
maanava pratispandana nundi upabala abhyasam

yantra abhyaasamlo, maanava pratispandana (rlhf) nundi upabala abhyasam ledhaa maanava praadhaanyatala nundi upabala abhyasam anedi maanava pratispandana nundi neerugaa "reward modal" kuu sikshana ichhe oka saanketikata mariyu sameepa vidhana optimisation vanti optimisation algorithm dwara upabala abhyasam (rl) nuu upayoginchi agent vidhananni optimize cheyadaaniki modalnu reward functionga upayogistundi. icchina avtput manchi (adhika bahumati) ledhaa chedu (takkuva bahumati) avtundo ledho anchanaa vaeyadaaniki paalaseeni optimize cheyadaaniki reward modal mundugaane sikshana pondindi. rlhf rl agentla drudhatvam mariyu anveshananu meruguparustundi, mukhyamgaa reward function takkuvagaa ledhaa dhwaninche samayamlo.
agent pravartana yokka sandarbhaalanu rank cheyamani maanavulanu adagadam dwara maanava pratispandana saadhaaranamgaa sekarinchabadutundi. eee rankingsnu avutputlanu score cheyadaaniki upayoginchavacchu, udaaharanaku elo rating vyavasthatho. praadhaanyata teerpu vistrutamgaa sweekarinchabadinappatiki, sankhyaaparamaina abhiprayam, sahaja bhasha abhiprayam mariyu savarinche raetu vanti goppa samacharanni andinche itara rakaala maanava feedback unnaayi.
spashtamaina, algorithmic parishkaranni nirvachinchadam kashtamgaa unna panulalo rlhf upayoginchabadutundi, conny ikkada maanavulu modal yokka avtput yokka naanhyatanu sulabhamgaa nirnayinchagalaru. udaaharanaku, oka balavantapu kathanu roopondinchadam pani ayithe, maanavulu vaari naanhyatapai ververu yea-generated kathalanu rate cheyavachu, mariyu modal daani katha taram naipunhyaalanu meruguparachadaaniki vaari abhiprayanni upayoginchavacchu.
sambhaashana agentlu, vachana saaraamsam mariyu sahaja bhasha avagahana vanti sahaja bhasha prosessing yokka vividha domainlaku rlhf vartinchabadutundi. saadhaarana upabala abhyasam, ikkada agentlu "reward function" aadhaaramgaa vaari swantha charyala nundi neerchukuntaaru, sahaja bhasha prosessing panulaku vartimpajeyadam kashtam, endukante bahumatulu tarachugaa nirvachinchadam ledhaa kolavadam sulabham kaadu, mukhyamgaa maanava viluvalu ledhaa praadhaanyatalanu kaligi unna sanklishta panulatho vyavaharinchetappudu. eee sanklishta viluvalatho samalekhanam chese samaadhaanaalanu andinchadaaniki, marinta kriyaatmaka pratispandanalanu utpatti cheyadaaniki mariyu namuunaa yokka anuchitamaina ledhaa ghnaana sthalam velupala unna prasnalanu tiraskarinchadaaniki bhasha namuunaalanu rlhf praarambhinchavacchu. rlhf-sikshana pondina bhasha namuunaalaku konni udaaharanalu open yokka chaat gpt mariyu daani puurveekula instruct gpt, alaage deep mind yokka picchuka.
veediyo game baatla abhivruddhi vanti itara praantaalaku kooda rlhf vartimpajeyabadindi. udaaharanaku, maanava praadhaanyatala aadhaaramgaa attari games aadataaniki open mariyu deep mind sikshana pondina agentlu. agentlu pareekshinchina aneka vaataavaranaalaloo balamaina paniteerunu saadhinchaaru, tarachugaa maanava paniteerunu adhigaminchaaru.
savaallu mariyu parimitulu.
rlhf yokka oka pradhana savaalu maanava pratispandana yokka scalability mariyu kharchu, idhi paryaveekshinchani abhyaasamtho poliste nemmadigaa mariyu khareedainadi kaavacchu. maanava pratispandana yokka naanhyata mariyu sthirathvam kooda pani, interfaces mariyu maanavula vyaktigata praadhaanyatalanu batti maaravacchu. maanava pratispandana saadhyamainappatikii, rlhf namuunaalu ippatikee maanava pratispandana dwara sangrahinchabadani avaanchaneeya pravartanalanu pradarsinchavacchu ledhaa reward namuunaalooni losugulanu dopidi cheyavachu, idhi amarika mariyu drudhatvam yokka savaallanu veluguloki testundi.
rlhf yokka prabhavam maanava pratispandana naanhyatapai aadharapadi untundi. pratispandanalo nishpaakshikata lekapothe ledhaa asthiramgaa ledhaa tappugaa unte, namuunaa pakshapaatamgaa maaravacchu. modal andukunna feedback kuu atigaa saripoye pramaadam kooda undhi. udaaharanaku, feedback pradhanamgaa oka nirdishta janabha nundi vasthe ledhaa adhi nirdishta pakshapaataalanu pratibimbiste, modal feedback loe uddesinchina saadhaarana amarikanu matrame kakunda, daanilo unna edainaa pratyaekatalu ledhaa sabdaanni kooda neerchukoevacchu. idhi andukunna nirdishta feedback (ledhaa andinchina nirdishta janabha yokka pakshapaataalaku) kuu eee adhika amarika kotta sandarbhaallo ledhaa vividha samuuhaalu upayoginchinappudu namuunaa upaatmaku pradarsanaku daariteestundi.
adanamgaa, konni sandarbhaallo, modal daani paniteerunu nijamgaa meruguparachadam kante, adhika bahumatulanu saadhinchadaaniki feedback prakriyanu ledhaa aatanu maarchadaaniki neerchukunee pramaadam undavacchu, idhi reward functionlo lopaanni suuchistumdi.

