249
+00:19:17,300 --> 00:19:21,140
+اذا بيقولي this means that هذا بيعني لما تكتبلي
+
+250
+00:19:21,140 --> 00:19:27,700
+هذا انه the measurement is accurate صحيح بس في عدم
+
+251
+00:19:27,700 --> 00:19:34,180
+يقين uncertainty certain يقين عن عكسه في عدم يقين
+
+252
+00:19:34,180 --> 00:19:39,700
+مقداره اما بزيد او بقل 0.1 يعني هذا بصير اما 0.2
+
+253
+00:19:39,700 --> 00:19:45,250
+او 0.4تمام؟ حلو بيقولي طب انت في الجثة هذه ايش ..
+
+254
+00:19:45,250 --> 00:19:48,470
+ده هو في ال significant figures بقول اه هذا الرقم
+
+255
+00:19:48,470 --> 00:19:55,110
+بنسميه اكم رقم له مهم بقوله تلاتة اذا هذا له تلاتة
+
+256
+00:19:55,110 --> 00:19:59,870
+significant figures تلاتة significant figuresThe
+
+257
+00:19:59,870 --> 00:20:05,410
+number of significant figures أو الأرقام المعنوية
+
+258
+00:20:05,410 --> 00:20:09,530
+ذات القيمة in a measurement can be defined as the
+
+259
+00:20:09,530 --> 00:20:14,030
+number of digits، digits يعني رقم، that are
+
+260
+00:20:14,030 --> 00:20:18,050
+measured with certainty، الأرقام اللي أنت متأكد
+
+261
+00:20:18,050 --> 00:20:22,100
+منهم، واحد واتنين، صح ولا لأ؟هدول أنا متأكد منهم
+
+262
+00:20:22,100 --> 00:20:27,560
+plus ايش يعني plus زائد اضيفلهم plus the last
+
+263
+00:20:27,560 --> 00:20:31,940
+digit which is an estimate اللي هي تقريبية اذا
+
+264
+00:20:31,940 --> 00:20:34,360
+المعناته هذا اكمل significant figure بقول واحد
+
+265
+00:20:34,360 --> 00:20:38,180
+اتنين تلاتة اذا هذا له تلاتة significant figures
+
+266
+00:20:38,180 --> 00:20:43,370
+تمامبيقول لي الـ 12.3 ميجارومنت 12.3 ميجارومنت 12
+
+267
+00:20:43,370 --> 00:20:43,870
+.3 ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+268
+00:20:43,870 --> 00:20:47,710
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+269
+00:20:47,710 --> 00:20:52,810
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+270
+00:20:52,810 --> 00:20:52,870
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+271
+00:20:52,870 --> 00:20:54,010
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+272
+00:20:54,010 --> 00:20:54,050
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+273
+00:20:54,050 --> 00:20:54,070
+ميجارومنت 12.3 ميجارومنت 12.3 ميجارومنت 12.3
+
+274
+00:20:54,070 --> 00:20:59,930
+ميجارومنت 12.لأ لابس يد واحد لابس واحد فهذه شغلات
+
+275
+00:20:59,930 --> 00:21:04,790
+معروفة طيب بقولي طب انا كام بده اتعلم اعرف ان هذا
+
+276
+00:21:04,790 --> 00:21:07,930
+الرقم اكم significant figures قاللي في الها قواعد
+
+277
+00:21:07,930 --> 00:21:11,970
+to determine the number of significant figures for
+
+278
+00:21:11,970 --> 00:21:15,090
+a measure means اي رقم قدامك تقولي اكم significant
+
+279
+00:21:15,090 --> 00:21:19,590
+figure على طول بده اتعلم we use the following
+
+280
+00:21:19,590 --> 00:21:25,980
+rules القواعد التالية واحد السهلةبقول لكل الأرقام
+
+281
+00:21:25,980 --> 00:21:31,520
+اللي مش سفر عدهم، ادّاك رقم ما زال مش سفر عده، اذا
+
+282
+00:21:31,520 --> 00:21:35,960
+non-zero digits اللي مش zero، non-zero digits are
+
+283
+00:21:35,960 --> 00:21:39,280
+always significant، تعدهم significant طيب، ايه
+
+284
+00:21:39,280 --> 00:21:43,960
+زيهم؟ قاللي 14، فيهم سفار؟ أكم واحد، two
+
+285
+00:21:43,960 --> 00:21:48,560
+significant figures has two significant figures،
+
+286
+00:21:48,560 --> 00:21:52,940
+واحد، تلاتة، ستة، فيها سفار؟أكمل واحد إذاً تلاتة
+
+287
+00:21:52,940 --> 00:21:57,560
+significant figures نحكي عربي صح؟ سهلة هجت فيه
+
+288
+00:21:57,560 --> 00:22:01,480
+zeros مشكلتهم مشكلة بيقول ال zeros إذا كانوا
+
+289
+00:22:01,480 --> 00:22:06,680
+محضونين من أرقام عدهم محضونين يعني إيش السفر ما
+
+290
+00:22:06,680 --> 00:22:11,900
+بينهم إذاً zeros between non-zero digits are
+
+291
+00:22:11,900 --> 00:22:17,560
+significantتهملهمش ادهم زي 4 0 3 6 و اين الـ 0
+
+292
+00:22:17,560 --> 00:22:21,900
+محطوله مش عيمينه و عشماله فيه القام محضون اذا عده
+
+293
+00:22:21,900 --> 00:22:28,080
+عد اربعةأربعة تمام has four significant figures
+
+294
+00:22:28,080 --> 00:22:31,720
+one point zero six فلتوا من هذه ال point اللي هي
+
+295
+00:22:31,720 --> 00:22:35,720
+الفاصلة منجزعة و السفر بين واحد و ستة ولا لا عدوا
+
+296
+00:22:35,720 --> 00:22:40,460
+اكم واحد اذا تلاتة significant figures اذا خلصنا
+
+297
+00:22:40,460 --> 00:22:44,860
+اللي من السفر كله و بدك تعده صح السفر له قواعد اذا
+
+298
+00:22:44,860 --> 00:22:50,060
+السفر محضون عده تمام هيك احنا بنحكي بالبلد هنا اذا
+
+299
+00:22:50,060 --> 00:22:51,640
+السفر محضون عده
+
+300
+00:22:54,370 --> 00:22:57,070
+بقول لي Zero is placed to the left في مثل عربي
+
+301
+00:22:57,070 --> 00:23:02,370
+بيقول لو جالتكم امكم او سيدكم ان فلان سفر ع شمال
+
+302
+00:23:02,370 --> 00:23:08,130
+ايش بيفهموا منه يعني مالوش قيمة مالوش اهمية نفس
+
+303
+00:23:08,130 --> 00:23:13,710
+القاعدة طبقوها اذا السفر ع شمال ينسوهنفس القاعدة؟
+
+304
+00:23:13,710 --> 00:23:18,750
+ماشي يعني مالوش قيمة يعني؟ الله يرده، صح؟ بغض
+
+305
+00:23:18,750 --> 00:23:22,950
+النظر، بقول zeros placed to the left of non-zero
+
+306
+00:23:22,950 --> 00:23:28,610
+digits are not significant إنسان، هال، تشوفوا هنا
+
+307
+00:23:28,610 --> 00:23:33,090
+في إشارة، اللي هي فاصلة، بغض النظر، قاللي ها، هدول
+
+308
+00:23:33,090 --> 00:23:37,190
+الأصفار، عشمال ولا لأ؟ is an atom significant؟
+
+309
+00:23:37,190 --> 00:23:43,690
+واحد، الأصفر ما عدتهمشسهل أظنني في حد ماسمعوش فيه
+
+310
+00:23:43,690 --> 00:23:48,910
+المثال سفر ع شمال وهد بينضلنا متذاكرين و سفر ع
+
+311
+00:23:48,910 --> 00:23:54,230
+شمال بدياه لأ خلاص يهمل سهل هد كاين studio 6 و
+
+312
+00:23:54,230 --> 00:24:02,710
+بيعرفوا علم تمام حلو أحكي non-zero أحكي
+
+313
+00:24:06,660 --> 00:24:09,580
+انت فاكروش كتير في الامتحان، هادي ميديو مش في
+
+314
+00:24:09,580 --> 00:24:15,160
+الامتحان، رسيك، فقعفة هادي، انت بقولك كيف نكتبها،
+
+315
+00:24:15,160 --> 00:24:17,940
+يعني انا مركزي، لأن انتوا هتخشوا، يعني امكرا
+
+316
+00:24:17,940 --> 00:24:21,740
+هتخشوا في المرسم، مش هتجيسوا، هتخشوا في المعمل،
+
+317
+00:24:21,740 --> 00:24:25,040
+هتجيسوا، فهادي بيديها عشان كيف تتعاملوا مع الأرقام
+
+318
+00:24:25,790 --> 00:24:30,670
+تمام؟ فاتيكي مني الحفظ ماتحفظيش إشي تمام بيقول الـ
+
+319
+00:24:30,670 --> 00:24:35,030
+zeros at the end of a number and to the right of a
+
+320
+00:24:35,030 --> 00:24:39,250
+decimal are significant نجي عاليمين قال لي إذا
+
+321
+00:24:39,250 --> 00:24:44,490
+لجيت إشارة عشرية ليه فاصلة عدي الأصفر اللي عاليمين
+
+322
+00:24:44,490 --> 00:24:48,010
+هو مش اللي ع اليسار اللي ع اليسار خلصنا منها سفر ع
+
+323
+00:24:48,010 --> 00:24:51,370
+أسماع اللي خلصنا منه لجيت نجي لليمين قال لي اليمين
+
+324
+00:24:51,370 --> 00:24:57,780
+بدك تعده إذا كان فيه فاصلة عشريةتمام؟ إذن بيقولي
+
+325
+00:24:57,780 --> 00:25:02,340
+زي إيش؟ جلي 16 هدي علي مين و مش علي مين؟ و هذه
+
+326
+00:25:02,340 --> 00:25:06,840
+النقطة فاصلة إذا نعدها كم واحدة دول؟ تلاتة أيوة
+
+327
+00:25:06,840 --> 00:25:12,660
+شايفينهم؟ أربعة براوا عليكم تمام؟ أربعة طيب نيجي
+
+328
+00:25:12,660 --> 00:25:20,140
+نقول بال calculator تمام؟ أنا هدول الشمّة 200 ولا
+
+329
+00:25:20,140 --> 00:25:27,120
+مش 200؟ 200 حلو طيب و هذه؟ 2 2 زي بعيط؟فأنا قشطان
+
+330
+00:25:27,120 --> 00:25:31,620
+لكن اجي اقول اكم significant figure هنا واحد و
+
+331
+00:25:31,620 --> 00:25:37,100
+ايضا واحد طب كيف؟ ايش معناه واحد؟ هذه اتنين لما
+
+332
+00:25:37,100 --> 00:25:41,340
+تدينيها واحد معناه هذا مش يقيني معناه انا الرقم
+
+333
+00:25:41,340 --> 00:25:45,860
+تبعي اما واحد او تلاتة صح؟ هنا بقوله معناه الرقم
+
+334
+00:25:45,860 --> 00:25:49,400
+اما مية او تلاتمية طب انا مجستش هيك القالة تبعتي
+
+335
+00:25:49,400 --> 00:25:55,600
+مش هيك القالة تبعتي اكثر دقة اذا اكتبليها هيكأذا
+
+336
+00:25:55,600 --> 00:25:58,680
+أنا كام significant في Garçar؟ تلاتة! صار إيش
+
+337
+00:25:58,680 --> 00:26:02,280
+بتقولي إنت لما تكتبها هيك؟ بقولك هذه إما 201 أو
+
+338
+00:26:02,280 --> 00:26:09,900
+199 على وين أنا شككت في الأخير بس لكن بدون هذه أنا
+
+339
+00:26:09,900 --> 00:26:15,520
+شككت في هذه شككت في هذه إذا بيقولي هنا هذه بعد ما
+
+340
+00:26:15,520 --> 00:26:21,200
+خلصتهن خلصنا من هذه هنا zeros at the end of a
+
+341
+00:26:21,200 --> 00:26:26,760
+number without a decimal بدون فاصلة عشرية are not
+
+342
+00:26:26,760 --> 00:26:30,380
+significant is not significant ما زال محطتش إشارة
+
+343
+00:26:30,380 --> 00:26:36,340
+فاصلة عشرية اللي حتى على اليمين ماتعدوشأه .. اه ..
+
+344
+00:26:36,340 --> 00:26:38,820
+اذا انت .. انت اللي بيبقى تكتب .. انا بدي أفهم
+
+345
+00:26:38,820 --> 00:26:43,080
+بناء على كتابتك .. انت بتقوللي والله ان انا شاكك
+
+346
+00:26:43,080 --> 00:26:45,760
+في التنين و اكتبها هيك .. انت بتقوللي لأ انا هادي
+
+347
+00:26:45,760 --> 00:26:47,940
+متأكد منها و هادي متأكد منها .. هادي شاكت فيها ..
+
+348
+00:26:47,940 --> 00:26:52,020
+بيبقى تكتبلي هيك عشان أفهم عليك .. ساعتها هادي
+
+349
+00:26:52,020 --> 00:26:55,000
+بقول عنها three significant figures لكن هيك بقولها
+
+350
+00:26:55,000 --> 00:26:59,830
+كم واحد؟ واحدأذن Zeroes Zero at the end of a
+
+351
+00:26:59,830 --> 00:27:03,630
+number without a decimal point دون فاصلة عشرية is
+
+352
+00:27:03,630 --> 00:27:09,470
+not significant تعدهاش، تعدهمش Thus، هجيت 4200
+
+353
+00:27:09,470 --> 00:27:13,370
+وحطت فاصلة، هجت أربعة Has four significant
+
+354
+00:27:13,370 --> 00:27:19,610
+figures، why؟ 4200 بدون فاصلة، لين؟ من اتوى
+
+355
+00:27:19,610 --> 00:27:24,190
+سؤالتنا على ال .. إيش اللي نحفظه؟ سهلين، مظبوط؟
+
+356
+00:27:24,190 --> 00:27:31,460
+سهلين4200 في فاصلة عشرية؟ إذا ما تعديش الأصفار
+
+357
+00:27:31,460 --> 00:27:38,360
+أكملواها حد هنا في فاصلة عشرية عديهم تصيروا أربعة
+
+358
+00:27:38,360 --> 00:27:46,060
+شوفتي إيه؟ حلو جالي طيب أنتوا علمتونا اللي هي
+
+359
+00:27:46,060 --> 00:27:51,450
+الرموز العلمية لمنجور سرعت الضوءتلاتة بون تمانية
+
+360
+00:27:51,450 --> 00:27:55,090
+فعشرة أس تمانية مظبوط ولا لأ تلاتة بون تمانية
+
+361
+00:27:55,090 --> 00:27:58,190
+فعشرة أس تمانية انا تلاتة تمانية وتحط جنبهم سبع
+
+362
+00:27:58,190 --> 00:28:01,470
+أسفار ولا لأ قاللي هادي تلاتة بون تمانية بنسميها
+
+363
+00:28:01,470 --> 00:28:05,610
+إيش؟ بنسميها رمز علمي ده ريحنا أكتر قاللي في
+
+364
+00:28:05,610 --> 00:28:11,390
+الرموز العلمية كل إيش بدك تعده كل الأسفارتمام؟ إذا
+
+365
+00:28:11,390 --> 00:28:15,610
+بيقوللي all digits in a number in a scientific
+
+366
+00:28:15,610 --> 00:28:18,610
+notation scientific notation اللي هي في عشر أقص
+
+367
+00:28:18,610 --> 00:28:24,530
+تمام؟ are significant for example 4.2 في عشر أقص
+
+368
+00:28:24,530 --> 00:28:30,250
+تلاتة طب هتطلعوا يا بنات هجيت 4.2 في عشر أقص تلاتة
+
+369
+00:28:30,250 --> 00:28:37,450
+و 4.20 في عشر أقص تلاتة و 4.200 في عشر أقص تلاتة
+
+370
+00:28:38,490 --> 00:28:44,290
+ككالكوليتر في فرد بين هدول؟ ولا شي ولا شي في فرد
+
+371
+00:28:44,290 --> 00:28:52,030
+ككالكوليتر رقم نفسه تلعب .. انت مش م .. مش مأمنة
+
+372
+00:28:52,030 --> 00:28:56,850
+اتسنى شوية هجي الهادي في الكالكوليتر كيف تتحول؟
+
+373
+00:28:56,850 --> 00:29:02,490
+مظبوط؟
+
+374
+00:29:02,490 --> 00:29:06,210
+نجيليهادي نجيليهادي
+
+375
+00:29:08,470 --> 00:29:13,470
+في حد اختلف؟ لأ طب قوليش ليه إيش كتابات؟ بقوله حلو
+
+376
+00:29:13,470 --> 00:29:16,530
+هام انت إيش بتقولي؟ بقولي هادي أنا مش متأكد منه
+
+377
+00:29:16,530 --> 00:29:21,510
+صح؟ معناته هادي أما أربعة آلاف و تلاتمية أو أربعة
+
+378
+00:29:21,510 --> 00:29:25,970
+آلاف و مية هام بتقولي أنت هادي أنا مش متأكد منه
+
+379
+00:29:25,970 --> 00:29:30,850
+إذا إما أربعة آلاف و متين و عشرة أو أربعة آلاف و
+
+380
+00:29:30,850 --> 00:29:36,050
+مية و تسعينصحيح؟ هنا قال انت هذا بس اللي مش متأكد
+
+381
+00:29:36,050 --> 00:29:45,630
+منه اذا اما 4201 او 4199 لكن كرقم حسابي كل واحد بس
+
+382
+00:29:45,630 --> 00:29:54,750
+بفرج انت تقولي كيف جثت تمام؟ حلو هذا يعرف للشوة ال
+
+383
+00:29:54,750 --> 00:29:59,320
+scientific notation يعني يا بنات هي هذااكتبوا ليها
+
+384
+00:29:59,320 --> 00:30:06,920
+بدلالة الرمز العلمي كيف بنا نكتبه احكي .. احكي ..
+
+385
+00:30:06,920 --> 00:30:10,880
+بنفعش تقولي 15 طب عشان معرفة اللي هي لازم الرقم
+
+386
+00:30:10,880 --> 00:30:16,220
+يكون بين 1 و 9 اذا 1.5 طبعا انت لما تيجي تقولي و
+
+387
+00:30:16,220 --> 00:30:23,280
+الله كتكون تفهم عليا 15 في 10 أقصى 2 لكن كرمز علمي
+
+388
+00:30:23,280 --> 00:30:28,110
+مش صحيح انت تكتب 1.5 في 10 أقصى 3لازم الرقم يكون
+
+389
+00:30:28,110 --> 00:30:37,350
+أقل من عشرة تمام؟ وبالتالي هذا كيف بكتبه؟ إذن هي
+
+390
+00:30:37,350 --> 00:30:41,250
+تعريف الرمز العلمي a number between one and ten
+
+391
+00:30:41,250 --> 00:30:44,250
+عشان كده مايفعلش تقولي خمس دقايق one and ten
+
+392
+00:30:44,250 --> 00:30:49,950
+multiplied by مضروف في عشرة raised to some
+
+393
+00:30:49,950 --> 00:30:54,010
+exponent exponent يعني أُس عشرة و بتحط فوق العشرة
+
+394
+00:30:54,010 --> 00:31:03,910
+أُسThe quantity 4200 كيف بيك تكتبها؟ 4.2×10² أقصد
+
+395
+00:31:03,910 --> 00:31:07,690
+2 لازم يكون أقل من 9 أو أقل من 10
+
+396
+00:31:10,590 --> 00:31:14,470
+ما هو هى اللى جاله طول وقلت انه انا لو كتبت 4
+
+397
+00:31:14,470 --> 00:31:20,170
+.2×10∙3 معناته فيه زائد او ناقص مية 4100 او 4300
+
+398
+00:31:20,170 --> 00:31:26,330
+لكن لو كتبت هيك بس هذا اللى شاكك فيه plus or minus
+
+399
+00:31:26,330 --> 00:31:36,530
+واحد طيب امننا اعهدنا ربنا نكون امناء في القياسات
+
+400
+00:31:36,530 --> 00:31:41,660
+وفي العلم كتبتانت مهندس بدي اشوف الشجرة جديش
+
+401
+00:31:41,660 --> 00:31:46,880
+مساحتها مش مهم جدا او غرفة عشان اجيس احكي بنتى
+
+402
+00:31:46,880 --> 00:31:54,680
+احكي يا بنتى اه
+
+403
+00:31:54,680 --> 00:31:58,720
+بنعده كيف
+
+404
+00:31:58,720 --> 00:32:03,440
+يعني كيف كيف كيف يعني هاي خمسة و هاي صفر صفر بحط
+
+405
+00:32:03,440 --> 00:32:09,780
+هنا تلاتة اهمحضونين هدول مش محضونين كله بتعديهم
+
+406
+00:32:09,780 --> 00:32:15,500
+سفره
+
+407
+00:32:15,500 --> 00:32:21,260
+ع الشمال ستة جالت عنها وين
+
+408
+00:32:21,260 --> 00:32:28,860
+هنا هنا اه
+
+409
+00:32:28,860 --> 00:32:35,380
+هيك انهضل انهضل مانهضلش
+
+410
+00:32:36,740 --> 00:32:42,540
+فاصلة بتحضنش فاصلة غلبانة بتدفّيش بدّيك رقم يحضن
+
+411
+00:32:42,540 --> 00:32:51,640
+تمام يا بنتي؟ غيرها تمام قال لي جسد صح و كتبتلك صح
+
+412
+00:32:51,640 --> 00:32:59,280
+طوله عرض بدّي المساحة لما تديني طوله عرض ايش هسوي
+
+413
+00:32:59,280 --> 00:33:04,340
+طول فعبدادرب صح؟ قال لي طيب انت الآن ال calculator
+
+414
+00:33:04,340 --> 00:33:08,460
+هتطلعلك رقممثبتولة لأ بالـCalculator؟ دربت؟ طلع
+
+415
+00:33:08,460 --> 00:33:12,820
+عندي رقم، بدك تكتبه صح. كيف أعمله؟ جالي حلو،
+
+416
+00:33:12,820 --> 00:33:17,740
+اتطلعلي على إنت إيش و كيف طولك و كيف عرضك، أديليها
+
+417
+00:33:17,740 --> 00:33:21,240
+كم significant figure في الطول و كم significant
+
+418
+00:33:21,240 --> 00:33:26,580
+figure في العرض، جوابك لازم يكون جد أقل واحد، عشان
+
+419
+00:33:26,580 --> 00:33:31,670
+تكون أكثر دقة و علمي أكترتمام عشان تكون يقينى اذا
+
+420
+00:33:31,670 --> 00:33:36,450
+بيقول ليه when multiplying or dividing اما تضرب او
+
+421
+00:33:36,450 --> 00:33:41,060
+بتجسم والجسم ماهي ضربWhen multiplying or dividing
+
+422
+00:33:41,060 --> 00:33:46,280
+several quantities عدة كميات زي ما قلنا طول و عرض
+
+423
+00:33:46,280 --> 00:33:50,020
+The number of significant figure in the final
+
+424
+00:33:50,020 --> 00:33:53,660
+answer is the same as the number of significant
+
+425
+00:33:53,660 --> 00:33:57,380
+figures in the quantity having the smallest number
+
+426
+00:33:57,380 --> 00:34:01,320
+الأقل The smallest number of significant figures
+
+427
+00:34:01,320 --> 00:34:07,080
+ان ترجم بالبلدي عندي كميتين طول و عرضالطول تلاتية
+
+428
+00:34:07,080 --> 00:34:10,680
+significant figures العرض two significant figures
+
+429
+00:34:10,680 --> 00:34:16,040
+الإجابة ايش بيكون؟ اتنين لازم تكون اتنين وكيف
+
+430
+00:34:16,040 --> 00:34:20,480
+بتخليها اتنين؟ ال calculator طلعتلي خمسة ولا ستة
+
+431
+00:34:20,480 --> 00:34:25,840
+بيبقى تخليهم اتنين و بالتقريب تمام هد ندي مثال
+
+432
+00:34:25,840 --> 00:34:31,660
+جالي for example جالي فيه disk تعرف ال disk؟دائرة
+
+433
+00:34:31,660 --> 00:34:36,120
+تعرف القانون ما هي ساعة الدائرة باي ار تربيع ال
+
+434
+00:34:36,120 --> 00:34:40,520
+باي انا بجيسها و لا معروفة باي معروفة اي شركة جيسه
+
+435
+00:34:40,520 --> 00:34:44,660
+ار جيسلي ار جالك والله جستلك ار ستة point zero
+
+436
+00:34:44,660 --> 00:34:49,680
+centimeter ستة point zero وانت تحت ال zero تسوي
+
+437
+00:34:49,680 --> 00:34:54,080
+سؤالنا محضوب هنا بس ايش في point بس على اليمين هذا
+
+438
+00:34:54,080 --> 00:35:00,040
+صح هذا في point يزن بده عدهأزن أكم significant
+
+439
+00:35:00,040 --> 00:35:04,760
+figure؟ اتنين الجواب ايش لازم يطلع؟ اتنين بفعل
+
+440
+00:35:04,760 --> 00:35:09,960
+يطلع أربعة؟ لأ يلا يا calculator باي بحط باي في ال
+
+441
+00:35:09,960 --> 00:35:16,580
+calculator و ستة تربية ضربت طلعي جواب هيو طلعيش
+
+442
+00:35:16,580 --> 00:35:21,780
+طلعي جواب؟تمام شكرا واحتين انتلتة اربعة خمسة ستة
+
+443
+00:35:21,780 --> 00:35:26,480
+تمام هي هذا الموضوع فعدته واحتين انتلتة اربعة خمسة
+
+444
+00:35:26,480 --> 00:35:32,120
+ستة مفهوم يكون ستة؟ لأ لازم اتنين طب لازم اتنين
+
+445
+00:35:32,120 --> 00:35:37,860
+احط احداش وانا غير مفهوش بدي اتسخدم ال scientific
+
+446
+00:35:37,860 --> 00:35:41,240
+notation لما احط ال scientific notation طلعت كتبته
+
+447
+00:35:41,240 --> 00:35:44,140
+one point one في عشر رقص اتنين اكمل واحدة دول
+
+448
+00:35:50,350 --> 00:35:56,070
+تلاتة هادى خمسة واطلع و لا أقل من خمسة إذا أقل من
+
+449
+00:35:56,070 --> 00:36:00,630
+خمسة الله لا يردها بضيعها طب إذا أكتر من خمسة
+
+450
+00:36:00,630 --> 00:36:06,210
+بخليها اتنين يعني لو هذه خمسة أو ستة أو تمانية
+
+451
+00:36:06,210 --> 00:36:12,250
+بخلي one point twoطبعا احكوا معايا معايا احكوا
+
+452
+00:36:12,250 --> 00:36:16,630
+معايا مش قلنا عشان تسأله و ناخد حسنات دكتور احكي
+
+453
+00:36:16,630 --> 00:36:21,950
+انها هي مية و تلتاش مية و تلتاش و شوية طبعا انا
+
+454
+00:36:21,950 --> 00:36:24,690
+باخد اول اشي اول رقم المية طبعا من التلتاش اللي
+
+455
+00:36:24,690 --> 00:36:30,270
+بشوف وضع عليها و بقربها بالظبط طبعا غيرها احكي
+
+456
+00:36:30,270 --> 00:36:33,850
+الأرقام اللي بعد الفضل و غير الدرمن حسد
+
+457
+00:36:35,980 --> 00:36:42,440
+حسب اكم significant figures هجيتله هذا انا انا انا
+
+458
+00:36:42,440 --> 00:36:42,700
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+459
+00:36:42,700 --> 00:36:45,140
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+460
+00:36:45,140 --> 00:36:45,260
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+461
+00:36:45,260 --> 00:36:46,880
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+462
+00:36:46,880 --> 00:36:48,520
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+463
+00:36:48,520 --> 00:36:48,620
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+464
+00:36:48,620 --> 00:36:53,120
+انا انا انا انا انا انا انا انا انا انا انا انا
+
+465
+00:36:53,120 --> 00:36:58,370
+انا انا انا انا انا انا انا ابزود اللي جابله، أنا
+
+466
+00:36:58,370 --> 00:37:02,070
+مابديش إيه في كل حوات لإنه لو قعد بعملي خلال، بصير
+
+467
+00:37:02,070 --> 00:37:05,890
+تلاتة significant figures، مانفعش أخليه، إما باخد
+
+468
+00:37:05,890 --> 00:37:11,310
+منه نفسه و بزود اللي جابله، أو الله لرده، تمام؟
+
+469
+00:37:11,310 --> 00:37:15,670
+هاي اللي بيقوللي، مانفعش تكتب 113، لإنه بيصير
+
+470
+00:37:15,670 --> 00:37:22,830
+تلاتة، ولا 113.1، بيصيروا أربعة، but as reported
+
+471
+00:37:22,830 --> 00:37:29,500
+before، بيجب تكتبوا هيك، اتنين، تمام؟خلصنا من
+
+472
+00:37:29,500 --> 00:37:34,740
+الضرب والجسمة بتروح تعدّلي ال significant figures
+
+473
+00:37:34,740 --> 00:37:39,040
+جوابك لازم يكون بعدد أقل واحد طب و جامع و اتطرح
+
+474
+00:37:39,040 --> 00:37:40,900
+قال لي ليه مالكاي دعوة بال significant figures
+
+475
+00:37:40,900 --> 00:37:44,520
+هفقلي إيش إلي دعوة قال لي إليك دعوة بالفاصلة
+
+476
+00:37:44,520 --> 00:37:49,480
+العشرية شوف ليه موضع الفاصلة العشرية بعد الفاصلة
+
+477
+00:37:49,480 --> 00:37:57,070
+أكم رقم عندك جوابك بدي يكوننفس العملية عند أقل عدد
+
+478
+00:37:57,070 --> 00:38:01,690
+بعد الفاصلة العشرية يعني when numbers are added or
+
+479
+00:38:01,690 --> 00:38:06,510
+subtracted ادد يعني جمعت subtracted طريحات واتطرح
+
+480
+00:38:06,510 --> 00:38:10,450
+واتجمع عملية حسابية واحدة حلو بيقول لي the number
+
+481
+00:38:10,450 --> 00:38:14,910
+of decimal places decimal places موضع الإشارة
+
+482
+00:38:14,910 --> 00:38:20,580
+الفاصلة العشرية decimal places مكان الفاصلةتمام in
+
+483
+00:38:20,580 --> 00:38:23,940
+the result should equal the smallest number of
+
+484
+00:38:23,940 --> 00:38:27,760
+decimal places of any term in the added or
+
+485
+00:38:27,760 --> 00:38:33,240
+subtracted numbers حسب الأصغر يعني هد هما إيش بين
+
+486
+00:38:33,240 --> 00:38:38,320
+هما دول زائد ولا مش زائد زائد بقول الأول بعد الفصل
+
+487
+00:38:38,320 --> 00:38:42,380
+العشرية كم رقم فيه والتاني الجواب لازم يكون واحد
+
+488
+00:38:42,380 --> 00:38:47,650
+لازم يكون واحداللي هو الأقل هجيت نيجي نجمع
+
+489
+00:38:47,650 --> 00:38:50,830
+بالجامعي البلدي يا بنات احنا كنا في ال .. لما
+
+490
+00:38:50,830 --> 00:38:53,250
+علمونا في البستان كيف نجمع ولّا ما علموناش في
+
+491
+00:38:53,250 --> 00:38:57,310
+البستان لسه هنجمع اظن خلّيني نشوف مية و خمسة و
+
+492
+00:38:57,310 --> 00:39:01,990
+أربعين point
+
+493
+00:39:01,990 --> 00:39:06,070
+five ستة point تمانية أربعة مش كانوا يقولوني نحط
+
+494
+00:39:06,070 --> 00:39:12,750
+صفر هنا عشان نعرف نجمع يلّا صفر و أربعة خمسة ولا
+
+495
+00:39:12,750 --> 00:39:20,820
+نحط عياصبي هناخمسة و تمانية ستة و ستة صحيح بقول
+
+496
+00:39:20,820 --> 00:39:23,220
+هاي الجواب هيك طلع ال calculator بقولهم ممنوع
+
+497
+00:39:23,220 --> 00:39:27,280
+تكتبوا هيك ليش؟ لأنه كم واحدة هدوة تمتين وهذه
+
+498
+00:39:27,280 --> 00:39:31,260
+واحدة .. هذي واحدة .. منفعش تتحلي واحدة لأنه أقل
+
+499
+00:39:31,260 --> 00:39:38,010
+واحد فيهم واحد طيب نيجي لهناهذه لا أريد أن أحصل
+
+500
+00:39:38,010 --> 00:39:41,470
+عليها لأ بجيبها و الله لا يردها وإذا كانت خمسة أو
+
+501
+00:39:41,470 --> 00:39:45,350
+فوق هذه عليك تخليها أربعة تمام هك؟ عليك تخليها
+
+502
+00:39:45,350 --> 00:39:51,770
+أربعة فبقوللي هذه هنا كتبناها هي point تلاتة
+
+503
+00:39:51,770 --> 00:39:56,450
+بتخليها إيش هيك و لا بتخليها هيك تمام هك؟ حلو قال
+
+504
+00:39:56,450 --> 00:40:00,330
+لي خليني أخد مثالين تانين هجيت نرجع لل significant
+
+505
+00:40:00,330 --> 00:40:05,450
+figures أكم significant figures هنا واحد بره عليكم
+
+506
+00:40:05,450 --> 00:40:10,680
+هناكـ Significant Figures خمسة لما جيت تطلع تقولت
+
+507
+00:40:10,680 --> 00:40:13,080
+واحد تانين تلاتة بدي أجمع ماليش دعوة في الـ
+
+508
+00:40:13,080 --> 00:40:16,240
+Significant Figures اربع اربع اذا اخليهم جمعتهم
+
+509
+00:40:16,240 --> 00:40:21,140
+تطلع راهين انا مابدي اتراح قالوا واحد تانين تلاتة
+
+510
+00:40:21,140 --> 00:40:25,860
+واحد تانين تلاتة تمام واحد تانين تلاتة عادى مافيش
+
+511
+00:40:25,860 --> 00:40:31,120
+إشكالية بغض النظر عن الـ Significant Figures تمام
+
+512
+00:40:31,120 --> 00:40:39,530
+عادى اللي حكيناها نشوف اللي هو المثالالمساحة جالي
+
+513
+00:40:39,530 --> 00:40:49,600
+جستلك الطول لجيته 12.71 متر أربع حلووالعرض جسده 3
+
+514
+00:40:49,600 --> 00:40:55,120
+.46 متر تلاتة ايش بدات؟ قال لي بدي المساحة مساحة
+
+515
+00:40:55,120 --> 00:40:58,940
+اضرب ولا اجمع؟ اضرب مازال اضرب الي دعوة في ال
+
+516
+00:40:58,940 --> 00:41:02,000
+significant figures هذا أربعة و هذا تلاتة شو لازم
+
+517
+00:41:02,000 --> 00:41:05,720
+الجوا بيكون؟ لازم يكون تلاتة قال لي يلا بال
+
+518
+00:41:05,720 --> 00:41:11,350
+calculator اضرب ضربت طلع إجابة هيكهذا يجاوب ال
+
+519
+00:41:11,350 --> 00:41:14,830
+calculator بينفع اكتبه زي ال calculator؟ بقوله لأ
+
+520
+00:41:14,830 --> 00:41:20,050
+بقوله انت بتقولي لازم نكون تلاتة بقوله هذا همعند
+
+521
+00:41:20,050 --> 00:41:23,530
+هنا بدي اوقف انتبهي هنا بدي اوقف بقول ايش جنبه
+
+522
+00:41:23,530 --> 00:41:28,790
+سبعة هذا بدي يكبر بدي يصير عشرة عشرة يعني سفر وهذا
+
+523
+00:41:28,790 --> 00:41:31,890
+بدي يصير اربعة اربعة واربعين اكتب اربعة واربعين
+
+524
+00:41:31,890 --> 00:41:35,690
+بنفعش اتنين بيصيروا لازم يكون اربعة واربعين فاصلة
+
+525
+00:41:35,690 --> 00:41:44,660
+سفر عشان يصيروا تلاتة صح؟ مع انه احكيأرجعى 145.6
+
+526
+00:41:44,660 --> 00:41:47,920
+قولت انه بعد الفاصلة خمسة وبعد الفاصلة اربعة
+
+527
+00:41:47,920 --> 00:41:51,560
+تمانية يعني ليش ما عدت انه اربعة او تلاتة اربعة
+
+528
+00:41:51,560 --> 00:41:56,420
+تمانية ان هي وين هنا اه اه هنا هجيت احنا جمعناهم
+
+529
+00:41:56,420 --> 00:42:01,600
+هيهم نظبط ولا لأ هي 152.34 انا ايش قاعد هنا بيجمع
+
+530
+00:42:01,600 --> 00:42:06,300
+وفي الجامع بيقولي لازم يجواب يكون بعد الفاصلة
+
+531
+00:42:06,300 --> 00:42:11,450
+العشريةأقل واحد من الاتنين و قلت له هنا واحد و هنا
+
+532
+00:42:11,450 --> 00:42:14,950
+اتنين لازم الجواب يكون واحد فلازم يكون واحد بعد
+
+533
+00:42:14,950 --> 00:42:18,390
+الاشارة انا لما جمعتهم طلعت انتي انا بقوله هذه
+
+534
+00:42:18,390 --> 00:42:22,090
+عشان هاربعة بلغيها لو كانت خمسة و فوق بصير هذه
+
+535
+00:42:22,090 --> 00:42:27,950
+اربعة تمام هيك؟ حلو جالي هيك طلعت قلت له اذا هذه
+
+536
+00:42:27,950 --> 00:42:33,270
+عشان تطلع بالظبط تلاتة لازم تكتبها اربعة و اربعين
+
+537
+00:42:33,270 --> 00:42:42,920
+نقطة سفرهك بتطلع هاتي هو من فهمك إيش ورانا بس
+
+538
+00:42:42,920 --> 00:42:47,480
+بتجربى ولا لأ بس مرات بتقولوا واحد حرام
+
+539
+00:42:47,480 --> 00:42:49,780
+الكالكوليتر بتاعة بتكتب اكتب زي ما كتبت
+
+540
+00:42:49,780 --> 00:42:54,460
+الكالكوليتر مفروض لأ احنا ممكن نعدل عليها بس احكي
+
+541
+00:42:54,460 --> 00:42:58,100
+يا بنتى طبعا هلأ تلاتة و أربعين point سبعة و تسعين
+
+542
+00:42:58,100 --> 00:43:01,200
+اه طبعا قربنا على العشرة ثالثة أربع و أربعين حلو
+
+543
+00:43:01,200 --> 00:43:06,510
+هشوزا الستة و ستين وين الستة وستينأحنا نظرنا نجي
+
+544
+00:43:06,510 --> 00:43:10,150
+وراهم لما يصلوا جهنم و نشيل فيهم أنا ببطلع أنا إيش
+
+545
+00:43:10,150 --> 00:43:13,810
+بدي ألغي؟ بدي ألغي السابعة، صح؟ لأن عندي التسعة
+
+546
+00:43:13,810 --> 00:43:18,410
+بدي أخلص السابعة بينفع ألغيها بدون ما أخد تأثيرها
+
+547
+00:43:18,410 --> 00:43:22,190
+لأنه أكبر من الخمسة طيب هي بتتأثر عن مين؟ عن اللي
+
+548
+00:43:22,190 --> 00:43:26,270
+جابلها التسعة إيش بدي أصير؟ خلص هجي الست وستي نشيل
+
+549
+00:43:26,270 --> 00:43:29,550
+فيها طب ما اللي جابلها أكلتها اسمهم السابعة
+
+550
+00:43:34,290 --> 00:43:39,210
+لأ سنة في فرق الجمع والطرح غير عن الضرب والجسمة في
+
+551
+00:43:39,210 --> 00:43:42,330
+الضرب والجسمة الأقل في ال significant figures في
+
+552
+00:43:42,330 --> 00:43:46,650
+الجمع والطرح الأقل في موضع الفاصلة العشرية فهمت
+
+553
+00:43:46,650 --> 00:43:51,890
+عليها؟ هاي الفرق تمام وبرضه مانفعش نكتب اربع
+
+554
+00:43:51,890 --> 00:43:58,630
+واربعين لان اربع واربعين بيصير اتنين تمام حلو نعمل
+
+555
+00:43:58,630 --> 00:44:04,600
+quiz شوف كنا نحكي عربي ولا صينيعجب عليكي ثاني تمام
+
+556
+00:44:04,600 --> 00:44:07,600
+بقولي how many significant figures are in the
+
+557
+00:44:07,600 --> 00:44:16,340
+number 0003 احكيه هطلع أخوك الخيارات تبعتنا واحد
+
+558
+00:44:16,340 --> 00:44:24,060
+ولا مش واحد سهل سهل سفر عشمان bravo عليكم حلو
+
+559
+00:44:24,060 --> 00:44:34,260
+بقولي أنا بدي أضرب بدي أضرب ثانيبدي أضرب 2.34
