 machine lerning antey emti mariyu idi modhata eppudi udbhavinchindi ?
 machine lerning  (ML)  anede  " neerchukunee "  paddhatulanu ardham cheskovadaniki mariyu nirminchadaniki ankitamaina vichaarana rangam  -  antey ,  konni task ‌ lapai paniteerunu meruguparachadaniki deetaanu prabhaavitam chese padhathulu .  idi krutrima medhassulo bhaagamgaa pariganhinchabadutundi .

 machine lerning algaritham ‌ lu pratyekamgaa prograamme chaeyakumdaa anchanalu ledha nirnayaalu teesukoovadaaniki sikshnha deetaa ani piluvabadee namoonaa deetaa aadhaaramga namuunaanu roopondistaayi .  machine lerning algaritham ‌ lu medicin ,  imeyil filtering ,  speach ricognition ,  agrikulture mariyu computers vijen vento anek takala aplication ‌ lalo upayoginchabadataayi ,  ikda avasaramaina panulanu nirvahinchadaaniki saampradaya algaritham ‌ lanu abhivruddhi cheeyadam kastham ledha sadhyam kadhu .

 machine lerning yokka upasamiti computational statistics ‌ thoo daggari sambandam kaligi umtumdi ,  idi computers ‌ lanu upayoginchi anchanaalanu roopondinchadampai drhushti pedthundhi ,  ayithe anni machine lerning gananka abhyasam kadhu .  ganita optimization adhyayanam machiine lerning rangaaniki padhathulu ,  siddhaantam mariyu aplication domain ‌ lanu andistundi .  deetaa mining anede paryavekshinchabadani abhyasam dwara anveshanaatmaka deetaa vislaeshanhapai drhushti saarinche sambandhitha adhyyana rangam .

 machine lerning yokka konni amalulu deetaa mariyu neural nett ‌ varey ‌ lanu jeevasambandhamaina medadu yokka panini anukarinche vidhamgaa upayogistaayi .

 vyapara samasyalalo dani aplication ‌ loo ,  machine lerning ‌ nu predictive analytics ‌ gaaa kudaa suchistaru .

 avalokanam 
 gatamlo bagaa panichaesina viewhalu ,  algaritham ‌ lu mariyu anumitulu bhavishyathulo kudaa bagaa pania chese avaksam unnanduna abhyasa algaritham ‌ lu pania chestaayi . " gta  10,000  roojulugaa pratiroju udayaanne suryudu udayinchaadu kabaadi ,  adi bahusa repu vudayam kudaa udayistundi "  vento yea anumanalu spashtangaa kanipistaayi . "X%  kutumbaalu varna vaividhyaalatoe bhougolikamgaa vaervaeru jaatulanu kaligi untai ,  kanuka kanugonabadani nalla hamsalu unikilo umdae  Y%  avaksam Pali "  vento vatini sookshamamgaa marchavachu .

 machine lerning prograamme ‌ lu pratyekamgaa prograamme cheyakundane panulanu cheeyagalavu .  idi amdimchina deetaa nundi kampyootarlu neerchukoevadaanni kaligi umtumdi ,  tadwara avi nirdishta panulanu nirvahistaayi .  computers ‌ laku ketaayinchina sadarana panula choose ,  chetilo unna samasyanu parishkarinchadaaniki avasaramaina anni dasalanu elaa amalu cheyalo yantraaniki cheppe algaritham ‌ lanu prograamme cheeyadam sadhyapaduthundi ;  computerlo ,  nerchukovadam avsaram ledhu .  marinta adunaatana panula choose ,  avasaramaina algaritham ‌ lanu manuval ‌ gaaa srushtinchadam maanavuniki savaluga umtumdi .  aacharanalo ,  human prograamarlu avasaramaina prathi dasanu perkonakunda ,  yantram dani swantha algaritham ‌ nu abhivruddhi cheyadamlo sahayapadataniki idi marinta prabhavavamtamgaa maarutundi .

 machine lerning yokka cramasikshana purtiga santruptikaramaina algoritham andubatulo laeni panulanu porthi cheyadanki computers ‌ lanu bodhinchadaniki vividha vidhanalanu upayogistundi .  ekuva sankhyalo sambhaavya samaadhaanaalu unna sandarbhaallo ,  konni saraina samadhanalanu chellubaatu ayyevigaa lebul cheeyadam ooka vidhaanam .  idi saraina samadhanalanu gurthinchadaaniki upayoegimchae algaritham ( l ) nu meruguparachadaniki computers ‌ ku sikshnha detaga upayoginchabadutundi .  udaharanaku ,  digitally carector ricognition task choose sistom ‌ ku sikshnha ivvadaniki ,  chetito raasina ankela yokka  MNIST  dataset tarachugaa upayoginchabadutundi .

