Canja wurin Koyo
Canja wurin koyo yana sake amfani da samfurin da aka riga aka horar akan babban saitin bayanai kuma ya daidaita shi zuwa sabon aiki mai alaƙa.
Dubawa
Instead of starting from scratch, you stand on the shoulders of a model that already learned useful general features, saving enormous time, data, and compute.
Zurfafa nutsewa
Horar da ƙaƙƙarfan ƙira daga sifili sau da yawa yana buƙatar miliyoyin misalan alamu da kayan aiki mai tsanani. Canja wurin ilmantarwa wancan. Samfurin da aka riga aka horar da shi akan ɗimbin bayanai, kamar cibiyar sadarwar hoto da aka horar akan ImageNet ko samfurin harshe wanda aka horar akan rubutun gidan yanar gizo, ya riga ya koyi salo masu fa'ida: gefuna da siffofi don hangen nesa, nahawu da ma'ana ga rubutu. Kuna ɗaukar wannan ƙirar da aka riga aka horar kuma ku daidaita iliminsa zuwa ƙaramar matsalar ku. Akwai manyan salo guda biyu. A cikin hakar fasalin kuna daskare yawancin hanyar sadarwa kuma kuna horar da sabon layin fitarwa kawai a saman. A cikin daidaitawa kuna kuma cire wasu zurfafan yadudduka kuma ku ci gaba da horar da su akan ƙarancin koyo don haka ƙirar ta daidaita daidai da bayanan ku ba tare da manta abin da ya sani ba.
Fahimtar Fasaha
Cibiyoyin sadarwar da aka riga aka horar suna koyan matsayi: farkon yadudduka suna ɗaukar fasali iri ɗaya (gefuna, laushi, alaƙar kalmomi) yayin da daga baya yadudduka ke ɗaukar ƙayyadaddun ƙayyadaddun ayyuka. Canja wurin koyo yana amfani da wannan. Idan aikinku yayi kama da na asali, daskare yadudduka na farko azaman kafaffen mai cire fasalin kuma sake horar da kai kawai. Idan bayanan ku sun bambanta da yawa, gyara shimfidar wuri mai zurfi ta amfani da ƙaramin ƙimar koyo don sabuntawa su kasance masu laushi. Babban haɗari shine canjin yanki: idan sabon bayanan ya bambanta sosai da bayanan horarwa, abubuwan aro sun dace da rashin kyau.
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 Canja wurin
Canja wurin koyo ya zama tsohuwar hanyar gina AI. A yau kusan babu wanda ke horar da babban hangen nesa ko samfurin harshe daga karce; Ƙungiyoyin sun daidaita samfurin tushe da aka riga aka horar maimakon. Iyaka ita ce hanyoyin ingantattun ma'auni kamar LoRA da adaftar, waɗanda ke tweak kaɗan kaɗan na ma'aunin nauyi don keɓance manyan ƙira mai rahusa. Yi tsammanin wannan yanayin ya zurfafa: ƙananan ƙira na musamman da aka gyara kuma an daidaita su daga manya, da haɓaka hankali ga rage canjin yanki da guje wa 'mantuwar bala'i' lokacin da aka daidaita ƙirar akai-akai.
Aiwatar da Gaskiyar Duniya
Daidaita hanyar sadarwar da aka riga aka horar da ImageNet don gano takamaiman lahani akan layin samar da masana'anta tare da ƴan hotuna dubu kaɗan kawai.
Daidaita babban ƙirar harshe da aka riga aka horar don tsara taƙaitattun shari'a ko na likitanci ta hanyar daidaitawa kan ƙarami na musamman.
Amfani da samfurin da aka horar akan magana gabaɗaya azaman mafari don gina mai gane takamaiman lafazi ko yare
Sake horar da layin ƙarshe na samfurin hangen nesa don rarrabe cututtukan shuka daga hotunan ganye don aikace-aikacen noma
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.
Takaddun inda Canja wurin Koyo ke taimakawa kuma inda mafi sauƙi hanyoyin suka fi kyau.
Ci gaba da Bincike
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Jagora na gaba
Koyon Neman Kulawa
Tambayoyin da ake yawan yi
What is Transfer Learning?
Canja wurin koyo yana sake amfani da samfurin da aka riga aka horar akan babban saitin bayanai kuma ya daidaita shi zuwa sabon aiki mai alaƙa. Maimakon farawa daga karce, kun tsaya a kan kafadu samfurin da ya riga ya koyi fasali na gaba ɗaya masu amfani, yana adana lokaci mai yawa, bayanai, da ƙididdigewa.
Menene ainihin ra'ayin canja wurin koyo?
Canja wurin koyo yana ɗaukar samfurin wanda ya riga ya koyi fasali na gaba ɗaya kuma ya daidaita shi, adana bayanai, lokaci, da ƙididdigewa.
Me yasa kuke amfani da ƙarancin koyo lokacin da ake gyara shimfidar wuri mai zurfi?
Manya-manyan sabuntawa akan ƙaramin saitin bayanai na iya sake rubuta mahimman abubuwan da aka riga aka horar da su kuma su wuce da sauri, don haka ana kiyaye ɗaukaka kaɗan.
Wane yanayi ne ya fi dacewa don cire fasalin fili (daskarar da tushe)?
Lokacin da aikin da aka yi niyya ya kasance kusa da asali kuma bayanan yana iyakance, abubuwan daskararre sun riga sun dace, don haka kawai kuna buƙatar sabon shugaban.
Wace matsala 'yankin canji' ya bayyana a wurin koyon canja wuri?
Idan yankin da aka yi niyya ya yi kama da abin da aka riga aka riga aka horar da samfurin a kai, fasalin da aka sake amfani da shi bazai canjawa da kyau ba kuma daidaito ya ragu.
Me yasa ake yawan sake amfani da matakan farko na cibiyar sadarwa da aka riga aka horar fiye da na baya?
Yadudduka na farko suna ɗaukar ƙirar ƙananan matakan fa'ida mai fa'ida, yayin da yadudduka na baya sun fi ƙwarewa ga ainihin aikin.