+
+560
+00:44:34,260 --> 00:44:38,500
+تلاتة significant figures في 2.0 تلاتة significant
+
+561
+00:44:38,500 --> 00:44:42,900
+figures الإيجابي إيش لازم تكون؟ 2 براو بس أشوف
+
+562
+00:44:42,900 --> 00:44:50,520
+الخيارات و برجع إليك تمام؟ هاي الخيارات تبعتنا 4
+
+563
+00:44:50,520 --> 00:44:58,960
+.6 ولا 4.7؟ هاي ال calculator يا بنات ليش؟
+
+564
+00:44:59,980 --> 00:45:07,480
+لأنه تمانية هذا هي مش صناعة صاروخ سهل العملية وين
+
+565
+00:45:07,480 --> 00:45:13,460
+هال بتقول أنا الأخير اتنى شوية لذا هادي تمام the
+
+566
+00:45:13,460 --> 00:45:16,500
+results of the arithmetic operation هنا بدي اجمع
+
+567
+00:45:16,500 --> 00:45:23,500
+اجمع ايش بتطلع موضع الفاصلة بقول واحد تانين تلاتة
+
+568
+00:45:23,500 --> 00:45:27,280
+هنا لازم الجواب يكون واحد لازم الجواب يكون واحد
+
+569
+00:45:27,280 --> 00:45:28,940
+طلع عليا عشان تجاوبي
+
+570
+00:45:34,100 --> 00:45:40,440
+دالباكم هيكالكوليتر خمستعش
+
+571
+00:45:40,440 --> 00:45:48,460
+point تسعة قربنا احكي في ال .. في الجبل اتقربي اه
+
+572
+00:45:48,460 --> 00:45:51,780
+ال .. بيطلع اتنين عندك عدد كله و لا بعد الفاصلة
+
+573
+00:45:51,780 --> 00:45:55,040
+بعد الضرب بيطلع عندك اتنين اتنين significant
+
+574
+00:45:55,040 --> 00:45:58,100
+figures significant figures اه significant figures
+
+575
+00:45:58,100 --> 00:46:02,340
+كله مش اي ما ندعو في الفاصلة عشرية في الضرب في ال
+
+576
+00:46:02,340 --> 00:46:07,000
+significant figuresتمام؟ دكتور عيدى الأخير تانى
+
+577
+00:46:07,000 --> 00:46:15,350
+عيدى الأخير تانى اشهادى؟زائد في الزائد بهمني موضع
+
+578
+00:46:15,350 --> 00:46:20,450
+الفاصلة العشرية صحيح؟ هي اللي بهمني ايش وراها؟
+
+579
+00:46:20,450 --> 00:46:24,770
+بقول له ها دي واحد تنين تلاتة وها دي واحد الجواب
+
+580
+00:46:24,770 --> 00:46:29,070
+لازم يكون لأصغر اكم؟ اذا لازم جوابك يكون بعد
+
+581
+00:46:29,070 --> 00:46:33,990
+الفاصلة في واحد بس لما اجيت انا جمعت طلع هذا
+
+582
+00:46:33,990 --> 00:46:38,580
+الرقامبقول له هدول ثلاثة، بدي واحد، بدك تبقى على
+
+583
+00:46:38,580 --> 00:46:43,520
+هذه طب هدى خليها تمانية ولا خليها تسعة؟ ليش؟ لأنه
+
+584
+00:46:43,520 --> 00:46:54,940
+جنبها أكتر من خمسة أيصف صراخة، احكي ايه؟ مش
+
+585
+00:46:54,940 --> 00:47:02,820
+بالجامع والضرب، الجامع محمد والضرب، عزيزة، بيجربوش
+
+586
+00:47:02,820 --> 00:47:07,190
+ربعادتمام؟ ماتقولش جمع و ضرب هذه عملية غير عن هذه
+
+587
+00:47:07,190 --> 00:47:14,710
+في الجمع و الطرح اجرائب ناخد موضع الفاصلة العشرية
+
+588
+00:47:14,710 --> 00:47:19,430
+فالضرب ايش جريبه؟ الجسمة بتاخد فيه significant
+
+589
+00:47:19,430 --> 00:47:24,530
+figures تمام هيك؟ خلصنا ال chapter تمام يا بنات؟
+
+590
+00:47:24,530 --> 00:47:30,770
+اذا هدول الأسئلة قبل السبت مابنكون حلوه طيب حاضر
+
+591
+00:47:30,770 --> 00:47:33,130
+يعطيكوا العافية نشوفكم السبت ان شاء الله
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo.srt
new file mode 100644
index 0000000000000000000000000000000000000000..d67fc3a460dcd0bb57db46cf856e55d245ea6afb
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo.srt
@@ -0,0 +1,2100 @@
+1
+00:00:05,180 --> 00:00:08,780
+تمام، نسمي باسم الله، واليوم هنبدأ طبعًا أن أنا
+
+2
+00:00:08,780 --> 00:00:12,900
+قلت لكم المحاضرة الماضية أن هذا chapter تسخين
+
+3
+00:00:12,900 --> 00:00:18,880
+chapter بسيط، مقدمة بسيطة، معلومات منها ثقافية، و
+
+4
+00:00:18,880 --> 00:00:22,400
+منها بسيط جدًا، الشغل اللي بدنا إياه من هذا الـ
+
+5
+00:00:22,400 --> 00:00:25,320
+chapter، هأقول لكم عليه، الـ chapter عنوانه في الكتاب
+
+6
+00:00:25,830 --> 00:00:28,570
+physics and measurements، فيزيكس، بتعرفوا معناها؟
+
+7
+00:00:28,570 --> 00:00:32,630
+ميجرمنتس، القياسات، واحنا حاكيين إيش بدنا ندرس في
+
+8
+00:00:32,630 --> 00:00:35,810
+هذا الـ chapter، أنا أول شريحة في كل الشباتر كاتب
+
+9
+00:00:35,810 --> 00:00:39,270
+المواضيع اللي هندرسها في كل chapter على حدة، فأنا
+
+10
+00:00:39,270 --> 00:00:42,650
+كاتب: "In this chapter we are going to discuss the"
+
+11
+00:00:42,650 --> 00:00:45,670
+following topics"، المواضيع التالية، topic يعني
+
+12
+00:00:45,670 --> 00:00:50,170
+مواضيع، موضوع، تمام، إيش في هذا الـ chapter بدنا نشرح
+
+13
+00:00:50,170 --> 00:00:56,960
+هنشرح: Standards of Length, Mass and Time، الطول
+
+14
+00:00:56,960 --> 00:01:02,860
+والكتلة والزمن، كيف بنجيزها بقياسات معيارية، إيش
+
+15
+00:01:02,860 --> 00:01:07,340
+يعني معيارية؟ كل الناس بتعرفها، تمام، الموضوع الثاني
+
+16
+00:01:07,340 --> 00:01:11,740
+dimensional analysis، اللي هو التحليل تبع أبعاد
+
+17
+00:01:11,740 --> 00:01:16,140
+الكميات الفيزيائية، هنيجي له تفصيليًا بعدين
+
+18
+00:01:16,140 --> 00:01:19,840
+conversion of units، كيف نحول الوحدات من متر
+
+19
+00:01:19,840 --> 00:01:23,740
+لكيلومتر، من كيلومتر لمتر، وفي ميل، وفي مش عارف إيش،
+
+20
+00:01:23,740 --> 00:01:27,240
+كيف من... كنت بتعرفوا تحولوا صح ولا لأ؟ من باب أول الأمر،
+
+21
+00:01:27,240 --> 00:01:32,120
+بس يعني، بنا نحكي عنها بعدين، الـ significant figures،
+
+22
+00:01:32,120 --> 00:01:37,100
+الكميات الفيزيائية لما نكتبها، بتكتب بصيغة معينة
+
+23
+00:01:37,100 --> 00:01:41,780
+بنسميها في figures معينة أو digits، أرقام لها
+
+24
+00:01:41,780 --> 00:01:46,300
+دقة معينة، لما نيجي بنحكي عنها، وزي ما أنا حكيت، أن
+
+25
+00:01:46,300 --> 00:01:49,260
+الكتاب فيه حوالي، في هذا الـ chapter اللي هو بسيط،
+
+26
+00:01:49,260 --> 00:01:52,640
+شابتر، أنا بسميه لأنه صغير جدًا، فيه حوالي سبعين سؤال،
+
+27
+00:01:53,740 --> 00:01:58,120
+فيه منهم اللي مهم واللي مش مهم، فأنا مختلفكم بس
+
+28
+00:01:58,120 --> 00:02:03,260
+هدول، بس هدول المطلوب منكم تحلوهم، هذا هو زي ما
+
+29
+00:02:03,260 --> 00:02:06,520
+اتفقنا، هذا الحد الأدنى، هدول المهمين والمفروض
+
+30
+00:02:06,520 --> 00:02:10,020
+الطالب ما ينزلش عن أنه يحل هدول، هدول البسيطين، عشان
+
+31
+00:02:10,020 --> 00:02:16,620
+نفهم المواضيع اللي هنشرحها، تمام؟ هذا هو مواضيع الـ
+
+32
+00:02:16,620 --> 00:02:21,000
+chapter الأول، وهنأخذه بمحاضرتين، اليوم وبنكمل
+
+33
+00:02:21,000 --> 00:02:23,660
+اليوم والأربعاء إن شاء الله، عشان كده الخميس مافيش
+
+34
+00:02:23,660 --> 00:02:28,720
+quiz، بكون خلصنا chapter، مذاكرة، يعني عشان نعمل
+
+35
+00:02:28,720 --> 00:02:31,700
+فيه quiz، تمام
+
+36
+00:02:33,010 --> 00:02:35,710
+المقدمة، عشان بس نعرف احنا وين رايحين ووين جايين
+
+37
+00:02:35,710 --> 00:02:39,350
+مقول، احنا فيه زي الف... تتحدث عن علم الميكانيكا
+
+38
+00:02:40,040 --> 00:02:43,740
+اتفقنا، من المرة الماضية، علم الميكانيكا ينقسم إلى
+
+39
+00:02:43,740 --> 00:02:47,640
+فرعين رئيسيين، الفرعين الرئيسيين هذول والـ
+
+40
+00:02:47,640 --> 00:02:53,140
+Mechanics، والميكانيكا في Kinematics وفي Dynamics
+
+41
+00:02:53,140 --> 00:02:58,040
+Kinematics هو علم الحركة، ثقافة، يعني مش... مشيش في
+
+42
+00:02:58,040 --> 00:03:03,680
+الامتحان، ثقافة، Kinematics علم الحركة، Dynamics علم
+
+43
+00:03:03,680 --> 00:03:09,270
+الحركة، بس بهمني أكتر مسببات الحركة، تمام؟ وبالتالي
+
+44
+00:03:09,270 --> 00:03:12,990
+إيش بنقول؟ إيش تعريف الـ kinematics؟ بقول لي: "the"
+
+45
+00:03:12,990 --> 00:03:18,110
+study of the motion"، دراسة الحركة، "and only the"
+
+46
+00:03:18,110 --> 00:03:23,050
+motion"، وفقط الحركة، بغض النظر مين سبب الحركة، عشان
+
+47
+00:03:23,050 --> 00:03:27,730
+كده بتفرجش معاك اللي بيتحرك، طيارة ولا دراجة، بغض
+
+48
+00:03:27,730 --> 00:03:31,950
+النظر عن الكتلة، إذًا الـ study of the motion and
+
+49
+00:03:31,950 --> 00:03:37,590
+only the motion of the objects"، اللي هي الأشياء
+
+50
+00:03:37,590 --> 00:03:42,390
+خلينا نسميها، تمام؟ Ignoring، بدك تتجاهل الـ agents
+
+51
+00:03:42,390 --> 00:03:46,790
+that cause this motion"، بدك تتجاهل العوامل اللي
+
+52
+00:03:46,790 --> 00:03:52,890
+سببت الحركة، تمام؟ "It is independent" لا تعتمد on the
+
+53
+00:03:52,890 --> 00:03:55,710
+mass of the objects"، لا تعتمد على الكتلة، عشان كده
+
+54
+00:03:55,710 --> 00:04:00,310
+قلت، الطيارة بتتحرك، والدراجة بتتحرك، كله بالنسبة لي
+
+55
+00:04:00,310 --> 00:04:04,570
+واحد منهم حركة، إذًا هذا بنسميه Kinematics، وهنأخذه
+
+56
+00:04:04,570 --> 00:04:11,100
+في chapter 2 و chapter 4، كله علم Kinematics، لكن لما
+
+57
+00:04:11,100 --> 00:04:14,280
+نخش، عشرة أبطال خمسة، بنروح على الـ Dynamics، إيش
+
+58
+00:04:14,280 --> 00:04:17,060
+الـ Dynamics؟ بيقول لي، بيكتب رسمي، مين اللي يخلي
+
+59
+00:04:17,060 --> 00:04:22,200
+الجسم يتحرك، بنطق صاحب القانون، يبقى الجسم على حالته
+
+60
+00:04:22,200 --> 00:04:27,570
+من السكون أو الحركة المنتظمة ما لم تؤثر عليه قوة
+
+61
+00:04:27,570 --> 00:04:31,910
+إذًا المسبب للحركة هو القوة، وبالتالي هذا علم
+
+62
+00:04:31,910 --> 00:04:35,950
+الـ mechanics، الـ dynamics، الـ Dynamics is the study of
+
+63
+00:04:35,950 --> 00:04:40,810
+the cause of the motion"، بدك تدرس مسببات الحركة
+
+64
+00:04:40,810 --> 00:04:46,250
+وحاطط من ضمنها حسب نيوتن، forces، تمام، "it is largely"
+
+65
+00:04:46,250 --> 00:04:50,750
+depends"، يعتمد اعتماد كبير on the mass of the
+
+66
+00:04:50,750 --> 00:04:54,630
+objects، لما نتذكر قانون نيوتن الثاني، F إيش
+
+67
+00:04:54,630 --> 00:05:00,390
+بتساوي؟ M A، إذًا M دخلت في الموضوع، لكن القوانين
+
+68
+00:05:00,390 --> 00:05:05,030
+بتاعة الحركة زي قانون V، أو خليني أجيب القانون
+
+69
+00:05:05,030 --> 00:05:09,550
+الأحلى، زي ما ابتعدت ده، X بتساوي V initial T، زائد نص
+
+70
+00:05:09,550 --> 00:05:14,300
+A T تربيع، شايفين فيه كتلة؟ ما لهاش دعوة، إذًا أنت وين
+
+71
+00:05:14,300 --> 00:05:19,360
+أنت هنا في الـ Kinematics، هذا قوانين بتدرس علم
+
+72
+00:05:19,360 --> 00:05:23,560
+الحركة، حركة راحوا، إجوا، ويلوا، تصارعوا، أخد كذا
+
+73
+00:05:23,560 --> 00:05:27,480
+ساعة ولا كذا دقيقة، مظبوط ولا لأ؟ تمام، هذه مقدمة
+
+74
+00:05:27,480 --> 00:05:33,640
+هيك ثقافة، ما لهاش دعوة في أي شيء، مبدأ دراسة، تمام، أنا
+
+75
+00:05:33,640 --> 00:05:38,660
+جاي نتحدث عن الـ Length والـ Mass والـ Time والـ
+
+76
+00:05:38,660 --> 00:05:43,000
+Standards تبعهم، زمان زمان، بتسمعوا من أجدادنا
+
+77
+00:05:43,000 --> 00:05:46,440
+كانوا يقولوا: كيف بتجيز أكم فتر؟ وأكم شبر؟ وأكم
+
+78
+00:05:46,440 --> 00:05:49,720
+دراع؟ صح ولا لأ؟ وزمان الله يعينهم، كانوا لما
+
+79
+00:05:49,720 --> 00:05:52,440
+يقولوا: والله دراع! طب ما في واحد طويل وواحد قصير
+
+80
+00:05:52,440 --> 00:05:56,100
+مش كل الدراعات واحدة، ولا كانوا مرات يجيزوا بالخطوة
+
+81
+00:05:56,100 --> 00:06:00,120
+مظبوط ولا لأ؟ طب هو كل خطوة نفس البعد؟ إذًا معناته
+
+82
+00:06:00,120 --> 00:06:05,540
+كانت القياسات مش دقيقة، ليش؟ لأنه مافيش معيار ثابت
+
+83
+00:06:06,050 --> 00:06:09,250
+للقاس، فجاء قالوا العلماء: لأ، إننا نحن
+
+84
+00:06:09,250 --> 00:06:13,850
+نحلهم هذه المشكلة بإننا نيجي بشغلات معيارية، بحيث أنا لما
+
+85
+00:06:13,850 --> 00:06:19,490
+أقول خمسة متر في غزة، اللي يجيزها في طوكيو بتطلع
+
+86
+00:06:19,490 --> 00:06:24,910
+خمسة متر مش ستة، صح ولا لأ؟ إذًا بدنا نتفق تمام، إذًا
+
+87
+00:06:24,910 --> 00:06:30,940
+إيش بقول؟ بصورة عامة، any physical quantity، أي كمية
+
+88
+00:06:30,940 --> 00:06:36,180
+فيزيائية، must have، وعارفين كلمة must، لازم يكون لها
+
+89
+00:06:36,180 --> 00:06:40,940
+besides its numerical value"، بجانب قيمتها الرقمية
+
+90
+00:06:40,940 --> 00:06:45,300
+numerical، رقمية، يعني مية numerical، صح، لازم يكون
+
+91
+00:06:45,300 --> 00:06:51,020
+لها بجانبها، ما تقوليش x بتساوي مية، مية إيش؟ رقمية، إيش؟
+
+92
+00:06:51,020 --> 00:06:57,180
+إذًا لازم تلحقها بـ a standard unit، unit معروفة
+
+93
+00:06:57,180 --> 00:07:00,200
+معيارية، هي معناها standard، وكلمة standard ما هي
+
+94
+00:07:00,200 --> 00:07:04,120
+عربية، إن كنا ما بنستخدمها، صح ولا لأ؟ standard، إيش
+
+95
+00:07:04,120 --> 00:07:09,430
+بتقصد فيه؟ standard بيقول: "you mean"، بمعنى a unit، well-
+
+96
+00:07:09,430 --> 00:07:14,550
+defined"، معروفة، مع تعريف جيد، among everyone"، عند كل
+
+97
+00:07:14,550 --> 00:07:17,470
+الناس، اللي في طوكيو، اللي في غزة، واللي في واشنطن، والـ
+
+98
+00:07:17,470 --> 00:07:21,410
+لي في لندن، كلهم لما يقولوا متر، بنعرف، صح ولا
+
+99
+00:07:21,410 --> 00:07:26,730
+لأ؟ يعني، هلجأت لما نقول ثمانية متر عندكم إحساس
+
+100
+00:07:26,730 --> 00:07:29,790
+فيهم؟ إيش المسافة؟ جدّشت المسافة من الحيطة هذه
+
+101
+00:07:29,790 --> 00:07:35,480
+للحيطة هذه؟ بالضبط؟ وإيش السكان الشيجاية عندي؟ حلو، من
+
+102
+00:07:35,480 --> 00:07:41,120
+الجامعة لمفترق جيش شعاعية، جدّشت المسافة؟ بالكيلو،
+
+103
+00:07:41,120 --> 00:07:51,440
+جدّشت بتسافر من الـ... من الجامعة لمفترق جيش شعاعية؟
+
+104
+00:07:51,440 --> 00:07:59,950
+سبعين كيلو؟ سبعين متر؟ لا، ما بينفعش، ماشي منكم مهندسين
+
+105
+00:07:59,950 --> 00:08:04,010
+مدني صغير، حلو، بكرة أقولهم: الله، بدي غرفة أربعة بأربعة
+
+106
+00:08:04,010 --> 00:08:10,190
+تعملوا غرفة من هنا لحيطة بيت هانم
+
+107
+00:08:10,190 --> 00:08:16,170
+لها الشجاعة حوالي ثلاثة كيلومتر، متر... اه ثلاثة...
+
+108
+00:08:16,170 --> 00:08:19,610
+الكيلومتر كم متر؟ ألف، إذًا ثلاثة آلاف، أنت قلتي
+
+109
+00:08:19,610 --> 00:08:25,330
+قدّاش؟ سبعين، جزم، وإنه أساسًا مفترد الشجاعة وتوي
+
+110
+00:08:25,330 --> 00:08:34,780
+ساكنة، وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+111
+00:08:34,780 --> 00:08:35,180
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+112
+00:08:35,180 --> 00:08:35,640
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+113
+00:08:35,640 --> 00:08:35,880
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+114
+00:08:35,880 --> 00:08:35,920
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+115
+00:08:35,920 --> 00:08:37,000
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+116
+00:08:37,000 --> 00:08:45,580
+وطب وطب وطب
+
+117
+00:08:45,580 --> 00:08:51,220
+وط
+
+118
+00:08:52,000 --> 00:08:54,660
+سبعين متر؟ أنت عارفة إيش سبعين متر؟ لما تطلع من
+
+119
+00:08:54,660 --> 00:08:58,080
+دارك للدكانة بتكون مشيت أكثر من سبعين متر للدكانة
+
+120
+00:08:58,080 --> 00:09:02,320
+ياردك، المتر، ماهو المتر، ماهو... ما بينفعش تكون مش...
+
+121
+00:09:02,320 --> 00:09:05,480
+مش حاسين، احنا ما نحكي إيه؟ إيش هو المتر قبل ما نعرفه؟
+
+122
+00:09:05,480 --> 00:09:08,780
+أنت
+
+123
+00:09:08,780 --> 00:09:13,060
+...أنت من وين... من وين ساكنة؟ تمشي؟ اه، أنا بتمشي
+
+124
+00:09:13,060 --> 00:09:16,540
+أكثر، ماهو هالي من هالي، هالي ثمانية متر، هاي ثمانية
+
+125
+00:09:16,540 --> 00:09:20,680
+متر، تشوفي 80 متر يا عزيزتي، هذه عشر مرات ولا شيء، لما
+
+126
+00:09:20,680 --> 00:09:26,580
+تغوشي صوتك بتطلع أكثر من كده، تمام؟ طيب، الله كمان
+
+127
+00:09:26,580 --> 00:09:28,480
+مرة، هذه معلومات واحنا مش جايين، أنتم مش رايحين
+
+128
+00:09:28,480 --> 00:09:36,120
+على مدارس؟ قدّاش المسافة بين غزة والقدس؟ 78 يعني
+
+129
+00:09:36,120 --> 00:09:41,100
+أنا جربتها، اه هيك معقولة بين الـ 70 والـ 80، بين الـ 70
+
+130
+00:09:41,100 --> 00:09:44,220
+والـ 80، اه، كانت معلومة، ولازم هذه المعلومة تتعرفوها
+
+131
+00:09:50,100 --> 00:09:53,020
+الإحساس بالمتر، يجب أن نعرفه، لما نقول خمسة متر، لما
+
+132
+00:09:53,020 --> 00:09:57,080
+نقول تقريبًا، معناته متر غزة أكثر،  نسبيًا، بالنسبة لي
+
+133
+00:09:57,080 --> 00:10:02,620
+متر القاهرة أو متر الخرطوم، تمام، إذًا بالـ standard
+
+134
+00:10:02,620 --> 00:10:07,600
+اللي نفهمه كله، مش متر يكون غير متر لأ، زي بعض، تمام
+
+135
+00:10:08,360 --> 00:10:12,600
+كان زمان، كانوا يجيزوا بالفِتر وبالشبر وبال...
+
+136
+00:10:12,600 --> 00:10:16,400
+بالخطوة، ومش عارف إيش، أجَت الناس، العلماء، اجتمعوا
+
+137
+00:10:16,400 --> 00:10:21,020
+من كل الدنيا، لجنة دولية، دولية يعني من كل الناس
+
+138
+00:10:21,020 --> 00:10:25,360
+اجتمعوا في فرنسا، قالوا: تعالوا بدنا نوحد المقياسات
+
+139
+00:10:25,360 --> 00:10:30,600
+قالوا: بدنا نعرف حاجة اسمها متر، تمام؟ إذًا في
+
+140
+00:10:30,600 --> 00:10:34,900
+الـ 60's، "An international committee"، لجنة دولية
+
+141
+00:10:34,900 --> 00:10:38,320
+committee يعني لجنة، و international بتعرفوها صح
+
+142
+00:10:38,320 --> 00:10:43,980
+ولا لأ؟ established، يعني حط أو وضع، a set of
+
+143
+00:10:43,980 --> 00:10:48,620
+standards"، مجموعة من الـ standards، من المعايير، للـ
+
+144
+00:10:48,620 --> 00:10:52,920
+fundamental quantities of science"، كميات أساسية في
+
+145
+00:10:52,920 --> 00:10:56,140
+العلوم، مش ممكن تجيبوا كل حاجة واحدة واحدة، جيبوا
+
+146
+00:10:56,140 --> 00:11:00,460
+الأساسيات، تمام، "It is called..."، قالوا هي دي شغلة
+
+147
+00:11:00,460 --> 00:11:04,600
+دولية، عشان سموها النظام الدولي، سمعتوا فيه؟ أو النظام
+
+148
+00:11:04,600 --> 00:11:08,240
+العالمي، إذًا ليش يسمونه نظام عالمي؟ لأن كل العالم
+
+149
+00:11:08,240 --> 00:11:11,560
+شارك فيه، واتفقوا عليه، واستخدموه، طبعًا هو أولًا
+
+150
+00:11:11,560 --> 00:11:15,400
+بياتفقوا عليه، بعدين بيصيروا يستخدموه، تمام، "it is"
+
+151
+00:11:15,400 --> 00:11:20,940
+called the SI system"، SI، "international system"، طبعًا
+
+152
+00:11:20,940 --> 00:11:24,300
+"international system"، مفروض يكون IS، لكن SI، عشان
+
+153
+00:11:24,300 --> 00:11:27,620
+كانوا في فرنسا، وطلعت الكلمة فرنسية، وفي فرنسا
+
+154
+00:11:27,620 --> 00:11:31,200
+"international system"، بيرفضوا system international
+
+155
+00:11:31,200 --> 00:11:35,300
+فالـ system جابوا international، عشان كده طلع الرمز
+
+156
+00:11:35,300 --> 00:11:41,670
+SI، "international system"، ثم اتفقوا على أنه يكون
+
+157
+00:11:41,670 --> 00:11:47,010
+لقياس الأطوال، المتر، جسم المتر، تمام، عشان الواحد
+
+158
+00:11:47,010 --> 00:11:53,740
+لا قدم ولا فتر ولا شبر، تمام، وقالوا بالنسبة للكتلة بدنا
+
+159
+00:11:53,740 --> 00:11:56,380
+نجيز بالكيلوجرام، جيز هو الـ winter، وليه هو الـ
+
+160
+00:11:56,380 --> 00:11:59,740
+kilogram، هذا ما بنحكي عنهم، وقالوا للزمن بدنا
+
+161
+00:11:59,740 --> 00:12:04,140
+نستخدم الـ seconds، الثواني، هذه للميكانيكا طبعًا، في
+
+162
+00:12:04,140 --> 00:12:07,780
+كميات أخرى، قالوا فيه كمية أساسية في علوم الفيزياء
+
+163
+00:12:07,780 --> 00:12:12,720
+سموها الأمبير، لإيش؟ للتيار، bravo عليكم، وقالوا فيه
+
+164
+00:12:12,720 --> 00:12:17,580
+درجة الحرارة، الـ Kelvin، درجة حرارة الغرفة كم Kelvin؟
+
+165
+00:12:17,580 --> 00:12:17,920
+Kelvin
+
+166
+00:12:21,220 --> 00:12:29,740
+حوالي 25 درجة، يعني حوالي بتقولوا 300، هي 270 وكسور
+
+167
+00:12:29,740 --> 00:12:33,780
+طبعًا هي 270، صفر، لكنا نجمعها، زائد 270، برضه هي ثقافة
+
+168
+00:12:33,780 -->
+
+223
+00:16:31,850 --> 00:16:35,290
+مخزنينه لحتى الآن عايش لحظة  أصير كارثة في فرنسا
+
+224
+00:16:35,290 --> 00:16:39,230
+يروح و أنتم هم بطل نعرفش هو المتر فبنعمل له تعريف
+
+225
+00:16:39,230 --> 00:16:44,390
+آخر لما تقدم للعلم صارت سرعة الضوء معروفة  ولا لأ؟
+
+226
+00:16:44,800 --> 00:16:48,740
+سرعة الضوء معروفة هي إيه؟ ثلاثة في عشر أس ثمانية
+
+227
+00:16:48,740 --> 00:16:52,620
+متر per second براو عليكم قالوا إذا انعرفت المتر
+
+228
+00:16:52,620 --> 00:16:55,580
+بناء على سرعة الضوء لأنه مش ثابت في الدنيا منها
+
+229
+00:16:55,580 --> 00:16:58,580
+لما تجيء و تجيء بفرج رب العالمين  الضوء ضايق ولا
+
+230
+00:16:58,580 --> 00:17:02,800
+مش ضايق ضايق ضايق ما نتهوش عنه فجالوا في الثلاثة
+
+231
+00:17:02,800 --> 00:17:07,300
+وثمانين، عادوا تعريف المتر على أنه هي المسافة التي
+
+232
+00:17:07,300 --> 00:17:11,520
+يقطعها الضوء the distance traveled يعني
+
+233
+00:17:11,520 --> 00:17:17,930
+بيقطعها by light in a vacuum في الفراغ عشان ما يكونش
+
+234
+00:17:17,930 --> 00:17:20,810
+في عندي مشكلة الـ light اللي هو الضوء في a vacuum
+
+235
+00:17:20,810 --> 00:17:25,570
+فراغ during a time of خلال فترة زمنية مقدرها واحد
+
+236
+00:17:25,570 --> 00:17:29,250
+على سرعة الضوء هذا الرقم اللي وجدته ثلاثة في عشر
+
+237
+00:17:29,250 --> 00:17:36,030
+أس ثمانية تمام هذا تعريف برضه ثقافة تمام وهذه
+
+238
+00:17:36,030 --> 00:17:41,810
+هي سرعة الضوء اللي وجدته عنها تم الـ kilogram طبعا
+
+239
+00:17:41,810 --> 00:17:45,670
+يمكن لو سألتم جدتكم وجدكم زمان قبل ما يطلعوا الـ
+
+240
+00:17:45,670 --> 00:17:49,090
+kilogram كانوا كيف يزنون؟ قولولي وين سوق فرس؟
+
+241
+00:17:49,090 --> 00:17:54,550
+هل جئت؟ بتعرفوه؟ طيب كان زمان السوق الرئيسي بتبقى
+
+242
+00:17:54,550 --> 00:17:58,530
+غزة فيها فرس وبعد فرس في غزة كان زمان خلاص آخر
+
+243
+00:17:58,530 --> 00:18:02,630
+غزة هي فرس السامر بعدها كله مش عارف نسميها رمال؟
+
+244
+00:18:02,630 --> 00:18:06,610
+ليه منطقة الرمال سموها؟ كانت كلها سوالي في رمل عشان
+
+245
+00:18:06,610 --> 00:18:12,210
+كده بقعد يتسامر فيش ولا أحد بين آدم كلها حياة واسعة
+
+246
+00:18:12,210 --> 00:18:16,270
+تمام بس أنتم زمان قبل ما تعملوا يد أبوك وأمك يعني
+
+247
+00:18:16,270 --> 00:18:20,150
+هذا الكلام زمان زمان تمام كانوا كيف يزنون؟ كان كل
+
+248
+00:18:20,150 --> 00:18:23,570
+واحد معه زلط يحطوه على الميزان فيش كيلو زلطة
+
+249
+00:18:23,570 --> 00:18:28,460
+طبعا الزلطة بعد سنة قص النص هذا نوع ما أنتم عارفين
+
+250
+00:18:28,460 --> 00:18:32,420
+الهواء والهدى والشمس بتاكلها وفي اليوم بيترعب
+
+251
+00:18:32,420 --> 00:18:36,500
+عليكِ ففي اليوم بيحطوا زلطات تمام قالوا لا ينفع
+
+252
+00:18:36,500 --> 00:18:40,600
+العلماء الزلطة هذه ما بتتدلاش زلطة تمام فراحوا قالوا
+
+253
+00:18:40,600 --> 00:18:47,940
+بدنا سبيكة ثابتة ونقول عنها هذا الكيلو، إذا الـ
+
+254
+00:18:47,940 --> 00:18:50,800
+Kilogram بس هذه طبعا الـ Kilogram من زمان أنتم
+
+255
+00:18:50,800 --> 00:18:55,620
+لما تقرؤوا السيرة لما يقولوا مقدار الذكاء ومقدار
+
+256
+00:18:55,620 --> 00:19:00,180
+الذكاء الفطري تسمعوا Kilogram؟ لا ما كان في حد يسمع
+
+257
+00:19:00,180 --> 00:19:05,640
+Kilogram إجلب ومش عارف إيش وشغلات كثيرة لكن في
+
+258
+00:19:05,640 --> 00:19:11,180
+1887 مضبوط زمان بس لسه كان عهد الرسول صلى الله عليه وسلم سنين
+
+259
+00:19:11,180 --> 00:19:18,200
+مخلصة، إيش عرفوا الـ kilogram؟ جابوا أسطوانة معينة من
+
+260
+00:19:18,200 --> 00:19:22,300
+السبيكة نفسها لـ Platinum Iridium وقالوا هذا هو الـ
+
+261
+00:19:22,300 --> 00:19:25,980
+kilo يا عالم يا ناس اتفقنا قالوا اتفقنا عمموه
+
+262
+00:19:25,980 --> 00:19:31,640
+قالوا هاي الـ kilo هاي رسمته برضه خزنوها في المتحف
+
+263
+00:19:31,640 --> 00:19:34,940
+اللي في فرنسا خزنوها وقالوا هذا الـ kilo كتبوا
+
+264
+00:19:34,940 --> 00:19:41,550
+عليه واحد kilo تمام؟ وخلاص اتعرف، إذا في 1887 the
+
+265
+00:19:41,550 --> 00:19:44,450
+mass of a kilogram is defined as the mass of a
+
+266
+00:19:44,450 --> 00:19:48,190
+specific specific معين ومعروف يعني Platinum
+
+267
+00:19:48,190 --> 00:19:51,570
+iridium alloy alloy يعني سبيكة cylinder يعني
+
+268
+00:19:51,570 --> 00:19:56,360
+أسطوانة ما هي شكل أسطوانة kept حفظات محفوظة at the
+
+269
+00:19:56,360 --> 00:19:59,440
+International Bureau of Weights and Measures at
+
+270
+00:19:59,440 --> 00:20:03,300
+Sevres, France مدينة Sevres في فرنسا برول هو
+
+271
+00:20:03,300 --> 00:20:07,500
+مكتب في متحف يعني أنّه سميته متحف مش مشكلة يلا
+
+272
+00:20:07,500 --> 00:20:11,220
+بنرجع لغة إنجليزية شوية لأن هذه ثقافة كلها معلومات
+
+273
+00:20:11,220 --> 00:20:16,800
+تمام، الـ seconds إيه؟ قالوا كيف بنعرف الـ seconds؟
+
+274
+00:20:16,800 --> 00:20:21,600
+قالوا أنتم كيف أنتم بتعرفوا؟ النهار كم ساعة؟ 24
+
+275
+00:20:22,830 --> 00:20:27,230
+والساعة كم دقيقة؟ ودقيقة كم ثانية؟ قالوا خلاص هي
+
+276
+00:20:27,230 --> 00:20:30,250
+واحد على أربعة وعشرين، واحد على ستين، واحد
+
+277
+00:20:30,250 --> 00:20:34,230
+على ستين من اليوم، مظبوط أو لا؟ طب كيف هي تعرف
+
+278
+00:20:34,230 --> 00:20:39,210
+اليوم؟ قالوا اليوم بنعرفه، قالوا أننا كمسلمين
+
+279
+00:20:39,210 --> 00:20:44,100
+ما كنا بأؤدي الظهر يا بنات، لما الشمس كيف؟ تكون
+
+280
+00:20:44,100 --> 00:20:47,140
+عند أعلى نقطة ولا لأ؟ قالوا تطلع على الشمس لما
+
+281
+00:20:47,140 --> 00:20:50,680
+تكون عند أعلى نقطة، استنى كمان مرة في اليوم التالي
+
+282
+00:20:50,680 --> 00:20:53,740
+تصير الشمس عند أعلى نقطة بيكون فيه 24 ساعة ولا
+
+283
+00:20:53,740 --> 00:20:58,920
+لأ؟ هاي اليوم، فهي تجلي، قبل الـ 67 إيش
+
+284
+00:20:58,920 --> 00:21:01,920
+التعريف كان للـ second اللي قلت لكم إياه The
+
+285
+00:21:01,920 --> 00:21:05,220
+fundamental unit of a second was defined as 1 على 24
+
+286
+00:21:05,220 --> 00:21:09,900
+لأن اليوم فيه 24 ساعة، و 1 على 60 لأن الساعة في 60
+
+287
+00:21:09,900 --> 00:21:14,940
+دقيقة، وكمان 1 على 60 عشان الدقيقة تصير second of a
+
+288
+00:21:14,940 --> 00:21:19,600
+mean solar day يوم شمسي، إيش هو الـ solar day؟ قال الـ
+
+289
+00:21:19,600 --> 00:21:23,600
+solar day هو عبارة عن الـ time interval الفترة
+
+290
+00:21:23,600 --> 00:21:28,420
+الزمنية between two successive يعني متتالي
+
+291
+00:21:28,420 --> 00:21:32,100
+successive appearance of the sun at the highest
+
+292
+00:21:32,100 --> 00:21:37,160
+point it reaches in the sky each day عبارة عن ظهور
+
+293
+00:21:37,160 --> 00:21:42,190
+متتالي للشمس عند أعلى نقطة، طبعا برضه هذه ثقافة
+
+294
+00:21:42,190 --> 00:21:46,190
+لأنّها نحفظها مش بكرا تروحوا رايحين جايين تحفظوها لأ
+
+295
+00:21:46,190 --> 00:21:49,550
+مش... وهي معروفة برا وعليكم ثقافة لأنّها ومش
+
+296
+00:21:49,550 --> 00:21:53,330
+هنجيبها في الامتحان، في الـ 67 جالوا في
+
+297
+00:21:53,330 --> 00:21:57,630
+تعريف أحلى، تقدم العلم لجوه إن المواد عرفوا إيش
+
+298
+00:21:57,630 --> 00:22:02,750
+تركيبها وبتطلع إشعاعات والذرات اللي جوة المادة
+
+299
+00:22:02,750 --> 00:22:09,080
+بتهتز، كلمة اهتزاز على طول بنطفي مخنا، زمن دوري
+
+300
+00:22:09,080 --> 00:22:14,120
+واللي ملازم في الزمن الدوري التردد، إيش العلاقة اللي
+
+301
+00:22:14,120 --> 00:22:19,620
+بينهم؟ واحد عكس الثاني تمام، الزمن الدوري إيش وحدته؟
+
+302
+00:22:19,620 --> 00:22:23,360
+طلع
+
+303
+00:22:23,360 --> 00:22:28,700
+يا بنات، طلع، مش بيقولوا لكل مسمى من اسمه نصيب، بنفع
+
+304
+00:22:28,700 --> 00:22:34,060
+نسمي القوة كتلة، بنفع نسمي الزمن الدوري تردد، الزمن
+
+305
+00:22:34,060 --> 00:22:38,360
+الدوري زمان وأنا مش زمان، زمان، وحدة الزمان لذا
+
+306
+00:22:38,360 --> 00:22:42,880
+نقول الأزمنة اللي في الدنيا، حاجات ممكن نقول عمرك
+
+307
+00:22:42,880 --> 00:22:48,520
+نجيبها بالثانية ده ولا لأ؟ آه لأنه زمان، لأ، زمان إن
+
+308
+00:22:48,520 --> 00:22:53,050
+شاء الله يكون اسمه زمان،  وحدته إيش؟ ثانية، في
+
+309
+00:22:53,050 --> 00:22:56,430
+الآخر، إذًا الزمن الدوري ثانية، يعني واحدة، إذا ممكن
+
+310
+00:22:56,430 --> 00:23:00,430
+أنا أجيب، أعرف الثانية بدلالة الزمن الدوري لشغلة
+
+311
+00:23:00,430 --> 00:23:03,510
+معينة ولا لأ؟ إذا الشغلة المعينة زمنها الدوري ثابت
+
+312
+00:23:03,510 --> 00:23:07,550
+قالوا آه، ربنا خلق زمن دوري لبعض الشغلات، ربنا خلقها
+
+313
+00:23:07,550 --> 00:23:11,650
+ثابتة زي مثلا نقول دوران القمر حوالين الأرض مش
+
+314
+00:23:11,650 --> 00:23:15,810
+ربنا خلقه وثابتة، بنعرفه، إذا ممكن أنت تأخذ مرجع
+
+315
+00:23:15,810 --> 00:23:19,330
+لأن هذا ثابت دايما، الشغلة الثابتة اللي ربنا خلقها
+
+316
+00:23:19,330 --> 00:23:23,120
+وثابتة ممكن تكون مرجع، برضه من ضمن الشغلات اللي ربنا
+
+317
+00:23:23,120 --> 00:23:26,880
+خلقها تركيب المواد يا بنات، وتركيب المواد والعلم
+
+318
+00:23:26,880 --> 00:23:31,400
+وصل لهذه الشغلات الآن وأصبحت حقيقة، بيقول للناس
+
+319
+00:23:31,400 --> 00:23:38,000
+اعتبروها مرجعيات، فبيقول لي في بعد 67 إيش عرفوا الـ
+
+320
+00:23:38,000 --> 00:23:42,060
+second، طبعا هذا تعريف صحيح وهذا تعريف ثاني is now
+
+321
+00:23:42,060 --> 00:23:49,650
+defined as عبارة عن 9 × 10  أقصد تسعة أضعاف الزمن
+
+322
+00:23:49,650 --> 00:23:56,370
+الدوري...آه... الزمن الدوري لاهتزاز إشعاعات بتطلع
+
+323
+00:23:56,370 --> 00:24:01,490
+من مادة معروفة اسمها Cesium-133 ذرات...ذراتها كيف
+
+324
+00:24:01,490 --> 00:24:06,330
+تهتز...لها زمن دوري، فيك تعرفوها، برضه هذه ثقافة،
+
+325
+00:24:06,330 --> 00:24:12,930
+اتفقنا؟ تم؟ جاهز، خلصنا، عرفت لكم المتر والكيلوغرام
+
+326
+00:24:12,930 --> 00:24:16,630
+والـ seconds والكيلوغرام والمتر موجودين في سيفير...
