Koyo Mai Kula da Kai
Koyo mai kulawa da kai yana horar da samfura akan bayanai marasa laka ta hanyar ƙirƙira wani aiki wanda amsarsa tana ɓoye a cikin bayanan kanta.
Dubawa
It is how modern language and vision foundation models learn from the raw internet without armies of human labelers.
Zurfafa nutsewa
Lakabi bayanai da hannu yana da hankali kuma yana da tsada, duk da haka duniya tana cike da rubutu, hotuna, sauti da bidiyo mara lakabi. Koyon kulawa da kai yana buɗe shi ta hanyar ƙirƙirar 'ayyukan ƙirƙira' inda bayanan ke ba da nasa amsar. Misali na yau da kullun shine ƙirar harshe da aka rufe, wanda BERT ke amfani dashi: ɓoye wasu kalmomi a cikin jumla kuma horar da ƙirar don tsinkayar su daga mahallin. Samfuran irin GPT suna hasashen kalma ta gaba. A cikin hangen nesa, hanyoyin da suka bambanta kamar SimCLR suna nuna samfurin nau'ikan amfanin gona guda biyu da aka haɓaka na hoto iri ɗaya kuma suna koya masa cewa suna tare yayin tura hotuna daban-daban. Warware waɗannan wasanin gwada ilimi na kai yana tilasta ƙirar don gina wadatattun wakilcin ciki na ma'ana da tsari. Waɗancan wakilcin sannan suna canjawa da ƙarfi zuwa ayyuka na zahiri tare da ƙaramin ko babu alamar bayanai.
Fahimtar Fasaha
Dabarar ita ce samar da siginar kulawa kyauta. A cikin abin rufe fuska, alamar ɓoye ita ce alamar, don haka asara za a iya ƙididdige shi ba tare da wani bayanin ɗan adam ba. A cikin koyo mai ban sha'awa, haɓakawa guda biyu na hoto ɗaya suna samar da 'tabbataccen nau'i-nau'i' waɗanda yakamata su zauna kusa a haɗa sararin samaniya, yayin da sauran hotuna 'marasa kyau' aka kore su. Ko ta wace hanya, an inganta ƙirar a kan takubban da aka samo zalla daga tsarin nasu bayanai, koyan fasalulluka na gaba ɗaya waɗanda daga baya suna buƙatar daidaitawa mai kyau kawai.
Dabarun Tasiri
Shawarwari masu haske
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla.
Kudin da kasafin kuɗi
Kuna iya yin mafi kyawun tambayoyin aiwatarwa kafin kashe kuɗi ko lokaci.
Ƙungiya da aikin aiki
Ƙungiyoyin da ke da fahimtar juna suna yin mafi kyawun samfura, manufofi, da yanke shawara na koyo.
Makomar Koyon Kula da Kai
Koyon kulawa da kai shine injin da ke bayan samfuran tushe na yau, kuma wannan rawar za ta girma ne kawai. Bayyanar yanayin shine zuwa pretraining multimodal, inda samfurin guda ɗaya ke koya tare daga rubutu, hotuna, sauti, da bidiyo ta amfani da manufofin kulawa da kai. Masu bincike suna turawa fiye da hanyoyin da suka bambanta zuwa hanyoyin da aka rufe-hasashen a cikin hangen nesa da dabarun kawar da kai waɗanda basu buƙatar misalan mummuna. Kamar yadda bayanai masu inganci masu inganci suka zama ƙulli, koyan tsari mai amfani kai tsaye daga ƙoramar da ba a lakafta su ba zai kasance babban dabarar haɓaka AI.
Aiwatar da Gaskiyar Duniya
Harshen koyan BERT ta hanyar tsinkayar kalmomin da aka rufe, sannan an daidaita su don bincike, jin daɗi, ko amsa tambaya.
SimCLR yana horar da mai rikodin hoto akan hotuna da ba a lakafta shi ba don haka daga baya za'a iya rarrabawa da 'yan lakabi kaɗan.
Samfuran irin GPT suna koyan rubutu ta hanyar yin tsinkayar tsinkayar alama ta gaba a cikin babban rukunin rubutu
Samfurin magana an riga an horar da su akan danyen sauti mara lakabi (na tsinkayar sassan sautin abin rufe fuska) kafin a daidaita su zuwa rubutun
Hatsari & Tsare-tsare
Ƙungiyoyi daban-daban na iya amfani da kalmar iri ɗaya daban, don haka ayyana iyaka da wuri.
Alamomi na iya yin kama da ƙarfi yayin da aikin zahirin duniya bai yi daidai ba.
Yin watsi da ingancin bayanai da tsare-tsaren kimantawa galibi yana haifar da sakamako mara ƙarfi.
Taswirar Hanya
Fara da ma'anar harshe a sarari na sakamakon da kuke buƙata.
Zaɓi ma'aunin nasara ɗaya da yanayin gazawa ɗaya kafin gwaji.
Gudun ƙaramin matukin jirgi tare da bayanan wakilci, ba saitin demo da aka goge ba.
Daftarin aiki inda Koyon Kula da Kai ke taimakawa kuma inda mafi sauƙi hanyoyin suka fi kyau.
Ci gaba da Bincike
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Jagora na gaba
Koyon Kulawa
Tambayoyin da ake yawan yi
What is Self-Supervised Learning?
Koyo mai kulawa da kai yana horar da samfura akan bayanai marasa laka ta hanyar ƙirƙira wani aiki wanda amsarsa tana ɓoye a cikin bayanan kanta. Shi ne yadda harshe na zamani da ƙirar tushe na hangen nesa ke koya daga danyen intanet ba tare da rundunonin masu lakabin ɗan adam ba.
Me ya sa koyo ya zama 'salon kai'?
Koyon kulawa da kai yana ƙirƙira wani aiki na ƙirƙira inda amsar ke ɓoye a cikin bayanan, don haka ba a buƙatar alamar ɗan adam.
Me yasa koyon kulawar kai yake da amfani ga ƙirar tushe?
Saboda siginar kulawa ta fito daga bayanan kanta, ƙila za a iya horar da ƙira akan ƙaƙƙarfan kamfani mara lakabi daga gidan yanar gizo.
Bayan horar da kai da kai, menene yawanci ke faruwa a gaba?
Horarwa na gina gabaɗaya wakilci waɗanda ke canjawa da kyau, don haka kawai daidaita haske akan bayanan da aka lakafta ana buƙata don takamaiman ayyuka.
Ta yaya aikin kulawa da kai irin na GPT ya bambanta da na BERT?
An horar da nau'ikan nau'ikan GPT don yin hasashen alamar gaba a jere, yayin da BERT ke annabta alamun rufe fuska ta amfani da mahallin hagu da dama.