Lakabin Lakabi da Koyarwar Kai
Lakabi-lakabi wata dabara ce da ake kulawa da ita inda samfurin da aka horar da shi akan ƙaramin saiti mai lakabi ya samar da nasa lakabin don bayanan da ba a lakabi ba, sannan ya ba da horo kan waɗannan hasashen.
Dubawa
It is a simple, powerful way to exploit abundant unlabeled data.
Zurfafa nutsewa
Horon kai ɗaya ne daga cikin tsoffin ra'ayoyin da ake kulawa da su. Kun fara horar da ƙirar malami akan ƙayyadaddun bayanai masu lakabi. Sannan malamin yayi annabta alamomin babban tafki na misalai marasa lakabi; tsinkaya mai girman kai ya zama alamar karya. An horar da ƙirar ɗalibi akan ƙungiyar takalmi na gaskiya da tambarin ƙirƙira, sau da yawa fiye da malami. Madaidaicin madaidaicin al'amari: tsinkaya kawai sama da yanke yiwuwar yankewa ake kiyayewa, don haka ƙirar ba ta lalacewa ta rashin tabbas nata. Bambance-bambancen zamani suna haɗa alamar ƙirƙira tare da daidaita daidaito. FixMatch, alal misali, yana haifar da alamar ƙira daga hoto mai rauni mai rauni kuma yana horar da ƙirar don daidaita shi akan sigar haɓaka mai ƙarfi, amma kawai lokacin da hasashe mai rauni ya kasance da tabbaci. Student Noisy ya haɓaka ra'ayin akan ImageNet ta hanyar ƙara ɗalibin girma da ƙara ƙara (fitarwa, ƙarawa) yayin horo.
Fahimtar Fasaha
Madaidaicin madauki shine bootstrapping: ƙirar ƙirar bayanan ba a ba shi takalmi ba, sannan ya koya daga waɗancan alamun. Haɗarin shine tabbatar da son zuciya, inda aka ƙarfafa kurakurai na farko. Wuraren gadi sun haɗa da madaidaicin ƙofa, ƙwanƙwasa ko zazzafan 'hardening' tsinkaya, daidaita aji, da kuma shigar da surutu cikin ɗalibin don haka ya bambanta fiye da haddar malami kawai. Maimaita zagaye na malami-zuwa-dalibi, a duk lokacin da aka danganta da ingantacciyar ƙirar ƙila, na iya haɓaka riba.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Yin Lakabi da Koyarwar Kai
Lakabin ƙira ya kasance tsakiya ga ingantaccen koyo da ƙara zuwa manyan bututun horo na samfuri, inda ƙaƙƙarfan ƙira ke haifar da lakabin roba ko ma bayanan roba don horar da ƙarami ko sababbin ƙira, nau'in distillation. Yi tsammanin haɗin kai tare da ilmantarwa mai aiki (yanke shawarar waɗanne misalan mutane ya kamata a yi wa lakabi), mafi kyawun ƙididdiga marasa tabbas don tace alamun karya, da ci gaba da amfani da su wajen tantance magana, hoton likitanci, da kowane yanki inda bayanan da ba a yi wa lakabi ba ya zarce adadin bayanai.
Aiwatar da Gaskiyar Duniya
Horar da tsarin gane magana ta hanyar rubuta dubunnan sa'o'i na sauti mara lakabi tare da samfurin iri, sannan sake horarwa akan kwafin kwarin gwiwa.
_AIU_PROTECTED_11__'s Studentan Harutu yana haɓaka daidaiton ImageNet ta hanyar maimaita yiwa hotuna lakabi tare da malami da horar da babban ɗalibi mai surutu.
Lakabi babban tafkin duban likitanci da ba a bayyana ba tare da samfurin da aka horar akan wasu ƴan ɗaruruwan masu lakabin masana don faɗaɗa tsarin horo.
Bootstrapping na'urar rarraba rubutu don yanki mai niche ta hanyar yiwa miliyoyin takardun da ba a lakabi ba sama da matakin amincewa.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Sharding Checkpoint da Ci gaba da Horarwa
Tambayoyin da ake yawan yi
What is Pseudo-Labeling and Self-Training?
Lakabi-lakabi wata dabara ce da ake kulawa da ita inda samfurin da aka horar da shi akan ƙaramin saiti mai lakabi ya samar da nasa lakabin don bayanan da ba a lakabi ba, sannan ya ba da horo kan waɗannan hasashen. Hanya ce mai sauƙi, mai ƙarfi don amfani da ɗimbin bayanai marasa laka.
Menene lakabin karya?
Lakabi-lakabi sune tsinkayar samfurin kansa akan bayanan da ba a yiwa lakabi ba, ana amfani da su azaman maƙasudin horo.
Me yasa ake yawan amfani da ƙofofin amintuwa wajen yin lakabin karya?
Tace ta hanyar amincewa yana guje wa horarwa akan ƙima mai girgiza samfurin, yana rage yaɗuwar kuskure.
Menene 'tabbacin son zuciya' a mahallin horar da kai?
Idan alamun farko-farko ba daidai ba ne, ƙirar zata iya kullewa kuma ta haɓaka waɗannan kurakuran akan maimaitawa.
Ta yaya FixMatch ke haɗa alamar ƙima tare da ƙarawa?
FixMatch yana amfani da ƙwaƙƙwaran tsinkaya mai rauni-ƙara azaman maƙasudi don ingantaccen ra'ayi mai ƙarfi, yana ƙara daidaita daidaito.
Menene _AIU_PROTECTED_11__'s Studentan Harutu ya ƙara lokacin horar da ƙirar ɗalibi?
Student mai surutu yana cusa hayaniya kuma yana faɗaɗa ɗalibin don haka ya zama gama gari fiye da kwafin malami kawai.