
vislaeshanhalu

vislaeshanha anedi dayta ledhaa ganaamkaala yokka kramabaddhamaina ganana vislaeshanha. detaalo ardhavantamaina namuunaala aavishkarana, vivarana mariyu communication kosam idhi upayoginchabadutundi. samarthavanthamaina nirnayam teesukoovadaaniki dayta namuunaalanu vartimpajeyadam kooda indulo untundi. namodu cheyabadina samaachaaramtho samruddhiga unna rangaalalo idhi viluvainadi kaavacchu; paniteerunu lekkinchadaaniki ganaamkaalu, computer prograaming mariyu karyakalapala parisoedhana ekakaalamlo vartimpajeyadampai vislaeshanhalu aadhaarapadataayi.
vyapara paniteerunu vivarinchadaaniki, anchanaa vaeyadaaniki mariyu meruguparachadaaniki samsthalu vyapara daetaaku vislaeshanhalanu vartimpajeyavachu. mukhyamgaa, vislaeshanhalaloo vivaranaatmaka vislaeshanhalu, roganirdhaarana vislaeshanhalu, anchanaa vislaeshanhalu, soochinche vislaeshanhalu mariyu abhignaa vislaeshanhalu unnaayi. marketing, nirvahana, aardhika, online vyavasthalu, samachara bhadrata mariyu software sevalu vanti vividha rangaalaku vislaeshanhalu vartinchavachhu. vislaeshanhalaku vistrutamaina ganana avasaram kaavacchu (pedda daetaanu chudandi) kabatti, vislaeshanhala kosam upayoginche algorithamlu mariyu software computer sains, statistics mariyu ganitamlo atyanta prastuta paddhatulanu upayogistaayi. antarjaateeya dayta corporation prakaram, bigg dayta mariyu business analytics (bda) parishkaralapai prapancha vyayam 2021loe $215.7 biliyanlaku cherukuntundani anchanaa. gartner prakaram, mottam vislaeshanhaatmaka platform software market 2020loe $25.5 biliyanlu perigindi. 
vislaeshanha verses vislaeshanha.
dayta vislaeshanha vyapara avagahana, dayta avagahana, dayta tayari, modeling mariyu moolyaankanam mariyu vistarana dwara gatha daetaanu pariseelinchae prakriyapai drushti pedutundi. idhi dayta vislaeshanhala upasamiti, idhi munupati dayta aadhaaramgaa oka sanghatana enduku jarigindi mariyu bhavishyattulo emi jaragavacchu anae daanipai drushti pettadaniki bahula dayta vislaeshanha prakriyalanu teesukuntundi. pedda samsthaagata nirnayaalanu roopondinchadaaniki dayta vislaeshanhalu upayoginchabadataayi. 
dayta analytics anedi bahula vibhagala rangam. vislaeshanhala dwara dayta nundi viluvaina gnaanaanni pondadaaniki computer naipunyaalu, ganitam, ganaamkaalu, vivaranaatmaka paddhatulu mariyu predictive modalla vadakam vistrutamgaa upayoginchabadutunnaayi. adhunaatana vislaeshanhalu" anae padam yokka upayogam perugutondi, saadhaaranamgaa vislaeshanhala yokka saanketika amsaalanu vivarinchadaaniki upayogistaaru, mukhyamgaa naadii netvarklu, nirnaya vrukshaalu, logistic regression, leanier tuu multiple regression vislaeshanha mariyu predictive modeling cheyadaaniki vargeekarana vanti yantra abhyasa paddhatula vadakam vanti abhivruddhi chendutunna rangaalalo. indulo cluster vislaeshanha, pradhana bhagala vislaeshanha, vibhajana profile vislaeshanha mariyu anubandha vislaeshanha vanti paryaveekshinchani yantra abhyasa paddhatulu kooda unnaayi.
applications.
marketing optimisation.
marketing samsthalu pracharalu ledhaa prayatnaala phalitaalanu nirnayinchadaaniki mariyu pettubadi mariyu viniyogadaarula lakshyeekarana kosam nirnayaalaku maarganirdesam cheyadaaniki vislaeshanhalanu upayogistaayi. janabha adhyayanalu, viniyogadaarula vibhajana, ummadi vislaeshanha mariyu itara paddhatulu marketing vyuuhaanni ardham chesukovadaniki mariyu communicate cheyadaaniki vikrayadaarulu pedda mottamlo viniyogadaarula konugolu, survey mariyu panel daetaanu upayoginchadaaniki anumatistaayi.
