
vaishishtya nishkarshan

machine learning, pattern recognition aanee emage prosesingmadhye, vaishishtya nishkarshan mojalelya detachya prarambhik sanchapasun suru hote aanee mahitipurn aanee qamee nasalelya hetune vyutpann moolye (vaishishtye) tayar karate, jyamule tyanantarchya shikshan aanee samanyikaranachya payya sulabh hotat aanee kahee prakarananmadhye changlya manvi vyakhyankade netat. vaishishtya nishkarshan heey pariman qamee karnyashi sambandhit aahe.
jevha algoridammadhil input deta prakriya karnyasathi khoop motha asato aanee too anavashyak asalyacha sanshay asato (udaa.jee. paay aanee meater donhimadhye samaan mojmap, kinwa pixel mhanoon sadar kelelya pratimanchi punaravrutti), nantar tyache vaishishtyanchya qamee jhalelya sanchat rupantar kele jaau shakate (jyala vaishishtya vector dekhil mhanatat). prarambhik vaishishtyancha upasanch nishchit karane yala vaishishtya nivad mhanatat. nivadalelya vaishishtyanmadhye input detamadhun sambandhit mahitee asane apekshit aahe, jenekarun sampoorn prarambhik detapeksha heey qamee kelele pratinidhitva vaparoon ichchit karya kele jaau shakate.
general.
vaishishtya nishkarshanamadhye detachya mothya sanchache varnan karnyasathi aavashyak sansadhananchi sankhya qamee karane samavisht aahe. guntaguntichya mahitiche vishleshan kartana eka pramukh samasya samavisht asalelya chalanchya sankhyemule udbhavate. mothya sankhyene chull asalelya vishleshanasathi samanyatah mothya pramanat smrutee aanee ganana shaktichi aavashyakta asate, tasech yamule vargikaran algoridam prashikshan namunyanshi adhik julavun gheu shakato aanee naveen namunyanshi kharab samanyikaran karoo shakato. puresha achookatesah mahitiche varnan kartana yaa samasyanvar maat karnyasathi chalanchi jode tayar karnyachya paddhatinsathi vaishishtya nishkarshan hii eka samanya sandnya aahe. anek yantra shikshan vyavsayikanna asey vatate qee yogyaritya anukool kelele vaishishtya nishkarshan hii prabhavi model bandhkamachi gurukilli aahe.
samanyatah tadnyane tayar kelelya anuprayog-aadharit vaishishtyanchya tayar kelelya sanchancha vapar karoon parinam sudharle jaau shakatat. asha eka prakriyela vaishishtya abhiyantriki mhanatat. vaikalpikaritya, samanya parimanatmakta qamee karanyachi tantre vaparali jaatat, jase keeh
pratima prakriya.
anuprayogache eka atishay mahattvache kshetra mhanje pratima prakriya, jyamadhye digitised pratima kinwa video pravahatil vividh ichchit bhag kinwa aakar (vaishishtye) shodhanyasathi aanee vegale karnyasathi algoridamcha vapar keela jaato. optical varn olakhanyachya kshetrat heey visheshtah mahatvache aahe.
amalbajavani.
anek deta vishleshan software packages vaishishtye kadhanyasathi aanee pariman qamee karnyasathi pradan karatat. matlab, sayalyab, nampi, skicket-learn aanee aar bhasha yasarkhya samanya sankhyatmak programming vatavarnamadhye kahee sopee vaishishtya nishkarshan tantre (udaa.jee. mukhya ghatak vishleshan) antarnirmit aadeshandvare. adhik vishisht algoridam anekada sarvajanikaritya upalabdh script kinwa truteey-paksh edd-aun mhanoon upalabdh asatat. vaishishtya nishkarshanamadhye tadnya asalelya vishisht software machine learning anuprayoganna lakshya karnari software packages dekhil aahet.
sandarbh.
rustom, rebii, edbeyo edeloye aanee aurore simala. "cohonen swayam-sanghatanatmak nakasha (keey. ess. oo. emm.) yane booad5 chey emm. ell. pii.-aine. andaj model vadhavanyasathi kadhaleli vaishishtye. aantarrashtriy parisanvadamadhyeh shashvat jalsampada vyavasthapanasathi andajatmak anishchitateche praman aanee qamee karane-aantarrashtriy bhooganit aanee bhubhautiki sangharajyachi (aay. yuu. jee.) 24 vee sarvasadharan sabha, peepi. 181-187.2007.