 ichina paeraa prakaaram ,  machine lerning ‌ loo convalutional neural nett ‌ varey ‌ lu ovar ‌ fitt ‌ ni elaa nivaaristaayi ?
 lothaina abhyaasamlo ,  convalutional neural nett ‌ varey  (CNN)  anede vijuval imagerini vishleshinchadaaniki saadharanamga vartinche krutrima neural nett ‌ varey yokka tharagathi . CNN lu vaati poralaloo kanisam okadaanilo sadarana matrhuka gunakaaram sthaanamloo convalution aney ganita aapareshan ‌ nu upayogistaayi .  avi pratyekamgaa piksel deetaanu prosess cheyadanki ruupomdimchabaddaayi mariyu emage ricognition mariyu prosessing ‌ loo upayoginchabadataayi .  varu emage mariyu veedo ricognition ,  ricommander systams ,  emage clausification ,  emage segmentation ,  medically emage analysis ,  naturally longuage prosessing ,  brain - computers inter ‌ phas ‌ lu mariyu financial tym siriis ‌ lalo aplication ‌ lanu kaligi unnare .

CNN lanu shift in ‌ variant ledha spaces in ‌ variant artificial neural nett ‌ varey ‌ lu  (SIANN)  ani kudaa pilustharu ,  ivi convalution kernalu ledha filter ‌ l shared - waite arkhitekture aadhaaramga in ‌ putt pheechar ‌ lato paatu slide avthayi mariyu pheechar map ‌ luga piluvabadee anuvaada - samaanamaina pratispandanalanu andistaayi .  prathi - spashtangaa ,  chaaala convalutional neural nett ‌ varey ‌ lu anuvaadaaniki maaravu ,  avi in ‌ putt ‌ ki vartinche doun ‌ sampling aapareshan kaaranamgaa .

CNN lu multilayer parseptran ‌ l regularised variation ‌ lu .  multilayer persep ‌ torn ‌ lu saadharanamga purtiga konnect cheyabadina nett ‌ varey ‌ lu ,  antey ooka layer ‌ loni prathi neuron tadupari layer ‌ loni anni neuron ‌ laku anusandaaninchabhadi umtumdi .  yea nett ‌ varey ‌ l yokka  " porthi connectivity "  vatini ovar ‌ fitt chese detaku guri chesthundu .  kramabaddheekarana ledha ovar ‌ fitting ‌ ni niroodhinche sadarana margalu :  sikshnha samayamlo jarimaanaa vidhinche paaraamitulu  ( baruvu kshayam vantivi )  ledha connectivityni kattirinchadam  ( skipped conection ‌ lu ,  drop ‌ avut modalainavi )  balamaina dataset ‌ lanu abhivruddhi cheeyadam kudaa  CNN lu saadhaaraneekarinchina suuthraalanu neerchukunee sambhaavyatanu penchutundi .  paelavamaina janaba kaligina sett yokka pakshapaatam kakunda dataset ivvabadindi .
 convalutional neural nett ‌ varey  (CNN)  purtiga anusandhaaninchabadina poranu kaligi umtumdi ,  dheenilo prathi neuron tadupari layer ‌ loni prathi neuron ‌ thoo anusandaaninchabhadi umtumdi ,  yea nirmaanam ovar ‌ fitting ‌ nu nivarinchadaniki sahaayapadutundi .