Koyo Mai Aiki
Koyon aiki dabarun horo ne inda samfurin da kansa ke zaɓar waɗanne misalan marasa lakabi da mutum ya kamata ya yi wa lakabin gaba.
Dubawa
It matters because labeling data is expensive, and smart selection can reach high accuracy with a fraction of the annotations.
Zurfafa nutsewa
Yawancin koyo da ake kulawa suna ɗauka cewa kun riga kun sami babban tarin bayanai masu alama. Koyo mai aiki yana jujjuya cewa: ka fara da ƙaramin saiti mai lakabi da babban tafki na misalan da ba a lakafta su ba, sannan ka nemi ɗan adam akai-akai ('masu magana') ya yi wa waɗanda suka fi sani lakabi kawai. An horar da samfurin, ana amfani da shi don ƙwanƙwasa tafkin da ba a lakafta ba, kuma ana aika misalai mafi girma don yin lakabi - sannan madauki ya maimaita. Dabarun zaɓi na gama gari sun haɗa da samfurin rashin tabbas (ɗaukar misalan ƙirar ba ta da kwarin gwiwa game da su), kwamitin tambaya-by-kwamiti (ɗaba inda taron ya saba), da samfurin bambancin (rufe bambance-bambancen yankuna na bayanai). Anyi kyau sosai, koyo mai aiki zai iya dacewa da cikakken sahihan bayanai ta amfani da takalmi kaɗan, wanda shine dalilin da ya sa ya shahara a cikin hoton likita, NLP, da kowane yanki inda bayanin ƙwararru ke jinkiri ko tsada.
Fahimtar Fasaha
Babban ra'ayin shine a kimanta 'darajar' kowane maki mara lakabi kafin biya don yiwa alama alama. Samfuran rashin tabbas yana amfani da yuwuwar ƙirar - misali ɗaukar matakin wanda babban matakin yuwuwar yuwuwar shi ya fi kusa da dama, ko tare da mafi girman entropy ko ƙaramin gefe tsakanin manyan azuzuwan biyu. Kwamitin tambaya-by-kwamiti yana horar da samfura da yawa kuma yana zaɓar wuraren da suka fi sabani. Haɗarin maɓalli shine ɗaukar ƙima: zari bin rashin tabbas na iya yin watsi da duk yankuna, don haka bambance-bambance ko hanyoyin sanin tsari galibi ana haɗa su a ciki.
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 Koyo Mai Aiki
Koyo mai aiki yana ƙara haɗawa tare da manyan ƙwararrun ƙwararrun ƙira da ƙira, inda makasudin ya canza daga sanyawa komai zuwa daidaitawa mai rahusa akan wasu misalai masu daraja. Yi tsammanin haɗin kai tare da rauni mai rauni, horarwa mai kulawa da kai, da kayan aikin mutum-in-da-loop wanda ke ba da alamun alamun masu dubawa don tabbatarwa maimakon ƙirƙira. Kamar yadda farashin sawa ya mamaye yawancin tura kayan aiki, zaɓi mai sarrafa kansa tare da ingantattun mu'amalar bayanai za su kasance a tsakiya ga ƙirar ƙira a cikin ƙwararrun yanki na ƙarancin bayanai kamar magani da doka.
Aiwatar da Gaskiyar Duniya
Tawagar rediyo tana horar da mai gano ƙari ta hanyar samun tutar ƙirar ƙira mafi ƙanƙantawa ga ƙwararrun likitocin rediyo don yin lakabi, yanke sa'o'i na bayani sosai.
Tsarin banza ko tsarin daidaita abun ciki yana shimfida saƙon kan iyaka wanda ba shi da tabbas game da masu bitar ɗan adam, yana haɓaka mafi sauri akan lokuta masu wahala.
Kamfanin gane magana yana zaɓar shirye-shiryen bidiyo inda samfurin sa ya fi rashin tabbas (lafazi, amo) don aikawa don rubutawa, maimakon yin lakabin shirye-shiryen bidiyo na bazuwar.
Kas ɗin kasuwancin e-commerce yana amfani da kwamitin tambaya-by-kwamiti don ɗaukar hotunan samfur inda yawancin rabe-rabe ba su yarda ba, yana ba su fifiko don lakabin nau'in hannu.
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 Ilmantarwa mai aiki ke taimakawa kuma inda mafi sauƙi hanyoyin suka fi kyau.
Ci gaba da Bincike
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Jagora na gaba
Zurfin Ilmantarwa
Tambayoyin da ake yawan yi
What is Active Learning?
Koyon aiki dabarun horo ne inda samfurin da kansa ke zaɓar waɗanne misalan marasa lakabi da mutum ya kamata ya yi wa lakabin gaba. Yana da mahimmanci saboda yin lakabin bayanai yana da tsada, kuma zaɓi mai wayo na iya kaiwa ga daidaito tare da ɗan guntun bayanan.
Menene babban burin koyo mai aiki?
Koyo mai aiki yana nufin haɓaka aikin ƙira ga kowane misalan da aka yi wa lakabi ta zabar mafi yawan bayanai masu fa'ida don ɗan adam ya bayyana.
A cikin koyo mai aiki, menene 'baki'?
Oracle shine tushen lakabin - yawanci ƙwararren ɗan adam - cewa ƙirar ta nemi alamun gaskiya-ƙasa akan zaɓaɓɓun misalai.
Wace dabara ce ta zaɓi misalan ƙirar ba ta da kwarin gwiwa?
Samfuran rashin tabbas yana ɗaukar maki inda yuwuwar ƙirar ƙirar ta fi kusa da zato, kamar babban entropy ko ƙaramin gefe tsakanin manyan azuzuwan.
Ta yaya kwamitin tambaya-by-take yanke shawarar waɗanne misalan da za a yi wa lakabi?
Kwamitin tambaya-by-kwamiti yana horar da tari kuma yana ba da fifiko ga wuraren da membobin ba su yarda ba, tunda rashin jituwa yana nuna alamun yankuna masu ba da labari.
Menene babban haɗari na dogaro kawai akan samfurin rashin tabbas?
Neman abubuwan da ba su da tabbas na haɗama na iya mai da hankali kan yanki ɗaya kuma ya rasa wasu, don haka ana ƙara bambance-bambancen ko hanyoyin sanin tsari.