
aazhathilulla staakk

rund kalikkarkkulla pokkar kalikkaan roopakalppana cheytha oru artificial intelligence computer prograamaanu deepstaakk, prathyekichu texas hold 'emmine parimithappedutthaathe kalikkunnu. eee geyimil manushya professionalukale marikadakkunna aadyathe computer prograamaanith.
pashchaathalam.
academic samoohathile oru pradhana maanadanda geyimaanu pokkar, ettavum mosham saahacharyamulla athiraalikalkkethire opttimal thanthrangal kandethunnathinu ganyamaaya gaveshanam nadatthi.
chess polulla valia thikanja vivara geyimukalil manushya professionalukal paraajayappettappol, pathittaandukalkk munbu, apoornnamaaya vivara geyimukalkku kooduthal sankeernamaaya aavarthanaparamaaya nyaayavaadam aavasyamaanu.
munkaala janapriya sameepanagal pradhaanamaayum amoorthathakal upayogichu geyiminte lalithavalkkaranathe aashrayichirunnu. ennirunnaalum, apoornnamaaya vivara geyimukalile amoorthamaayava palappozhum valare chooshanam cheyyaavunna thanthrangalkk kaaranamaakunnu.
pakaram, deepstaakk neural nettvarkkukalude upayogam, thudarchayaaya pariharam enniva polulla niravadhi algoritam puthumakal upayogikkunnu.
chaals yooniversitti, check technical yooniversitti, alberta yooniversitti ennividangalil ninnulla oru anthaaraashtra teamaanu prograam vikasippichath.
algoritam.
nirddishta card kombineshanukalude moolyam nirnnayikkunnathin neural nettvarkkukalude upayogamaanu prograaminte kaathal. 
netvarkkukalkku cheria ennam geyim samsthaanangalil maathrame pariseelanam nalkoo, pariseelana samayat kaanaatha saahacharyangalkk saamaanyavalkkarikkaan avaa upayogikkunnu.
oro ghattathilum kaanapedunna thanthram muun ghattangalil upayogicha thanthravumaayi poruthappedunnuvennu urappakkaan prograam neural netvarkkukalumaayulla tirayalum thudarchayaaya pariharavum upayogikkunnu. 
thirayal nadapadikramam athinte lookhead treayile thanthram aavarthichu update cheiyunnathinu ethir vastutha khedam minimisation upayogikkunnu, koodaathe neural netvarkkukal ila vilayiruthalinaayi upayogikkunnu. oru nischitha aazhathinappuramulla kanakkukoottaline athivega ekadesha kanakk upayogichu maattisthaapichukondu kaliyude backie bhaagathekkurichulla nyaayavaadam ila vilayiruthal ozhivaakkunnu.
2016leeii professional kalikkarkkulla toornament.
2016 desemberil poortthiyaakkiya oru padanatthil, deepstaakk 11 professional pokkar kalikkaare 44,000 hands oof pokkar kalichu paraajayappeduthi. kalicha ellah geyimukalilum, deepstaakk 49 bigg blinds/100 (ellaayppozhum madakkiyaal 75 bibi/100 maathrame nashtappedukayulloo) nedi, poojyathil ninnulla naalu staanderd vyathiyanangal, ithu professional pokkar kalikkaare heads-upp noow-limitt texas holdem pokkaril paraajayappedutthunna aadyathe computer prograamaayi maari.
malsaraadhishtitha sameepanagal.
deepstakkinoppam, karnegi melloon yooniversitti research groupil ninnulla oru malsaraadhishtitha sameepanam librattas ennu prasidheekarichu. 2017 januvari 11 muthal 31 vare, librattas naalu topp klaas human pokkar kalikkaarkkethire oru toornamentil malsarichu. algoritam shaasthrathilum prasidheekarichu. ila vilayiruthunnathin librattas neural netvarkkukal upayogikkunnilla. neural netvarkkukalulla patanam (deepstaakk cheiyunnathupole) upayogikkunnathu kooduthal pothuvaayathaanennum apoornnamaaya vivarangalulla mattu geyimukalilekku saamaanyavalkkarikkunna thudarnnulla kruthikalil ithu upayogichittundennum vidagdhar vaadikkunnu.
pokkar samoohathinte sweekaranam.
456 kaikal poortthiyaakkiya airish pokkar professionalaaya daaraa ooo 'keerni, geyim sidhaanthathe adisthaanamaakki chila manushya kalikkaar upayogikkunnathinu samanamaaya sailiyilaanu deepstaakk kalichathennu avakashappettu.