marketing vislaeshanhaloo brand mariyu aadaaya phalitaala gurinchi vyuuhaatmaka nirnayaalanu teesukoovadaaniki upayoginche gunaatmaka mariyu parimaanaatmaka, nirmaanaatmaka mariyu nirmaanaatmaka dayta rendoo untaayi. eee prakriyaloo predictive modeling, marketing prayogaalu, automation mariyu real time sales communicationlu untaayi. paniteeru phalitaalanu penchadaaniki companylu anchanaalu vaeyadaaniki mariyu vyuuhaatmaka amalunu maarchadaaniki dayta veelu kalpistundi.
web vislaeshanhalu sessionization anae aapareshannu upayoginchi websitelo paraspara charyala gurinchi session-sthaayi samacharanni sekarinchadaaniki vikrayadaarulanu anumatistundi. google analytics anedi vikrayadaarulu eee prayojanam kosam upayoginche oka prasiddha uchita vislaeshanha saadhanaaniki oka udaaharana. aaa paraspara charyalu web vislaeshanha samachara vyavasthalaku referrernu track cheyadaaniki, keelaka padaalanu sodhinchadaaniki, aipi chirunamanu gurtinchadaaniki mariyu sandarsakudi karyakalapalanu track cheyadaaniki avasaramaina samacharanni andistaayi. eee samaachaaramtho, vikrayadaarudu marketing pracharalu, website srujanaatmaka content mariyu samachara nirmaanaanni meruguparachavacchu.
marketinglo tarachugaa upayoginche vislaeshanha paddhatulalo marketing mixes modeling, dhara mariyu promotion vislaeshanhalu, sales fores optimisation mariyu customer vislaeshanhalu unnaayi.zii.: vibhajana. web vislaeshanhalu mariyu websitelu mariyu online prachaaraala optimisation ippudu tarachugaa marinta saampradaaya marketing vislaeshanha paddhathulatho kalisi panicheestaayi. digital mediapai drushti pettadam padajaalaanni koddigaa maarchindi, tadwara "marketing mixes modeling" nuu saadhaaranamgaa digital ledhaa marketing mixes modeling sandarbhamlo "aapaadimpu modeling" gaa suuchistaaru.
eee sadhanalu mariyu paddhatulu vyuuhaatmaka marketing nirnayaalu (marketing kosam mottam entha kharchu cheyali, brandla portfolio mariyu marketing mixes loe budjetlanu elaa ketayinchali) mariyu marinta vyuuhaatmaka prachara maddatu rendintikee maddatu istayi, uttama sambhaavya customernu aadarsha samayamlo atyanta kharchutho koodukunna maadhyamamlo saraina sandesamto lakshyamgaa chesukuntaru.
prajala vislaeshanha.
prajalu elaa pani chestaro ardham chesukovadaniki mariyu companylu elaa nirvahinchabadutunnaayo maarchadaaniki peepul analytics pravartanaa daetaanu upayogistundi.
prajala vislaeshanhalanu sraamika shakti vislaeshanhalu, hcr vislaeshanhalu, pratibha vislaeshanhalu, prajala antardrushtulu, pratibha antardrushtulu, sahodyogula antardrushtulu, maanava muuladhana vislaeshanhalu mariyu hcrs vislaeshanhalu anie kooda pilustaaru. hcr analytics anedi maanava vanarulanu nirvahinchadamlo companylaku sahaayapadataaniki vislaeshanhala anuvartanam. adanamgaa, hcr vislaeshanhalu maarutunna kaarmika marketlalo maanava sambandhita pokadalanu vislaeshimchadaaniki mariyu anchanaa vaeyadaaniki, kereer vislaeshanha saadhanaalanu upayoginchi oka vyuuhaatmaka saadhanamgaa maarindi. yea udyogulanu niyaminchukovaali, evariki bahumati ivvali ledhaa prothsahinchaali, yea baadhyatalanu ketayinchali mariyu ilanti maanava vanarula samasyalanu gurtinchadam dheeni lakshyam.
udaaharanaku, prajala vislaeshanha saadhanaalanu upayoginchi udyogula turnover yokka vyuuhaatmaka drugvishayaanni tanikhi cheyadam antaraayam kaliginche samayaallo mukhyamaina vislaeshanhagaa upayogapadavachhu. 
prajala vislaeshanha anedi hcr vislaeshanhalaku pratyeka vibhagam anie, idhi paripalana prakriyala kante vyapara samasyalapai ekkuva drushti saaristundani, mariyu prajala vislaeshanhalu nijamgaa samsthalalo maanava vanarula paridhiloki rakapovachhu anie soochinchabadindi. ayithe, nipunulu dheeni gurinchi ekibhavincharu, automation dwara teesukuvacchina pani maarutunna prapanchamlo marinta samarthavanthamaina mariyu vyuuhaatmaka vyapara paniteerulo keelaka bhaagamgaa maanava vanarulu prajala vislaeshanhalanu abhivruddhi cheyalsina avasaram undani chaalaa mandhi vaadinchaaru. kontamandi nipunulu, prajala vislaeshanhalanu hcr velupala taralinche badulu, idhi hcrlo undani vaadistaaru, ayithe kotta jaathi hcr professional chetha praarambhinchabadindi, athanu marinta dayta-aadhaarita mariyu vyapara avagahana kaliginavadu.