+
+327
+00:24:16,630 --> 00:24:19,970
+في فرنسا أو في... مسكر عليهم، اللي بده يروح
+
+328
+00:24:19,970 --> 00:24:23,750
+يشوفهم وبيتأكد إن السبعين متر تبعته كيف واضحة
+
+329
+00:24:23,750 --> 00:24:27,910
+تمام؟ حلو، جاهز، طب بس هاي الـ systems اللي في الدنيا
+
+330
+00:24:27,910 --> 00:24:33,490
+بيقولوا لأ، في كمان systemين مشهورين، جاوس سمعتوا فيه
+
+331
+00:24:33,490 --> 00:24:38,390
+كان بيشتغل في الكهربا صح؟ قال هذا اللي قملته بيغلب
+
+332
+00:24:38,390 --> 00:24:42,490
+ليه كواحد بيشتغل في الكهربا قال أنا بدي أعتمد
+
+333
+00:24:42,490 --> 00:24:46,870
+system آخر، قال طيب يا جاوس اعتمد وعشان خاطرك
+
+334
+00:24:46,870 --> 00:24:51,860
+بنسميه Gaussian System عشان أنت اللي استخدمته وأنت
+
+335
+00:24:51,860 --> 00:24:55,680
+اللي أصرّيت عليه، إذا في عندي الـ Gaussian system طيب
+
+336
+00:24:55,680 --> 00:24:57,960
+يا Gaussian إيش بيستخدم؟ قال أنا ما بديش أغلبكم
+
+337
+00:24:57,960 --> 00:25:00,840
+كثير، ما بديش أشيط عنكم كثير، بدل الـ meter بدي أختار
+
+338
+00:25:00,840 --> 00:25:05,140
+الـ centimeter، طب هو الـ meter كم centimeter؟ مئة
+
+339
+00:25:05,140 --> 00:25:08,880
+مظبوط ولا لا؟ إذا جرايب ولا مش جرايب؟ جرايب، قال لي
+
+340
+00:25:08,880 --> 00:25:12,140
+أنا بدي أستخدم جرام بدل الكيلوغرام، هو الـ kilogram
+
+341
+00:25:12,140 --> 00:25:15,540
+ألف جرام ولا لا؟ ألف جرام، وقال أنا الثانية أنا
+
+342
+00:25:15,540 --> 00:25:18,860
+وياكم صحوا بقى خليني زيي زيكم والثانية زي ما هي
+
+343
+00:25:18,860 --> 00:25:23,020
+هذا الـ Gaussian system، طيب ما زال بدي نستخدم
+
+344
+00:25:23,020 --> 00:25:27,750
+centimeter و gram و second، والـ International system
+
+345
+00:25:27,750 --> 00:25:32,190
+طلّع له اسم ثاني MKS system، طب هو على صريحة أنا
+
+346
+00:25:32,190 --> 00:25:36,070
+ما ليش حاجة، بدي اسميه كمان اسم، إيش نسميه؟ قال سمي C
+
+347
+00:25:36,070 --> 00:25:41,770
+من centimeter و G من gram و S من second، فصار له اسم ثاني
+
+348
+00:25:41,770 --> 00:25:49,170
+CGS system، صعبة؟ لا، C من centimeter، G من gram
+
+349
+00:25:49,170 --> 00:25:54,770
+و S من second، second، إذا معناته هي له اسم ثاني الـ CGS
+
+350
+00:25:54,770 --> 00:25:59,230
+system شايفينه؟ الـ CGS System، Centimeter، Gram،
+
+351
+00:25:59,230 --> 00:26:03,010
+Second، في نظام ثاني بتسمعوا فيه بالميل والقدم و
+
+352
+00:26:03,010 --> 00:26:06,130
+الياردة، هذا تابع للنظام بيسموه الـ British
+
+353
+00:26:06,130 --> 00:26:10,370
+Engineering System، هذا مشهور مرات في أمريكا كثير
+
+354
+00:26:10,370 --> 00:26:13,750
+المسافات بين المدن بيكتبوا بالميل، ما بيكتبوا
+
+355
+00:26:13,750 --> 00:26:17,550
+بالكيلومتر، والميل حوالي كيلو وشوية، كيلو ونص وأكثر
+
+356
+00:26:17,550 --> 00:26:22,590
+كمان، لكن هذا نظام شوية العلماء بيقولوا بيضايق، بيضايق
+
+357
+00:26:22,590 --> 00:26:26,050
+ليه بيضايقهم؟ قال لما أجي أحول بيضايقني بالـ
+
+358
+00:26:26,050 --> 00:26:30,380
+calculator، الأنظمة الأولى التحويل فيها أسهل، يعني الـ
+
+359
+00:26:30,380 --> 00:26:34,240
+kilometer فيه ألف متر، معناته أنت لما تتحول لا
+
+360
+00:26:34,240 --> 00:26:38,060
+بتضيف أصفار، لا بتضيف أصفار، لكن التحويل هنا يا بنات
+
+361
+00:26:38,060 --> 00:26:42,760
+بيضايق، فجالوا هذا خليه موجود وشوية شوية بتاكل لكن
+
+362
+00:26:42,760 --> 00:26:46,000
+ضايل موجود، بيسموه الـ British Engineering System
+
+363
+00:26:46,000 --> 00:26:50,580
+إيش بنستخدم في هذا النظام؟ قال بنستخدم القدم لوحدة
+
+364
+00:26:50,580 --> 00:26:56,490
+الطول، القدم، طبعا القدم برضه عشان نحس فيها، القدم
+
+365
+00:26:56,490 --> 00:27:01,890
+تقريبا المسطرة، المسطرة 30 سم تقريبا قدم، يعني
+
+366
+00:27:01,890 --> 00:27:07,430
+المتر كم قدم بتساوي؟ حوالي ثلاثة، صح؟ طبعا فيه إنش فيه
+
+367
+00:27:07,430 --> 00:27:11,270
+ياردة وفيه ميل، تمام؟ القدم 12 إنش، شوفوا قدر القدم
+
+368
+00:27:11,270 --> 00:27:14,190
+12 إنش، مش عشرة ولا مئة، 12، وبالتالي بدي الـ
+
+369
+00:27:14,190 --> 00:27:17,890
+calculator عشان تتحول، فعشان كده صعوبته، طب إيش
+
+370
+00:27:17,890 --> 00:27:22,210
+بنستخدم للكتلة؟ قال بنستخدم الـ slug، واحد بيقول إيش
+
+371
+00:27:22,210 --> 00:27:25,410
+معنى الـ slug؟ بيقول له روح على جوجل واكتب إيش
+
+372
+00:27:25,410 --> 00:27:29,730
+معنى الـ slug؟ بتطلع لك جوجل هي كتلة ال...هي وحدة
+
+373
+00:27:29,730 --> 00:27:32,990
+الكتلة في النظام البريطاني، وإيش هذا التعريف؟ عرفها بالماء
+
+374
+00:27:32,990 --> 00:27:39,190
+إذًا الـ slug ما له مصطلح عربي، مرات بيسموه
+
+375
+00:27:39,190 --> 00:27:42,350
+الرطل الإنجليزي، هيك ببعض الشغلات، مو الرطل هذا
+
+376
+00:27:42,350 --> 00:27:47,190
+برضه...شوفوا، مميزاته أنه ما فيش standard، كلمة رطل
+
+377
+00:27:47,190 --> 00:27:50,950
+بتلاقي في لندن لها معنى وفي غزة كم كيلو؟ غزة؟
+
+378
+00:27:50,950 --> 00:27:55,330
+آه، ويمكن فيش، لأ، في غزة رطل كيلو؟ آه يمكن، لأن
+
+379
+00:27:55,330 --> 00:27:58,450
+الرطل في بريطانيا له مفهوم آخر، يمكن في مصر له
+
+380
+00:27:58,450 --> 00:28:01,570
+مفهوم آخر، فهذا مش الـ standard، كل واحد له رطل
+
+381
+00:28:02,160 --> 00:28:06,280
+تمام؟ كل واحد له رطله؟ تمام، كلمة slug يا بنات
+
+382
+00:28:06,280 --> 00:28:09,840
+هي...بس هي كم نفهمها هي وحدة الكتلة في أي نظام
+
+383
+00:28:09,840 --> 00:28:14,940
+البريطاني، والثانية وحدة زمن، إذا خلصنا من الزبدة كلها
+
+384
+00:28:14,940 --> 00:28:18,820
+دي، بدي شغلات ثلاثة أو شغلة بسيطة، كم الـ system
+
+385
+00:28:18,820 --> 00:28:23,620
+عندنا؟ ثلاثة، الـ MKS الـ system اللي هو القصة الـ I
+
+386
+00:28:23,620 --> 00:28:29,630
+system، بنستخدم متر كيلوغرام second، اتفقنا؟ هذه مهمة
+
+387
+00:28:29,630 --> 00:28:33,570
+ثانية، الـ cgs system أو الـ Gaussian system بنستخدم
+
+388
+00:28:33,570 --> 00:28:37,910
+سنتيمتر gram second، الثالث الأقل شهرة اللي هو الـ
+
+389
+00:28:37,910 --> 00:28:43,310
+British، قدم slug second، صعب؟ والباقي كل اللي حكيته
+
+390
+00:2
+
+445
+00:32:56,290 --> 00:33:00,130
+إلى نفس الـ room المساحة مساحة بغض النظر إيش قانونها
+
+446
+00:33:00,130 --> 00:33:05,970
+مثلث ولا دائرة ولا حتى مساحة جانبية للاسطوانة مين
+
+447
+00:33:05,970 --> 00:33:11,260
+يذكرني فيها؟ محيط القاعدة في الارتفاع، صح؟ المحيط كيب
+
+448
+00:33:11,260 --> 00:33:16,800
+بالمتر، والارتفاع برضه متر، إذا متر مربع ولا
+
+449
+00:33:16,800 --> 00:33:22,520
+لا، إذا وين ما لفت هترجع لـ m تربيع ولا لا، لـ m تربيع
+
+450
+00:33:22,520 --> 00:33:28,260
+حلو، قال لي volume، إيش معناه volume؟ حجم، adequacy
+
+451
+00:33:28,260 --> 00:33:33,580
+اللي توقع الصراع عشان نفس الـ V، تمام، volume حجم
+
+452
+00:33:33,580 --> 00:33:36,300
+حجم متوازي مستطيلات
+
+453
+00:33:39,140 --> 00:33:44,000
+مساحة القاعدة في الارتفاع، مظبوط؟ مساحة القاعدة في
+
+454
+00:33:44,000 --> 00:33:48,480
+الارتفاع، المساحة تربيع والارتفاع تكعيب
+
+455
+00:33:48,480 --> 00:33:52,900
+طيب، يلا نشوف شطارتكم، بنرجع لصف خامس ولا سادس؟ حجم
+
+456
+00:33:52,900 --> 00:33:56,720
+الكرة أربعة
+
+457
+00:33:56,720 --> 00:34:00,680
+على ثلاثة × π × r تكعيب، الأربعة على الثلاثة والـ π
+
+458
+00:34:00,680 --> 00:34:06,080
+والأرقام، r تكعيب، بالمتر في متر في متر، سمعتوا؟ حجم
+
+459
+00:34:06,080 --> 00:34:07,080
+الاسطوانة
+
+460
+00:34:09,370 --> 00:34:14,430
+ما هي مساحة القاعدة والارتفاع؟ π r تربيع مساحة
+
+461
+00:34:14,430 --> 00:34:18,490
+القاعدة، والارتفاع h برضه، مساحة r تربيع
+
+462
+00:34:18,490 --> 00:34:23,530
+والارتفاع، r تكعيب طبعاً، ذاكرين أنتم حجم المخروط
+
+463
+00:34:23,530 --> 00:34:29,910
+ربع، ثلث اسطوانة، تمام، إذا كلها تكعيب، وبالتالي
+
+464
+00:34:29,910 --> 00:34:35,330
+ال وحدات بتيجي تباعاً، متر مكعب، سنتيمتر مكعب، أو قدم
+
+465
+00:34:35,330 --> 00:34:35,970
+مكعب
+
+466
+00:34:38,750 --> 00:34:43,790
+مننتوجه لـ Velocity، Speed و Velocity، نفس الشيء، في
+
+467
+00:34:43,790 --> 00:34:48,730
+بينهم تمييز، بعدين بنجي له، تمام، Speed رمزها V، جالي
+
+468
+00:34:48,730 --> 00:34:54,050
+Speed بنعرفها مسافة على زمان، صح ولا..؟ إذا نقسم على T
+
+469
+00:34:54,050 --> 00:34:58,770
+إذا نكتشف إن هي  الـ dimension  تبعها أو
+
+470
+00:34:58,770 --> 00:35:01,930
+بعدين الوحدات التابعة: سنتيمتر.. متر على
+
+471
+00:35:01,930 --> 00:35:03,950
+ثانية، ولا سنتيمتر على ثانية، ولا قدم على
+
+472
+00:35:03,950 --> 00:35:08,300
+ثانية، بحكي عربي؟ أو بنحكي عربي سهل، يعني لما أقول
+
+473
+00:35:08,300 --> 00:35:11,640
+بحكي عربي يعني سهل، وبنحكي صيني معناته صعب، لما
+
+474
+00:35:11,640 --> 00:35:17,740
+أصير أحكي صيني، بتنطقوا، تمام، تسألوني، احنا الآن
+
+475
+00:35:17,740 --> 00:35:20,600
+أنا قلت لكم طول ما أنتم بتهزوا وبتسألوا أنا ماشي
+
+476
+00:35:20,600 --> 00:35:25,060
+لكن هذا الشطر بهمش، أنا مدركة إنه أغلبُه سهل عشان
+
+477
+00:35:25,060 --> 00:35:30,460
+كذا، بذلك تكون هزتكم هزة طبيعية صحيحة، لكن لما
+
+478
+00:35:30,460 --> 00:35:34,280
+تكون صعبة وهزيتوا، بقول بتعطينا بيه مشكلة، تمام
+
+479
+00:35:36,820 --> 00:35:39,860
+acceleration، التسارع، شايفين الإنكليزي كيف بصير
+
+480
+00:35:39,860 --> 00:35:42,540
+من شوية شوية بيجي معانا، هاي خلاص، بنبدأ نتعود عليه
+
+481
+00:35:42,540 --> 00:35:45,760
+speed، وتوجه لزميلاتكم، velocity، velocity و speed
+
+482
+00:35:45,760 --> 00:35:49,080
+سرعة، acceleration، تسارع، أصلاً الحرف جاي منه
+
+483
+00:35:49,080 --> 00:35:52,420
+acceleration، إيه؟ acceleration، إيه؟ قلت له سرعة
+
+484
+00:35:52,420 --> 00:35:57,560
+عظمى، مظبوط؟ والسرعة العظمى كمان زمان، العظمى
+
+485
+00:35:57,560 --> 00:36:03,420
+تربيعية، يا روعة دي مصعب الشغل، سهل، sorry، هذه الوحدات
+
+486
+00:36:03,420 --> 00:36:07,120
+متر/ثانية تربيع، سنتيمتر/ثانية تربيع، قدم/ثانية
+
+487
+00:36:07,120 --> 00:36:12,140
+تربيع، الأمور سهلة، جالي، طيب في force، قوة، بقول
+
+488
+00:36:12,140 --> 00:36:16,160
+هي من وين جاب القوة؟ قلت له نيوتن، F بتساوي N، صح
+
+489
+00:36:16,160 --> 00:36:23,680
+أما قال وإيه؟ قال علي فيه تربيعية. هذا هي. فهذا هي
+
+490
+00:36:23,680 --> 00:36:27,740
+تبعها. طبعاً لو بدي أجي أقول وحدة وبدنا نعملها
+
+491
+00:36:27,740 --> 00:36:32,180
+نيوتن، كان ضلت كيلوجرام.متر/ثانية تربيع. صح؟
+
+492
+00:36:32,180 --> 00:36:34,880
+كيلوجرام.متر/ثانية تربيع، قالوا نيوتن كل
+
+493
+00:36:34,880 --> 00:36:38,600
+الهالشغل وبدنا نكرمه، قالوا لأ، بين كاربو، بعد ما
+
+494
+00:36:38,600 --> 00:36:40,920
+تضلك تقول كيلوجرام.متر/ثانية تربيع، قولوا
+
+495
+00:36:40,920 --> 00:36:45,100
+نيوتن، إذا صارت الوحدة نيوتن، لكن بدي أقول مرات بيه
+
+496
+00:36:45,100 --> 00:36:48,960
+سؤال، نيوتن ولا كيلوجرام.متر/ثانية تربيع؟
+
+497
+00:36:48,960 --> 00:36:52,180
+بيقولوا زي بعض، مظلومة لأ، بتساوي ولا بتساويش؟
+
+498
+00:36:52,180 --> 00:36:57,980
+بتساوي، إذا نيوتن، وفي النظام الغاوسي، دعيني، وفي
+
+499
+00:36:57,980 --> 00:37:01,160
+النظام البريطاني pound، سمعتوا فيه؟ pound، الـ
+
+500
+00:37:01,160 --> 00:37:05,180
+اختصاراً، تمام؟ جالي، آخر كمية بندرس عليها اليوم
+
+501
+00:37:05,180 --> 00:37:11,040
+طاقة، مين يذكرني بأشهر طاقة، طاقة الحركة؟ ½ mv
+
+502
+00:37:11,040 --> 00:37:18,700
+تربيع، m و v، m و الـ v، متل l على t، بصيرها، عشان v
+
+503
+00:37:18,700 --> 00:37:22,840
+تربيع، فإحدى تقول: طب أنا مش حافظ هذا القانون
+
+504
+00:37:22,840 --> 00:37:29,780
+أنا بحبه أنا، و mgh، أنتم مظبوطين، مش طاقة ثانية، ما يقولوا
+
+505
+00:37:29,780 --> 00:37:37,020
+يا سيدي هي mgh، هدي m، وهدي l على t تربيع، وهدي l
+
+506
+00:37:38,510 --> 00:37:43,870
+وإن كنت تريد أن تجد نفس الشيء، هادي m التربيعية على
+
+507
+00:37:43,870 --> 00:37:48,670
+t التربيعية، فأي قانون بدك إياه بيطلع عندك نفس الـ
+
+508
+00:37:48,670 --> 00:37:52,190
+dimension، لأنه مستحيل تكون الـ energy اللي هتبين
+
+509
+00:37:52,190 --> 00:37:57,610
+لازم تبوّض أيّ كان نوع الـ energy، مظبوط، ولا حركة
+
+510
+00:37:57,610 --> 00:38:02,520
+ولا وضع، ولا شغل، ولا اللي بدك إياه، تمام، الوحدات اللي
+
+511
+00:38:02,520 --> 00:38:05,920
+عندي جول، اللي هو بيساوي كيلوجرام.متر تربيع/ثانية
+
+512
+00:38:05,920 --> 00:38:11,820
+تربيع، نفسها، أو erg، أو pound في قدم، يعني في
+
+513
+00:38:11,820 --> 00:38:14,580
+النظام البريطاني، ما لهاش وحدة خاصة بها، تمام يا
+
+514
+00:38:14,580 --> 00:38:19,680
+بنات؟ في شيء صعب؟ حلو، بيقول لي طب أنتم ليش بتعملوا هذا؟
+
+515
+00:38:19,680 --> 00:38:26,650
+بقول لك، دير بالك علمونا زمان إن كيلو القطن نفس كيلو
+
+516
+00:38:26,650 --> 00:38:32,190
+الحديد، طيب بنفع أساوي كيلو القطن بكيلو الذهب؟
+
+517
+00:38:32,190 --> 00:38:36,610
+أساويهم؟ طب مساواة في إيش؟ في الثمن؟ في الثمن بنفع؟
+
+518
+00:38:36,610 --> 00:38:41,250
+في الوزن بنفع، في الثمن؟ لكن في الثمن؟ لأ، بيقول لك
+
+519
+00:38:41,250 --> 00:38:45,750
+يا ربّ، كلمة يساوي تعني أن الطرف الأيسر لازم
+
+520
+00:38:45,750 --> 00:38:50,310
+يساوي الطرف الأيمن في كل شيء، والشغل التانية بنفع
+
+521
+00:38:50,310 --> 00:38:54,310
+نجمع ثلاثة كيلو بندورة زائد اثنين كيلو خيار ونقول
+
+522
+00:38:54,310 --> 00:38:59,900
+معي خمسة كيلو إيش؟ ما بنفعش، إذا برضه لما تجمع وتطرح
+
+523
+00:38:59,900 --> 00:39:03,740
+ما بنفعش إلا تجمع من نفس الجنس، ولا لأ؟ نفس الجنس عندنا
+
+524
+00:39:03,740 --> 00:39:06,780
+نفس الـ dimension، اللي هم نفس الـ type، وبالتالي ما تطلعش
+
+525
+00:39:06,780 --> 00:39:11,140
+بقول ليه؟ بقول quantities can be added، ممكن تجمع
+
+526
+00:39:11,140 --> 00:39:15,720
+can be added، add يعني أجمع، or subtracted، أو تطرح
+
+527
+00:39:15,720 --> 00:39:21,120
+only، only بتعرفوا معناها؟ only، فقط، if they have the
+
+528
+00:39:21,120 --> 00:39:25,300
+same dimensions، تمام، لازم يكون لهم نفس الـ
+
+529
+00:39:25,300 --> 00:39:28,860
+زائد أو ناقص، لازم اللي هنا واللي هنا يكون له نفس الـ
+
+530
+00:39:28,860 --> 00:39:33,660
+dimension، الشيء الثاني بيقول الـ terms، الـ terms
+
+531
+00:39:33,660 --> 00:39:39,280
+يعني الحدود، الحدود، on both sides، في كلا جانبي إشارة
+
+532
+00:39:39,280 --> 00:39:43,600
+يساوي، أو إشارة يساوي، must have the same dimensions
+
+533
+00:39:43,600 --> 00:39:46,940
+لازم يكون لهم نفس الـ dimensions، نجي للمعادلة
+
+534
+00:39:46,940 --> 00:39:52,500
+الحلوة دي، هذه معادلة أم لا؟ هذه إيش؟ إيش الإشارة؟
+
+535
+00:39:52,500 --> 00:39:56,780
+زائد، زائد كذا، طلعوا يا بنات، هل جيت هذه إيش الـ
+
+536
+00:39:56,780 --> 00:40:02,260
+dimension تبعها؟ الـ l، صح؟ إذا لازم يكون هذه الـ l و
+
+537
+00:40:02,260 --> 00:40:06,960
+هذه الـ l، عشان ما تكون هيك مش متناسبة في نفس الـ
+
+538
+00:40:06,960 --> 00:40:13,420
+dimension، لازم يكون الـ l وهذه الـ l، طب هذه خليط، بقول
+
+539
+00:40:13,420 --> 00:40:17,860
+واحدة واحدة، بقول له هذه إيش الشيء؟ بقول له هذه t، طب و
+
+540
+00:40:17,860 --> 00:40:24,770
+هذه، والله طلعت l، نجي لهذه، فاكتشفوا من الأرقام a
+
+541
+00:40:24,770 --> 00:40:29,670
+l على t تربيع، وهذه t تربيع، مظبوطة ولا مظبوطة؟ إذا
+
+542
+00:40:29,670 --> 00:40:34,270
+هي l زائد l، وهناك l، ما فيش إشكالية، إذا ممنوع
+
+543
+00:40:34,270 --> 00:40:38,890
+نجمع إلا إذا كانت dimensions واحدة، هذه جمعنا هذه l
+
+544
+00:40:38,890 --> 00:40:42,770
+وهذه l، ككل، هذه إيش الـ dimension تبعها؟ l، وهذه الـ
+
+545
+00:40:42,770 --> 00:40:48,560
+dimension تبعها l، ككل طبعاً، أما تضرب ما يهمش، تضرب، ما تفرقش
+
+546
+00:40:48,560 --> 00:40:53,440
+لكن الجمع والطرح والمساواة لازم يكون الـ
+
+547
+00:40:53,440 --> 00:41:00,560
+dimension واحد، اتفهمنا يا بنات؟ هذه شغلة مهمة، حكيت
+
+548
+00:41:00,560 --> 00:41:06,580
+كثير، أنا، أنا جيت نعمل stop، نحلّ مثال، نحكي
+
+549
+00:41:06,580 --> 00:41:11,060
+هتحلّيه ثاني شوية، بس هشوف السؤال شو بيقول، شو ذات
+
+550
+00:41:11,060 --> 00:41:17,860
+بينفي عندي equation، v سرعة بتساوي a تسارع في t زمان
+
+551
+00:41:17,860 --> 00:41:22,160
+قال لي يا ترى هادي صح فيزيائياً ولا لا؟ إيش بتقصدوا
+
+552
+00:41:22,160 --> 00:41:25,940
+في صح؟ بقول له فيه يساوي ولا ما فيش يساوي؟ إذا لازم
+
+553
+00:41:25,940 --> 00:41:29,620
+الطرف الأيسر والطرف الأيمن يكون لهم نفس الـ
+
+554
+00:41:29,620 --> 00:41:33,060
+dimensions، صح ولا؟ احكي عشان رفعتي إصبعك أول
+
+555
+00:41:33,060 --> 00:41:38,020
+واحدة، هل جيت.. بيكيب دي حلو، بقول هيك.. هذي إيش
+
+556
+00:41:38,020 --> 00:41:42,880
+هي الـ dimension تبعها؟ تمام يا زلمة، أنا فكرت لوحدي زي
+
+557
+00:41:42,880 --> 00:41:49,200
+الأوليات، بدي أكتبها هنا، v بتساوي a في t، إيش هذي
+
+558
+00:41:49,200 --> 00:41:59,020
+الـ dimension تبعها؟ على t هذي، وهذي، والله
+
+559
+00:41:59,020 --> 00:42:09,660
+صح صح، تمام؟ حلو، أي سلسلة بنعتمدها؟ سلسلة
+
+560
+00:42:09,660 --> 00:42:14,140
+ما؟ طب وإيش سلسلة زمان؟ بدك ترجعيها للوحدات
+
+561
+00:42:14,140 --> 00:42:18,760
+الرئيسية؟ بدك تثبت إنها صح ولا لأ؟ لازم الـ by
+
+562
+00:42:18,760 --> 00:42:20,460
+ماشي هنا على الشجة هذه سواء الـ by ماشي هنا على
+
+563
+00:42:20,460 --> 00:42:23,540
+الشجة هذه، تمام؟ إيش اللي على الشجة الأولى؟ الـ l على
+
+564
+00:42:23,540 --> 00:42:29,660
+t، وبدك تحطي الـ l على t؟ ما أعرف، اللي حطّيته هيك، عطاني مش
+
+565
+00:42:29,660 --> 00:42:31,960
+هذه سلسلة
+
+566
+00:42:35,430 --> 00:42:39,990
+هيها l على t تربيع، ما هيك اللي عملته؟ ما هي l على
+
+567
+00:42:39,990 --> 00:42:43,090
+.. هي إيش؟ مش l على t تربيع، هي اللي عملته اللي
+
+568
+00:42:43,090 --> 00:42:45,990
+بتحكيه أنتَ، أنا اللي بعمله l على t تربيع، وهنا فيه
+
+569
+00:42:45,990 --> 00:42:50,530
+t، طلعت l على t، اللي بتحكيه أنا اللي عامله، تمام، هذه
+
+570
+00:42:50,530 --> 00:42:53,930
+بدي أحله كمان مرة على الـ power point، بقول الـ sense
+
+571
+00:42:54,770 --> 00:42:59,510
+الـ dimension تبع الـ v، l على t، صح؟ و الـ dimension
+
+572
+00:42:59,510 --> 00:43:04,390
+تبع الـ a، l على t تربيع، و الـ dimension تبع الـ t
+
+573
+00:43:04,390 --> 00:43:08,470
+معروف، قال لي يلا نشوف، قال لي إيش في عندك؟ قلت له v
+
+574
+00:43:08,470 --> 00:43:13,490
+إيش الـ dimension تبعها؟ l على t، a الـ l على t تربيع
+
+575
+00:43:13,490 --> 00:43:17,430
+و الـ t، هادي ضاعت مع حاجة، زي ما بتقولي، إذا اليمين
+
+576
+00:43:17,430 --> 00:43:23,330
+بيساوي اليسار، إذا المعادلة صحيحة، اتفهمنا يا بنات؟ زي ما
+
+577
+00:43:23,330 --> 00:43:29,030
+عملتها دي، لجيتها صح ولا مش صح؟ لجيتها صح، طيب، جالي
+
+578
+00:43:29,030 --> 00:43:34,540
+نشوف السؤال، جالي، بدي أَدّيك هذه المعادلة، إيه؟ قال لي الـ
+
+579
+00:43:34,540 --> 00:43:37,880
+acceleration، طيب، عارف الـ dimension تبعها ولا لأ؟ l
+
+580
+00:43:37,880 --> 00:43:42,300
+على t تربيع، بتساوي k، إيش هذا الـ k؟ قال لي هذه ثابت
+
+581
+00:43:42,300 --> 00:43:45,940
+dimensionless، يعني إلها dimension، dimensionless
+
+582
+00:43:45,940 --> 00:43:49,680
+بدون dimension، يعني فلتوا، اتركوا زي خمسة ونصف
+
+583
+00:43:49,680 --> 00:43:53,780
+وثلث، ما عنا دعوة، طيب، with k is a dimensionless
+
+584
+00:43:53,780 --> 00:43:58,960
+constant، r أس n، r هو الـ radius، نصف القطر، بيجيك من
+
+585
+00:43:58,960 --> 00:44:04,580
+جهة الـ l، يعني إيه؟ يعني الـ dimension تبعه l، v أس
+
+586
+00:44:04,580 --> 00:44:09,500
+m، و v السرعة، l على t، طب إيش بدك؟ بقول لي determine
+
+587
+00:44:09,500 --> 00:44:15,180
+the value of n and m، قال لي هذه n أحط محلها 2 ولا
+
+588
+00:44:15,180 --> 00:44:20,660
+5 ولا 0 ولا 1، و m نفس العملية، إيش بدي أحط محلها
+
+589
+00:44:20,660 --> 00:44:27,440
+عشان تكون المعادلة صحيحة فيزيائياً، هتشوفوا واحدة
+
+590
+00:44:27,440 --> 00:44:31,940
+واحدة، وانصح صح، أكيد افطرتم أنتم مع حضرتكم متأخرة
+
+591
+00:44:31,940 --> 00:44:36,760
+واشربتم، و إنصح صح، تمام، هتشوفوا
+
+592
+00:44:36,760 --> 00:44:43,720
+بيقول لي إيه؟ بتساوي، فلتوا من k، r أس n، v أس m، مش هيك
+
+593
+00:44:43,720 --> 00:44:48,820
+كذا، الـ k، جالي، dimensions جبتها من حساباتي، تمام، إيش
+
+594
+00:44:48,820 --> 00:44:54,600
+الشيء اللي عمله الـ dimensions تبعها، الـ r أس n
+
+595
+00:44:54,600 --> 00:44:55,400
+الـ v
+
+596
+00:44:59,220 --> 00:45:05,000
+صحّحت لكم ولا لأ؟ طيب، أخذنا في صف سابع ولا سادس، هادي
+
+597
+00:45:05,000 --> 00:45:09,620
+بيصير l أس n زائد m، مظبوط ولا لأ؟ هادي بيصير l أس n زائد
+
+598
+00:45:09,620 --> 00:45:15,360
+m على t أس m، هيك تمام؟ اللي عملته لحد هون، كم
+
+599
+00:45:15,360 --> 00:45:21,800
+استوعبناه؟ حلو، جالي الآن في الحلوة هادي، اللي هي
+
+600
+00:45:21,800 --> 00:45:26,360
+اللي يساوي، أو هادي بعيني إنه لازم الـ dimension
+
+601
+00:45:26,360 --> 00:45:30,000
+هنا يساوي الـ dimension هنا، حلو، معناته إيش بقول
+
+602
+00:45:30,000 --> 00:45:36,100
+لازم m تساوي اثنين، لازم m تساوي اثنين، إذا m لازم
+
+603
+00:45:36,100 --> 00:45:42,480
+تساوي اثنين، طب و n زائد m لازم تساوي واحد، صح؟ يقول خلص
+
+604
+00:45:42,480 --> 00:45:48,120
+السؤال، معناته من هنا بقدر أقول n بتساوي سالب واحد،
+
+605
+00:45:48,120 --> 00:45:59,970
+صحيح، الآن نعود فوق، صارت a بتساوي k r أس سالب واحد،
+
+606
+00:45:59,970 --> 00:46:08,350
+يعني واحد على r، وهذه v خليني
+
+607
+0
+
+667
+00:50:59,440 --> 00:51:04,600
+بحكيه ف .. لكن هناك بيكون واضح الأمور تمام؟ بتطلع
+
+668
+00:51:04,600 --> 00:51:09,120
+خيارات يا بنات؟ هذه هيكمة بالـ mood اللي بتجيكم أيش
+
+669
+00:51:09,120 --> 00:51:13,740
+من هدول؟ لأ، الـ A على الـ L على الـ T اه، الـ L على الـ T على طول
