Mantawar Bala'i
Babban mantuwa shine lokacin da cibiyar sadarwar jijiyoyi ta koyi sabon aiki kuma ba zato ba tsammani ta rasa ikon yin ayyukan da ya riga ya ƙware.
Dubawa
Yana da babban cikas ga gina AI wanda ke koyo koyaushe ba tare da horo daga karce ba.
Zurfafa nutsewa
Cibiyoyin sadarwa na jijiyoyi suna adana ilimi a cikin ma'aunin nauyi. Lokacin da kuke horar da ƙira akan sabon ɗawainiya, sabuntawar gradient suna sake rubuta ainihin sigogi waɗanda ke ƙunshe da ƙwarewar da ta gabata, don haka tsohon aikin zai iya rushewa. Wannan babban mantawa ne, wanda kuma ake kira tsangwama na bala'i, wanda McCloskey da Cohen suka fara rubutawa a cikin 1989. Yana da girma a cikin tsari ko ci gaba da koyo, inda bayanai ke zuwa cikin matakai maimakon duka gauraye tare. Misali, daidaitawa chatbot sosai akan rubutu na doka na iya rage karfin magana gaba daya. Daidaitaccen ƙaƙƙarfan ƙaƙƙarfan gyara shine sake horarwa akan duk ayyuka tare, amma hakan yana da tsada kuma yana ɗauka har yanzu kuna da tsoffin bayanai. Masu bincike a maimakon haka suna amfani da dabarun kare mahimman ma'auni, maimaita misalan da suka gabata, ko ƙara takamaiman takamaiman aiki, duk suna nufin barin ƙira su tara ilimin yadda mutane suke yi.
Fahimtar Fasaha
Mantawa yana faruwa saboda ana sake amfani da ma'aunin nauyi iri ɗaya a cikin ɗawainiya, kuma saukowar gradient mara ƙarfi akan sabbin bayanai yana motsa su cikin yardar kaina. Ragewar sun haɗa da Ƙarfafa Nauyin Nauyin Ƙaƙwalwa, wanda ke ƙara hukunci wanda ke rage sauye-sauye zuwa sigogin da ake ganin suna da mahimmanci ga tsofaffin ayyuka (ƙimanta ta hanyar bayanin Fisher). Sauran hanyoyin su ne maimaitawa ko sake kunnawa gogewa (watsawa da adanawa ko samar da tsoffin misalan), da hanyoyin keɓewa kamar adaftar ko LoRA waɗanda ke daskare ƙirar tushe kuma suna ƙara ƙananan sabbin kayayyaki.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Mantawar Bala'i
Yayin da samfura ke motsawa daga horon harbi ɗaya zuwa tsawon rai, tsarin sabuntawa koyaushe, sarrafa mantuwa ya zama mahimmanci. Hanyoyi masu inganci kamar masu adaftar LoRA suna barin ƙungiyoyi su ƙara ƙwarewa ba tare da dagula ƙirar tushe ba, kuma tsarin da aka haɓaka na dawo da matsalar ta hanyar adana sabon ilimi a cikin kantin sayar da waje maimakon ma'aunin nauyi. Yi tsammanin ma'auni na ci gaba da ilmantarwa, tsarin gine-ginen zamani, da dabarun ƙarfafa kwakwalwa don girma, suna motsa mu zuwa ƙirar da ke sabuntawa tare da sabbin bayanai yayin da muke riƙe abin da suka rigaya suka sani.
Aiwatar da Gaskiyar Duniya
Gabaɗaya chatbot ɗin da aka daidaita sosai akan rubutun likita ya rasa yadda za a yi magana ta yau da kullun.
Haɓaka Nauyin Na roba yana ƙyale wakilin mai wasa ya koyi sabbin wasannin Atari ba tare da manta da tsofaffi ba.
Ƙungiyoyi suna amfani da adaftar LoRA don ƙara sabon ƙwarewar yanki yayin barin daskararrun ƙirar ƙirar ƙira.
Kwarewa ta sake kunnawa tana adana misalan da suka gabata kuma tana ba da damar su yayin sabon horo don adana tsohon aikin.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
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Jagora na gaba
Ci gaba da Koyo da Mantawar Bala'i
Tambayoyin da ake yawan yi
Menene Mantawar Bala'i?
Babban mantuwa shine lokacin da cibiyar sadarwar jijiyoyi ta koyi sabon aiki kuma ba zato ba tsammani ta rasa ikon yin ayyukan da ya riga ya ƙware. Yana da babban cikas ga gina AI wanda ke koyo koyaushe ba tare da horo daga karce ba.
Menene masifu mantuwa?
Babban mantuwa shine hasarar daɗaɗɗen ƙarfin aiki ba zato ba tsammani lokacin da aka horar da hanyar sadarwa akan sabon aiki, saboda an sake rubuta ma'aunin nauyi.
Me yasa mantuwar bala'i ke faruwa a hanyoyin sadarwar jijiyoyi?
Ilimi yana rayuwa a cikin sigogin da aka raba, don haka horarwa akan sabbin bayanai yana canza waɗancan ma'auni iri ɗaya kuma yana goge koyon farko.
Menene Ƙarfafa Nauyin Nauyi (EWC) ke yi don rage mantuwa?
EWC yana ƙara hukunci na yau da kullun wanda ke rage ɗaukakawa zuwa sigogin da ake ganin suna da mahimmanci ga tsoffin ayyuka, ƙididdigewa ta hanyar bayanin Fisher.
Yaya sake kunnawa (sakewa) fama da mantuwa?
Maimaitawa yana haɗuwa a cikin misalan da suka gabata (ajiya ko ƙirƙira) yayin da ake koyan sabbin ɗawainiya don haka an ƙarfafa tsohuwar aikin.
Me yasa adaftar LoRA ke da amfani don guje wa manta bala'i?
LoRA yana kiyaye ƙirar tushe a daskare kuma yana koyon ƙananan sigogin ƙarawa, don haka sabbin ƙwarewa ba sa dagula iyawar da ke akwai.