portfolio vislaeshanha.
vyapara vislaeshanha yokka saadhaarana anuvartanam portfolio vislaeshanha. indulo, oka byaanku ledhaa runa samstha vividha viluvalu mariyu pramaadaala khaataala sekarananu kaligi untundi. saamaajika sthithi (dhanikulu, madhyataragati, paedalu modalainavi) aadhaaramgaa khaataalu bhinnamgaa undavacchu.) holder yokka, bhougolika sthaanam, daani nikara viluva mariyu aneka itara amsaalu. runadaata runampai raabadini prati runaaniki default ayye pramaadamtoe samatulyam cheyali. appudu prasna emitante mottam portfolionu elaa anchanaa veyali.
athi takkuva pramaadam unna runam chaalaa dhanavanthulaku undavacchu, conny chaalaa takkuva sankhyalo dhanavanthulu unnaaru. marovaipu, runaalu ivvagala, conny ekkuva pramaadam unna chaalaa mandhi paedalu unnaaru. raabadini penchi, pramaadaanni tagginche kontha samatulyatanu saadhinchaali. vislaeshanhaatmaka parishkaram eee vividha runagraheeta vibhaagaalaku eppudu runaalu ivvaalane daanipai nirnayaalu teesukoovadaaniki ledhaa aaa vibhaagamlo sabhyula madhya edainaa nashtalanu teerchadaaniki portfolio vibhaagamlooni sabhyulaku vasoolu chese vaddii retupai nirnayaalu teesukoovadaaniki samaya shreni vislaeshanhanu aneka itara samasyalatho kalapavacchu.
pramaada vislaeshanha.
vyaktigata viniyogadaarulaku pramaada skorlalo khachitatvanni teesukuraavadaaniki banking parisramalo anchanaa namuunaalu abhivruddhi cheyabadataayi. credit skorlu oka vyakti yokka naera pravartananu anchanaa vaeyadaaniki nirminchabaddaayi mariyu prati darakhaastudaaru yokka credit arhatanu anchanaa vaeyadaaniki vistrutamgaa upayoginchabadataayi. antekakunda, pramaada vislaeshanhalu shaastreeya prapanchamlo mariyu beema parisramalo nirvahinchabadataayi. lavadevi nijamainadaa ledhaa mosam kaadaa anie vislaeshimchadaaniki online chellimpu gateway companylu vanti aardhika samsthalalo kooda idhi vistrutamgaa upayoginchabadutundi. eee prayojanam kosam, vaaru viniyogadaarula lavadevila charitranu upayogistaaru. idhi saadhaaranamgaa credit card konugollalo upayoginchabadutundi, customer lavadevi parimaanamlo akasmaattugaa perugudala unnappudu, lavadevini athanu/aame praarambhinchinatlayite customercu nirdhaarana coll vastundi. ituvanti paristhitula kaaranamgaa nashtanni tagginchadamlo idhi sahaayapadutundi.
digital vislaeshanha.
digital vislaeshanha anedi digital daetaanu nirvachinche, srushtinche, sekarinche, dhruveekarinche ledhaa reporting, parisoedhana, vislaeshanhalu, sifaarsulu, optimisations, anchanaalu mariyu automationga marche vyapara mariyu saanketika karyakalapala samiti. indulo keelaka padha shodhana track cheyabadina mariyu aaa daetaanu marketing prayojanaala kosam upayoginchina eseeo (serch injin optimisation) kooda untundi. banner prakatanalu mariyu clicklu kooda digital vislaeshanhala paridhiloki vastaayi. perugutunna brandlu mariyu marketing samsthalu tama digital marketing ketayimpula kosam digital vislaeshanhalapai aadhaarapadataayi, ikkada mroi (pettubadipai marketing rabadi) oka mukhyamaina keelaka paniteeru suuchika (kpi).
bhadrata vislaeshanhalu.
bhadrata vislaeshanha anedi samachara saanketika parignaanaanni (it) suuchistumdi, idhi atipedda pramaadaanni kaliginche sanghatanalanu ardham chesukovadaniki mariyu vislaeshimchadaaniki bhadrata sanghatanalanu sekaristundi. eee praantamlooni utpattulalo bhadrata samacharam mariyu eevent management mariyu user behaviour analytics unnaayi.