+
+670
+00:51:13,740 --> 00:51:18,080
+بروح بقوله الـ L على الـ T بكون عارف لما بكرا خربطوا فيها
+
+671
+00:51:18,080 --> 00:51:22,300
+هاي المحلولة قدامكم، طيب بقول كمان الـ quiz اذا علق
+
+672
+00:51:22,300 --> 00:51:26,020
+اعتقد مظبوط، بقول كمان الـ quiz referring to the
+
+673
+00:51:26,020 --> 00:51:29,680
+previous question، جالي نفس السؤال، ارجع له، هيش بدأت؟
+
+674
+00:51:29,680 --> 00:51:34,080
+جالي بدأت الـ dimension تبع الـ B طبعا
+
+675
+00:51:34,080 --> 00:51:38,160
+اطلع، هذه مرات اللي مش دارس بيقول لك والله يمكن هالي
+
+676
+00:51:38,160 --> 00:51:44,620
+هي، بروح باخدها فبنحطها احنا عشان ملاذ للي بده ملاذ
+
+677
+00:51:45,520 --> 00:51:49,140
+يختاروا، يمشي تمام يا بنات، طبعا احنا ممكن كيف نجيب هـ
+
+678
+00:51:49,140 --> 00:51:52,820
+السؤال في الموديل، بس للمعرفة هذا السؤال ممكن اجيبه
+
+679
+00:51:52,820 --> 00:51:57,880
+بالصيغة التالية، نفس السؤال بقوله وحدة إيه؟ ما بديش الـ
+
+680
+00:51:57,880 --> 00:52:01,540
+dimension، وحدة إيه؟ هو جاين ليه هنا X بإيش بقي ع
+
+681
+00:52:01,540 --> 00:52:05,280
+جيبها؟ بالـ meter، أصلا المفروض يكون متر/ثانية
+
+682
+00:52:05,280 --> 00:52:10,040
+ولا لأ؟ متر/ثانية، ها بقول لكم إيه ثابت؟ في كتير
+
+683
+00:52:10,040 --> 00:52:14,100
+طلبة بيجوني مبرمجين مش عارفين كيف برمجوا حالهم، إن
+
+684
+00:52:14,100 --> 00:52:20,590
+كل ثابت ما له وحدات، كل ثابت ما له وحدات، اه عشان
+
+685
+00:52:20,590 --> 00:52:26,030
+كده بكتب له has no units، بقول لك إيه الشهادة حلوة، لأ
+
+686
+00:52:26,030 --> 00:52:29,030
+الثوابت ممكن يكون لها وحدات، وانتوا عارفين ثوابت
+
+687
+00:52:29,030 --> 00:52:35,310
+كله الوحدات ولا لأ، صراعات الضوء والجاذبية الأرضية
+
+688
+00:52:35,310 --> 00:52:39,470
+إذن  نفهم إن برمجين والله علمونا الثابت ما له وحدات
+
+689
+00:52:39,470 --> 00:52:45,120
+مين يقول لأ؟ يكون تبلع المدرسين اللي علموه، تمام؟ إذن
+
+690
+00:52:45,120 --> 00:52:52,180
+هذه .. هذه هي، تمام أو
+
+691
+00:52:52,180 --> 00:52:56,940
+بيه، اه طبعا
+
+692
+00:52:56,940 --> 00:53:02,260
+بس عشان تكون الـ total أقل لازم تكون بالظبط، يعطيكم
+
+693
+00:53:02,260 --> 00:53:03,360
+العافية، تمام يا سامي
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_postprocess.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_postprocess.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b2aa107d6a300fa91b3d59ebadcae52ef77c5be3
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_postprocess.srt
@@ -0,0 +1,2772 @@
+1
+00:00:05,180 --> 00:00:08,780
+تمام نسمي باسم الله و اليوم هنبدأ طبعا ان انا
+
+2
+00:00:08,780 --> 00:00:12,900
+قلتلكم المحاضرة الماضية ان هذا chapter تسخين
+
+3
+00:00:12,900 --> 00:00:18,880
+chapter بسيط مقدمة بسيطة معلومات في منها ثقافية و
+
+4
+00:00:18,880 --> 00:00:22,400
+في منها بسيط جدا الشغل اللي بدناياها من هذا ال
+
+5
+00:00:22,400 --> 00:00:25,320
+chapter هقولكم عليه ال chapter عنوانه في الكتاب
+
+6
+00:00:25,830 --> 00:00:28,570
+physics and measurements فزيكس بتعرفش معناتها
+
+7
+00:00:28,570 --> 00:00:32,630
+ميجارمنس القياسات و احنا حاكين ايش بدنا ندرس في
+
+8
+00:00:32,630 --> 00:00:35,810
+هذا ال chapter انا اول شريحة في كل الشباتر كاتبش
+
+9
+00:00:35,810 --> 00:00:39,270
+المواضيع اللي هندرسها في كل chapter على حده فانا
+
+10
+00:00:39,270 --> 00:00:42,650
+كاتب in this chapter we are going to discuss the
+
+11
+00:00:42,650 --> 00:00:45,670
+following topics المواضيع التالية topic يعني
+
+12
+00:00:45,670 --> 00:00:50,170
+مواضيع موضوع تمام ايش في هذا ال chapter بدنا نشرح
+
+13
+00:00:50,170 --> 00:00:56,960
+هنشرحStandards of Length, Mass and Timeالطول
+
+14
+00:00:56,960 --> 00:01:02,860
+والكتلة والزمن كيف بنجيزها بقياسات معيارية ايش
+
+15
+00:01:02,860 --> 00:01:07,340
+يعني معيارية كل الناس بتعرفها تمام الموضوع التاني
+
+16
+00:01:07,340 --> 00:01:11,740
+dimensional analysis اللي هو التحليل تبع أبعاد
+
+17
+00:01:11,740 --> 00:01:16,140
+الكميات الفيزيائية هانيجيته تفصيليا بعدين
+
+18
+00:01:16,140 --> 00:01:19,840
+conversion of units كيف نحول الوحدات من متر
+
+19
+00:01:19,840 --> 00:01:23,740
+لكيلومتر من كيلومتر لمتر وفي ميل وفي مش عارف ايش
+
+20
+00:01:23,740 --> 00:01:27,240
+كيف من .. كنت بتعرف اتحوله صح ولا لأ؟من طبع أمركم
+
+21
+00:01:27,240 --> 00:01:32,120
+بس يعني بنا نحكي عنها بعدين ال significant figures
+
+22
+00:01:32,120 --> 00:01:37,100
+الكيميات الفيزيائية لما نكتبها تكتب بصيغة ما
+
+23
+00:01:37,100 --> 00:01:41,780
+بنسميها في figures معينة او digits أرقام لها
+
+24
+00:01:41,780 --> 00:01:46,300
+نضعمها لما نيجي بنحكي عنها وزي ما انا حكيت ان
+
+25
+00:01:46,300 --> 00:01:49,260
+الكتاب في حوالي في هذا ال chapter اللي هو بسيط
+
+26
+00:01:49,260 --> 00:01:52,640
+شبيتر انا بسميه لانه صغير جدا في حوالي سبعين سؤال
+
+27
+00:01:53,740 --> 00:01:58,120
+فيه منهم اللي مهم و اللي مش مهم. فانا مختلفكم بس
+
+28
+00:01:58,120 --> 00:02:03,260
+هدول. بس هدول المطلوب منكم تحلوه.هذا هو زي ما
+
+29
+00:02:03,260 --> 00:02:06,520
+اتفقنا هذه الحد الأدنى هدول المهمين و المفروض
+
+30
+00:02:06,520 --> 00:02:10,020
+الطالب مايتنزلش عن انه يحل هدول هدول البساطين عشان
+
+31
+00:02:10,020 --> 00:02:16,620
+نفهم المواضيع اللي هنشرحها تمام؟ هذا هو مواضيع ال
+
+32
+00:02:16,620 --> 00:02:21,000
+chapter تبع الأول و هناخده بمحاضرتين اليوم و بنكمل
+
+33
+00:02:21,000 --> 00:02:23,660
+اليوم الأربع ان شاء الله عشان كده الخميس مافيش
+
+34
+00:02:23,660 --> 00:02:28,720
+quiz بكون خلصنا chapter مذة بقيمة يعني عشان نعمل
+
+35
+00:02:28,720 --> 00:02:31,700
+فيه quiz تمام
+
+36
+00:02:33,010 --> 00:02:35,710
+المقدمة عشان بس نعرف احنا و اين رايحين و اين جايين
+
+37
+00:02:35,710 --> 00:02:39,350
+مقول احنا فيه زي الف تتحدث عن علم الـMechanica
+
+38
+00:02:40,040 --> 00:02:43,740
+اتفقنا من المرة هذهك علم الميكانيكا ينقسم إلى
+
+39
+00:02:43,740 --> 00:02:47,640
+فرعين رئيسيين الفرعين الرئيسيين هدوة و الـ
+
+40
+00:02:47,640 --> 00:02:53,140
+Mechanics و الميكانيكا في Kinematics و في Dynamics
+
+41
+00:02:53,140 --> 00:02:58,040
+Kinematics هو علم الحركة فقافة يعني مش .. مشيش في
+
+42
+00:02:58,040 --> 00:03:03,680
+الامتحان فقافة Kinematics علم الحركة Dynamics علم
+
+43
+00:03:03,680 --> 00:03:09,270
+الحركة بس بهمني أكتر مسببات الحركةتمام؟ وبالتالي
+
+44
+00:03:09,270 --> 00:03:12,990
+إيش بنقول؟ إيش تعريف الـkinematics؟ بقول لي the
+
+45
+00:03:12,990 --> 00:03:18,110
+study of the motion دراسة الحركة and only the
+
+46
+00:03:18,110 --> 00:03:23,050
+motion وفقط الحركة بغض النظر مين سبب الحركة عشان
+
+47
+00:03:23,050 --> 00:03:27,730
+كده بتفرجش معاك اللي بتتحرك طيارة ولا بسكليتبغض
+
+48
+00:03:27,730 --> 00:03:31,950
+النظر عن الكتلة إذا الـ study of the motion and
+
+49
+00:03:31,950 --> 00:03:37,590
+only the motion of the objects اللي هي الأشياء
+
+50
+00:03:37,590 --> 00:03:42,390
+خلينا نسميها تمام؟ Ignoring، بدك تتجاهل ال agents
+
+51
+00:03:42,390 --> 00:03:46,790
+that cause this motion بدك تتجاهل العوامل اللي
+
+52
+00:03:46,790 --> 00:03:52,890
+سببت الحركة تمام؟It is independent لا تعتمد on the
+
+53
+00:03:52,890 --> 00:03:55,710
+mass of the objects لا تعتمد على الكتلة عشان كده
+
+54
+00:03:55,710 --> 00:04:00,310
+قولت التيارة بتتحرك والسرسور بتتحرك كله بالنسبالي
+
+55
+00:04:00,310 --> 00:04:04,570
+واحد منهم حركة اذا هذا بنسميه kinematics وحناخده
+
+56
+00:04:04,570 --> 00:04:11,100
+في chapter 2 و chapter 4 كله علم kinematicsلكن لما
+
+57
+00:04:11,100 --> 00:04:14,280
+نخش عشرة أبطال خمسة، بنروح على الـDynamic، ايش
+
+58
+00:04:14,280 --> 00:04:17,060
+الـDynamic؟ بيقول لي بيكتب رسمي مين اللي يخلى
+
+59
+00:04:17,060 --> 00:04:22,200
+الجسم يتحرك، بنطق صاحب قانون يبقى الجسم على حالته
+
+60
+00:04:22,200 --> 00:04:27,570
+من السكون أو الحركة المنتظمة ما لم تؤثر عليهقوة
+
+61
+00:04:27,570 --> 00:04:31,910
+إذا المسبب الحركة هو القوة وبالتالي هذه علم
+
+62
+00:04:31,910 --> 00:04:35,950
+الـmechanic الـdynamica الـdynamic is the study of
+
+63
+00:04:35,950 --> 00:04:40,810
+the cause of the motion بدك تدرس لمسببات الحركة
+
+64
+00:04:40,810 --> 00:04:46,250
+وحاطط من جثين لحسب نيوتن forces تمام it is largely
+
+65
+00:04:46,250 --> 00:04:50,750
+depends اعتمد اعتماد كبير on the mass of the
+
+66
+00:04:50,750 --> 00:04:54,630
+objectsلما نتذكر قانون الـ Mutant التاني F ايش
+
+67
+00:04:54,630 --> 00:05:00,390
+بتسوي؟ M A اذا M دخلت في الموضوع لكن القوانين
+
+68
+00:05:00,390 --> 00:05:05,030
+بتاعة الحركة زي قانون V او خلّيني نجيب القانون
+
+69
+00:05:05,030 --> 00:05:09,550
+حالي زي ما ابتعدت ده X بتسوي V initial T زي عض نص
+
+70
+00:05:09,550 --> 00:05:14,300
+A T تربية شايفين فيه كتلة؟مالهاش دعوة اذا انت وين
+
+71
+00:05:14,300 --> 00:05:19,360
+انت هنا في ال kinematics هذا قوانين بتدرس علم
+
+72
+00:05:19,360 --> 00:05:23,560
+الحركة حركة راحوا ايجاوا ويلوا تصارعوا واخد كذا
+
+73
+00:05:23,560 --> 00:05:27,480
+ساعة و لا كذا دقيقة مظبوط ولا لأ تمام هذه مقدمة
+
+74
+00:05:27,480 --> 00:05:33,640
+هيك ثقافة مالهاش دعوة في اي شي مدهش دراسة تمام انا
+
+75
+00:05:33,640 --> 00:05:38,660
+جاي تنفوت على ال lengthوالـ Mass و الـ Time و الـ
+
+76
+00:05:38,660 --> 00:05:43,000
+Standard تبعهم زمان زمان بتسمعوا من اخترياتنا
+
+77
+00:05:43,000 --> 00:05:46,440
+كانوا يقولوا كيف بتجيس أكم فتر و أكم شبر و أكم
+
+78
+00:05:46,440 --> 00:05:49,720
+دراع صح ولا لأ؟ و زمان الله يعينهم كانوا لما
+
+79
+00:05:49,720 --> 00:05:52,440
+يقولوا والله لدراع طب ما في واحد طويل و واحد قصير
+
+80
+00:05:52,440 --> 00:05:56,100
+مش كل الدراعات واحدة ولا كانوا مرات يجيسوا بالخطوة
+
+81
+00:05:56,100 --> 00:06:00,120
+مظبوط ولا لأ؟ طب هو كل خطوة تنزي بعد؟ إذا معناته
+
+82
+00:06:00,120 --> 00:06:05,540
+كانت الإجاسات مش دقيقة ليش؟ لأنه مافيش معيار ثابت
+
+83
+00:06:06,050 --> 00:06:09,250
+للقياس فين أخرج قالوا العلماء لأ باننا نحن
+
+84
+00:06:09,250 --> 00:06:13,850
+هالمشكلة بإن اللي جينا شغلات معيارية بحيث أنا لما
+
+85
+00:06:13,850 --> 00:06:19,490
+أقول خمسة متر في غزة اللي جيسها في توكيو بتطلع
+
+86
+00:06:19,490 --> 00:06:24,910
+خمسة متر مش ستة صح ولا لأ؟ إذن بدنا نتفق تمة إذن
+
+87
+00:06:24,910 --> 00:06:30,940
+إيش بقولي؟بصورة عامة any physical quantity أي كمية
+
+88
+00:06:30,940 --> 00:06:36,180
+فيزيائية must have وعارفين كلمة must لازم يكون لها
+
+89
+00:06:36,180 --> 00:06:40,940
+besides its numerical value بجانب قيمتها الرقمية
+
+90
+00:06:40,940 --> 00:06:45,300
+numerical يعقمية يعني مية numerical صح لازم يكون
+
+91
+00:06:45,300 --> 00:06:51,020
+لها بجانبها ما تقوليش x بساوة مية ميت إيشمية إيش؟
+
+92
+00:06:51,020 --> 00:06:57,180
+إذا لازم تلحقها بيه a standard unit unit معروفة
+
+93
+00:06:57,180 --> 00:07:00,200
+معيارية هي معناه standard وكلمة standard ما هي
+
+94
+00:07:00,200 --> 00:07:04,120
+عربية إن كنتوا مابنستخدمها صح ولا لأ standard إيش
+
+95
+00:07:04,120 --> 00:07:09,430
+بتقصد فيه standard بيقول you mean بمعنى a unitWell
+
+96
+00:07:09,430 --> 00:07:14,550
+-defined معروفة مع تعريف جيد among everyone عند كل
+
+97
+00:07:14,550 --> 00:07:17,470
+الناس اللي في توكيو اللي في غزة و اللي في واشنطن و
+
+98
+00:07:17,470 --> 00:07:21,410
+اللي في لندن كلهم لما يقولوا متر كنا بنعرف صح ولا
+
+99
+00:07:21,410 --> 00:07:26,730
+لأ يعني هلجأت لما نقول تمانية متر عندكم إحساس
+
+100
+00:07:26,730 --> 00:07:29,790
+فيهم؟ إيش المسافة؟ جدتش المسافة من الحيطة هذه
+
+101
+00:07:29,790 --> 00:07:35,480
+للحيطة هذه؟ بلاش؟ وإيه السكان الشيجاية عندي؟حلو من
+
+102
+00:07:35,480 --> 00:07:41,120
+الجامعة لمفترة جيش شجعية جداش المسافة؟ بالكيلو
+
+103
+00:07:41,120 --> 00:07:51,440
+جداش بتسافر من ال .. من الجامعة لمفترة جيش شجعية؟
+
+104
+00:07:51,440 --> 00:07:59,950
+سبعين كيلو؟ سبعين متر؟لا بينفعش ماشي منكم مهندسين
+
+105
+00:07:59,950 --> 00:08:04,010
+مدي صغير حلو بكرا أقولهم الله بدي غرفة اربع باربع
+
+106
+00:08:04,010 --> 00:08:10,190
+تعملي غرفة من هنا لحيفة بنهان
+
+107
+00:08:10,190 --> 00:08:16,170
+لها الشجاعة حوالي تلاتة كيلو ال متر .. اه تلاتة ..
+
+108
+00:08:16,170 --> 00:08:19,610
+الكيلومتر كم متر؟ ألف، اذا تلت تلاف انت قولتي
+
+109
+00:08:19,610 --> 00:08:25,330
+قداش؟ سبعين جذمتيها و هو أساسا مفترد الشجاعة و توي
+
+110
+00:08:25,330 --> 00:08:34,780
+ساكنةوطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+111
+00:08:34,780 --> 00:08:35,180
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+112
+00:08:35,180 --> 00:08:35,640
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+113
+00:08:35,640 --> 00:08:35,880
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+114
+00:08:35,880 --> 00:08:35,920
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+115
+00:08:35,920 --> 00:08:37,000
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+116
+00:08:37,000 --> 00:08:45,580
+وطب وطب وطب
+
+117
+00:08:45,580 --> 00:08:51,220
+وط
+
+118
+00:08:52,000 --> 00:08:54,660
+سبعين متر؟ انت عارفة ايش سبعين متر؟ لما تطلع من
+
+119
+00:08:54,660 --> 00:08:58,080
+دارك للدكانة بتكون مشيت أكتر من سبعين متر للدكانة
+
+120
+00:08:58,080 --> 00:09:02,320
+ياردك المتر ماهو المتر ماهو .. مابينفعش تكون مش ..
+
+121
+00:09:02,320 --> 00:09:05,480
+مش حاسين إحنا مانحكي إيه إيش هو المتر قبل ما نعرفه
+
+122
+00:09:05,480 --> 00:09:08,780
+انت
+
+123
+00:09:08,780 --> 00:09:13,060
+.. انت من وين .. من وين ساكر تمشي؟ اه انا بتمشي
+
+124
+00:09:13,060 --> 00:09:16,540
+أكتر، ماهو هالي من هالي هالي تمانية متر هاي تمانية
+
+125
+00:09:16,540 --> 00:09:20,680
+مترشوفي 80 متر يا عزيزي هدى عشر مرات ولا إشي لما
+
+126
+00:09:20,680 --> 00:09:26,580
+تغوشي صوتك بتطلع أكتر من كده تمام؟ طيب الله كمان
+
+127
+00:09:26,580 --> 00:09:28,480
+مرة هذه معلومات و احنا مش جايين انتوا مش رايحين
+
+128
+00:09:28,480 --> 00:09:36,120
+على مدارس؟ كداش المسافة بين غزة والجودز؟ 78 يعني
+
+129
+00:09:36,120 --> 00:09:41,100
+انا جربته اه هيك معقولة بين ال 70 وال 80 بين ال 70
+
+130
+00:09:41,100 --> 00:09:44,220
+وال 80 اه كان معلومة و لازم هذه المعلومة تتعرفها
+
+131
+00:09:50,100 --> 00:09:53,020
+الإحساس بالمتر يجب أن نعرفه لما نقول خمسة متر لما
+
+132
+00:09:53,020 --> 00:09:57,080
+نقول تقريبا معناته متر غزامة اكتر نسخوت بالنسبالي
+
+133
+00:09:57,080 --> 00:10:02,620
+متر القاهرة او متر الخرطوم تمام اذا بال standard
+
+134
+00:10:02,620 --> 00:10:07,600
+اللي نفهمه كله مش متر يكون غير متر لأ زي بعض تمام
+
+135
+00:10:08,360 --> 00:10:12,600
+كان زمان كانوا يجيسوا بالفتر و بالشبر و بال ..
+
+136
+00:10:12,600 --> 00:10:16,400
+بالخطوة و مش عارف ايش اجوا الناس العلماء اجتمعوا
+
+137
+00:10:16,400 --> 00:10:21,020
+من كل الدنيا لجنة دولية دولية يعني من كل الناس
+
+138
+00:10:21,020 --> 00:10:25,360
+جأتوا في فرنسا وجالوا بتعالوا بدنا نواحد المقياسات
+
+139
+00:10:25,360 --> 00:10:30,600
+جالوا بدنا نعرف حاجة اسمها متر تمام؟إذاً في
+
+140
+00:10:30,600 --> 00:10:34,900
+الـ60's An international committee لجنة دولية
+
+141
+00:10:34,900 --> 00:10:38,320
+committee يعني لجنة و international بتعرفوها صح
+
+142
+00:10:38,320 --> 00:10:43,980
+ولا لأ established يعني حطه أو وضعه a set of
+
+143
+00:10:43,980 --> 00:10:48,620
+standards مجموعة من ال standards من المعايير لل
+
+144
+00:10:48,620 --> 00:10:52,920
+fundamental quantities of science كميات أساسية في
+
+145
+00:10:52,920 --> 00:10:56,140
+العلوم مش ممكن تجيبوا كل حاجة واحدة واحدة جيبوا
+
+146
+00:10:56,140 --> 00:11:00,460
+الأساسيات تمامIt is called .. قالوا هي دي شغلة
+
+147
+00:11:00,460 --> 00:11:04,600
+دولية عشان سموها النظام الدولي سمعته فيه أو النظام
+
+148
+00:11:04,600 --> 00:11:08,240
+العالمي إذا ليش يسمونه نظام عالمي لأن كل العالم
+
+149
+00:11:08,240 --> 00:11:11,560
+شارك فيه واتفجوا عليه واستخدموه طبعا هو أول
+
+150
+00:11:11,560 --> 00:11:15,400
+باتفجوا عليه بعدين بيصيروا يستخدموه تمامit is
+
+151
+00:11:15,400 --> 00:11:20,940
+called the SI system SI international system طبعا
+
+152
+00:11:20,940 --> 00:11:24,300
+international system مفروض يكون IS لكن SI عشان
+
+153
+00:11:24,300 --> 00:11:27,620
+كانوا في فرنسا و طلعت الكلمة فرنسية و في فرنسا
+
+154
+00:11:27,620 --> 00:11:31,200
+international system بيرفضوه system international
+
+155
+00:11:31,200 --> 00:11:35,300
+فال system جابل international عشان كده طلع الرمز
+
+156
+00:11:35,300 --> 00:11:41,670
+SI international systemثم اتفجنا على انه يكون
+
+157
+00:11:41,670 --> 00:11:47,010
+لقياس الأطوال المتر جسم المتر تمام عشان الواحد
+
+158
+00:11:47,010 --> 00:11:53,740
+لقدمولا فتر ولا شبر تمى وقالوا بالنسبة للكتر بدنا
+
+159
+00:11:53,740 --> 00:11:56,380
+نجيص بالكيلو جرام هجيزش هو ال winter وليش هو ال
+
+160
+00:11:56,380 --> 00:11:59,740
+kilogram هذا ما بنحكي عنهم وقالوا للزمن بدنا
+
+161
+00:11:59,740 --> 00:12:04,140
+نستخدم ال seconds الثواني هذه للميكانيكا طبعا في
+
+162
+00:12:04,140 --> 00:12:07,780
+كميات أخرى قالوا فيه كمية أساسية في علوم الفيزيا
+
+163
+00:12:07,780 --> 00:12:12,720
+سموها الامبير لإيش للتيابة Bravo عليكم وقالوا فيه
+
+164
+00:12:12,720 --> 00:12:17,580
+درجة الحرارة ال Kelvin درجة حرارة الغرفة أكم
+
+165
+00:12:17,580 --> 00:12:17,920
+Kelvin
+
+166
+00:12:21,220 --> 00:12:29,740
+كالفة 25 درجة يعني حوالي تقولوا 300 هي 270 وكسور
+
+167
+00:12:29,740 --> 00:12:33,780
+طبعا هي 270 صفر لكي بنجمها زاد 270 برضه هي ثقافة
+
+168
+00:12:33,780 --> 00:12:38,860
+هيك بنحكي بس تمام وفي المول للمادة هذي خدتوها في
+
+169
+00:12:38,860 --> 00:12:43,260
+الكيميا تمام قال هدول فتك منهم مش هيلزموني في
+
+170
+00:12:43,260 --> 00:12:49,640
+فيزياليف هيلزموني هدول فقط اذا قاللي ال mechanics
+
+171
+00:12:49,640 --> 00:12:56,440
+اللي هو علمناالثلاث أساسي
+
+172
+00:12:56,440 --> 00:13:03,300
+المعاملة هي الـ Length و الـ Mass و الـ Time جاهز
+
+173
+00:13:03,300 --> 00:13:06,540
+عشان كده قالوا الـ International System إيه اسم
+
+174
+00:13:06,540 --> 00:13:06,920
+تاني
+
+175
+00:13:10,150 --> 00:13:15,990
+م من المتر ك من كيلو جرام و S من ثانوية اذا هذا ال
+
+176
+00:13:15,990 --> 00:13:19,330
+system صلوا اسمين international system او SI
+
+177
+00:13:19,330 --> 00:13:23,930
+system او MKS system يعني اسمين لنفس المسمى تمام
+
+178
+00:13:23,930 --> 00:13:28,470
+هيك؟ تمامAll Other Quantities قال لي طب هو في
+
+179
+00:13:28,470 --> 00:13:31,890
+الميكانيكا فيش اللي هدول؟ طب مش سمعنا فيه قوة
+
+180
+00:13:31,890 --> 00:13:36,550
+وسمعنا فيه طاقة وكمية التحرك وسرعة زاوية صح ولا ..
+
+181
+00:13:36,550 --> 00:13:41,870
+قال لي كل هدول أصلهم التلاتة هدول تشتقهم منهم إذا
+
+182
+00:13:41,870 --> 00:13:47,370
+All Other Quantities كل الكميات الأخرى are derived
+
+183
+00:13:47,370 --> 00:13:52,130
+تشتقfrom these three quantities يعني واحد بيقولي
+
+184
+00:13:52,130 --> 00:13:57,110
+طب السرعة بقوله ماهي متر عسكن صح متر عسكن إذا
+
+185
+00:13:57,110 --> 00:14:01,510
+الأساس موجود ولا لأ قال طيب و القوة قلتله kilogram
+
+186
+00:14:01,510 --> 00:14:06,140
+متر عسكن تربيعاللي هو نيوتن لكن هو أصله كيلو جرام
+
+187
+00:14:06,140 --> 00:14:10,460
+متر على سكن تربية طب و الطاقة و تلو كيلو جرام متر
+
+188
+00:14:10,460 --> 00:14:15,100
+تربية على سكن تربية إذا كله برجعه لأصله و أصله
+
+189
+00:14:15,100 --> 00:14:19,600
+هدول التلاتة بس كل كمية الفيديو ع بالكم تمام
+
+190
+00:14:19,600 --> 00:14:23,860
+because of this because of that the SI system
+
+191
+00:14:23,860 --> 00:14:28,240
+sometimes called يسموا ال MKS system زي ما قلت لكم
+
+192
+00:14:28,240 --> 00:14:33,600
+تمامهجيت قالت طب شوف المتر يا عم؟ هم اللي قاعدين
+
+193
+00:14:33,600 --> 00:14:38,260
+قالت طب شوف المتر؟ قالوا جيبونا حاجة حديدة تكون
+
+194
+00:14:38,260 --> 00:14:42,260
+نتعرف عليها و نقول عنها متر قالوا طب المعادن هذه
+
+195
+00:14:42,260 --> 00:14:45,520
+ما هو مشكلة اللي بتمدد بالحرارة و اللي بنكمش
+
+196
+00:14:45,520 --> 00:14:49,600
+بالرطوبة و البروضة قالوا بدنا نجيبنا سبيكة حلوة
+
+197
+00:14:49,950 --> 00:14:55,290
+تمام بتكون بتقوم هذه التغييرات وعلى وعلى ذلك
+
+198
+00:14:55,290 --> 00:14:59,270
+بنحطها بخزانة ونسكر عليها ولا العوامل الجوية
+
+199
+00:14:59,270 --> 00:15:04,730
+ماتأثرش عليها وإن جالوف بدنا نعمل متحف في فرنسا
+
+200
+00:15:04,730 --> 00:15:10,030
+ونقول عنه متحف القياسات ونسكر عليه ونقول لكل الناس
+
+201
+00:15:10,030 --> 00:15:13,610
+اللي بديوا يعمل متريجينا اجيز تمام طبعا بالآخر ما
+
+202
+00:15:13,610 --> 00:15:17,690
+هجيز صار عندنا قياسات digitalلكن ما زالت موجودة
+
+203
+00:15:17,690 --> 00:15:22,050
+لحد الآن في فرنسا من سنة الستين هم حطوها جالي هاي
+
+204
+00:15:22,050 --> 00:15:26,110
+ال meter هاد يصوروها من المتحف اللي أنا بحكي عنه
+
+205
+00:15:26,110 --> 00:15:30,090
+إذا في سنة الستين the length of the meter عشان
+
+206
+00:15:30,090 --> 00:15:32,870
+نعرفش هو ال meter عشان ما تقوليش سبعين meter بعد
+
+207
+00:15:32,870 --> 00:15:37,470
+كده تمام؟was defined as .. عُرفت .. هذه ثقافة
+
+208
+00:15:37,470 --> 00:15:39,990
+بالناس اللي ماتتيجيش في امتحان .. تعريفات لأنه ..