 charithra mariyu itara rangaalaku sambandhaalu 
 ivi kudaa chudandi :  machine lerning kalakramam 
 machine lerning aney padaanni  1959 loo  IBM  udyoegi mariyu computers gaming mariyu artificial intelligence rangamloo agragami ayina arthur samul roopondinchaaru .  yea kaalamlo sveeya - bodhana kampyootarlu aney paryaayapadam kudaa upayoginchabadindi .

1960 l praarambhamlo ,  saibar ‌ torn ani piluvabadee Punch tape memareetho koodina prayoogaathmaka  " lerning machiine ",  sonar signal ‌ lu ,  electro cardiogram ‌ lu mariyu muladhara upabala abhyaasaanni upayoginchi prasamga namunalanu vishleshinchadaaniki rathion companyche abhivruddhi cheyabadindhi .  idi namunalanu gurthinchadaaniki human aperator / upaadhyaayuniche padhe padhe  " sikshnha "  pondindi mariyu thappu nirnayalanu tirigi moolyankanam cheyadanki  " goof "  button ‌ nu amarcharu . 1960 lalo machiine lerning ‌ pai parisoedhanapai ooka prathinidhi pustakam nilson yokka lerning machiine ‌ l pustakam ,  idi ekkuvaga namoonaa vargikarana choose machine lerning ‌ thoo vyavaharistundi . 1973 loo dooda mariyu haart vivarinchinatlugaa namoonaa gurtimpuku sambamdhinchina aasakti  1970 l varku konasaagindi . 1981 loo bodhana vyuuhaalanu upayoginchadampai ooka nivedika ivvabadindi ,  tadwara naadii nett ‌ varey  40  aksharaalanu  (26  aksharaalu , 10  ankelu mariyu  4  pratyeka chihnaalanu gurtimchadam neerchukuntundi . )  computers terminal nundi .

 tam  M.  mitchell machiine lerning fiield ‌ loo adhyayanam chosen algaritham ‌ laku vistrutamgaa quote cheyabadina ,  marinta adhikarika nirvachananni amdimchaadu : " computers prograamme konni tharagathi task ‌ laku sambandhinchi  E  anubhavam nundi neerchukuntundi mariyu task ‌ lalo dani paniteeru vunte paniteeru kolamanam  P  neerchukuntundi . T  loo , P  chetha kolavabadinatlugaa , E  anubhavamtho merugupadutundi ."  machiine lerning ‌ ku sambamdhinchina task ‌ l yokka yea nirvachanam fiield ‌ nu abhignaa paranga nirvachinchadam kante prathamikangaa karyacharana nirvachananni andistundi .  idi tana paiper  " computing meshinari und intelligence " loo alan turing yokka pratipaadananu anusaristhundhi ,  dheenilo  " yantraalu alochinchagalava ?" " manam  ( aalochinche samsthalugaa )  cheyagaliginadi yantraalu cheyagalava ?"  aney prashnatho bhartee cheyabadindhi .

 adhunika - kaala yantra abhyaasaaniki remdu lakshyaalu unnayi ,  okati abhivruddhi cheyabadina namunala aadhaaramga deetaanu vargeekarinchadam ,  maroka prayojanam yea namunala aadhaaramga bavishyathu phalithaala choose anchanaalanu ruupomdimchadam .  deetaanu vargeekarinchadaaniki nirdhistamina uuhaajanita algaritham cancer puttumacchalanu vargeekarinchadaaniki shikshananiche kramamlo paryavekshinchabade abhyaasamtho paatu moll ‌ l computers drhushtini upayoeginchavachchu .  stoke treading choose machine lerning algaritham teliyajeyavachchu 
 machine lerning anede  AI  yokka ooka saakha ,  idi neerchukunee paddhatulanu ardham chesukovadam mariyu abhivruddhi cheeyadam , " antey ,  task ‌ l sett ‌ pai paniteerunu meruguparachadaniki deetaanu upayoegimchae padhathulu .  machine lerning algaritham ‌ lu sikshnha detaga suchinchabade namoonaa deetaa nundi namuunaanu nirmistaayi .  spashtangaa prograamme chaeyakumdaa anchanalu ledha nirnayalanu cheyadanki idi modhata  1960 lalo udbhavinchindi .