software vislaeshanha.
software vislaeshanha anedi software yokka bhaganni upayoginche mariyu utpatti chese vidhanam gurinchi samacharanni sekarinche prakriya.
savaallu.
vaanijya vislaeshanha software parisramalo, bhaarii, sanklishtamaina dayta setlanu vislaeshimchae savaallanu parishkarinchadaaniki praadhaanyata ivvabadindi, tarachugaa atuvanti dayta sthiramaina maarpulo unnappudu. atuvanti dayta setlanu saadhaaranamgaa bigg dayta anie pilustaaru. okappudu pedda dayta dwara edurayye samasyalu shaastreeya samaajamlo matrame kanipinchinappatikii, nedu pedda dayta anedi online lavadevila vyavasthalanu nirvahinche aneka vyaapaaraalaku samasyaga undhi, phalitamgaa, pedda mottamlo daetaanu twaragaa sekaristundi.
nirmaanaatmaka dayta rakaala vislaeshanha parisramalo drushtini aakarshinche maroka savaalu. nirmaanaatmaka dayta nundi nirmaanaatmaka dayta bhinnamgaa untundi, daani aakruti vistrutamgaa maarutuu untundi mariyu dayta parivartanalo gananeeyamaina prayatnam lekunda saampradaaya relational databaselalo nilva cheyalemu. email, vard processor documentla contents, pdf luu, geospatial dayta modalaina nirmaanaatmaka dayta yokka muulaalu.vyaparalu, prabhutvaalu mariyu vishwavidhyaalayaalaku vyapara medhassu yokka sambandhita vanarugaa vaegamgaa maarutunnaayi. udaaharanaku, britainlo yajamaanulu mariyu beema samsthalanu mosam cheyadamlo prajalaku sahayam cheyadaaniki oka company mosapurita doctor notlanu chattaviruddhamgaa vikrayistunnatlu kanugonadam anedi beema samsthalaku vaari nirmaanaatmaka dayta vislaeshanhapai nigha penchadaaniki oka avakaasam.
sanklishtamaina eevent prosessing, puurti vachana shodhana mariyu vislaeshanha mariyu pradarsanalo kotta aalochanalu vanti saapekshamgaa kotta yantra vislaeshanha bhavanalaku janmanistuu, aadhunika vislaeshanha samachara vyavasthalalo chaalaa aavishkaranalaku eee savaallu prastuta prerana. atuvanti aavishkaranalalo okati yantra vislaeshanhaloo grid lanty nirmaanaanni pravesapettadam, idhi puurti dayta setku samaana praapyathatho aneka computerlaku panibharanni pampinhee cheyadam dwara bhaarii samaantara prosessing vegaanni penchadaaniki veelu kalpistundi.
vidyalo, mukhyamgaa jilla mariyu prabhutva karyalaya sthaayilalo vislaeshanhalu ekkuvagaa upayoginchabadutunnaayi. ayithe, vidyaavaettalu vidyaarthi paniteerulo namuunaalanu gurtinchadaaniki, graduation sambhaavyatanu anchanaa vaeyadaaniki, vidyaarthi vijayam yokka avakaasaalanu meruguparachadaaniki vislaeshanhalanu ardham chesukovadaniki mariyu upayoginchadaaniki prayatninchinappudu vidyaarthi paniteeru charyala sanklishtata savaallanu andistundi. udaaharanaku, balamaina dayta viniyogaaniki prasiddhi chendina jillaalatoe kuudina oka adhyayanamlo, 48 saatam mandhi upaadhyaayulu dayta dwara prerepinchabadina prasnalanu veyadamlo ibbandi paddaru, 36 saatam mandhi icchina daetaanu ardham chesukoledu mariyu 52 saatam mandhi daetaanu tappugaa ardham chesukunnaru. dheenini edurkovataniki, vidyaavettala kosam konni vislaeshanha sadhanalu, pradarsinchabadutunna vislaeshanhala avagahana mariyu viniyogaanni meruguparachadaaniki pratyaksha dayta aakrutiki (labels, anubandha documentation mariyu sahaya vyavasthanu ponduparachadam mariyu keelaka packagy/pradarsana mariyu vishaya nirnayaalu teesukovadam) kattubadi untaayi.
pramaadaalu.
saadhaarana janaabhaaku pramaadaalalo lingam, charmam rangu, jaathi muulam ledhaa raajakeeya abhipraayaala vanti lakshanaala aadhaaramgaa, dharala vivaksha ledhaa ganaanka vivaksha vanti vidhaanaala dwara vivaksha untundi.