+
+209
+00:15:39,990 --> 00:15:42,550
+قعدة بنحكي إيش اللي أنا في زبدة الشبطر .. إيش اللي
+
+210
+00:15:42,550 --> 00:15:45,570
+بديها منكم .. تمام .. is defined at the distance
+
+211
+00:15:45,570 --> 00:15:49,810
+between two lines .. قطين حطوهم .. on a specific
+
+212
+00:15:49,810 --> 00:15:53,810
+platinum-iridium .. هذي اسم السبيكة .. مواد
+
+213
+00:15:53,810 --> 00:15:59,510
+platinum-iridium بار قديم stored .. مخزنة .. under
+
+214
+00:15:59,510 --> 00:16:04,120
+controlled conditions in France ..شروط معروفة
+
+215
+00:16:04,120 --> 00:16:09,280
+بخزانة مسكر عليها لا بتتاكل ولا بتتمدد ولا بتنكمش
+
+216
+00:16:09,280 --> 00:16:12,740
+تمام ال meter is on العرف وفي الاخر واحد بيحطه في
+
+217
+00:16:12,740 --> 00:16:15,420
+مخه و بيصير عارف ومافيش داعي انه يروح ع فرنسا يعرف
+
+218
+00:16:15,420 --> 00:16:17,460
+ال meter انه يعرف انه هذه تمانية متر و ال meter
+
+219
+00:16:17,460 --> 00:16:21,100
+الجدي وكلكم بتعرفوا المسطرة تلت متر ولا لا و
+
+220
+00:16:21,100 --> 00:16:24,180
+بتستخدموا المسطرة و انتوا في الرودة وعارف الواحد
+
+221
+00:16:24,180 --> 00:16:27,340
+المسطرة تلتين centimeter مظبوط ولا لا تلت متر يعني
+
+222
+00:16:27,340 --> 00:16:31,850
+تقريبا تمامفي الآخر جاله طيب هاديا اللي احنا
+
+223
+00:16:31,850 --> 00:16:35,290
+مخزنينه لحتى الآن عايش لحظة أصير كارثة في فرنسا
+
+224
+00:16:35,290 --> 00:16:39,230
+يروح و انتوا هم بطل نعرفش هو المتر فبنعمله تعريف
+
+225
+00:16:39,230 --> 00:16:44,390
+آخر لما اتقدم للعلم صار صلعته الضوء معروفة ولا لأ؟
+
+226
+00:16:44,800 --> 00:16:48,740
+سرعة الضوء معروفة هو إيه تلاتة في عشر رقص تمانية
+
+227
+00:16:48,740 --> 00:16:52,620
+متر per second براو عليكم قالوا إذا انعرف المتر
+
+228
+00:16:52,620 --> 00:16:55,580
+بناء على سرعة الضوء لأنه مش مصير في الدنيا منها
+
+229
+00:16:55,580 --> 00:16:58,580
+لما تجيهم و تجيها بفرج رب العالمين الضوء ضايق ولا
+
+230
+00:16:58,580 --> 00:17:02,800
+مش ضايق ضايق ضايق مانتهوش عنه فجالوا في التلاتة
+
+231
+00:17:02,800 --> 00:17:07,300
+وتمانين عادوا تعريف المتر على إنه هي المسافة التي
+
+232
+00:17:07,300 --> 00:17:11,520
+يقطعها الضوء the distance traveled traveled يعني
+
+233
+00:17:11,520 --> 00:17:17,930
+بيقطعوا by lightin vacuum في الفراغ عشان مايكونش
+
+234
+00:17:17,930 --> 00:17:20,810
+في عندي مشكلة ال light اللي هو الضوء في vacuum
+
+235
+00:17:20,810 --> 00:17:25,570
+فراغ during a time of خلال فترة زمنية مقدرها واحد
+
+236
+00:17:25,570 --> 00:17:29,250
+على سرعة الضوء هذا الرقم اللي توجدته تلاتة في عشر
+
+237
+00:17:29,250 --> 00:17:36,030
+أو اس تمانية تمام هذا تعريف برضه ثقافة تمام وهذه
+
+238
+00:17:36,030 --> 00:17:41,810
+هي سرعة الضوء اللي توجدته عنها تم ال kilogramطبعا
+
+239
+00:17:41,810 --> 00:17:45,670
+يمكن لو سألتوا جدتكم و جدكم زمان قبل ما يطلعوا ال
+
+240
+00:17:45,670 --> 00:17:49,090
+kilogram كانوا كيف في سوق فرس؟ قوليلي وين سوق فرس؟
+
+241
+00:17:49,090 --> 00:17:54,550
+هل جيت؟ بتعرفوه؟ طيب كان زمان السوق الرئيسي بتبقى
+
+242
+00:17:54,550 --> 00:17:58,530
+غزة فيها فرس و بعد فرس فيش غزة كان زمان خلاص أخر
+
+243
+00:17:58,530 --> 00:18:02,630
+غزة هي فرس السامر بعدها كله مش عارف نسميها رمال؟
+
+244
+00:18:02,630 --> 00:18:06,610
+ليش منطقة الرمال سموها؟ كانت كلها سوال في رملعشان
+
+245
+00:18:06,610 --> 00:18:12,210
+كده بقعد يتسامر فيش ولا حد بين أدم كلها حياء واسبع
+
+246
+00:18:12,210 --> 00:18:16,270
+تمام بس انت زمان قبل ما تعملوا يد أبوك وامك يعني
+
+247
+00:18:16,270 --> 00:18:20,150
+هذا الكلام زمان زمان تمام كانوا كيف يوزنوا كان كل
+
+248
+00:18:20,150 --> 00:18:23,570
+واحد معاها زلط يحطوه على الميزان فيش كيلو زلطة
+
+249
+00:18:23,570 --> 00:18:28,460
+طبعا الزلطة بعد سنة قص النصهذا نوع ما انتوا عارفين
+
+250
+00:18:28,460 --> 00:18:32,420
+الهواء و الهدى و الشمس بياكلها و فى اليوم بيرعب
+
+251
+00:18:32,420 --> 00:18:36,500
+عليكى ففى اليوم بيحطوا زلطات تمام قالوا بينفعش
+
+252
+00:18:36,500 --> 00:18:40,600
+العلماء الزلطة هذه مابتدلاش زلطة تمام فراحوا قالوا
+
+253
+00:18:40,600 --> 00:18:47,940
+بدنا سبيكة ثابتة و نقول عنها هذه الكيلوإذا في الـ
+
+254
+00:18:47,940 --> 00:18:50,800
+Kilogram بس هذه طبعا الـ Kilogram من زمان انتوا
+
+255
+00:18:50,800 --> 00:18:55,620
+لما تقرؤوا السيرة لما يقولوا مقدار الذكاء ومقدار
+
+256
+00:18:55,620 --> 00:19:00,180
+الذكاءة الفطر تسمعوا Kilogram؟ لأ ماكنش في حد يسمع
+
+257
+00:19:00,180 --> 00:19:05,640
+Kilogram إجلب ومش عارف إيش وشغلات كتيرة لكن في
+
+258
+00:19:05,640 --> 00:19:11,180
+1887 مضموط زمان بس لسه كان عهد الرسول صلى سنين
+
+259
+00:19:11,180 --> 00:19:18,200
+مخلصإيش عرفوا الـ kilogram؟ جابوا سطوانة معينة من
+
+260
+00:19:18,200 --> 00:19:22,300
+السبيكة نفسها لـPlatinum Iridium وقالوا هذا هو الـ
+
+261
+00:19:22,300 --> 00:19:25,980
+kilo يا عالم يا ناس اتفجنا قالوا اتفجنا عمّموه
+
+262
+00:19:25,980 --> 00:19:31,640
+قالوا هاي ال kilo هاي راسمته برضه خزنوها في المتحف
+
+263
+00:19:31,640 --> 00:19:34,940
+EI اللي في فرنسا خزنوا وقالوا هذا ال kilo كتبوا
+
+264
+00:19:34,940 --> 00:19:41,550
+عليه واحد kiloتمام؟ وخلاص اتعرف اذا في 1887 the
+
+265
+00:19:41,550 --> 00:19:44,450
+mass of kilogram is defined as the mass of a
+
+266
+00:19:44,450 --> 00:19:48,190
+specific specific معين ومعروف يعني platinum
+
+267
+00:19:48,190 --> 00:19:51,570
+iridium alloy alloy يعني سبيكة cylinder يعني
+
+268
+00:19:51,570 --> 00:19:56,360
+استوانة ما هي شكل استوانةkept حفظات محفوظة at the
+
+269
+00:19:56,360 --> 00:19:59,440
+International Bureau of Weights and Measures at
+
+270
+00:19:59,440 --> 00:20:03,300
+Seville, France مدينة Seville في فرنسا برول هو
+
+271
+00:20:03,300 --> 00:20:07,500
+مكتب في متحف يعني انه سميته متحف مش مشكلة يلا
+
+272
+00:20:07,500 --> 00:20:11,220
+بنرجع لغة انجليزية شوية لان هذه ثقافة كلها معلومات
+
+273
+00:20:11,220 --> 00:20:16,800
+تمام ال seconds ايه؟ قالوا كيف بنعرف ال seconds؟
+
+274
+00:20:16,800 --> 00:20:21,600
+قالوا انت كيف انت بتعرف؟ النهارة كام ساعة؟ 24
+
+275
+00:20:22,830 --> 00:20:27,230
+والساعة كام دقيقة؟ ودقيقة كام ثانية؟ قالوا خلاص هي
+
+276
+00:20:27,230 --> 00:20:30,250
+أماكن واحد على أربع وعشرين، واحد على ستين، واحد
+
+277
+00:20:30,250 --> 00:20:34,230
+على ستين من اليوم، مظبوط أو لا؟ طب كيف هي تعرف
+
+278
+00:20:34,230 --> 00:20:39,210
+اليوم؟ قالوا اليوم بنعرفه، قالوا أننا كمسلمين
+
+279
+00:20:39,210 --> 00:20:44,100
+ماكنتش بأدين الظهر يا بنات، لما الشمس كيف؟تكون
+
+280
+00:20:44,100 --> 00:20:47,140
+عنده أعلى نقطة ولا لأ؟ قالوا تطلع على الشمس لما
+
+281
+00:20:47,140 --> 00:20:50,680
+تكون عنده أعلى نقطة استنى كمان مرة في اليوم التالي
+
+282
+00:20:50,680 --> 00:20:53,740
+تصير الشمس عنده أعلى نقطة بيكون فيه 24 ساعة ولا
+
+283
+00:20:53,740 --> 00:20:58,920
+لأ؟ هاي اليوم فهي تجليقال لي قبل الـ 67 إيش
+
+284
+00:20:58,920 --> 00:21:01,920
+التعريف كان للـ second اللي قلتلكم إياه The
+
+285
+00:21:01,920 --> 00:21:05,220
+fundamental unit of second was defined as 1 على 24
+
+286
+00:21:05,220 --> 00:21:09,900
+لأن اليوم فيه 24 ساعة و 1 على 60 لأن الساعة في 60
+
+287
+00:21:09,900 --> 00:21:14,940
+دقيقة و كمان 1 على 60 عشان الدقيقة صير secondof a
+
+288
+00:21:14,940 --> 00:21:19,600
+mean solar day يوم شمسي ايش هو ال solar day قال ال
+
+289
+00:21:19,600 --> 00:21:23,600
+solar day هو عبارة عن ال time interval الفترة
+
+290
+00:21:23,600 --> 00:21:28,420
+الزمنية between two successive يعني متتالي
+
+291
+00:21:28,420 --> 00:21:32,100
+successive appearance of the sun at the highest
+
+292
+00:21:32,100 --> 00:21:37,160
+point it reaches in the sky each day عبارة عن ظهور
+
+293
+00:21:37,160 --> 00:21:42,190
+متتالي للشمس عند أعلى نقطةطبعا برضه هدى ثقافة
+
+294
+00:21:42,190 --> 00:21:46,190
+لإناش نحفظها مش بكرا تروحوا راحين جايين تحفظوه لأ
+
+295
+00:21:46,190 --> 00:21:49,550
+مش .. و هي معروفة برا و عليك ثقافة لأنها و مش
+
+296
+00:21:49,550 --> 00:21:53,330
+هنجيبها في الامتحان في السبعة و ستين جالوا في
+
+297
+00:21:53,330 --> 00:21:57,630
+تعريف أحلى اتقدم العلم لجوا إن المواد عرفوا إيش
+
+298
+00:21:57,630 --> 00:22:02,750
+تركبتها و بتطلع إشعاعات و الذرات اللي جوا المادة
+
+299
+00:22:02,750 --> 00:22:09,080
+بتهتزوكلمة اهتزاز على طول بنطفي مخنا زمن دوري
+
+300
+00:22:09,080 --> 00:22:14,120
+واللي ملزق في الزمن الدوري التردد ايش العلاقة اللي
+
+301
+00:22:14,120 --> 00:22:19,620
+بينهم واحد عكس التاني تمام الزمن الدوري ايش وحدته
+
+302
+00:22:19,620 --> 00:22:23,360
+طلع
+
+303
+00:22:23,360 --> 00:22:28,700
+يا بنات طلع مش بيقولوا لكل مسمى من اسمه نصيب بنفع
+
+304
+00:22:28,700 --> 00:22:34,060
+نسمي القوة كتلةبنفع نسمي الزمن الدوري تردد الزمن
+
+305
+00:22:34,060 --> 00:22:38,360
+الدوري زمان و أنا مش زمان زمان وش وحدة الزمان لذا
+
+306
+00:22:38,360 --> 00:22:42,880
+نقول الأزمان اللي في الدنيا حاجات ممكن نقول عمرك
+
+307
+00:22:42,880 --> 00:22:48,520
+نجيبها بالسكن ده ولا لأ اه لأنه زمان لأ زمان ان
+
+308
+00:22:48,520 --> 00:22:53,050
+شاء الله يكون اسمه زمان بطيخوحدته إيش؟ سكنت في
+
+309
+00:22:53,050 --> 00:22:56,430
+الآخر إذاً الزمن الدوري سكنت يعني واحدة إذا ممكن
+
+310
+00:22:56,430 --> 00:23:00,430
+أنا أجيب أعرف السكنت بدلالة الزمن الدوري لشغلة
+
+311
+00:23:00,430 --> 00:23:03,510
+معينة ولا لأ إذا الشغلة المعينة زمنها الدوري ثابت
+
+312
+00:23:03,510 --> 00:23:07,550
+قالوا آه ربنا خلق زمن دوري لبعض الشغلات ربنا خلجها
+
+313
+00:23:07,550 --> 00:23:11,650
+ثابتة زي مثلا نقول دوران القمر حوالين الأرض مش
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+314
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+ربنا خلجه وثابته بنعرفه إذا ممكن أنت تأمل مرجع
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+315
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+لأنه هذا ثابت دايما الشغلة الثابتة اللي ربنا خلجها
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+316
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+وثابتة ممكن تكون مرجعبرضه من ضمن الشغلات اللي ربنا
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+317
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+خلقها تركيب المواد يا بنات و تركيب المواد و العلم
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+وصل لهذه الشغلات الآن و أصبحت حقيقة بيقول للناس
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+319
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+اعتبروها مرجعيات فبيقوللي في بعد 67 ايش عرفوا ال
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+320
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+second طبعا هذا تعريف صحيح وهذا تعريف تاني is now
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+defined as عبارة عن 9 في 10 أقصد 9أضعاف الزمن
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+322
+00:23:49,650 --> 00:23:56,370
+الدوري .. اه .. الزمن الدوري لاهتزاز إشعاعات بتطلع
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+323
+00:23:56,370 --> 00:24:01,490
+من مادة معروفة اسمها cesium-133 ذرات .. ذراتها كيف
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+324
+00:24:01,490 --> 00:24:06,330
+تهتز .. إلها زمن دوري، فيكعرفوها، برضه هذه ثقافة،
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+325
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+اتفجنا؟ تم؟جالي خلصنا عرفتلك المتر والكيلو جرام
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+وال seconds والكيلو جرام والمتر موجودين في بريز ..
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+في فرنسا او في .. مسكر عليهم اللي بدوياهم يروح
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+لشوفهم وبيتأكد ان السبعين متر تبعته كيف واضحة
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+00:24:23,750 --> 00:24:27,910
+تمام؟ حلو جالي طب بس هاي ال systems اللي في الدنيا
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+بقولوا لأ في كمان systemين مشهورينجاوس سمعته فيه
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+كان يشغل في الكهربا صح قال هذا اللي قملته بيغلب
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+ليه كواحد بيشتغل في الكهربا قال انا بدي اعتمد
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+system اخر قال طيب يا جاوس اعتمد وعشان خاطرك
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+334
+00:24:46,870 --> 00:24:51,860
+بنسميه Gaussian Systemعشان انت اللي استخدمته وانت
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+335
+00:24:51,860 --> 00:24:55,680
+اللي أصرت عليه اذا في عندي ال gaussian system طيب
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+336
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+يا gaussian ايش بيتستخدم؟ قال انا مابديش اغلبكم
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+كتير مابديش اشيط عنكم كتير بدل ال meter بدي اختار
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+338
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+ال centimeter طب هو ال meter كام centimeter؟مية
+
+339
+00:25:05,140 --> 00:25:08,880
+مظبوط ولا لا؟ اذا جرايب ولا مش جرايب؟ جرايب قاللي
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+00:25:08,880 --> 00:25:12,140
+انا بدي استخدم لجرام بدل الكيلوجرام هو ال kilogram
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+341
+00:25:12,140 --> 00:25:15,540
+الف جرام ولا لا؟ اذا الف جرام وقال انا السكن انا
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+342
+00:25:15,540 --> 00:25:18,860
+وياكم صحوا بقى خليني زيي زيكوا و السكن زي ما هو
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+343
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+هذا ال Gaussian system طيب ما زالى بدي تستخدم
+
+344
+00:25:23,020 --> 00:25:27,750
+centimeter و gram و secondوال international system
+
+345
+00:25:27,750 --> 00:25:32,190
+طلعتوله اسم تاني MKS system طب هو على صريشة أنا
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+346
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+ماليش حاجة بدي أسميه كمان اسم إيش نسمي؟ قال سمي C
+
+347
+00:25:36,070 --> 00:25:41,770
+من centimeter وG من gram وSS فصار إليه اسم تاني
+
+348
+00:25:41,770 --> 00:25:49,170
+CGS system صعبة؟ لأ C من centimeter G من gram
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+349
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+وSecond second إذا معناته هي إليه اسم تاني ال CGS
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+350
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+system شايفينه؟الـ CGS System Centimeter Gram
+
+351
+00:25:59,230 --> 00:26:03,010
+Second في نظام تاني بتسمعه بالميل و القدم و
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+352
+00:26:03,010 --> 00:26:06,130
+الياردة هذا تابع للنظام بيسموه ال British
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+353
+00:26:06,130 --> 00:26:10,370
+Engineering System هذا مشهور مرات في أمريكا كتير
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+354
+00:26:10,370 --> 00:26:13,750
+المسافات بين المدن بيكتبوا بالميل بيكتبوش
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+355
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+بالكيلومتر والميل حوالي كيلو و شوية كيلو نص و أكتر
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+356
+00:26:17,550 --> 00:26:22,590
+كمان لكن هذا نظام شوية العلماء بيقولوا بشعر بشعر
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+357
+00:26:22,590 --> 00:26:26,050
+ليش بيغلبكوا قال لما أجي أحول بيغلبني ب ال
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+358
+00:26:26,050 --> 00:26:30,380
+calculatorالأنظمة الأولى التحويل فيها أسهل يعني ال
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+00:26:30,380 --> 00:26:34,240
+kilometer مش فيه مت متر معناته انت لما تتحول لا
+
+360
+00:26:34,240 --> 00:26:38,060
+بتجيب أصفار لا بتضيف أصفار لكن التحويل هنا يا بنات
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+361
+00:26:38,060 --> 00:26:42,760
+بيغلب فجاله هذا خليه موجود و شوية شوية بتاكل لكن
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+362
+00:26:42,760 --> 00:26:46,000
+ضايل موجود بيسموه ال British Engineering System
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+363
+00:26:46,000 --> 00:26:50,580
+إيش بتستخدم في هذا النظام؟ جالب نستخدم القدم لوحدة
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+364
+00:26:50,580 --> 00:26:56,490
+الطولالقدم طبعا القدم برضه عشان نحس فيها القدم
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+365
+00:26:56,490 --> 00:27:01,890
+تقريبا المصطره المصطره 130 صنطي تقريبا قدم يعني
+
+366
+00:27:01,890 --> 00:27:07,430
+المتر كم قدم بتفعل؟ حوالى 3صحيح؟ طبعا في انش في
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+367
+00:27:07,430 --> 00:27:11,270
+ياردة وفي ميل تمام؟ القدم 12 انش شوفوا قدر القدم
+
+368
+00:27:11,270 --> 00:27:14,190
+12 انش مش عشرة ولا مية 12 وبالتالي بدي ال
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+369
+00:27:14,190 --> 00:27:17,890
+calculator عشان تتحول فعشان كده صعوبته طب إيش
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+370
+00:27:17,890 --> 00:27:22,210
+بتستخدم للكتلة؟ قال بستخدم ال slug واحد بيقول إيش
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+371
+00:27:22,210 --> 00:27:25,410
+معنية ال slug؟ بيقوله روح على جوجل و اكتب إيش
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+372
+00:27:25,410 --> 00:27:29,730
+معنية ال slug؟ بتطلعلك جوجل هي كتلة ال .. هي وحدة
+
+373
+00:27:29,730 --> 00:27:32,990
+الكتلة في النظام البريطاني وش هالتعريف؟ عرف الماء
+
+374
+00:27:32,990 --> 00:27:39,190
+بالماءإذن الـ Slug مالوش مصطلح عربي مرات بيسموه
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+375
+00:27:39,190 --> 00:27:42,350
+الرطل الإنجليزي هيك ببعض الشغلات، مو الرطل هذا
+
+376
+00:27:42,350 --> 00:27:47,190
+برضه .. شوفوا هيميزت إنه مافيش standard كلمة رطل
+
+377
+00:27:47,190 --> 00:27:50,950
+بتلاقي في لندن إلها معنى و في غزة أكم كيلو؟ غزة؟
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+378
+00:27:50,950 --> 00:27:55,330
+أه، و يمكن فيش لأ بغزة رطل كيلو؟ أه يمكن، لإن
+
+379
+00:27:55,330 --> 00:27:58,450
+الرطل في بريطانيا إله مفهوم أخر، يمكن في مصر إله
+
+380
+00:27:58,450 --> 00:28:01,570
+مفهوم أخر فهذا مش ال standard، كل واحد إله رطل
+
+381
+00:28:02,160 --> 00:28:06,280
+تمام؟ كل واحد إيه لو رطله؟ تمام فكلمة slug يا بنات
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+382
+00:28:06,280 --> 00:28:09,840
+هي .. بس هي كم نفهمها هي واحدة الكتلة بأي نظام
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+383
+00:28:09,840 --> 00:28:14,940
+البريطاني والسكن بلد سكن إذا نهاجيت من الزبدة كلها
+
+384
+00:28:14,940 --> 00:28:18,820
+دي بدي شغلات تلاتة أو شغلة بسيطة أكم ال system
+
+385
+00:28:18,820 --> 00:28:23,620
+عندنا؟ تلاتة ال MK ال system اللي هو القصة I
+
+386
+00:28:23,620 --> 00:28:29,630
+system بستخدممتر كيلو جرام second اتفقنا؟ هذه مهمة
+
+387
+00:28:29,630 --> 00:28:33,570
+تانية ال cgs system او الجوزن system بستخدم
+
+388
+00:28:33,570 --> 00:28:37,910
+سنتيمتر gram second التالت الأقل شهرة اللي هو ال
+
+389
+00:28:37,910 --> 00:28:43,310
+British قدم slug second صعب؟ والباقي كل اللي حكيته
+
+390
+00:28:43,310 --> 00:28:50,870
+ثقافة اتفقنا يا بنات؟ حلوdimensional analysis طبعا
+
+391
+00:28:50,870 --> 00:28:54,290
+الترجمة الحرفية مرات بتغشنا dimensional analysis
+
+392
+00:28:54,290 --> 00:28:57,410
+باللغة الإنجليزية لها معنى حلو لكن انا لما اقول
+
+393
+00:28:57,410 --> 00:29:01,650
+dimension ترجمة حرفية بعض البعض تبع أي كمية
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+394
+00:29:01,650 --> 00:29:05,850
+فيزيائية انا خليني اقولها كتالة بالبلدي بقول انا
+
+395
+00:29:05,850 --> 00:29:10,750
+بدي اجيب تلت بودن تلت اتياب كل كمية فيزيائية بدي
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+396
+00:29:10,750 --> 00:29:14,510
+البسها top و هذا ال top اول ما اطلع عليه بقول هذه
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+397
+00:29:14,510 --> 00:29:20,620
+الكمية من تفلانتمام؟ بعرف مهيتها من لبسها، مظبوط
+
+398
+00:29:20,620 --> 00:29:25,360
+ولا لأ؟ التلاتة واب تبعين للكميات الفيزيائية
+
+399
+00:29:25,360 --> 00:29:28,740
+الأساسية اللي حكيت عنها، بتاعة الـMechanica الشيء
+
+400
+00:29:28,740 --> 00:29:34,740
+جل طول وكتلة وزمن، صح؟ جل طول، إيش معناتها
+
+401
+00:29:34,740 --> 00:29:40,430
+بالإنجليزي؟ length، إذا بدلتها Lوالكتلة بدلتها M
+
+402
+00:29:40,430 --> 00:29:46,050
+من mass والزمن بدلته T تمام هيك هجيت أنت أول ما
+
+403
+00:29:46,050 --> 00:29:50,330
+تشوف حاجة بتقول بدلتها T بقولك هذه زمن قولا واحدا
+
+404
+00:29:50,330 --> 00:29:54,370
+صح ولا لأ أول ما تقولي بدلة تبعتها M بقولك هذه
+
+405
+00:29:54,370 --> 00:29:58,530
+mass طب هو فيش غير هيك بقولك فيه نفترض السرعة
+
+406
+00:29:58,530 --> 00:30:02,430
+بقولها هذه لابس بدلتينمظبط ولا لأ؟ لابس بدلتين
+
+407
+00:30:02,430 --> 00:30:08,010
+اللي هو L وT بس L وT يعني ان هو بدلتين هذا بنسميه
+
+408
+00:30:08,010 --> 00:30:11,990
+ال dimension ال dimension يعني اي بدلة او اي بودة
+
+409
+00:30:11,990 --> 00:30:15,810
+اللابس البدلة هي التوب الفيزيائي اللي بتلبسه
+
+410
+00:30:15,810 --> 00:30:19,310
+الكمية عشان يصيرها معنى فيزيائي تمام؟ هاي ال
+
+411
+00:30:19,310 --> 00:30:25,510
+dimension اذا بيقولليDimension in physics denotes
+
+412
+00:30:25,510 --> 00:30:30,290
+يشير إلى the physical nature of the quantity هو
+
+413
+00:30:30,290 --> 00:30:35,390
+بتديك ماهية الكيمية من ال dimension تبعها من لبسها
+
+414
+00:30:35,390 --> 00:30:41,550
+من بدّتها whether it is اما تكون length او mass او
+
+415
+00:30:41,550 --> 00:30:46,550
+time او خلط منهماتفجنا يا بنات؟ حلو بيقولي we
+
+416
+00:30:46,550 --> 00:30:49,630
+shall of news قالوا كيف بدك تعرف أنت كايش بدك
+
+417
+00:30:49,630 --> 00:30:54,050
+إياه؟ جالي لو جالك الصورة عاش رمزها يا بنات V و
+
+418
+00:30:54,050 --> 00:30:58,090
+حطلك إياها بين بصين و جالك إيش بهذه معناته بد ال
+
+419
+00:30:58,090 --> 00:31:02,130
+dimension تبعتها فبتحط .. أبرافو عليكم ساعتها
+
+420
+00:31:02,130 --> 00:31:09,590
+بقوله هسهلة هذه L على Tفحنستخدم الجثة ده عشان نشير
+
+421
+00:31:09,590 --> 00:31:13,010
+إلى ال dimension تبع الكمية الفيزيائية تمام يا
+
+422
+00:31:13,010 --> 00:31:17,210
+بنات؟ حلو to denote .. denote يعني نشير إلى the
+
+423
+00:31:17,210 --> 00:31:21,030
+dimensions of a physical quantities قال يخلّينا
+
+424
+00:31:21,030 --> 00:31:23,730
+the dimension and units of some physical
+
+425
+00:31:23,730 --> 00:31:26,670
+quantities are shown below بدي أفرجيك ال dimension
+
+426
+00:31:26,670 --> 00:31:29,710
+لبعض الكمية الفيزيائية اللي بتعرفها و الوحدات
+
+427
+00:31:29,710 --> 00:31:34,250
+تبعتها و الوحدات تبعتها كام نظام قلنا فيه؟ هاي
+
+428
+00:31:34,250 --> 00:31:40,790
+التلاتةشايفين هون؟ MKS إيش اسمه التاني؟ SI CGS إيش
+
+429
+00:31:40,790 --> 00:31:44,290
+اسمه التاني؟ Gaussian مظبوط؟ والتالت ماعيش إلا اسم
+
+430
+00:31:44,290 --> 00:31:48,850
+واحد حلو قال إيش في كميات مرت عليك من صفر؟ وقت إيش
+
+431
+00:31:48,850 --> 00:31:54,330
+أخدتوا علوم أول مرة؟ أول ولا تاني؟ رابع رابع؟ رابع
+
+432
+00:31:54,330 --> 00:31:58,050
+من أول مبادئ ناخد علوم بدأت مر علينا كميات
+
+433
+00:31:58,050 --> 00:32:04,650
+فيزيائية أخدتوا ال area؟ رعين عليكم مساحة المستطيل
+
+434
+00:32:06,230 --> 00:32:10,070
+طول البحر بالطول كام بتجسيد؟ ال .. ال .. و العرض؟
+
+435
+00:32:10,070 --> 00:32:13,570
+ال تربيع .. اذا لازم تكون ال في ال .. نجي نشوف ايش
+
+436
+00:32:13,570 --> 00:32:20,030
+مساحة الدائرة؟ by R تربيع .. by هذه رقم .. R تربيع
+
+437
+00:32:20,030 --> 00:32:23,170
+ال R بتجسيه بمتر ولا لا؟ و ب .. و اذا برضه ال
+
+438
+00:32:23,170 --> 00:32:27,770
+تربيع .. مساحة المثلثنص القاعدة من الارتفاع
+
+439
+00:32:27,770 --> 00:32:32,050
+فاعتقوا من النص قاعدة بالمتر والارتفاع متر إذن L و
+
+440
+00:32:32,050 --> 00:32:35,750
+L صح ولا لأ؟ إذن كل المساحات إيش ال dimension
+
+441
+00:32:35,750 --> 00:32:43,650
+تبعها؟ الكربيع صح؟ والوحدات؟عارفه؟ اذا والله انت
+
+442
+00:32:43,650 --> 00:32:47,290
+رايع ال SI system انا 2 متر في متر متر تربية
+
+443
+00:32:47,290 --> 00:32:50,830
+الجازيان ساعتين متر في ساعتين متر ساعتين متر تربية
+
+444
+00:32:50,830 --> 00:32:56,290
+قدم في قدم قدم تربية صح يا بنات؟ وكل الطرق تؤدي
+
+445
+00:32:56,290 --> 00:33:00,130
+إلى نفس روم المساحة مساحة بغض النظر ايش قانونها
+
+446
+00:33:00,130 --> 00:33:05,970
+مثلث ولا دائرة ولا حتى مساحة جانبية للاسطوانة مين
+
+447
+00:33:05,970 --> 00:33:11,260
+يذكرني فيها؟محيط القاعدة في الارتفاع صح المحيط كيب
+
+448
+00:33:11,260 --> 00:33:16,800
+الجيسو بالمتر والارتفاع برضه متر اذا متر تربيع ولا
+
+449
+00:33:16,800 --> 00:33:22,520
+لا اذا وينما لفت هترجع لأل تربيع ولا لا لأل تربيع
+
+450
+00:33:22,520 --> 00:33:28,260
+حلو قال لي volume ايش معناه volume حجم adequacy
+
+451
+00:33:28,260 --> 00:33:33,580
+اللي توقع الصراعه عشان نفس ال V تمام volume حجم
+
+452
+00:33:33,580 --> 00:33:36,300
+حجم متوازل مستطيلات
+
+453
+00:33:39,140 --> 00:33:44,000
+مساحة القاعدة في الارتفاع، مظبوط؟ مساحة القاعدة في
+
+454
+00:33:44,000 --> 00:33:48,480
+الارتفاع المساحة التربيع والارتفاع الساطل التكعيب
+
+455
+00:33:48,480 --> 00:33:52,900
+طيب، يلا نشوف شطرتكم، بنرجع لصف خامس ولا سادس حجم
+
+456
+00:33:52,900 --> 00:33:56,720
+القرى أربع
+
+457
+00:33:56,720 --> 00:34:00,680
+على تلاتة by R تكعيب الاربع على التلاتة والبي
+
+458
+00:34:00,680 --> 00:34:06,080
+أرقام، R تكعيب بجيس متر في متر في متر، سمع؟ حجم
+
+459
+00:34:06,080 --> 00:34:07,080
+الإسطوانة
+
+460
+00:34:09,370 --> 00:34:14,430
+ما هي مساحة القاعدة والارتفاع بي ار تربيع مساحة
+
+461
+00:34:14,430 --> 00:34:18,490
+القاعدة والارتفاع اتش برضه مساحة ال تربيع
+
+462
+00:34:18,490 --> 00:34:23,530
+والارتفاع ال تكعيب طبعا ذاكرين انتوا حجم المخروط
+
+463
+00:34:23,530 --> 00:34:29,910
+ربع تلت استوانة تمام اذا كلها التكعيب وبالتالي
+
+464
+00:34:29,910 --> 00:34:35,330
+الوحدات بتيجي تباعا متر تكعيب سنتمتر تكعيب او قدم
+
+465
+00:34:35,330 --> 00:34:35,970
+تكعيب
+
+466
+00:34:38,750 --> 00:34:43,790
+من توجه لـ Velocity Speed و Velocity نفس الشيء في
+
+467
+00:34:43,790 --> 00:34:48,730
+بينهم تمييز بعدين بنجيه تمام Speed رمزها V جالي
+
+468
+00:34:48,730 --> 00:34:54,050
+Speed بنعرفها مسافة ع زمان صح ولا .. إذا نقل على T
+
+469
+00:34:54,050 --> 00:34:58,770
+إذا نقطع ان هي توبها هي ال dimension تبعها أو
+
+470
+00:34:58,770 --> 00:35:01,930
+بعدين الوحدات التابعة centimeter .. meter على
+
+471
+00:35:01,930 --> 00:35:03,950
+second ولا centimeter على second ولا قدم على
+
+472
+00:35:03,950 --> 00:35:08,300
+second بحكي عربي؟أو بنحكي عربي سهل يعني لما أقول
+
+473
+00:35:08,300 --> 00:35:11,640
+بحكي عربي يعني سهل و بنحكي صيني معناته صعب لما
+
+474
+00:35:11,640 --> 00:35:17,740
+أصير أحكي صيني بتنطق تمام تسأله بتوقفوني احنا الان
+
+475
+00:35:17,740 --> 00:35:20,600
+انا قلتلكم طول ما انتوا بتهزوا و بتسألوش انا ماشي
+
+476
+00:35:20,600 --> 00:35:25,060
+لكن هذا الشرطر بهمش انا مدرك انه أغلبه سهل عشان
+
+477
+00:35:25,060 --> 00:35:30,460
+كده بذلكم تهزوا بتكون هزة طبيعية صحيحة لكن لما
+
+478
+00:35:30,460 --> 00:35:34,280
+تكون صعبة و هزيت بقول بتعطينا بيه مشكلة تمام
+
+479
+00:35:36,820 --> 00:35:39,860
+acceleration التسارع شايفين اللي انجليزي كي بصير
+
+480
+00:35:39,860 --> 00:35:42,540
+من شوية شوية بيجي معانا هاي خلاص بنا نتعود عليه
+
+481
+00:35:42,540 --> 00:35:45,760
+speed و توجه لتزمينتكم velocity velocity و speed
+
+482
+00:35:45,760 --> 00:35:49,080
+سرعة acceleration تسارع أصلا الحرف جاي منه
+
+483
+00:35:49,080 --> 00:35:52,420
+acceleration ايه? acceleration ايه؟ قلتله سرعة
+
+484
+00:35:52,420 --> 00:35:57,560
+أعزمان، مظبوط؟ والسرعة أعلتي كمان زمان، أعلتي
+
+485
+00:35:57,560 --> 00:36:03,420
+تربية، يارو دي مصعب الشغل، سهلsorry هذه الوحدات
+
+486
+00:36:03,420 --> 00:36:07,120
+متر عصر كانت تربيع سنتمتر عصر كانت تربيع قدم عصر
+
+487
+00:36:07,120 --> 00:36:12,140
+كانت تربيع الأمور سهلة جالي طيب في force قوة بقول
+
+488
+00:36:12,140 --> 00:36:16,160
+هي من وين جاب القوة قولتله نيوتن F بتساوي NA صح
+
+489
+00:36:16,160 --> 00:36:23,680
+أماقال وإيه؟ قال علي فيه تربية. هذا هي. فهذا هي
+
+490
+00:36:23,680 --> 00:36:27,740
+توبها. طبعا لو بدي أجي أقول وحدة و بدهمش كاربو
+
+491
+00:36:27,740 --> 00:36:32,180
+نيوتن كان ضلت كيلو جرام متر على سكان التربية. صح؟
+
+492
+00:36:32,180 --> 00:36:34,880
+كيلو جرام متر على سكان التربية. قالوا نيوتن كل
+
+493
+00:36:34,880 --> 00:36:38,600
+هالشغل و بدش تكريم. قالوا لأ بين كاربو. بعد ما
+
+494
+00:36:38,600 --> 00:36:40,920
+تضلك تقول كيلو جرام متر على سكان التربية قولوا
+
+495
+00:36:40,920 --> 00:36:45,100
+نيوتن. إذا صارت الوحدة نيوتن لكن بدي أقول مرات بيه
+
+496
+00:36:45,100 --> 00:36:48,960
+سؤال.إن يوتن ولا كيلو جرام متر على سكن تربية؟
+
+497
+00:36:48,960 --> 00:36:52,180
+بيقولهم زي بحيط، مظلومة لأ، بتساوي ولا بتساويش؟
+
+498
+00:36:52,180 --> 00:36:57,980
+بتساوي، إذا إن يوتن وفي النظام الجاوسي دعين وفي
+
+499
+00:36:57,980 --> 00:37:01,160
+النظام البريطاني bound، سمعتوا فيه؟ bound ال بيه
+
+500
+00:37:01,160 --> 00:37:05,180
+اختصارا، تمه؟ جالي أخر كمية بندمر عليها اليوم
+
+501
+00:37:05,180 --> 00:37:11,040
+طاقة، مين يذكرني في أشهر طاقة، طاقة الحركات؟نص M V
+
+502
+00:37:11,040 --> 00:37:18,700
+تربيع M و V M M و ال V متل L على T بصبحها عشان V
+
+503
+00:37:18,700 --> 00:37:22,840
+تربيع فهذه واحد يقول طب انا مش حافظ هذا القانون
+
+504
+00:37:22,840 --> 00:37:29,780
+انا حبيب انا و MGH انت مظبوط مش طاقة تاني مايقولوا
+
+505
+00:37:29,780 --> 00:37:37,020
+يا سيدي ههي MGH هدي M و هدي L على T تربيع و هدي L
+
+506
+00:37:38,510 --> 00:37:43,870
+وإن كنت تريد أن تجيح نفس الشيء هايها M التربية على
+
+507
+00:37:43,870 --> 00:37:48,670
+T التربية فأي قانون بدك إياه بيطلع عندك نفس ال
+
+508
+00:37:48,670 --> 00:37:52,190
+dimension لأنه مستحيل تكون ال energy اللي هتبين
+
+509
+00:37:52,190 --> 00:37:57,610
+لازم تبوعد أي إن كان نوع ال energy مظبوط ولا حركة
+
+510
+00:37:57,610 --> 00:38:02,520
+ولا وضع ولا شغل ولا اللي بدك إياهتمام الوحدات اللي
+
+511
+00:38:02,520 --> 00:38:05,920
+عندي جول اللي هو بيسوي كيلو جرام متر تربيع عشان
+
+512
+00:38:05,920 --> 00:38:11,820
+كانت تربيع نفسها او ارج او bound في قدم يعني في
+
+513
+00:38:11,820 --> 00:38:14,580
+النظام البريطاني مالهاش وحدة خاصة بيها تمام يا
+
+514
+00:38:14,580 --> 00:38:19,680
+بنات؟ في شي صعب؟ حلو بيقولي طب انت ليش بتعمل هذا؟
+
+515
+00:38:19,680 --> 00:38:26,650
+بقولك دير بالك علمونا زمان ان كيلو القطننفس كيلو
+
+516
+00:38:26,650 --> 00:38:32,190
+الحديد طيب بنفع أساوي كيلو الجطن بكيلو الدهب؟
+
+517
+00:38:32,190 --> 00:38:36,610
+أسويهم؟ طب مساوية في إيش؟ في التمن؟ في التمن بنفع؟
+
+518
+00:38:36,610 --> 00:38:41,250
+في الوزن بنفع، في التمن؟ لكن في التمن؟ لأ بيقولّك
+
+519
+00:38:41,250 --> 00:38:45,750
+يا ربالك كلمة يساوي ابتعني أن الطرف الأيصل لازم
+
+520
+00:38:45,750 --> 00:38:50,310
+يساوي الطرف الأيمن في كل إشي والشغل التانية بنفع
+
+521
+00:38:50,310 --> 00:38:54,310
+تجمع تلاتة كيلو بندورة زي اتنين كيلو خيار و تقول
+
+522
+00:38:54,310 --> 00:38:59,900
+معايا خمسة كيلو إيش؟بنفعش إذا برضه لما تجمع و تطرح
+
+523
+00:38:59,900 --> 00:39:03,740
+بنفعش إلا تجمع من نفس الجنس ولا لأ نفس الجنس عندنا
+
+524
+00:39:03,740 --> 00:39:06,780
+نفس ال dimension اللي هم نفس ال top وبالتالي طالعش
+
+525
+00:39:06,780 --> 00:39:11,140
+بقول ليه بقول ال quantities can be added ممكن تجمع
+
+526
+00:39:11,140 --> 00:39:15,720
+can be added add يعني أجمع or subtracted أو تطرح
+
+527
+00:39:15,720 --> 00:39:21,120
+only only بتعرفش معناه only فقطif they have the
+
+528
+00:39:21,120 --> 00:39:25,300
+same dimensions تمام لازم يكون لهم ما زال حطيت
+
+529
+00:39:25,300 --> 00:39:28,860
+زائد او ناقص لازم الليهان و الليهان يكون له نفس ال
+
+530
+00:39:28,860 --> 00:39:33,660
+dimension الشيء التاني بيقول ال terms ال terms
+
+531
+00:39:33,660 --> 00:39:39,280
+يعني الحدود الحدود on both sides في كلا جانبي كلمة
+
+532
+00:39:39,280 --> 00:39:43,600
+يساوي او إشارة يساوي must have the same dimensions
+
+533
+00:39:43,600 --> 00:39:46,940
+لازم يكون لهم نفس ال dimensions نجي للمعادلة
+
+534
+00:39:46,940 --> 00:39:52,500
+الحلوة ديهذه معادلة أم لا؟ هذه إيه إيه الإشارة؟
+
+535
+00:39:52,500 --> 00:39:56,780
+زائد زائد كذا طلعوا يا بنات هل جيت هذه إيه ال
+
+536
+00:39:56,780 --> 00:40:02,260
+dimension تبعها؟ ال ال صح؟ إذا لازم يكون هذه ال و
+
+537
+00:40:02,260 --> 00:40:06,960
+هذه ال فعشان لا تكون هيك مش نازمة في نفس ال
+
+538
+00:40:06,960 --> 00:40:13,420
+dimension لازم يكون ال و هذه ال طب هذه خليط بقول
+
+539
+00:40:13,420 --> 00:40:17,860
+واحدة واحدة بقوله هذه إيه الشيء بقوله هذه T طب و
+
+540
+00:40:17,860 --> 00:40:24,770
+هذهوالله طلعت L نجي ليها دي فاكتشوفوا من الأقام A
+
+541
+00:40:24,770 --> 00:40:29,670
+L على T تربية و هذه T تربية مظبطت ولا مظبطتش اذا
+
+542
+00:40:29,670 --> 00:40:34,270
+هي L زاد L و هناك L مافيش إشكالية إذا الممنوعة
+
+543
+00:40:34,270 --> 00:40:38,890
+تجمع إلا إذا كانت dimensions واحدة هذه جمعت هذه L
+
+544
+00:40:38,890 --> 00:40:42,770
+وهذه L ككل هذه إيش ال dimension تبعها L وهذه ال
+
+545
+00:40:42,770 --> 00:40:48,560
+dimension تبعها Lككل طبعا اما تضرب مهمش تضرب تفرجش
+
+546
+00:40:48,560 --> 00:40:53,440
+لكن الجامع و الطرح و المساواة لازم يكون ال
+
+547
+00:40:53,440 --> 00:41:00,560
+dimension واحد اتفجنا يا بنات هذه شغلة مهمة حكيت
+
+548
+00:41:00,560 --> 00:41:06,580
+كتير انا انا جيت نعمل stop نحللنا سؤال مثال احكي
+
+549
+00:41:06,580 --> 00:41:11,060
+هتحلليه ثاني شوية بس هشوف السؤال شوه بيقول شو ذات
+
+550
+00:41:11,060 --> 00:41:17,860
+بينفي عندي equation V سرعة بتساوي FT تسارع في زمان
+
+551
+00:41:17,860 --> 00:41:22,160
+قاللي يا ترى ها دي صح فيزيائيا ولا لا؟ ايش بتقصد
+
+552
+00:41:22,160 --> 00:41:25,940
+في صح؟ بقوله فيه يساوي ولا مافيش يساوي؟ إذا لازم
+
+553
+00:41:25,940 --> 00:41:29,620
+الطرف الأيصر والطرف الأيمن يكون لهم نفس ال
+
+554
+00:41:29,620 --> 00:41:33,060
+dimensions صح ولا؟ احكي عشان رفعتني تصبعك أول
+
+555
+00:41:33,060 --> 00:41:38,020
+واحدةهل جيت .. بيكيب دي حلو بقول هيك هه .. هذي إيش
+
+556
+00:41:38,020 --> 00:41:42,880
+هي ال dimension تبعها؟ تمام يا زمي انا فكرت لوح زي
+
+557
+00:41:42,880 --> 00:41:49,200
+الأولانيات بدي أكتبها هنا V بتسوء A في T إيش هذي
+
+558
+00:41:49,200 --> 00:41:59,020
+ال dimension تبعها؟ على T هذي و هذي والله
+
+559
+00:41:59,020 --> 00:42:09,660
+صح صح تمام؟ حلوأي سلسلة بنعتك؟ سلسلة
+
+560
+00:42:09,660 --> 00:42:14,140
+ما؟ طب وإيش سلسلة زمان؟ بدك ترجعيها للتوابل
+
+561
+00:42:14,140 --> 00:42:18,760
+الرئيسية؟ بدك تثبت إنها صح ولا لأ؟ لازم ال باي
+
+562
+00:42:18,760 --> 00:42:20,460
+ماشي هنا على الشجة هذه سواء ال باي ماشي هنا على
+
+563
+00:42:20,460 --> 00:42:23,540
+الشجة هذه تمام؟ إيش اللي على الشجة الأولى؟ ال على
+
+564
+00:42:23,540 --> 00:42:29,660
+T و بدك تحط ال على T؟ ماعرفش اللي حطته هيك عطته مش
+
+565
+00:42:29,660 --> 00:42:31,960
+هذه سلسلة
+
+566
+00:42:35,430 --> 00:42:39,990
+هيها L على T تربيع ما هيك اللي عملته ما هي L على
+
+567
+00:42:39,990 --> 00:42:43,090
+.. هي ايه مش L على T تربيع هي اللي عملته اللي
+
+568
+00:42:43,090 --> 00:42:45,990
+بتحكيه انت انا اللي بعمله L على T تربيع و هنا فيه
+
+569
+00:42:45,990 --> 00:42:50,530
+T طلعت L على T اللي بتحكيه انا اللي عامله تمام هذه
+
+570
+00:42:50,530 --> 00:42:53,930
+بدي أحله كمان مرة على ال power point بقول ال sense
+
+571
+00:42:54,770 --> 00:42:59,510
+ال dimension تبع ال V ال على T صح؟ و ال dimension
+
+572
+00:42:59,510 --> 00:43:04,390
+تبع ال A ال على T تربية و ال dimension تبع ال T
+
+573
+00:43:04,390 --> 00:43:08,470
+معروف قال لي يلا نشوف قال لي إيش في عندك؟ قلت له V
+
+574
+00:43:08,470 --> 00:43:13,490
+إيش ال dimension تبعها؟ ال على T A ال على T تربية
+
+575
+00:43:13,490 --> 00:43:17,430
+و ال T ها دي ضاعت مع حاجة زي ما بتقولي إذا اليمين
+
+576
+00:43:17,430 --> 00:43:23,330
+بيسوي اليسار إذا المعادلة صحابتفجني يا بنات زي ما
+
+577
+00:43:23,330 --> 00:43:29,030
+عملتها دي لجيتها صح ولا مش صح لجيتها صح طيب جالي
+
+578
+00:43:29,030 --> 00:43:34,540
+نشوف السؤال جالي بدي أديك هالمعادلةأيه؟ قاللي الـ
+
+579
+00:43:34,540 --> 00:43:37,880
+acceleration طيب عارف ال dimension تبعها ولا لأ L
+
+580
+00:43:37,880 --> 00:43:42,300
+على T تربية بتساوي K أيش هال K؟ قاللي هذه ثابت
+
+581
+00:43:42,300 --> 00:43:45,940
+dimensionless يعني إلها dimension dimensionless
+
+582
+00:43:45,940 --> 00:43:49,680
+بدون dimension يعني فلت تكويها طردها زي خمسة و نص
+
+583
+00:43:49,680 --> 00:43:53,780
+و تلت ماعناش دعوة طيب with K is a dimensionless
+
+584
+00:43:53,780 --> 00:43:58,960
+constant R أس N R هو ال radius نص القطر بيقش من
+
+585
+00:43:58,960 --> 00:44:04,580
+جيسهالـ L يعني ايه؟ يعني ال dimension تبعه L V أُس
+
+586
+00:44:04,580 --> 00:44:09,500
+M و V السرعة L على T طب إيش بدك؟ بقول لي determine
+
+587
+00:44:09,500 --> 00:44:15,180
+the value of N and M قال لي هذه N أحط محلها 2 و لا
+
+588
+00:44:15,180 --> 00:44:20,660
+5 و لا 0 و لا 1 و M نفس العملية إيش بده أحط محلها
+
+589
+00:44:20,660 --> 00:44:27,440
+عشان تكون المعادلة صحيحة فيزيائياهتنشوف واحدة
+
+590
+00:44:27,440 --> 00:44:31,940
+واحدة وانصح صح اكيد افطرتوا انتوا مع حضرتكم متأخرة
+
+591
+00:44:31,940 --> 00:44:36,760
+واشربتوا شهار واشربتوا جهر وانصح صحيح تمام هتنشوف
+
+592
+00:44:36,760 --> 00:44:43,720
+بيقولي ايه بتساوي فلتوا من K R أس N V أس M مش هيك
+
+593
+00:44:43,720 --> 00:44:48,820
+كده ال K جالي dimensions جمت من حساباتي تمام ايه
+
+594
+00:44:48,820 --> 00:44:54,600
+الشيء اللي عم تعمل ال dimensions بتبعها ال R أس N
+
+595
+00:44:54,600 --> 00:44:55,400
+ال V
+
+596
+00:44:59,220 --> 00:45:05,000
+صحيكم ولا لأ؟ طيب أخدنا في صف سابع ولا سادس هادي
+
+597
+00:45:05,000 --> 00:45:09,620
+بيصير L N ذائد M مظبوط ولا لأ؟ هادي بيصير L N ذائد
+
+598
+00:45:09,620 --> 00:45:15,360
+M على T أس M هيك تمام؟ اللي عملته لحد تلان كم
+
+599
+00:45:15,360 --> 00:45:21,800
+استوعبينه؟ حلو جالي الآن في الحلوة هادي اللي هي
+
+600
+00:45:21,800 --> 00:45:26,360
+اللي يساويأو هادي فى عينى انه لازم ال dimension
+
+601
+00:45:26,360 --> 00:45:30,000
+لهان يسوى ال dimension لهان حلو معناته ايش بقول
+
+602
+00:45:30,000 --> 00:45:36,100
+لازم M تسوى اتنين لازم M تسوى اتنين اذا M لازم
+
+603
+00:45:36,100 --> 00:45:42,480
+تسوى اتنين طب و M زاد M لازم تسوى واحد صح يقول خلص
+
+604
+00:45:42,480 --> 00:45:48,120
+السؤال معناته من هنا بقدر اقول N بالسوى سلب واحد
+
+605
+00:45:48,120 --> 00:45:59,970
+صحيالا نعود فوق صارت A بتساوي K R أس لاقس واحد
+
+606
+00:45:59,970 --> 00:46:08,350
+يعني واحد على R و هذه V خليني
+
+607
+00:46:08,350 --> 00:46:12,830
+أشوف إيش اللي بيعملوها ده حكوا راسكم شوية و تذكروا
+
+608
+00:46:12,830 --> 00:46:19,640
+حاجة بيسموها التسارع المركزي أش قانونه؟مش M أنا دي
+
+609
+00:46:19,640 --> 00:46:24,500
+قوة مركزية بدون M V تربيع على R ولا لأ تلع عليها
+
+610
+00:46:24,500 --> 00:46:28,340
+طب هجيه تسارع مركزي ولا تسارع مش مركزي مش تسارع في
+
+611
+00:46:28,340 --> 00:46:31,500
+الآخر زي زمان دولي ولا مش زمان دولي مش واحد دول في
+
+612
+00:46:31,500 --> 00:46:36,420
+السكندر ولا لأ ماهي تسارع اذا صح المعادلة اذا
+
+613
+00:46:36,420 --> 00:46:41,540
+المعادلة لما حطيت R ناقص واحد و V تنين طلعت تسارع
+
+614
+00:46:41,540 --> 00:46:45,340
+غصب عنها وهذه التسارع المركزي اللي أخدناه بحكي
+
+615
+00:46:45,340 --> 00:46:45,580
+عربي
+
+616
+00:46:50,290 --> 00:46:52,450
+أي استفسار
+
+617
+00:46:55,900 --> 00:47:01,780
+أخر نقطة .. هادي؟ هادي تمام؟ روح اتعودى تبينتى هنا
+
+618
+00:47:01,780 --> 00:47:06,160
+بدل ال M حطيت نقص واحد فصلت R أساري بواحد يعني
+
+619
+00:47:06,160 --> 00:47:10,520
+واحد على R صح؟ و بدل ال M حطيت اتنين قولت هادي
+
+620
+00:47:10,520 --> 00:47:14,480
+والله مرت عليا V تربيع على R تصارع مركزي فصح
+
+621
+00:47:14,480 --> 00:47:20,600
+الكلام تصارع بس بذكر تمام اذا هى اللى عملناه وهى
+
+622
+00:47:20,600 --> 00:47:24,100
+الحل بس انا بكون حلته على اللوحة هى نفس الكلام
+
+623
+00:47:24,100 --> 00:47:29,140
+اللى عملناهأحنا صوّينا لقلب تساوي N زي ال M على T
+
+624
+00:47:29,140 --> 00:47:32,920
+M صح؟ هلأ احنا عارفين انه هي بالقانون الأصلي ان
+
+625
+00:47:32,920 --> 00:47:37,120
+قلب تساوي T تربيع هلأ اشمعنى ان كانت ال T عندنا ال
+
+626
+00:47:37,120 --> 00:47:42,900
+M مش ال N مثلا ال M هو هي .. هيك أعطانيها هو جالي
+
+627
+00:47:42,900 --> 00:47:48,420
+ايه؟ R أس N و V أس Mالـ V إيش ده يمشي تبقى L على T
+
+628
+00:47:48,420 --> 00:47:53,360
+وبالتالي صارت L أُس M على T أُس M طب في L .. هى
+
+629
+00:47:53,360 --> 00:47:57,440
+لما أقولك L أُس N وجنبها L أُس M مش بتسوي L في N
+
+630
+00:47:57,440 --> 00:48:00,740
+زايد M هى اللي عملته تمام؟ حلو
+
+631
+00:48:06,020 --> 00:48:11,680
+هادي كل chapter فيه quizzات بنطلنا عشان اللي سرح
+
+632
+00:48:11,680 --> 00:48:16,920
+ونعس يصحصح معايا تمام؟ بنعمل quiz بسيط هذه ال
+
+633
+00:48:16,920 --> 00:48:20,080
+quizzات في زيها كتير بتيجي في ال model مش في ال
+
+634
+00:48:20,080 --> 00:48:22,580
+model يوم الخميس بنعمل quiz مش هذا الخميس الخمس
+
+635
+00:48:22,580 --> 00:48:25,720
+اللي جاي ان شاء الله في أدم ممكن تتكرر هذه الأسئلة
+
+636
+00:48:25,720 --> 00:48:28,720
+أو تكون زيها مش أنا قلت بحط خواري خمسين سؤال في
+
+637
+00:48:28,720 --> 00:48:32,580
+الصندوق فبكون إما زي هذا وشبيه منه بغير شغلات
+
+638
+00:48:32,580 --> 00:48:36,620
+كتيرةنشوف هل الـ quiz الحلو و نشوف أنا صحين ولا لا
+
+639
+00:48:36,620 --> 00:48:41,080
+و نشوف كنا نحكي عربي ولا صيني هالجهة تمام؟ كنا نهز
+
+640
+00:48:41,080 --> 00:48:46,260
+راسنا صح ولا نهز راسنا بس مجرد تمشية؟ إيش بيقوللي؟
+
+641
+00:48:46,930 --> 00:48:50,870
+بقولي the position of a particle موضع جسم موضع
+
+642
+00:48:50,870 --> 00:48:55,590
+مسافة يعني الولا لا تمه is given by يُعطى
+
+643
+00:48:55,590 --> 00:49:00,430
+بالمعادلة التالية X بتساوي AT زي الـBT تربيع X
+
+644
+00:49:00,430 --> 00:49:04,310
+مسافة position لانه جليه A وB ثابت ماهياش
+
+645
+00:49:04,310 --> 00:49:09,030
+acceleration ايه هنا ثابت A وB الـT بتعرفه زمان
+
+646
+00:49:09,030 --> 00:49:14,070
+تمه جليه X in meter and T in second بجيسها بالـSI
+
+647
+00:49:14,070 --> 00:49:17,830
+system يعنيبقول اللي بده يحط رجل ع رجله وأسألكوا
+
+648
+00:49:17,830 --> 00:49:22,870
+هاذي فيه يساوي ولا مافيش يساوي؟ وفيه زائد كمان
+
+649
+00:49:22,870 --> 00:49:29,250
+صحيح؟ ثانى شوية واحدة واحدة ده اللي يطوع الثابت
+
+650
+00:49:29,250 --> 00:49:34,270
+ايه؟ ايش لازم يكون ال dimension تبعه؟ عشان تظبط ال
+
+651
+00:49:34,270 --> 00:49:41,150
+.. ليش؟ لأ واحدة واحدة هيا ها نكتبها هنا وده ده ده
+
+652
+00:49:41,150 --> 00:49:47,530
+ده وبنحكي عربيبالعامة اللي نفهمها كلها حتى مش
+
+653
+00:49:47,530 --> 00:49:52,850
+بالفظها عشان ما حد يقول مافهمتاش هي X وهي بتساوي
+
+654
+00:49:52,850 --> 00:50:00,910
+ايه؟ وهي T وزائد بي T تربيع هجتها دي إيش؟ لازم
+
+655
+00:50:00,910 --> 00:50:05,330
+اللي هناك يكون L زائد L صح ولا لأ؟ مستمروا هيك
+
+656
+00:50:05,330 --> 00:50:10,670
+اللي اتعلمناها؟ بيساوي جيش ها دي؟ Tطب مش المفروض
+
+657
+00:50:10,670 --> 00:50:13,990
+يكون T، بدك تضيع ليها، إذا لازم ال T تكون في
+
+658
+00:50:13,990 --> 00:50:19,070
+المقام، إذا ممكن تحطلي T هنا، و هنا تحطها L، إذا
+
+659
+00:50:19,070 --> 00:50:22,970
+هادي إيه ال dimension تبعتها، صح ولا لأ؟ لما أقول
+
+660
+00:50:22,970 --> 00:50:25,010
+إيش ال dimension تبعتها، بقول اللي على T لازم
+
+661
+00:50:25,010 --> 00:50:31,070
+تكون، عشان تظبط L، طب و هادي قاللي هادي إيش، إذا
+
+662
+00:50:31,070 --> 00:50:35,110
+لازم تضيع ليها، و هادي هيها، إذا هي B
+
+663
+00:50:38,260 --> 00:50:43,060
+لأ ما .. صراحتي طوي انت صراحتي لأنه حكيتها قولتلكم
+
+664
+00:50:43,060 --> 00:50:47,960
+ال A مستسارة ال A و ال B ثوابت حكيتها الكلمة هذه
+
+665
+00:50:47,960 --> 00:50:55,940
+تمام يا بنات؟ شو هو؟ هو بيكون كاتب .. بيكون كاتب
+
+666
+00:50:55,940 --> 00:50:59,440
+هنا .. هنا ثوابت ما هو عشان هنا ال quiz و أنا
+
+667
+00:50:59,440 --> 00:51:04,600
+بحكيه ف .. لكن هناك بيكون واضح الأمور تمام؟ بتطلع
+
+668
+00:51:04,600 --> 00:51:09,120
+خيارات يا بنات؟ هذه هيكمة بال mood اللي بتجيكمأيش
+
+669
+00:51:09,120 --> 00:51:13,740
+من هدول؟ لأ ال A على L على T اه L على T على طول
+
+670
+00:51:13,740 --> 00:51:18,080
+بروح بقوله L على T بكون عارف لما بكرا خربطوا فيها
+
+671
+00:51:18,080 --> 00:51:22,300
+هاي المحلولة قدامكم طيب بقول كمان ال quiz اذا علق
+
+672
+00:51:22,300 --> 00:51:26,020
+اعتيا مظبوط بقول كمان ال quiz referring to the
+
+673
+00:51:26,020 --> 00:51:29,680
+previous question جالي نفس السؤال ارجعله هيش بدات؟
+
+674
+00:51:29,680 --> 00:51:34,080
+جالي بدات ال dimension تبع B طبعا
+
+675
+00:51:34,080 --> 00:51:38,160
+اطلع هذه مراتاللي مش دارس بيقولك والله يمكن هالي
+
+676
+00:51:38,160 --> 00:51:44,620
+هي بروح باخدها فبنحطها احنا عشان ملاذ للي بده ملاذ
+
+677
+00:51:45,520 --> 00:51:49,140
+يختاروا يمشي تمام يا بنات طبعا احنا ممكن كيف نجيبه
+
+678
+00:51:49,140 --> 00:51:52,820
+السؤال في الموديل بس للمعرفة هذا السؤال ممكن اجيبه
+
+679
+00:51:52,820 --> 00:51:57,880
+بالصيغة التالية نفس السؤال بقوله وحدة ايه؟ بديش ال
+
+680
+00:51:57,880 --> 00:52:01,540
+dimension وحدة ايه؟ هو جاين ليه هنا X بإيش بقي ع
+
+681
+00:52:01,540 --> 00:52:05,280
+جيسها؟ بال meter أصلا المفروض يكون متر ع second
+
+682
+00:52:05,280 --> 00:52:10,040
+ولا لأ؟ متر ع second ها بقولكم ايه ثابت؟ في كتير
+
+683
+00:52:10,040 --> 00:52:14,100
+طلبة بيجوني مبرمجين مش عارفين كيف برمجوا حالهم ان
+
+684
+00:52:14,100 --> 00:52:20,590
+كل ثابت مالواش وحداتكل ثابت مالوش وحدات اه عشان
+
+685
+00:52:20,590 --> 00:52:26,030
+كده بكتب له has no units بقولك ايه الشهادة حلوة لأ
+
+686
+00:52:26,030 --> 00:52:29,030
+الثوابت ممكن يكونولها وحدات وانتوا عارفين ثوابت
+
+687
+00:52:29,030 --> 00:52:35,310
+كله الوحدات ولا لأ صراعات الضوء والجاذبية الأرضية
+
+688
+00:52:35,310 --> 00:52:39,470
+اذا نفعكين برمجين والله علمونا الثابت مالوش وحدات
+
+689
+00:52:39,470 --> 00:52:45,120
+مين يقول لأيكون تبلع المدرسين اللي علموه تمام؟ اذا
+
+690
+00:52:45,120 --> 00:52:52,180
+هده .. هده هي تمام او
+
+691
+00:52:52,180 --> 00:52:56,940
+بيه اه طبعا
+
+692
+00:52:56,940 --> 00:53:02,260
+بس عشان تكون ال total أقل لازم تكون بالظبط يعطيكوا
+
+693
+00:53:02,260 --> 00:53:03,360
+العافية تمام يا سامي
+
diff --git a/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_raw.srt b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_raw.srt
new file mode 100644
index 0000000000000000000000000000000000000000..b2aa107d6a300fa91b3d59ebadcae52ef77c5be3
--- /dev/null
+++ b/PL9fwy3NUQKwb6OQhcTn5SkdK0XkcfDNyC/wm95gY8dbmo_raw.srt
@@ -0,0 +1,2772 @@
+1
+00:00:05,180 --> 00:00:08,780
+تمام نسمي باسم الله و اليوم هنبدأ طبعا ان انا
+
+2
+00:00:08,780 --> 00:00:12,900
+قلتلكم المحاضرة الماضية ان هذا chapter تسخين
+
+3
+00:00:12,900 --> 00:00:18,880
+chapter بسيط مقدمة بسيطة معلومات في منها ثقافية و
+
+4
+00:00:18,880 --> 00:00:22,400
+في منها بسيط جدا الشغل اللي بدناياها من هذا ال
+
+5
+00:00:22,400 --> 00:00:25,320
+chapter هقولكم عليه ال chapter عنوانه في الكتاب
+
+6
+00:00:25,830 --> 00:00:28,570
+physics and measurements فزيكس بتعرفش معناتها
+
+7
+00:00:28,570 --> 00:00:32,630
+ميجارمنس القياسات و احنا حاكين ايش بدنا ندرس في
+
+8
+00:00:32,630 --> 00:00:35,810
+هذا ال chapter انا اول شريحة في كل الشباتر كاتبش
+
+9
+00:00:35,810 --> 00:00:39,270
+المواضيع اللي هندرسها في كل chapter على حده فانا
+
+10
+00:00:39,270 --> 00:00:42,650
+كاتب in this chapter we are going to discuss the
+
+11
+00:00:42,650 --> 00:00:45,670
+following topics المواضيع التالية topic يعني
+
+12
+00:00:45,670 --> 00:00:50,170
+مواضيع موضوع تمام ايش في هذا ال chapter بدنا نشرح
+
+13
+00:00:50,170 --> 00:00:56,960
+هنشرحStandards of Length, Mass and Timeالطول
+
+14
+00:00:56,960 --> 00:01:02,860
+والكتلة والزمن كيف بنجيزها بقياسات معيارية ايش
+
+15
+00:01:02,860 --> 00:01:07,340
+يعني معيارية كل الناس بتعرفها تمام الموضوع التاني
+
+16
+00:01:07,340 --> 00:01:11,740
+dimensional analysis اللي هو التحليل تبع أبعاد
+
+17
+00:01:11,740 --> 00:01:16,140
+الكميات الفيزيائية هانيجيته تفصيليا بعدين
+
+18
+00:01:16,140 --> 00:01:19,840
+conversion of units كيف نحول الوحدات من متر
+
+19
+00:01:19,840 --> 00:01:23,740
+لكيلومتر من كيلومتر لمتر وفي ميل وفي مش عارف ايش
+
+20
+00:01:23,740 --> 00:01:27,240
+كيف من .. كنت بتعرف اتحوله صح ولا لأ؟من طبع أمركم
+
+21
+00:01:27,240 --> 00:01:32,120
+بس يعني بنا نحكي عنها بعدين ال significant figures
+
+22
+00:01:32,120 --> 00:01:37,100
+الكيميات الفيزيائية لما نكتبها تكتب بصيغة ما
+
+23
+00:01:37,100 --> 00:01:41,780
+بنسميها في figures معينة او digits أرقام لها
+
+24
+00:01:41,780 --> 00:01:46,300
+نضعمها لما نيجي بنحكي عنها وزي ما انا حكيت ان
+
+25
+00:01:46,300 --> 00:01:49,260
+الكتاب في حوالي في هذا ال chapter اللي هو بسيط
+
+26
+00:01:49,260 --> 00:01:52,640
+شبيتر انا بسميه لانه صغير جدا في حوالي سبعين سؤال
+
+27
+00:01:53,740 --> 00:01:58,120
+فيه منهم اللي مهم و اللي مش مهم. فانا مختلفكم بس
+
+28
+00:01:58,120 --> 00:02:03,260
+هدول. بس هدول المطلوب منكم تحلوه.هذا هو زي ما
+
+29
+00:02:03,260 --> 00:02:06,520
+اتفقنا هذه الحد الأدنى هدول المهمين و المفروض
+
+30
+00:02:06,520 --> 00:02:10,020
+الطالب مايتنزلش عن انه يحل هدول هدول البساطين عشان
+
+31
+00:02:10,020 --> 00:02:16,620
+نفهم المواضيع اللي هنشرحها تمام؟ هذا هو مواضيع ال
+
+32
+00:02:16,620 --> 00:02:21,000
+chapter تبع الأول و هناخده بمحاضرتين اليوم و بنكمل
+
+33
+00:02:21,000 --> 00:02:23,660
+اليوم الأربع ان شاء الله عشان كده الخميس مافيش
+
+34
+00:02:23,660 --> 00:02:28,720
+quiz بكون خلصنا chapter مذة بقيمة يعني عشان نعمل
+
+35
+00:02:28,720 --> 00:02:31,700
+فيه quiz تمام
+
+36
+00:02:33,010 --> 00:02:35,710
+المقدمة عشان بس نعرف احنا و اين رايحين و اين جايين
+
+37
+00:02:35,710 --> 00:02:39,350
+مقول احنا فيه زي الف تتحدث عن علم الـMechanica
+
+38
+00:02:40,040 --> 00:02:43,740
+اتفقنا من المرة هذهك علم الميكانيكا ينقسم إلى
+
+39
+00:02:43,740 --> 00:02:47,640
+فرعين رئيسيين الفرعين الرئيسيين هدوة و الـ
+
+40
+00:02:47,640 --> 00:02:53,140
+Mechanics و الميكانيكا في Kinematics و في Dynamics
+
+41
+00:02:53,140 --> 00:02:58,040
+Kinematics هو علم الحركة فقافة يعني مش .. مشيش في
+
+42
+00:02:58,040 --> 00:03:03,680
+الامتحان فقافة Kinematics علم الحركة Dynamics علم
+
+43
+00:03:03,680 --> 00:03:09,270
+الحركة بس بهمني أكتر مسببات الحركةتمام؟ وبالتالي
+
+44
+00:03:09,270 --> 00:03:12,990
+إيش بنقول؟ إيش تعريف الـkinematics؟ بقول لي the
+
+45
+00:03:12,990 --> 00:03:18,110
+study of the motion دراسة الحركة and only the
+
+46
+00:03:18,110 --> 00:03:23,050
+motion وفقط الحركة بغض النظر مين سبب الحركة عشان
+
+47
+00:03:23,050 --> 00:03:27,730
+كده بتفرجش معاك اللي بتتحرك طيارة ولا بسكليتبغض
+
+48
+00:03:27,730 --> 00:03:31,950
+النظر عن الكتلة إذا الـ study of the motion and
+
+49
+00:03:31,950 --> 00:03:37,590
+only the motion of the objects اللي هي الأشياء
+
+50
+00:03:37,590 --> 00:03:42,390
+خلينا نسميها تمام؟ Ignoring، بدك تتجاهل ال agents
+
+51
+00:03:42,390 --> 00:03:46,790
+that cause this motion بدك تتجاهل العوامل اللي
+
+52
+00:03:46,790 --> 00:03:52,890
+سببت الحركة تمام؟It is independent لا تعتمد on the
+
+53
+00:03:52,890 --> 00:03:55,710
+mass of the objects لا تعتمد على الكتلة عشان كده
+
+54
+00:03:55,710 --> 00:04:00,310
+قولت التيارة بتتحرك والسرسور بتتحرك كله بالنسبالي
+
+55
+00:04:00,310 --> 00:04:04,570
+واحد منهم حركة اذا هذا بنسميه kinematics وحناخده
+
+56
+00:04:04,570 --> 00:04:11,100
+في chapter 2 و chapter 4 كله علم kinematicsلكن لما
+
+57
+00:04:11,100 --> 00:04:14,280
+نخش عشرة أبطال خمسة، بنروح على الـDynamic، ايش
+
+58
+00:04:14,280 --> 00:04:17,060
+الـDynamic؟ بيقول لي بيكتب رسمي مين اللي يخلى
+
+59
+00:04:17,060 --> 00:04:22,200
+الجسم يتحرك، بنطق صاحب قانون يبقى الجسم على حالته
+
+60
+00:04:22,200 --> 00:04:27,570
+من السكون أو الحركة المنتظمة ما لم تؤثر عليهقوة
+
+61
+00:04:27,570 --> 00:04:31,910
+إذا المسبب الحركة هو القوة وبالتالي هذه علم
+
+62
+00:04:31,910 --> 00:04:35,950
+الـmechanic الـdynamica الـdynamic is the study of
+
+63
+00:04:35,950 --> 00:04:40,810
+the cause of the motion بدك تدرس لمسببات الحركة
+
+64
+00:04:40,810 --> 00:04:46,250
+وحاطط من جثين لحسب نيوتن forces تمام it is largely
+
+65
+00:04:46,250 --> 00:04:50,750
+depends اعتمد اعتماد كبير on the mass of the
+
+66
+00:04:50,750 --> 00:04:54,630
+objectsلما نتذكر قانون الـ Mutant التاني F ايش
+
+67
+00:04:54,630 --> 00:05:00,390
+بتسوي؟ M A اذا M دخلت في الموضوع لكن القوانين
+
+68
+00:05:00,390 --> 00:05:05,030
+بتاعة الحركة زي قانون V او خلّيني نجيب القانون
+
+69
+00:05:05,030 --> 00:05:09,550
+حالي زي ما ابتعدت ده X بتسوي V initial T زي عض نص
+
+70
+00:05:09,550 --> 00:05:14,300
+A T تربية شايفين فيه كتلة؟مالهاش دعوة اذا انت وين
+
+71
+00:05:14,300 --> 00:05:19,360
+انت هنا في ال kinematics هذا قوانين بتدرس علم
+
+72
+00:05:19,360 --> 00:05:23,560
+الحركة حركة راحوا ايجاوا ويلوا تصارعوا واخد كذا
+
+73
+00:05:23,560 --> 00:05:27,480
+ساعة و لا كذا دقيقة مظبوط ولا لأ تمام هذه مقدمة
+
+74
+00:05:27,480 --> 00:05:33,640
+هيك ثقافة مالهاش دعوة في اي شي مدهش دراسة تمام انا
+
+75
+00:05:33,640 --> 00:05:38,660
+جاي تنفوت على ال lengthوالـ Mass و الـ Time و الـ
+
+76
+00:05:38,660 --> 00:05:43,000
+Standard تبعهم زمان زمان بتسمعوا من اخترياتنا
+
+77
+00:05:43,000 --> 00:05:46,440
+كانوا يقولوا كيف بتجيس أكم فتر و أكم شبر و أكم
+
+78
+00:05:46,440 --> 00:05:49,720
+دراع صح ولا لأ؟ و زمان الله يعينهم كانوا لما
+
+79
+00:05:49,720 --> 00:05:52,440
+يقولوا والله لدراع طب ما في واحد طويل و واحد قصير
+
+80
+00:05:52,440 --> 00:05:56,100
+مش كل الدراعات واحدة ولا كانوا مرات يجيسوا بالخطوة
+
+81
+00:05:56,100 --> 00:06:00,120
+مظبوط ولا لأ؟ طب هو كل خطوة تنزي بعد؟ إذا معناته
+
+82
+00:06:00,120 --> 00:06:05,540
+كانت الإجاسات مش دقيقة ليش؟ لأنه مافيش معيار ثابت
+
+83
+00:06:06,050 --> 00:06:09,250
+للقياس فين أخرج قالوا العلماء لأ باننا نحن
+
+84
+00:06:09,250 --> 00:06:13,850
+هالمشكلة بإن اللي جينا شغلات معيارية بحيث أنا لما
+
+85
+00:06:13,850 --> 00:06:19,490
+أقول خمسة متر في غزة اللي جيسها في توكيو بتطلع
+
+86
+00:06:19,490 --> 00:06:24,910
+خمسة متر مش ستة صح ولا لأ؟ إذن بدنا نتفق تمة إذن
+
+87
+00:06:24,910 --> 00:06:30,940
+إيش بقولي؟بصورة عامة any physical quantity أي كمية
+
+88
+00:06:30,940 --> 00:06:36,180
+فيزيائية must have وعارفين كلمة must لازم يكون لها
+
+89
+00:06:36,180 --> 00:06:40,940
+besides its numerical value بجانب قيمتها الرقمية
+
+90
+00:06:40,940 --> 00:06:45,300
+numerical يعقمية يعني مية numerical صح لازم يكون
+
+91
+00:06:45,300 --> 00:06:51,020
+لها بجانبها ما تقوليش x بساوة مية ميت إيشمية إيش؟
+
+92
+00:06:51,020 --> 00:06:57,180
+إذا لازم تلحقها بيه a standard unit unit معروفة
+
+93
+00:06:57,180 --> 00:07:00,200
+معيارية هي معناه standard وكلمة standard ما هي
+
+94
+00:07:00,200 --> 00:07:04,120
+عربية إن كنتوا مابنستخدمها صح ولا لأ standard إيش
+
+95
+00:07:04,120 --> 00:07:09,430
+بتقصد فيه standard بيقول you mean بمعنى a unitWell
+
+96
+00:07:09,430 --> 00:07:14,550
+-defined معروفة مع تعريف جيد among everyone عند كل
+
+97
+00:07:14,550 --> 00:07:17,470
+الناس اللي في توكيو اللي في غزة و اللي في واشنطن و
+
+98
+00:07:17,470 --> 00:07:21,410
+اللي في لندن كلهم لما يقولوا متر كنا بنعرف صح ولا
+
+99
+00:07:21,410 --> 00:07:26,730
+لأ يعني هلجأت لما نقول تمانية متر عندكم إحساس
+
+100
+00:07:26,730 --> 00:07:29,790
+فيهم؟ إيش المسافة؟ جدتش المسافة من الحيطة هذه
+
+101
+00:07:29,790 --> 00:07:35,480
+للحيطة هذه؟ بلاش؟ وإيه السكان الشيجاية عندي؟حلو من
+
+102
+00:07:35,480 --> 00:07:41,120
+الجامعة لمفترة جيش شجعية جداش المسافة؟ بالكيلو
+
+103
+00:07:41,120 --> 00:07:51,440
+جداش بتسافر من ال .. من الجامعة لمفترة جيش شجعية؟
+
+104
+00:07:51,440 --> 00:07:59,950
+سبعين كيلو؟ سبعين متر؟لا بينفعش ماشي منكم مهندسين
+
+105
+00:07:59,950 --> 00:08:04,010
+مدي صغير حلو بكرا أقولهم الله بدي غرفة اربع باربع
+
+106
+00:08:04,010 --> 00:08:10,190
+تعملي غرفة من هنا لحيفة بنهان
+
+107
+00:08:10,190 --> 00:08:16,170
+لها الشجاعة حوالي تلاتة كيلو ال متر .. اه تلاتة ..
+
+108
+00:08:16,170 --> 00:08:19,610
+الكيلومتر كم متر؟ ألف، اذا تلت تلاف انت قولتي
+
+109
+00:08:19,610 --> 00:08:25,330
+قداش؟ سبعين جذمتيها و هو أساسا مفترد الشجاعة و توي
+
+110
+00:08:25,330 --> 00:08:34,780
+ساكنةوطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+111
+00:08:34,780 --> 00:08:35,180
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+112
+00:08:35,180 --> 00:08:35,640
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+113
+00:08:35,640 --> 00:08:35,880
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+114
+00:08:35,880 --> 00:08:35,920
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+115
+00:08:35,920 --> 00:08:37,000
+وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب وطب
+
+116
+00:08:37,000 --> 00:08:45,580
+وطب وطب وطب
+
+117
+00:08:45,580 --> 00:08:51,220
+وط
+
+118
+00:08:52,000 --> 00:08:54,660
+سبعين متر؟ انت عارفة ايش سبعين متر؟ لما تطلع من
+
+119
+00:08:54,660 --> 00:08:58,080
+دارك للدكانة بتكون مشيت أكتر من سبعين متر للدكانة
+
+120
+00:08:58,080 --> 00:09:02,320
+ياردك المتر ماهو المتر ماهو .. مابينفعش تكون مش ..
+
+121
+00:09:02,320 --> 00:09:05,480
+مش حاسين إحنا مانحكي إيه إيش هو المتر قبل ما نعرفه
+
+122
+00:09:05,480 --> 00:09:08,780
+انت
+
+123
+00:09:08,780 --> 00:09:13,060
+.. انت من وين .. من وين ساكر تمشي؟ اه انا بتمشي
+
+124
+00:09:13,060 --> 00:09:16,540
+أكتر، ماهو هالي من هالي هالي تمانية متر هاي تمانية
+
+125
+00:09:16,540 --> 00:09:20,680
+مترشوفي 80 متر يا عزيزي هدى عشر مرات ولا إشي لما
+
+126
+00:09:20,680 --> 00:09:26,580
+تغوشي صوتك بتطلع أكتر من كده تمام؟ طيب الله كمان
+
+127
+00:09:26,580 --> 00:09:28,480
+مرة هذه معلومات و احنا مش جايين انتوا مش رايحين
+
+128
+00:09:28,480 --> 00:09:36,120
+على مدارس؟ كداش المسافة بين غزة والجودز؟ 78 يعني
+
+129
+00:09:36,120 --> 00:09:41,100
+انا جربته اه هيك معقولة بين ال 70 وال 80 بين ال 70
+
+130
+00:09:41,100 --> 00:09:44,220
+وال 80 اه كان معلومة و لازم هذه المعلومة تتعرفها
+
+131
+00:09:50,100 --> 00:09:53,020
+الإحساس بالمتر يجب أن نعرفه لما نقول خمسة متر لما
+
+132
+00:09:53,020 --> 00:09:57,080
+نقول تقريبا معناته متر غزامة اكتر نسخوت بالنسبالي
+
+133
+00:09:57,080 --> 00:10:02,620
+متر القاهرة او متر الخرطوم تمام اذا بال standard
+
+134
+00:10:02,620 --> 00:10:07,600
+اللي نفهمه كله مش متر يكون غير متر لأ زي بعض تمام
+
+135
+00:10:08,360 --> 00:10:12,600
+كان زمان كانوا يجيسوا بالفتر و بالشبر و بال ..
+
+136
+00:10:12,600 --> 00:10:16,400
+بالخطوة و مش عارف ايش اجوا الناس العلماء اجتمعوا
+
+137
+00:10:16,400 --> 00:10:21,020
+من كل الدنيا لجنة دولية دولية يعني من كل الناس
+
+138
+00:10:21,020 --> 00:10:25,360
+جأتوا في فرنسا وجالوا بتعالوا بدنا نواحد المقياسات
+
+139
+00:10:25,360 --> 00:10:30,600
+جالوا بدنا نعرف حاجة اسمها متر تمام؟إذاً في
+
+140
+00:10:30,600 --> 00:10:34,900
+الـ60's An international committee لجنة دولية
+
+141
+00:10:34,900 --> 00:10:38,320
+committee يعني لجنة و international بتعرفوها صح
+
+142
+00:10:38,320 --> 00:10:43,980
+ولا لأ established يعني حطه أو وضعه a set of
+
+143
+00:10:43,980 --> 00:10:48,620
+standards مجموعة من ال standards من المعايير لل
+
+144
+00:10:48,620 --> 00:10:52,920
+fundamental quantities of science كميات أساسية في
+
+145
+00:10:52,920 --> 00:10:56,140
+العلوم مش ممكن تجيبوا كل حاجة واحدة واحدة جيبوا
+
+146
+00:10:56,140 --> 00:11:00,460
+الأساسيات تمامIt is called .. قالوا هي دي شغلة
+
+147
+00:11:00,460 --> 00:11:04,600
+دولية عشان سموها النظام الدولي سمعته فيه أو النظام
+
+148
+00:11:04,600 --> 00:11:08,240
+العالمي إذا ليش يسمونه نظام عالمي لأن كل العالم
+
+149
+00:11:08,240 --> 00:11:11,560
+شارك فيه واتفجوا عليه واستخدموه طبعا هو أول
+
+150
+00:11:11,560 --> 00:11:15,400
+باتفجوا عليه بعدين بيصيروا يستخدموه تمامit is
+
+151
+00:11:15,400 --> 00:11:20,940
+called the SI system SI international system طبعا
+
+152
+00:11:20,940 --> 00:11:24,300
+international system مفروض يكون IS لكن SI عشان
+
+153
+00:11:24,300 --> 00:11:27,620
+كانوا في فرنسا و طلعت الكلمة فرنسية و في فرنسا
+
+154
+00:11:27,620 --> 00:11:31,200
+international system بيرفضوه system international
+
+155
+00:11:31,200 --> 00:11:35,300
+فال system جابل international عشان كده طلع الرمز
+
+156
+00:11:35,300 --> 00:11:41,670
+SI international systemثم اتفجنا على انه يكون
+
+157
+00:11:41,670 --> 00:11:47,010
+لقياس الأطوال المتر جسم المتر تمام عشان الواحد
+
+158
+00:11:47,010 --> 00:11:53,740
+لقدمولا فتر ولا شبر تمى وقالوا بالنسبة للكتر بدنا
+
+159
+00:11:53,740 --> 00:11:56,380
+نجيص بالكيلو جرام هجيزش هو ال winter وليش هو ال
+
+160
+00:11:56,380 --> 00:11:59,740
+kilogram هذا ما بنحكي عنهم وقالوا للزمن بدنا
+
+161
+00:11:59,740 --> 00:12:04,140
+نستخدم ال seconds الثواني هذه للميكانيكا طبعا في
+
+162
+00:12:04,140 --> 00:12:07,780
+كميات أخرى قالوا فيه كمية أساسية في علوم الفيزيا
+
+163
+00:12:07,780 --> 00:12:12,720
+سموها الامبير لإيش للتيابة Bravo عليكم وقالوا فيه
+
+164
+00:12:12,720 --> 00:12:17,580
+درجة الحرارة ال Kelvin درجة حرارة الغرفة أكم
+
+165
+00:12:17,580 --> 00:12:17,920
+Kelvin
+
+166
+00:12:21,220 --> 00:12:29,740
+كالفة 25 درجة يعني حوالي تقولوا 300 هي 270 وكسور
+
+167
+00:12:29,740 --> 00:12:33,780
+طبعا هي 270 صفر لكي بنجمها زاد 270 برضه هي ثقافة
+
+168
+00:12:33,780 --> 00:12:38,860
+هيك بنحكي بس تمام وفي المول للمادة هذي خدتوها في
+
+169
+00:12:38,860 --> 00:12:43,260
+الكيميا تمام قال هدول فتك منهم مش هيلزموني في
+
+170
+00:12:43,260 --> 00:12:49,640
+فيزياليف هيلزموني هدول فقط اذا قاللي ال mechanics
+
+171
+00:12:49,640 --> 00:12:56,440
+اللي هو علمناالثلاث أساسي
+
+172
+00:12:56,440 --> 00:13:03,300
+المعاملة هي الـ Length و الـ Mass و الـ Time جاهز
+
+173
+00:13:03,300 --> 00:13:06,540
+عشان كده قالوا الـ International System إيه اسم
+
+174
+00:13:06,540 --> 00:13:06,920
+تاني
+
+175
+00:13:10,150 --> 00:13:15,990
+م من المتر ك من كيلو جرام و S من ثانوية اذا هذا ال
+
+176
+00:13:15,990 --> 00:13:19,330
+system صلوا اسمين international system او SI
+
+177
+00:13:19,330 --> 00:13:23,930
+system او MKS system يعني اسمين لنفس المسمى تمام
+
+178
+00:13:23,930 --> 00:13:28,470
+هيك؟ تمامAll Other Quantities قال لي طب هو في
+
+179
+00:13:28,470 --> 00:13:31,890
+الميكانيكا فيش اللي هدول؟ طب مش سمعنا فيه قوة
+
+180
+00:13:31,890 --> 00:13:36,550
+وسمعنا فيه طاقة وكمية التحرك وسرعة زاوية صح ولا ..
+
+181
+00:13:36,550 --> 00:13:41,870
+قال لي كل هدول أصلهم التلاتة هدول تشتقهم منهم إذا
+
+182
+00:13:41,870 --> 00:13:47,370
+All Other Quantities كل الكميات الأخرى are derived
+
+183
+00:13:47,370 --> 00:13:52,130
+تشتقfrom these three quantities يعني واحد بيقولي
+
+184
+00:13:52,130 --> 00:13:57,110
+طب السرعة بقوله ماهي متر عسكن صح متر عسكن إذا
+
+185
+00:13:57,110 --> 00:14:01,510
+الأساس موجود ولا لأ قال طيب و القوة قلتله kilogram
+
+186
+00:14:01,510 --> 00:14:06,140
+متر عسكن تربيعاللي هو نيوتن لكن هو أصله كيلو جرام
+
+187
+00:14:06,140 --> 00:14:10,460
+متر على سكن تربية طب و الطاقة و تلو كيلو جرام متر
+
+188
+00:14:10,460 --> 00:14:15,100
+تربية على سكن تربية إذا كله برجعه لأصله و أصله
+
+189
+00:14:15,100 --> 00:14:19,600
+هدول التلاتة بس كل كمية الفيديو ع بالكم تمام
+
+190
+00:14:19,600 --> 00:14:23,860
+because of this because of that the SI system
+
+191
+00:14:23,860 --> 00:14:28,240
+sometimes called يسموا ال MKS system زي ما قلت لكم
+
+192
+00:14:28,240 --> 00:14:33,600
+تمامهجيت قالت طب شوف المتر يا عم؟ هم اللي قاعدين
+
+193
+00:14:33,600 --> 00:14:38,260
+قالت طب شوف المتر؟ قالوا جيبونا حاجة حديدة تكون
+
+194
+00:14:38,260 --> 00:14:42,260
+نتعرف عليها و نقول عنها متر قالوا طب المعادن هذه
+
+195
+00:14:42,260 --> 00:14:45,520
+ما هو مشكلة اللي بتمدد بالحرارة و اللي بنكمش
+
+196
+00:14:45,520 --> 00:14:49,600
+بالرطوبة و البروضة قالوا بدنا نجيبنا سبيكة حلوة
+
+197
+00:14:49,950 --> 00:14:55,290
+تمام بتكون بتقوم هذه التغييرات وعلى وعلى ذلك
+
+198
+00:14:55,290 --> 00:14:59,270
+بنحطها بخزانة ونسكر عليها ولا العوامل الجوية
+
+199
+00:14:59,270 --> 00:15:04,730
+ماتأثرش عليها وإن جالوف بدنا نعمل متحف في فرنسا
+
+200
+00:15:04,730 --> 00:15:10,030
+ونقول عنه متحف القياسات ونسكر عليه ونقول لكل الناس
+
+201
+00:15:10,030 --> 00:15:13,610
+اللي بديوا يعمل متريجينا اجيز تمام طبعا بالآخر ما
+
+202
+00:15:13,610 --> 00:15:17,690
+هجيز صار عندنا قياسات digitalلكن ما زالت موجودة
+
+203
+00:15:17,690 --> 00:15:22,050
+لحد الآن في فرنسا من سنة الستين هم حطوها جالي هاي
+
+204
+00:15:22,050 --> 00:15:26,110
+ال meter هاد يصوروها من المتحف اللي أنا بحكي عنه
+
+205
+00:15:26,110 --> 00:15:30,090
+إذا في سنة الستين the length of the meter عشان
+
+206
+00:15:30,090 --> 00:15:32,870
+نعرفش هو ال meter عشان ما تقوليش سبعين meter بعد
+
+207
+00:15:32,870 --> 00:15:37,470
+كده تمام؟was defined as .. عُرفت .. هذه ثقافة
+
+208
+00:15:37,470 --> 00:15:39,990
+بالناس اللي ماتتيجيش في امتحان .. تعريفات لأنه ..
+
+209
+00:15:39,990 --> 00:15:42,550
+قعدة بنحكي إيش اللي أنا في زبدة الشبطر .. إيش اللي
+
+210
+00:15:42,550 --> 00:15:45,570
+بديها منكم .. تمام .. is defined at the distance
+
+211
+00:15:45,570 --> 00:15:49,810
+between two lines .. قطين حطوهم .. on a specific
+
+212
+00:15:49,810 --> 00:15:53,810
+platinum-iridium .. هذي اسم السبيكة .. مواد
+
+213
+00:15:53,810 --> 00:15:59,510
+platinum-iridium بار قديم stored .. مخزنة .. under
+
+214
+00:15:59,510 --> 00:16:04,120
+controlled conditions in France ..شروط معروفة
+
+215
+00:16:04,120 --> 00:16:09,280
+بخزانة مسكر عليها لا بتتاكل ولا بتتمدد ولا بتنكمش
+
+216
+00:16:09,280 --> 00:16:12,740
+تمام ال meter is on العرف وفي الاخر واحد بيحطه في
+
+217
+00:16:12,740 --> 00:16:15,420
+مخه و بيصير عارف ومافيش داعي انه يروح ع فرنسا يعرف
+
+218
+00:16:15,420 --> 00:16:17,460
+ال meter انه يعرف انه هذه تمانية متر و ال meter
+
+219
+00:16:17,460 --> 00:16:21,100
+الجدي وكلكم بتعرفوا المسطرة تلت متر ولا لا و
+
+220
+00:16:21,100 --> 00:16:24,180
+بتستخدموا المسطرة و انتوا في الرودة وعارف الواحد
+
+221
+00:16:24,180 --> 00:16:27,340
+المسطرة تلتين centimeter مظبوط ولا لا تلت متر يعني
+
+222
+00:16:27,340 --> 00:16:31,850
+تقريبا تمامفي الآخر جاله طيب هاديا اللي احنا
+
+223
+00:16:31,850 --> 00:16:35,290
+مخزنينه لحتى الآن عايش لحظة أصير كارثة في فرنسا
+
+224
+00:16:35,290 --> 00:16:39,230
+يروح و انتوا هم بطل نعرفش هو المتر فبنعمله تعريف
+
+225
+00:16:39,230 --> 00:16:44,390
+آخر لما اتقدم للعلم صار صلعته الضوء معروفة ولا لأ؟
+
+226
+00:16:44,800 --> 00:16:48,740
+سرعة الضوء معروفة هو إيه تلاتة في عشر رقص تمانية
+
+227
+00:16:48,740 --> 00:16:52,620
+متر per second براو عليكم قالوا إذا انعرف المتر
+
+228
+00:16:52,620 --> 00:16:55,580
+بناء على سرعة الضوء لأنه مش مصير في الدنيا منها
+
+229
+00:16:55,580 --> 00:16:58,580
+لما تجيهم و تجيها بفرج رب العالمين الضوء ضايق ولا
+
+230
+00:16:58,580 --> 00:17:02,800
+مش ضايق ضايق ضايق مانتهوش عنه فجالوا في التلاتة
+
+231
+00:17:02,800 --> 00:17:07,300
+وتمانين عادوا تعريف المتر على إنه هي المسافة التي
+
+232
+00:17:07,300 --> 00:17:11,520
+يقطعها الضوء the distance traveled traveled يعني
+
+233
+00:17:11,520 --> 00:17:17,930
+بيقطعوا by lightin vacuum في الفراغ عشان مايكونش
+
+234
+00:17:17,930 --> 00:17:20,810
+في عندي مشكلة ال light اللي هو الضوء في vacuum
+
+235
+00:17:20,810 --> 00:17:25,570
+فراغ during a time of خلال فترة زمنية مقدرها واحد
+
+236
+00:17:25,570 --> 00:17:29,250
+على سرعة الضوء هذا الرقم اللي توجدته تلاتة في عشر
+
+237
+00:17:29,250 --> 00:17:36,030
+أو اس تمانية تمام هذا تعريف برضه ثقافة تمام وهذه
+
+238
+00:17:36,030 --> 00:17:41,810
+هي سرعة الضوء اللي توجدته عنها تم ال kilogramطبعا
+
+239
+00:17:41,810 --> 00:17:45,670
+يمكن لو سألتوا جدتكم و جدكم زمان قبل ما يطلعوا ال
+
+240
+00:17:45,670 --> 00:17:49,090
+kilogram كانوا كيف في سوق فرس؟ قوليلي وين سوق فرس؟
+
+241
+00:17:49,090 --> 00:17:54,550
+هل جيت؟ بتعرفوه؟ طيب كان زمان السوق الرئيسي بتبقى
+
+242
+00:17:54,550 --> 00:17:58,530
+غزة فيها فرس و بعد فرس فيش غزة كان زمان خلاص أخر
+
+243
+00:17:58,530 --> 00:18:02,630
+غزة هي فرس السامر بعدها كله مش عارف نسميها رمال؟
+
+244
+00:18:02,630 --> 00:18:06,610
+ليش منطقة الرمال سموها؟ كانت كلها سوال في رملعشان
+
+245
+00:18:06,610 --> 00:18:12,210
+كده بقعد يتسامر فيش ولا حد بين أدم كلها حياء واسبع
+
+246
+00:18:12,210 --> 00:18:16,270
+تمام بس انت زمان قبل ما تعملوا يد أبوك وامك يعني
+
+247
+00:18:16,270 --> 00:18:20,150
+هذا الكلام زمان زمان تمام كانوا كيف يوزنوا كان كل
+
+248
+00:18:20,150 --> 00:18:23,570
+واحد معاها زلط يحطوه على الميزان فيش كيلو زلطة
+
+249
+00:18:23,570 --> 00:18:28,460
+طبعا الزلطة بعد سنة قص النصهذا نوع ما انتوا عارفين
+
+250
+00:18:28,460 --> 00:18:32,420
+الهواء و الهدى و الشمس بياكلها و فى اليوم بيرعب
+
+251
+00:18:32,420 --> 00:18:36,500
+عليكى ففى اليوم بيحطوا زلطات تمام قالوا بينفعش
+
+252
+00:18:36,500 --> 00:18:40,600
+العلماء الزلطة هذه مابتدلاش زلطة تمام فراحوا قالوا
+
+253
+00:18:40,600 --> 00:18:47,940
+بدنا سبيكة ثابتة و نقول عنها هذه الكيلوإذا في الـ
+
+254
+00:18:47,940 --> 00:18:50,800
+Kilogram بس هذه طبعا الـ Kilogram من زمان انتوا
+
+255
+00:18:50,800 --> 00:18:55,620
+لما تقرؤوا السيرة لما يقولوا مقدار الذكاء ومقدار
+
+256
+00:18:55,620 --> 00:19:00,180
+الذكاءة الفطر تسمعوا Kilogram؟ لأ ماكنش في حد يسمع
+
+257
+00:19:00,180 --> 00:19:05,640
+Kilogram إجلب ومش عارف إيش وشغلات كتيرة لكن في
+
+258
+00:19:05,640 --> 00:19:11,180
+1887 مضموط زمان بس لسه كان عهد الرسول صلى سنين
+
+259
+00:19:11,180 --> 00:19:18,200
+مخلصإيش عرفوا الـ kilogram؟ جابوا سطوانة معينة من
+
+260
+00:19:18,200 --> 00:19:22,300
+السبيكة نفسها لـPlatinum Iridium وقالوا هذا هو الـ
+
+261
+00:19:22,300 --> 00:19:25,980
+kilo يا عالم يا ناس اتفجنا قالوا اتفجنا عمّموه
+
+262
+00:19:25,980 --> 00:19:31,640
+قالوا هاي ال kilo هاي راسمته برضه خزنوها في المتحف
+
+263
+00:19:31,640 --> 00:19:34,940
+EI اللي في فرنسا خزنوا وقالوا هذا ال kilo كتبوا
+
+264
+00:19:34,940 --> 00:19:41,550
+عليه واحد kiloتمام؟ وخلاص اتعرف اذا في 1887 the
+
+265
+00:19:41,550 --> 00:19:44,450
+mass of kilogram is defined as the mass of a
+
+266
+00:19:44,450 --> 00:19:48,190
+specific specific معين ومعروف يعني platinum
+
+267
+00:19:48,190 --> 00:19:51,570
+iridium alloy alloy يعني سبيكة cylinder يعني
+
+268
+00:19:51,570 --> 00:19:56,360
+استوانة ما هي شكل استوانةkept حفظات محفوظة at the
+
+269
+00:19:56,360 --> 00:19:59,440
+International Bureau of Weights and Measures at
+
+270
+00:19:59,440 --> 00:20:03,300
+Seville, France مدينة Seville في فرنسا برول هو
+
+271
+00:20:03,300 --> 00:20:07,500
+مكتب في متحف يعني انه سميته متحف مش مشكلة يلا
+
+272
+00:20:07,500 --> 00:20:11,220
+بنرجع لغة انجليزية شوية لان هذه ثقافة كلها معلومات
+
+273
+00:20:11,220 --> 00:20:16,800
+تمام ال seconds ايه؟ قالوا كيف بنعرف ال seconds؟
+
+274
+00:20:16,800 --> 00:20:21,600
+قالوا انت كيف انت بتعرف؟ النهارة كام ساعة؟ 24
+
+275
+00:20:22,830 --> 00:20:27,230
+والساعة كام دقيقة؟ ودقيقة كام ثانية؟ قالوا خلاص هي
+
+276
+00:20:27,230 --> 00:20:30,250
+أماكن واحد على أربع وعشرين، واحد على ستين، واحد
+
+277
+00:20:30,250 --> 00:20:34,230
+على ستين من اليوم، مظبوط أو لا؟ طب كيف هي تعرف
+
+278
+00:20:34,230 --> 00:20:39,210
+اليوم؟ قالوا اليوم بنعرفه، قالوا أننا كمسلمين
+
+279
+00:20:39,210 --> 00:20:44,100
+ماكنتش بأدين الظهر يا بنات، لما الشمس كيف؟تكون
+
+280
+00:20:44,100 --> 00:20:47,140
+عنده أعلى نقطة ولا لأ؟ قالوا تطلع على الشمس لما
+
+281
+00:20:47,140 --> 00:20:50,680
+تكون عنده أعلى نقطة استنى كمان مرة في اليوم التالي
+
+282
+00:20:50,680 --> 00:20:53,740
+تصير الشمس عنده أعلى نقطة بيكون فيه 24 ساعة ولا
+
+283
+00:20:53,740 --> 00:20:58,920
+لأ؟ هاي اليوم فهي تجليقال لي قبل الـ 67 إيش
+
+284
+00:20:58,920 --> 00:21:01,920
+التعريف كان للـ second اللي قلتلكم إياه The
+
+285
+00:21:01,920 --> 00:21:05,220
+fundamental unit of second was defined as 1 على 24
+
+286
+00:21:05,220 --> 00:21:09,900
+لأن اليوم فيه 24 ساعة و 1 على 60 لأن الساعة في 60
+
+287
+00:21:09,900 --> 00:21:14,940
+دقيقة و كمان 1 على 60 عشان الدقيقة صير secondof a
+
+288
+00:21:14,940 --> 00:21:19,600
+mean solar day يوم شمسي ايش هو ال solar day قال ال
+
+289
+00:21:19,600 --> 00:21:23,600
+solar day هو عبارة عن ال time interval الفترة
+
+290
+00:21:23,600 --> 00:21:28,420
+الزمنية between two successive يعني متتالي
+
+291
+00:21:28,420 --> 00:21:32,100
+successive appearance of the sun at the highest
+
+292
+00:21:32,100 --> 00:21:37,160
+point it reaches in the sky each day عبارة عن ظهور
+
+293
+00:21:37,160 --> 00:21:42,190
+متتالي للشمس عند أعلى نقطةطبعا برضه هدى ثقافة
+
+294
+00:21:42,190 --> 00:21:46,190
+لإناش نحفظها مش بكرا تروحوا راحين جايين تحفظوه لأ
+
+295
+00:21:46,190 --> 00:21:49,550
+مش .. و هي معروفة برا و عليك ثقافة لأنها و مش
+
+296
+00:21:49,550 --> 00:21:53,330
+هنجيبها في الامتحان في السبعة و ستين جالوا في
+
+297
+00:21:53,330 --> 00:21:57,630
+تعريف أحلى اتقدم العلم لجوا إن المواد عرفوا إيش
+
+298
+00:21:57,630 --> 00:22:02,750
+تركبتها و بتطلع إشعاعات و الذرات اللي جوا المادة
+
+299
+00:22:02,750 --> 00:22:09,080
+بتهتزوكلمة اهتزاز على طول بنطفي مخنا زمن دوري
+
+300
+00:22:09,080 --> 00:22:14,120
+واللي ملزق في الزمن الدوري التردد ايش العلاقة اللي
+
+301
+00:22:14,120 --> 00:22:19,620
+بينهم واحد عكس التاني تمام الزمن الدوري ايش وحدته
+
+302
+00:22:19,620 --> 00:22:23,360
+طلع
+
+303
+00:22:23,360 --> 00:22:28,700
+يا بنات طلع مش بيقولوا لكل مسمى من اسمه نصيب بنفع
+
+304
+00:22:28,700 --> 00:22:34,060
+نسمي القوة كتلةبنفع نسمي الزمن الدوري تردد الزمن
+
+305
+00:22:34,060 --> 00:22:38,360
+الدوري زمان و أنا مش زمان زمان وش وحدة الزمان لذا
+
+306
+00:22:38,360 --> 00:22:42,880
+نقول الأزمان اللي في الدنيا حاجات ممكن نقول عمرك
+
+307
+00:22:42,880 --> 00:22:48,520
+نجيبها بالسكن ده ولا لأ اه لأنه زمان لأ زمان ان
+
+308
+00:22:48,520 --> 00:22:53,050
+شاء الله يكون اسمه زمان بطيخوحدته إيش؟ سكنت في
+
+309
+00:22:53,050 --> 00:22:56,430
+الآخر إذاً الزمن الدوري سكنت يعني واحدة إذا ممكن
+
+310
+00:22:56,430 --> 00:23:00,430
+أنا أجيب أعرف السكنت بدلالة الزمن الدوري لشغلة
+
+311
+00:23:00,430 --> 00:23:03,510
+معينة ولا لأ إذا الشغلة المعينة زمنها الدوري ثابت
+
+312
+00:23:03,510 --> 00:23:07,550
+قالوا آه ربنا خلق زمن دوري لبعض الشغلات ربنا خلجها
+
+313
+00:23:07,550 --> 00:23:11,650
+ثابتة زي مثلا نقول دوران القمر حوالين الأرض مش
+
+314
+00:23:11,650 --> 00:23:15,810
+ربنا خلجه وثابته بنعرفه إذا ممكن أنت تأمل مرجع
+
+315
+00:23:15,810 --> 00:23:19,330
+لأنه هذا ثابت دايما الشغلة الثابتة اللي ربنا خلجها
+
+316
+00:23:19,330 --> 00:23:23,120
+وثابتة ممكن تكون مرجعبرضه من ضمن الشغلات اللي ربنا
+
+317
+00:23:23,120 --> 00:23:26,880
+خلقها تركيب المواد يا بنات و تركيب المواد و العلم
+
+318
+00:23:26,880 --> 00:23:31,400
+وصل لهذه الشغلات الآن و أصبحت حقيقة بيقول للناس
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+319
+00:23:31,400 --> 00:23:38,000
+اعتبروها مرجعيات فبيقوللي في بعد 67 ايش عرفوا ال
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+320
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+second طبعا هذا تعريف صحيح وهذا تعريف تاني is now
+
+321
+00:23:42,060 --> 00:23:49,650
+defined as عبارة عن 9 في 10 أقصد 9أضعاف الزمن
+
+322
+00:23:49,650 --> 00:23:56,370
+الدوري .. اه .. الزمن الدوري لاهتزاز إشعاعات بتطلع
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+323
+00:23:56,370 --> 00:24:01,490
+من مادة معروفة اسمها cesium-133 ذرات .. ذراتها كيف
+
+324
+00:24:01,490 --> 00:24:06,330
+تهتز .. إلها زمن دوري، فيكعرفوها، برضه هذه ثقافة،
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+325
+00:24:06,330 --> 00:24:12,930
+اتفجنا؟ تم؟جالي خلصنا عرفتلك المتر والكيلو جرام
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+326
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+وال seconds والكيلو جرام والمتر موجودين في بريز ..
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+327
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+في فرنسا او في .. مسكر عليهم اللي بدوياهم يروح
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+328
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+لشوفهم وبيتأكد ان السبعين متر تبعته كيف واضحة
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+329
+00:24:23,750 --> 00:24:27,910
+تمام؟ حلو جالي طب بس هاي ال systems اللي في الدنيا
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+330
+00:24:27,910 --> 00:24:33,490
+بقولوا لأ في كمان systemين مشهورينجاوس سمعته فيه
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+331
+00:24:33,490 --> 00:24:38,390
+كان يشغل في الكهربا صح قال هذا اللي قملته بيغلب
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+332
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+ليه كواحد بيشتغل في الكهربا قال انا بدي اعتمد
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+333
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+system اخر قال طيب يا جاوس اعتمد وعشان خاطرك
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+334
+00:24:46,870 --> 00:24:51,860
+بنسميه Gaussian Systemعشان انت اللي استخدمته وانت
+
+335
+00:24:51,860 --> 00:24:55,680
+اللي أصرت عليه اذا في عندي ال gaussian system طيب
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+336
+00:24:55,680 --> 00:24:57,960
+يا gaussian ايش بيتستخدم؟ قال انا مابديش اغلبكم
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+337
+00:24:57,960 --> 00:25:00,840
+كتير مابديش اشيط عنكم كتير بدل ال meter بدي اختار
+
+338
+00:25:00,840 --> 00:25:05,140
+ال centimeter طب هو ال meter كام centimeter؟مية
+
+339
+00:25:05,140 --> 00:25:08,880
+مظبوط ولا لا؟ اذا جرايب ولا مش جرايب؟ جرايب قاللي
+
+340
+00:25:08,880 --> 00:25:12,140
+انا بدي استخدم لجرام بدل الكيلوجرام هو ال kilogram
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+341
+00:25:12,140 --> 00:25:15,540
+الف جرام ولا لا؟ اذا الف جرام وقال انا السكن انا
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+342
+00:25:15,540 --> 00:25:18,860
+وياكم صحوا بقى خليني زيي زيكوا و السكن زي ما هو
+
+343
+00:25:18,860 --> 00:25:23,020
+هذا ال Gaussian system طيب ما زالى بدي تستخدم
+
+344
+00:25:23,020 --> 00:25:27,750
+centimeter و gram و secondوال international system
+
+345
+00:25:27,750 --> 00:25:32,190
+طلعتوله اسم تاني MKS system طب هو على صريشة أنا
+
+346
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+ماليش حاجة بدي أسميه كمان اسم إيش نسمي؟ قال سمي C
+
+347
+00:25:36,070 --> 00:25:41,770
+من centimeter وG من gram وSS فصار إليه اسم تاني
+
+348
+00:25:41,770 --> 00:25:49,170
+CGS system صعبة؟ لأ C من centimeter G من gram
+
+349
+00:25:49,170 --> 00:25:54,770
+وSecond second إذا معناته هي إليه اسم تاني ال CGS
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+350
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+system شايفينه؟الـ CGS System Centimeter Gram
+
+351
+00:25:59,230 --> 00:26:03,010
+Second في نظام تاني بتسمعه بالميل و القدم و
+
+352
+00:26:03,010 --> 00:26:06,130
+الياردة هذا تابع للنظام بيسموه ال British
+
+353
+00:26:06,130 --> 00:26:10,370
+Engineering System هذا مشهور مرات في أمريكا كتير
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+354
+00:26:10,370 --> 00:26:13,750
+المسافات بين المدن بيكتبوا بالميل بيكتبوش
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+355
+00:26:13,750 --> 00:26:17,550
+بالكيلومتر والميل حوالي كيلو و شوية كيلو نص و أكتر
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+356
+00:26:17,550 --> 00:26:22,590
+كمان لكن هذا نظام شوية العلماء بيقولوا بشعر بشعر
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+357
+00:26:22,590 --> 00:26:26,050
+ليش بيغلبكوا قال لما أجي أحول بيغلبني ب ال
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+358
+00:26:26,050 --> 00:26:30,380
+calculatorالأنظمة الأولى التحويل فيها أسهل يعني ال
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+359
+00:26:30,380 --> 00:26:34,240
+kilometer مش فيه مت متر معناته انت لما تتحول لا
+
+360
+00:26:34,240 --> 00:26:38,060
+بتجيب أصفار لا بتضيف أصفار لكن التحويل هنا يا بنات
+
+361
+00:26:38,060 --> 00:26:42,760
+بيغلب فجاله هذا خليه موجود و شوية شوية بتاكل لكن
+
+362
+00:26:42,760 --> 00:26:46,000
+ضايل موجود بيسموه ال British Engineering System
+
+363
+00:26:46,000 --> 00:26:50,580
+إيش بتستخدم في هذا النظام؟ جالب نستخدم القدم لوحدة
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+364
+00:26:50,580 --> 00:26:56,490
+الطولالقدم طبعا القدم برضه عشان نحس فيها القدم
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+365
+00:26:56,490 --> 00:27:01,890
+تقريبا المصطره المصطره 130 صنطي تقريبا قدم يعني
+
+366
+00:27:01,890 --> 00:27:07,430
+المتر كم قدم بتفعل؟ حوالى 3صحيح؟ طبعا في انش في
+
+367
+00:27:07,430 --> 00:27:11,270
+ياردة وفي ميل تمام؟ القدم 12 انش شوفوا قدر القدم
+
+368
+00:27:11,270 --> 00:27:14,190
+12 انش مش عشرة ولا مية 12 وبالتالي بدي ال
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+369
+00:27:14,190 --> 00:27:17,890
+calculator عشان تتحول فعشان كده صعوبته طب إيش
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+370
+00:27:17,890 --> 00:27:22,210
+بتستخدم للكتلة؟ قال بستخدم ال slug واحد بيقول إيش
+
+371
+00:27:22,210 --> 00:27:25,410
+معنية ال slug؟ بيقوله روح على جوجل و اكتب إيش
+
+372
+00:27:25,410 --> 00:27:29,730
+معنية ال slug؟ بتطلعلك جوجل هي كتلة ال .. هي وحدة
+
+373
+00:27:29,730 --> 00:27:32,990
+الكتلة في النظام البريطاني وش هالتعريف؟ عرف الماء
+
+374
+00:27:32,990 --> 00:27:39,190
+بالماءإذن الـ Slug مالوش مصطلح عربي مرات بيسموه
+
+375
+00:27:39,190 --> 00:27:42,350
+الرطل الإنجليزي هيك ببعض الشغلات، مو الرطل هذا
+
+376
+00:27:42,350 --> 00:27:47,190
+برضه .. شوفوا هيميزت إنه مافيش standard كلمة رطل
+
+377
+00:27:47,190 --> 00:27:50,950
+بتلاقي في لندن إلها معنى و في غزة أكم كيلو؟ غزة؟
+
+378
+00:27:50,950 --> 00:27:55,330
+أه، و يمكن فيش لأ بغزة رطل كيلو؟ أه يمكن، لإن
+
+379
+00:27:55,330 --> 00:27:58,450
+الرطل في بريطانيا إله مفهوم أخر، يمكن في مصر إله
+
+380
+00:27:58,450 --> 00:28:01,570
+مفهوم أخر فهذا مش ال standard، كل واحد إله رطل
+
+381
+00:28:02,160 --> 00:28:06,280
+تمام؟ كل واحد إيه لو رطله؟ تمام فكلمة slug يا بنات
+
+382
+00:28:06,280 --> 00:28:09,840
+هي .. بس هي كم نفهمها هي واحدة الكتلة بأي نظام
+
+383
+00:28:09,840 --> 00:28:14,940
+البريطاني والسكن بلد سكن إذا نهاجيت من الزبدة كلها
+
+384
+00:28:14,940 --> 00:28:18,820
+دي بدي شغلات تلاتة أو شغلة بسيطة أكم ال system
+
+385
+00:28:18,820 --> 00:28:23,620
+عندنا؟ تلاتة ال MK ال system اللي هو القصة I
+
+386
+00:28:23,620 --> 00:28:29,630
+system بستخدممتر كيلو جرام second اتفقنا؟ هذه مهمة
+
+387
+00:28:29,630 --> 00:28:33,570
+تانية ال cgs system او الجوزن system بستخدم
+
+388
+00:28:33,570 --> 00:28:37,910
+سنتيمتر gram second التالت الأقل شهرة اللي هو ال
+
+389
+00:28:37,910 --> 00:28:43,310
+British قدم slug second صعب؟ والباقي كل اللي حكيته
+
+390
+00:28:43,310 --> 00:28:50,870
+ثقافة اتفقنا يا بنات؟ حلوdimensional analysis طبعا
+
+391
+00:28:50,870 --> 00:28:54,290
+الترجمة الحرفية مرات بتغشنا dimensional analysis
+
+392
+00:28:54,290 --> 00:28:57,410
+باللغة الإنجليزية لها معنى حلو لكن انا لما اقول
+
+393
+00:28:57,410 --> 00:29:01,650
+dimension ترجمة حرفية بعض البعض تبع أي كمية
+
+394
+00:29:01,650 --> 00:29:05,850
+فيزيائية انا خليني اقولها كتالة بالبلدي بقول انا
+
+395
+00:29:05,850 --> 00:29:10,750
+بدي اجيب تلت بودن تلت اتياب كل كمية فيزيائية بدي
+
+396
+00:29:10,750 --> 00:29:14,510
+البسها top و هذا ال top اول ما اطلع عليه بقول هذه
+
+397
+00:29:14,510 --> 00:29:20,620
+الكمية من تفلانتمام؟ بعرف مهيتها من لبسها، مظبوط
+
+398
+00:29:20,620 --> 00:29:25,360
+ولا لأ؟ التلاتة واب تبعين للكميات الفيزيائية
+
+399
+00:29:25,360 --> 00:29:28,740
+الأساسية اللي حكيت عنها، بتاعة الـMechanica الشيء
+
+400
+00:29:28,740 --> 00:29:34,740
+جل طول وكتلة وزمن، صح؟ جل طول، إيش معناتها
+
+401
+00:29:34,740 --> 00:29:40,430
+بالإنجليزي؟ length، إذا بدلتها Lوالكتلة بدلتها M
+
+402
+00:29:40,430 --> 00:29:46,050
+من mass والزمن بدلته T تمام هيك هجيت أنت أول ما
+
+403
+00:29:46,050 --> 00:29:50,330
+تشوف حاجة بتقول بدلتها T بقولك هذه زمن قولا واحدا
+
+404
+00:29:50,330 --> 00:29:54,370
+صح ولا لأ أول ما تقولي بدلة تبعتها M بقولك هذه
+
+405
+00:29:54,370 --> 00:29:58,530
+mass طب هو فيش غير هيك بقولك فيه نفترض السرعة
+
+406
+00:29:58,530 --> 00:30:02,430
+بقولها هذه لابس بدلتينمظبط ولا لأ؟ لابس بدلتين
+
+407
+00:30:02,430 --> 00:30:08,010
+اللي هو L وT بس L وT يعني ان هو بدلتين هذا بنسميه
+
+408
+00:30:08,010 --> 00:30:11,990
+ال dimension ال dimension يعني اي بدلة او اي بودة
+
+409
+00:30:11,990 --> 00:30:15,810
+اللابس البدلة هي التوب الفيزيائي اللي بتلبسه
+
+410
+00:30:15,810 --> 00:30:19,310
+الكمية عشان يصيرها معنى فيزيائي تمام؟ هاي ال
+
+411
+00:30:19,310 --> 00:30:25,510
+dimension اذا بيقولليDimension in physics denotes
+
+412
+00:30:25,510 --> 00:30:30,290
+يشير إلى the physical nature of the quantity هو
+
+413
+00:30:30,290 --> 00:30:35,390
+بتديك ماهية الكيمية من ال dimension تبعها من لبسها
+
+414
+00:30:35,390 --> 00:30:41,550
+من بدّتها whether it is اما تكون length او mass او
+
+415
+00:30:41,550 --> 00:30:46,550
+time او خلط منهماتفجنا يا بنات؟ حلو بيقولي we
+
+416
+00:30:46,550 --> 00:30:49,630
+shall of news قالوا كيف بدك تعرف أنت كايش بدك
+
+417
+00:30:49,630 --> 00:30:54,050
+إياه؟ جالي لو جالك الصورة عاش رمزها يا بنات V و
+
+418
+00:30:54,050 --> 00:30:58,090
+حطلك إياها بين بصين و جالك إيش بهذه معناته بد ال
+
+419
+00:30:58,090 --> 00:31:02,130
+dimension تبعتها فبتحط .. أبرافو عليكم ساعتها
+
+420
+00:31:02,130 --> 00:31:09,590
+بقوله هسهلة هذه L على Tفحنستخدم الجثة ده عشان نشير
+
+421
+00:31:09,590 --> 00:31:13,010
+إلى ال dimension تبع الكمية الفيزيائية تمام يا
+
+422
+00:31:13,010 --> 00:31:17,210
+بنات؟ حلو to denote .. denote يعني نشير إلى the
+
+423
+00:31:17,210 --> 00:31:21,030
+dimensions of a physical quantities قال يخلّينا
+
+424
+00:31:21,030 --> 00:31:23,730
+the dimension and units of some physical
+
+425
+00:31:23,730 --> 00:31:26,670
+quantities are shown below بدي أفرجيك ال dimension
+
+426
+00:31:26,670 --> 00:31:29,710
+لبعض الكمية الفيزيائية اللي بتعرفها و الوحدات
+
+427
+00:31:29,710 --> 00:31:34,250
+تبعتها و الوحدات تبعتها كام نظام قلنا فيه؟ هاي
+
+428
+00:31:34,250 --> 00:31:40,790
+التلاتةشايفين هون؟ MKS إيش اسمه التاني؟ SI CGS إيش
+
+429
+00:31:40,790 --> 00:31:44,290
+اسمه التاني؟ Gaussian مظبوط؟ والتالت ماعيش إلا اسم
+
+430
+00:31:44,290 --> 00:31:48,850
+واحد حلو قال إيش في كميات مرت عليك من صفر؟ وقت إيش
+
+431
+00:31:48,850 --> 00:31:54,330
+أخدتوا علوم أول مرة؟ أول ولا تاني؟ رابع رابع؟ رابع
+
+432
+00:31:54,330 --> 00:31:58,050
+من أول مبادئ ناخد علوم بدأت مر علينا كميات
+
+433
+00:31:58,050 --> 00:32:04,650
+فيزيائية أخدتوا ال area؟ رعين عليكم مساحة المستطيل
+
+434
+00:32:06,230 --> 00:32:10,070
+طول البحر بالطول كام بتجسيد؟ ال .. ال .. و العرض؟
+
+435
+00:32:10,070 --> 00:32:13,570
+ال تربيع .. اذا لازم تكون ال في ال .. نجي نشوف ايش
+
+436
+00:32:13,570 --> 00:32:20,030
+مساحة الدائرة؟ by R تربيع .. by هذه رقم .. R تربيع
+
+437
+00:32:20,030 --> 00:32:23,170
+ال R بتجسيه بمتر ولا لا؟ و ب .. و اذا برضه ال
+
+438
+00:32:23,170 --> 00:32:27,770
+تربيع .. مساحة المثلثنص القاعدة من الارتفاع
+
+439
+00:32:27,770 --> 00:32:32,050
+فاعتقوا من النص قاعدة بالمتر والارتفاع متر إذن L و
+
+440
+00:32:32,050 --> 00:32:35,750
+L صح ولا لأ؟ إذن كل المساحات إيش ال dimension
+
+441
+00:32:35,750 --> 00:32:43,650
+تبعها؟ الكربيع صح؟ والوحدات؟عارفه؟ اذا والله انت
+
+442
+00:32:43,650 --> 00:32:47,290
+رايع ال SI system انا 2 متر في متر متر تربية
+
+443
+00:32:47,290 --> 00:32:50,830
+الجازيان ساعتين متر في ساعتين متر ساعتين متر تربية
+
+444
+00:32:50,830 --> 00:32:56,290
+قدم في قدم قدم تربية صح يا بنات؟ وكل الطرق تؤدي
+
+445
+00:32:56,290 --> 00:33:00,130
+إلى نفس روم المساحة مساحة بغض النظر ايش قانونها
+
+446
+00:33:00,130 --> 00:33:05,970
+مثلث ولا دائرة ولا حتى مساحة جانبية للاسطوانة مين
+
+447
+00:33:05,970 --> 00:33:11,260
+يذكرني فيها؟محيط القاعدة في الارتفاع صح المحيط كيب
+
+448
+00:33:11,260 --> 00:33:16,800
+الجيسو بالمتر والارتفاع برضه متر اذا متر تربيع ولا
+
+449
+00:33:16,800 --> 00:33:22,520
+لا اذا وينما لفت هترجع لأل تربيع ولا لا لأل تربيع
+
+450
+00:33:22,520 --> 00:33:28,260
+حلو قال لي volume ايش معناه volume حجم adequacy
+
+451
+00:33:28,260 --> 00:33:33,580
+اللي توقع الصراعه عشان نفس ال V تمام volume حجم
+
+452
+00:33:33,580 --> 00:33:36,300
+حجم متوازل مستطيلات
+
+453
+00:33:39,140 --> 00:33:44,000
+مساحة القاعدة في الارتفاع، مظبوط؟ مساحة القاعدة في
+
+454
+00:33:44,000 --> 00:33:48,480
+الارتفاع المساحة التربيع والارتفاع الساطل التكعيب
+
+455
+00:33:48,480 --> 00:33:52,900
+طيب، يلا نشوف شطرتكم، بنرجع لصف خامس ولا سادس حجم
+
+456
+00:33:52,900 --> 00:33:56,720
+القرى أربع
+
+457
+00:33:56,720 --> 00:34:00,680
+على تلاتة by R تكعيب الاربع على التلاتة والبي
+
+458
+00:34:00,680 --> 00:34:06,080
+أرقام، R تكعيب بجيس متر في متر في متر، سمع؟ حجم
+
+459
+00:34:06,080 --> 00:34:07,080
+الإسطوانة
+
+460
+00:34:09,370 --> 00:34:14,430
+ما هي مساحة القاعدة والارتفاع بي ار تربيع مساحة
+
+461
+00:34:14,430 --> 00:34:18,490
+القاعدة والارتفاع اتش برضه مساحة ال تربيع
+
+462
+00:34:18,490 --> 00:34:23,530
+والارتفاع ال تكعيب طبعا ذاكرين انتوا حجم المخروط
+
+463
+00:34:23,530 --> 00:34:29,910
+ربع تلت استوانة تمام اذا كلها التكعيب وبالتالي
+
+464
+00:34:29,910 --> 00:34:35,330
+الوحدات بتيجي تباعا متر تكعيب سنتمتر تكعيب او قدم
+
+465
+00:34:35,330 --> 00:34:35,970
+تكعيب
+
+466
+00:34:38,750 --> 00:34:43,790
+من توجه لـ Velocity Speed و Velocity نفس الشيء في
+
+467
+00:34:43,790 --> 00:34:48,730
+بينهم تمييز بعدين بنجيه تمام Speed رمزها V جالي
+
+468
+00:34:48,730 --> 00:34:54,050
+Speed بنعرفها مسافة ع زمان صح ولا .. إذا نقل على T
+
+469
+00:34:54,050 --> 00:34:58,770
+إذا نقطع ان هي توبها هي ال dimension تبعها أو
+
+470
+00:34:58,770 --> 00:35:01,930
+بعدين الوحدات التابعة centimeter .. meter على
+
+471
+00:35:01,930 --> 00:35:03,950
+second ولا centimeter على second ولا قدم على
+
+472
+00:35:03,950 --> 00:35:08,300
+second بحكي عربي؟أو بنحكي عربي سهل يعني لما أقول
+
+473
+00:35:08,300 --> 00:35:11,640
+بحكي عربي يعني سهل و بنحكي صيني معناته صعب لما
+
+474
+00:35:11,640 --> 00:35:17,740
+أصير أحكي صيني بتنطق تمام تسأله بتوقفوني احنا الان
+
+475
+00:35:17,740 --> 00:35:20,600
+انا قلتلكم طول ما انتوا بتهزوا و بتسألوش انا ماشي
+
+476
+00:35:20,600 --> 00:35:25,060
+لكن هذا الشرطر بهمش انا مدرك انه أغلبه سهل عشان
+
+477
+00:35:25,060 --> 00:35:30,460
+كده بذلكم تهزوا بتكون هزة طبيعية صحيحة لكن لما
+
+478
+00:35:30,460 --> 00:35:34,280
+تكون صعبة و هزيت بقول بتعطينا بيه مشكلة تمام
+
+479
+00:35:36,820 --> 00:35:39,860
+acceleration التسارع شايفين اللي انجليزي كي بصير
+
+480
+00:35:39,860 --> 00:35:42,540
+من شوية شوية بيجي معانا هاي خلاص بنا نتعود عليه
+
+481
+00:35:42,540 --> 00:35:45,760
+speed و توجه لتزمينتكم velocity velocity و speed
+
+482
+00:35:45,760 --> 00:35:49,080
+سرعة acceleration تسارع أصلا الحرف جاي منه
+
+483
+00:35:49,080 --> 00:35:52,420
+acceleration ايه? acceleration ايه؟ قلتله سرعة
+
+484
+00:35:52,420 --> 00:35:57,560
+أعزمان، مظبوط؟ والسرعة أعلتي كمان زمان، أعلتي
+
+485
+00:35:57,560 --> 00:36:03,420
+تربية، يارو دي مصعب الشغل، سهلsorry هذه الوحدات
+
+486
+00:36:03,420 --> 00:36:07,120
+متر عصر كانت تربيع سنتمتر عصر كانت تربيع قدم عصر
+
+487
+00:36:07,120 --> 00:36:12,140
+كانت تربيع الأمور سهلة جالي طيب في force قوة بقول
+
+488
+00:36:12,140 --> 00:36:16,160
+هي من وين جاب القوة قولتله نيوتن F بتساوي NA صح
+
+489
+00:36:16,160 --> 00:36:23,680
+أماقال وإيه؟ قال علي فيه تربية. هذا هي. فهذا هي
+
+490
+00:36:23,680 --> 00:36:27,740
+توبها. طبعا لو بدي أجي أقول وحدة و بدهمش كاربو
+
+491
+00:36:27,740 --> 00:36:32,180
+نيوتن كان ضلت كيلو جرام متر على سكان التربية. صح؟
+
+492
+00:36:32,180 --> 00:36:34,880
+كيلو جرام متر على سكان التربية. قالوا نيوتن كل
+
+493
+00:36:34,880 --> 00:36:38,600
+هالشغل و بدش تكريم. قالوا لأ بين كاربو. بعد ما
+
+494
+00:36:38,600 --> 00:36:40,920
+تضلك تقول كيلو جرام متر على سكان التربية قولوا
+
+495
+00:36:40,920 --> 00:36:45,100
+نيوتن. إذا صارت الوحدة نيوتن لكن بدي أقول مرات بيه
+
+496
+00:36:45,100 --> 00:36:48,960
+سؤال.إن يوتن ولا كيلو جرام متر على سكن تربية؟
+
+497
+00:36:48,960 --> 00:36:52,180
+بيقولهم زي بحيط، مظلومة لأ، بتساوي ولا بتساويش؟
+
+498
+00:36:52,180 --> 00:36:57,980
+بتساوي، إذا إن يوتن وفي النظام الجاوسي دعين وفي
+
+499
+00:36:57,980 --> 00:37:01,160
+النظام البريطاني bound، سمعتوا فيه؟ bound ال بيه
+
+500
+00:37:01,160 --> 00:37:05,180
+اختصارا، تمه؟ جالي أخر كمية بندمر عليها اليوم
+
+501
+00:37:05,180 --> 00:37:11,040
+طاقة، مين يذكرني في أشهر طاقة، طاقة الحركات؟نص M V
+
+502
+00:37:11,040 --> 00:37:18,700
+تربيع M و V M M و ال V متل L على T بصبحها عشان V
+
+503
+00:37:18,700 --> 00:37:22,840
+تربيع فهذه واحد يقول طب انا مش حافظ هذا القانون
+
+504
+00:37:22,840 --> 00:37:29,780
+انا حبيب انا و MGH انت مظبوط مش طاقة تاني مايقولوا
+
+505
+00:37:29,780 --> 00:37:37,020
+يا سيدي ههي MGH هدي M و هدي L على T تربيع و هدي L
+
+506
+00:37:38,510 --> 00:37:43,870
+وإن كنت تريد أن تجيح نفس الشيء هايها M التربية على
+
+507
+00:37:43,870 --> 00:37:48,670
+T التربية فأي قانون بدك إياه بيطلع عندك نفس ال
+
+508
+00:37:48,670 --> 00:37:52,190
+dimension لأنه مستحيل تكون ال energy اللي هتبين
+
+509
+00:37:52,190 --> 00:37:57,610
+لازم تبوعد أي إن كان نوع ال energy مظبوط ولا حركة
+
+510
+00:37:57,610 --> 00:38:02,520
+ولا وضع ولا شغل ولا اللي بدك إياهتمام الوحدات اللي
+
+511
+00:38:02,520 --> 00:38:05,920
+عندي جول اللي هو بيسوي كيلو جرام متر تربيع عشان
+
+512
+00:38:05,920 --> 00:38:11,820
+كانت تربيع نفسها او ارج او bound في قدم يعني في
+
+513
+00:38:11,820 --> 00:38:14,580
+النظام البريطاني مالهاش وحدة خاصة بيها تمام يا
+
+514
+00:38:14,580 --> 00:38:19,680
+بنات؟ في شي صعب؟ حلو بيقولي طب انت ليش بتعمل هذا؟
+
+515
+00:38:19,680 --> 00:38:26,650
+بقولك دير بالك علمونا زمان ان كيلو القطننفس كيلو
+
+516
+00:38:26,650 --> 00:38:32,190
+الحديد طيب بنفع أساوي كيلو الجطن بكيلو الدهب؟
+
+517
+00:38:32,190 --> 00:38:36,610
+أسويهم؟ طب مساوية في إيش؟ في التمن؟ في التمن بنفع؟
+
+518
+00:38:36,610 --> 00:38:41,250
+في الوزن بنفع، في التمن؟ لكن في التمن؟ لأ بيقولّك
+
+519
+00:38:41,250 --> 00:38:45,750
+يا ربالك كلمة يساوي ابتعني أن الطرف الأيصل لازم
+
+520
+00:38:45,750 --> 00:38:50,310
+يساوي الطرف الأيمن في كل إشي والشغل التانية بنفع
+
+521
+00:38:50,310 --> 00:38:54,310
+تجمع تلاتة كيلو بندورة زي اتنين كيلو خيار و تقول
+
+522
+00:38:54,310 --> 00:38:59,900
+معايا خمسة كيلو إيش؟بنفعش إذا برضه لما تجمع و تطرح
+
+523
+00:38:59,900 --> 00:39:03,740
+بنفعش إلا تجمع من نفس الجنس ولا لأ نفس الجنس عندنا
+
+524
+00:39:03,740 --> 00:39:06,780
+نفس ال dimension اللي هم نفس ال top وبالتالي طالعش
+
+525
+00:39:06,780 --> 00:39:11,140
+بقول ليه بقول ال quantities can be added ممكن تجمع
+
+526
+00:39:11,140 --> 00:39:15,720
+can be added add يعني أجمع or subtracted أو تطرح
+
+527
+00:39:15,720 --> 00:39:21,120
+only only بتعرفش معناه only فقطif they have the
+
+528
+00:39:21,120 --> 00:39:25,300
+same dimensions تمام لازم يكون لهم ما زال حطيت
+
+529
+00:39:25,300 --> 00:39:28,860
+زائد او ناقص لازم الليهان و الليهان يكون له نفس ال
+
+530
+00:39:28,860 --> 00:39:33,660
+dimension الشيء التاني بيقول ال terms ال terms
+
+531
+00:39:33,660 --> 00:39:39,280
+يعني الحدود الحدود on both sides في كلا جانبي كلمة
+
+532
+00:39:39,280 --> 00:39:43,600
+يساوي او إشارة يساوي must have the same dimensions
+
+533
+00:39:43,600 --> 00:39:46,940
+لازم يكون لهم نفس ال dimensions نجي للمعادلة
+
+534
+00:39:46,940 --> 00:39:52,500
+الحلوة ديهذه معادلة أم لا؟ هذه إيه إيه الإشارة؟
+
+535
+00:39:52,500 --> 00:39:56,780
+زائد زائد كذا طلعوا يا بنات هل جيت هذه إيه ال
+
+536
+00:39:56,780 --> 00:40:02,260
+dimension تبعها؟ ال ال صح؟ إذا لازم يكون هذه ال و
+
+537
+00:40:02,260 --> 00:40:06,960
+هذه ال فعشان لا تكون هيك مش نازمة في نفس ال
+
+538
+00:40:06,960 --> 00:40:13,420
+dimension لازم يكون ال و هذه ال طب هذه خليط بقول
+
+539
+00:40:13,420 --> 00:40:17,860
+واحدة واحدة بقوله هذه إيه الشيء بقوله هذه T طب و
+
+540
+00:40:17,860 --> 00:40:24,770
+هذهوالله طلعت L نجي ليها دي فاكتشوفوا من الأقام A
+
+541
+00:40:24,770 --> 00:40:29,670
+L على T تربية و هذه T تربية مظبطت ولا مظبطتش اذا
+
+542
+00:40:29,670 --> 00:40:34,270
+هي L زاد L و هناك L مافيش إشكالية إذا الممنوعة
+
+543
+00:40:34,270 --> 00:40:38,890
+تجمع إلا إذا كانت dimensions واحدة هذه جمعت هذه L
+
+544
+00:40:38,890 --> 00:40:42,770
+وهذه L ككل هذه إيش ال dimension تبعها L وهذه ال
+
+545
+00:40:42,770 --> 00:40:48,560
+dimension تبعها Lككل طبعا اما تضرب مهمش تضرب تفرجش
+
+546
+00:40:48,560 --> 00:40:53,440
+لكن الجامع و الطرح و المساواة لازم يكون ال
+
+547
+00:40:53,440 --> 00:41:00,560
+dimension واحد اتفجنا يا بنات هذه شغلة مهمة حكيت
+
+548
+00:41:00,560 --> 00:41:06,580
+كتير انا انا جيت نعمل stop نحللنا سؤال مثال احكي
+
+549
+00:41:06,580 --> 00:41:11,060
+هتحلليه ثاني شوية بس هشوف السؤال شوه بيقول شو ذات
+
+550
+00:41:11,060 --> 00:41:17,860
+بينفي عندي equation V سرعة بتساوي FT تسارع في زمان
+
+551
+00:41:17,860 --> 00:41:22,160
+قاللي يا ترى ها دي صح فيزيائيا ولا لا؟ ايش بتقصد
+
+552
+00:41:22,160 --> 00:41:25,940
+في صح؟ بقوله فيه يساوي ولا مافيش يساوي؟ إذا لازم
+
+553
+00:41:25,940 --> 00:41:29,620
+الطرف الأيصر والطرف الأيمن يكون لهم نفس ال
+
+554
+00:41:29,620 --> 00:41:33,060
+dimensions صح ولا؟ احكي عشان رفعتني تصبعك أول
+
+555
+00:41:33,060 --> 00:41:38,020
+واحدةهل جيت .. بيكيب دي حلو بقول هيك هه .. هذي إيش
+
+556
+00:41:38,020 --> 00:41:42,880
+هي ال dimension تبعها؟ تمام يا زمي انا فكرت لوح زي
+
+557
+00:41:42,880 --> 00:41:49,200
+الأولانيات بدي أكتبها هنا V بتسوء A في T إيش هذي
+
+558
+00:41:49,200 --> 00:41:59,020
+ال dimension تبعها؟ على T هذي و هذي والله
+
+559
+00:41:59,020 --> 00:42:09,660
+صح صح تمام؟ حلوأي سلسلة بنعتك؟ سلسلة
+
+560
+00:42:09,660 --> 00:42:14,140
+ما؟ طب وإيش سلسلة زمان؟ بدك ترجعيها للتوابل
+
+561
+00:42:14,140 --> 00:42:18,760
+الرئيسية؟ بدك تثبت إنها صح ولا لأ؟ لازم ال باي
+
+562
+00:42:18,760 --> 00:42:20,460
+ماشي هنا على الشجة هذه سواء ال باي ماشي هنا على
+
+563
+00:42:20,460 --> 00:42:23,540
+الشجة هذه تمام؟ إيش اللي على الشجة الأولى؟ ال على
+
+564
+00:42:23,540 --> 00:42:29,660
+T و بدك تحط ال على T؟ ماعرفش اللي حطته هيك عطته مش
+
+565
+00:42:29,660 --> 00:42:31,960
+هذه سلسلة
+
+566
+00:42:35,430 --> 00:42:39,990
+هيها L على T تربيع ما هيك اللي عملته ما هي L على
+
+567
+00:42:39,990 --> 00:42:43,090
+.. هي ايه مش L على T تربيع هي اللي عملته اللي
+
+568
+00:42:43,090 --> 00:42:45,990
+بتحكيه انت انا اللي بعمله L على T تربيع و هنا فيه
+
+569
+00:42:45,990 --> 00:42:50,530
+T طلعت L على T اللي بتحكيه انا اللي عامله تمام هذه
+
+570
+00:42:50,530 --> 00:42:53,930
+بدي أحله كمان مرة على ال power point بقول ال sense
+
+571
+00:42:54,770 --> 00:42:59,510
+ال dimension تبع ال V ال على T صح؟ و ال dimension
+
+572
+00:42:59,510 --> 00:43:04,390
+تبع ال A ال على T تربية و ال dimension تبع ال T
+
+573
+00:43:04,390 --> 00:43:08,470
+معروف قال لي يلا نشوف قال لي إيش في عندك؟ قلت له V
+
+574
+00:43:08,470 --> 00:43:13,490
+إيش ال dimension تبعها؟ ال على T A ال على T تربية
+
+575
+00:43:13,490 --> 00:43:17,430
+و ال T ها دي ضاعت مع حاجة زي ما بتقولي إذا اليمين
+
+576
+00:43:17,430 --> 00:43:23,330
+بيسوي اليسار إذا المعادلة صحابتفجني يا بنات زي ما
+
+577
+00:43:23,330 --> 00:43:29,030
+عملتها دي لجيتها صح ولا مش صح لجيتها صح طيب جالي
+
+578
+00:43:29,030 --> 00:43:34,540
+نشوف السؤال جالي بدي أديك هالمعادلةأيه؟ قاللي الـ
+
+579
+00:43:34,540 --> 00:43:37,880
+acceleration طيب عارف ال dimension تبعها ولا لأ L
+
+580
+00:43:37,880 --> 00:43:42,300
+على T تربية بتساوي K أيش هال K؟ قاللي هذه ثابت
+
+581
+00:43:42,300 --> 00:43:45,940
+dimensionless يعني إلها dimension dimensionless
+
+582
+00:43:45,940 --> 00:43:49,680
+بدون dimension يعني فلت تكويها طردها زي خمسة و نص
+
+583
+00:43:49,680 --> 00:43:53,780
+و تلت ماعناش دعوة طيب with K is a dimensionless
+
+584
+00:43:53,780 --> 00:43:58,960
+constant R أس N R هو ال radius نص القطر بيقش من
+
+585
+00:43:58,960 --> 00:44:04,580
+جيسهالـ L يعني ايه؟ يعني ال dimension تبعه L V أُس
+
+586
+00:44:04,580 --> 00:44:09,500
+M و V السرعة L على T طب إيش بدك؟ بقول لي determine
+
+587
+00:44:09,500 --> 00:44:15,180
+the value of N and M قال لي هذه N أحط محلها 2 و لا
+
+588
+00:44:15,180 --> 00:44:20,660
+5 و لا 0 و لا 1 و M نفس العملية إيش بده أحط محلها
+
+589
+00:44:20,660 --> 00:44:27,440
+عشان تكون المعادلة صحيحة فيزيائياهتنشوف واحدة
+
+590
+00:44:27,440 --> 00:44:31,940
+واحدة وانصح صح اكيد افطرتوا انتوا مع حضرتكم متأخرة
+
+591
+00:44:31,940 --> 00:44:36,760
+واشربتوا شهار واشربتوا جهر وانصح صحيح تمام هتنشوف
+
+592
+00:44:36,760 --> 00:44:43,720
+بيقولي ايه بتساوي فلتوا من K R أس N V أس M مش هيك
+
+593
+00:44:43,720 --> 00:44:48,820
+كده ال K جالي dimensions جمت من حساباتي تمام ايه
+
+594
+00:44:48,820 --> 00:44:54,600
+الشيء اللي عم تعمل ال dimensions بتبعها ال R أس N
+
+595
+00:44:54,600 --> 00:44:55,400
+ال V
+
+596
+00:44:59,220 --> 00:45:05,000
+صحيكم ولا لأ؟ طيب أخدنا في صف سابع ولا سادس هادي
+
+597
+00:45:05,000 --> 00:45:09,620
+بيصير L N ذائد M مظبوط ولا لأ؟ هادي بيصير L N ذائد
+
+598
+00:45:09,620 --> 00:45:15,360
+M على T أس M هيك تمام؟ اللي عملته لحد تلان كم
+
+599
+00:45:15,360 --> 00:45:21,800
+استوعبينه؟ حلو جالي الآن في الحلوة هادي اللي هي
+
+600
+00:45:21,800 --> 00:45:26,360
+اللي يساويأو هادي فى عينى انه لازم ال dimension
+
+601
+00:45:26,360 --> 00:45:30,000
+لهان يسوى ال dimension لهان حلو معناته ايش بقول
+
+602
+00:45:30,000 --> 00:45:36,100
+لازم M تسوى اتنين لازم M تسوى اتنين اذا M لازم
+
+603
+00:45:36,100 --> 00:45:42,480
+تسوى اتنين طب و M زاد M لازم تسوى واحد صح يقول خلص
+
+604
+00:45:42,480 --> 00:45:48,120
+السؤال معناته من هنا بقدر اقول N بالسوى سلب واحد
+
+605
+00:45:48,120 --> 00:45:59,970
+صحيالا نعود فوق صارت A بتساوي K R أس لاقس واحد
+
+606
+00:45:59,970 --> 00:46:08,350
+يعني واحد على R و هذه V خليني
+
+607
+00:46:08,350 --> 00:46:12,830
+أشوف إيش اللي بيعملوها ده حكوا راسكم شوية و تذكروا
+
+608
+00:46:12,830 --> 00:46:19,640
+حاجة بيسموها التسارع المركزي أش قانونه؟مش M أنا دي
+
+609
+00:46:19,640 --> 00:46:24,500
+قوة مركزية بدون M V تربيع على R ولا لأ تلع عليها
+
+610
+00:46:24,500 --> 00:46:28,340
+طب هجيه تسارع مركزي ولا تسارع مش مركزي مش تسارع في
+
+611
+00:46:28,340 --> 00:46:31,500
+الآخر زي زمان دولي ولا مش زمان دولي مش واحد دول في
+
+612
+00:46:31,500 --> 00:46:36,420
+السكندر ولا لأ ماهي تسارع اذا صح المعادلة اذا
+
+613
+00:46:36,420 --> 00:46:41,540
+المعادلة لما حطيت R ناقص واحد و V تنين طلعت تسارع
+
+614
+00:46:41,540 --> 00:46:45,340
+غصب عنها وهذه التسارع المركزي اللي أخدناه بحكي
+
+615
+00:46:45,340 --> 00:46:45,580
+عربي
+
+616
+00:46:50,290 --> 00:46:52,450
+أي استفسار
+
+617
+00:46:55,900 --> 00:47:01,780
+أخر نقطة .. هادي؟ هادي تمام؟ روح اتعودى تبينتى هنا
+
+618
+00:47:01,780 --> 00:47:06,160
+بدل ال M حطيت نقص واحد فصلت R أساري بواحد يعني
+
+619
+00:47:06,160 --> 00:47:10,520
+واحد على R صح؟ و بدل ال M حطيت اتنين قولت هادي
+
+620
+00:47:10,520 --> 00:47:14,480
+والله مرت عليا V تربيع على R تصارع مركزي فصح
+
+621
+00:47:14,480 --> 00:47:20,600
+الكلام تصارع بس بذكر تمام اذا هى اللى عملناه وهى
+
+622
+00:47:20,600 --> 00:47:24,100
+الحل بس انا بكون حلته على اللوحة هى نفس الكلام
+
+623
+00:47:24,100 --> 00:47:29,140
+اللى عملناهأحنا صوّينا لقلب تساوي N زي ال M على T
+
+624
+00:47:29,140 --> 00:47:32,920
+M صح؟ هلأ احنا عارفين انه هي بالقانون الأصلي ان
+
+625
+00:47:32,920 --> 00:47:37,120
+قلب تساوي T تربيع هلأ اشمعنى ان كانت ال T عندنا ال
+
+626
+00:47:37,120 --> 00:47:42,900
+M مش ال N مثلا ال M هو هي .. هيك أعطانيها هو جالي
+
+627
+00:47:42,900 --> 00:47:48,420
+ايه؟ R أس N و V أس Mالـ V إيش ده يمشي تبقى L على T
+
+628
+00:47:48,420 --> 00:47:53,360
+وبالتالي صارت L أُس M على T أُس M طب في L .. هى
+
+629
+00:47:53,360 --> 00:47:57,440
+لما أقولك L أُس N وجنبها L أُس M مش بتسوي L في N
+
+630
+00:47:57,440 --> 00:48:00,740
+زايد M هى اللي عملته تمام؟ حلو
+
+631
+00:48:06,020 --> 00:48:11,680
+هادي كل chapter فيه quizzات بنطلنا عشان اللي سرح
+
+632
+00:48:11,680 --> 00:48:16,920
+ونعس يصحصح معايا تمام؟ بنعمل quiz بسيط هذه ال
+
+633
+00:48:16,920 --> 00:48:20,080
+quizzات في زيها كتير بتيجي في ال model مش في ال
+
+634
+00:48:20,080 --> 00:48:22,580
+model يوم الخميس بنعمل quiz مش هذا الخميس الخمس
+
+635
+00:48:22,580 --> 00:48:25,720
+اللي جاي ان شاء الله في أدم ممكن تتكرر هذه الأسئلة
+
+636
+00:48:25,720 --> 00:48:28,720
+أو تكون زيها مش أنا قلت بحط خواري خمسين سؤال في
+
+637
+00:48:28,720 --> 00:48:32,580
+الصندوق فبكون إما زي هذا وشبيه منه بغير شغلات
+
+638
+00:48:32,580 --> 00:48:36,620
+كتيرةنشوف هل الـ quiz الحلو و نشوف أنا صحين ولا لا
+
+639
+00:48:36,620 --> 00:48:41,080
+و نشوف كنا نحكي عربي ولا صيني هالجهة تمام؟ كنا نهز
+
+640
+00:48:41,080 --> 00:48:46,260
+راسنا صح ولا نهز راسنا بس مجرد تمشية؟ إيش بيقوللي؟
+
+641
+00:48:46,930 --> 00:48:50,870
+بقولي the position of a particle موضع جسم موضع
+
+642
+00:48:50,870 --> 00:48:55,590
+مسافة يعني الولا لا تمه is given by يُعطى
+
+643
+00:48:55,590 --> 00:49:00,430
+بالمعادلة التالية X بتساوي AT زي الـBT تربيع X
+
+644
+00:49:00,430 --> 00:49:04,310
+مسافة position لانه جليه A وB ثابت ماهياش
+
+645
+00:49:04,310 --> 00:49:09,030
+acceleration ايه هنا ثابت A وB الـT بتعرفه زمان
+
+646
+00:49:09,030 --> 00:49:14,070
+تمه جليه X in meter and T in second بجيسها بالـSI
+
+647
+00:49:14,070 --> 00:49:17,830
+system يعنيبقول اللي بده يحط رجل ع رجله وأسألكوا
+
+648
+00:49:17,830 --> 00:49:22,870
+هاذي فيه يساوي ولا مافيش يساوي؟ وفيه زائد كمان
+
+649
+00:49:22,870 --> 00:49:29,250
+صحيح؟ ثانى شوية واحدة واحدة ده اللي يطوع الثابت
+
+650
+00:49:29,250 --> 00:49:34,270
+ايه؟ ايش لازم يكون ال dimension تبعه؟ عشان تظبط ال
+
+651
+00:49:34,270 --> 00:49:41,150
+.. ليش؟ لأ واحدة واحدة هيا ها نكتبها هنا وده ده ده
+
+652
+00:49:41,150 --> 00:49:47,530
+ده وبنحكي عربيبالعامة اللي نفهمها كلها حتى مش
+
+653
+00:49:47,530 --> 00:49:52,850
+بالفظها عشان ما حد يقول مافهمتاش هي X وهي بتساوي
+
+654
+00:49:52,850 --> 00:50:00,910
+ايه؟ وهي T وزائد بي T تربيع هجتها دي إيش؟ لازم
+
+655
+00:50:00,910 --> 00:50:05,330
+اللي هناك يكون L زائد L صح ولا لأ؟ مستمروا هيك
+
+656
+00:50:05,330 --> 00:50:10,670
+اللي اتعلمناها؟ بيساوي جيش ها دي؟ Tطب مش المفروض
+
+657
+00:50:10,670 --> 00:50:13,990
+يكون T، بدك تضيع ليها، إذا لازم ال T تكون في
+
+658
+00:50:13,990 --> 00:50:19,070
+المقام، إذا ممكن تحطلي T هنا، و هنا تحطها L، إذا
+
+659
+00:50:19,070 --> 00:50:22,970
+هادي إيه ال dimension تبعتها، صح ولا لأ؟ لما أقول
+
+660
+00:50:22,970 --> 00:50:25,010
+إيش ال dimension تبعتها، بقول اللي على T لازم
+
+661
+00:50:25,010 --> 00:50:31,070
+تكون، عشان تظبط L، طب و هادي قاللي هادي إيش، إذا
+
+662
+00:50:31,070 --> 00:50:35,110
+لازم تضيع ليها، و هادي هيها، إذا هي B
+
+663
+00:50:38,260 --> 00:50:43,060
+لأ ما .. صراحتي طوي انت صراحتي لأنه حكيتها قولتلكم
+
+664
+00:50:43,060 --> 00:50:47,960
+ال A مستسارة ال A و ال B ثوابت حكيتها الكلمة هذه
+
+665
+00:50:47,960 --> 00:50:55,940
+تمام يا بنات؟ شو هو؟ هو بيكون كاتب .. بيكون كاتب
+
+666
+00:50:55,940 --> 00:50:59,440
+هنا .. هنا ثوابت ما هو عشان هنا ال quiz و أنا
+
+667
+00:50:59,440 --> 00:51:04,600
+بحكيه ف .. لكن هناك بيكون واضح الأمور تمام؟ بتطلع
+
+668
+00:51:04,600 --> 00:51:09,120
+خيارات يا بنات؟ هذه هيكمة بال mood اللي بتجيكمأيش
+
+669
+00:51:09,120 --> 00:51:13,740
+من هدول؟ لأ ال A على L على T اه L على T على طول
+
+670
+00:51:13,740 --> 00:51:18,080
+بروح بقوله L على T بكون عارف لما بكرا خربطوا فيها
+
+671
+00:51:18,080 --> 00:51:22,300
+هاي المحلولة قدامكم طيب بقول كمان ال quiz اذا علق
+
+672
+00:51:22,300 --> 00:51:26,020
+اعتيا مظبوط بقول كمان ال quiz referring to the
+
+673
+00:51:26,020 --> 00:51:29,680
+previous question جالي نفس السؤال ارجعله هيش بدات؟
+
+674
+00:51:29,680 --> 00:51:34,080
+جالي بدات ال dimension تبع B طبعا
+
+675
+00:51:34,080 --> 00:51:38,160
+اطلع هذه مراتاللي مش دارس بيقولك والله يمكن هالي
+
+676
+00:51:38,160 --> 00:51:44,620
+هي بروح باخدها فبنحطها احنا عشان ملاذ للي بده ملاذ
+
+677
+00:51:45,520 --> 00:51:49,140
+يختاروا يمشي تمام يا بنات طبعا احنا ممكن كيف نجيبه
+
+678
+00:51:49,140 --> 00:51:52,820
+السؤال في الموديل بس للمعرفة هذا السؤال ممكن اجيبه
+
+679
+00:51:52,820 --> 00:51:57,880
+بالصيغة التالية نفس السؤال بقوله وحدة ايه؟ بديش ال
+
+680
+00:51:57,880 --> 00:52:01,540
+dimension وحدة ايه؟ هو جاين ليه هنا X بإيش بقي ع
+
+681
+00:52:01,540 --> 00:52:05,280
+جيسها؟ بال meter أصلا المفروض يكون متر ع second
+
+682
+00:52:05,280 --> 00:52:10,040
+ولا لأ؟ متر ع second ها بقولكم ايه ثابت؟ في كتير
+
+683
+00:52:10,040 --> 00:52:14,100
+طلبة بيجوني مبرمجين مش عارفين كيف برمجوا حالهم ان
+
+684
+00:52:14,100 --> 00:52:20,590
+كل ثابت مالواش وحداتكل ثابت مالوش وحدات اه عشان
+
+685
+00:52:20,590 --> 00:52:26,030
+كده بكتب له has no units بقولك ايه الشهادة حلوة لأ
+
+686
+00:52:26,030 --> 00:52:29,030
+الثوابت ممكن يكونولها وحدات وانتوا عارفين ثوابت
+
+687
+00:52:29,030 --> 00:52:35,310
+كله الوحدات ولا لأ صراعات الضوء والجاذبية الأرضية
+
+688
+00:52:35,310 --> 00:52:39,470
+اذا نفعكين برمجين والله علمونا الثابت مالوش وحدات
+
+689
+00:52:39,470 --> 00:52:45,120
+مين يقول لأيكون تبلع المدرسين اللي علموه تمام؟ اذا
+
+690
+00:52:45,120 --> 00:52:52,180
+هده .. هده هي تمام او
+
+691
+00:52:52,180 --> 00:52:56,940
+بيه اه طبعا
+
+692
+00:52:56,940 --> 00:53:02,260
+بس عشان تكون ال total أقل لازم تكون بالظبط يعطيكوا
+
+693
+00:53:02,260 --> 00:53:03,360
+العافية تمام يا سامي
+