Koyon Neman Kulawa
Jirgin ƙasa na koyo da ake sa ido a kan ƙaramin adadin bayanan da aka yi wa lakabi da babban tafki na bayanan da ba su da lakabi.
Dubawa
It hits a sweet spot when labels are scarce or costly but raw data is plentiful, often matching fully supervised accuracy at a fraction of the labeling effort.
Zurfafa nutsewa
A yawancin saitunan gaske zaku iya tattara tsaunuka na bayanai amma kawai kuna iya samun damar yiwa ɗan ƙaramin yanki lakabi. Koyon da ba a kula da shi ba yana cike gibin ta hanyar barin bayanan da ba su da lakabi su jagoranci samfurin kuma. Ra'ayoyi guda biyu suna ƙarfafa shi. Na farko, yin lakabi (horar da kai): ƙirar tana yiwa misalan da ba a lakabi da shi wanda ya fi kwarin gwiwa a kai sannan ya sake horar da su kamar waɗanda zato gaskiya ne. Na biyu, daidaita daidaito: samfurin ya kamata ya ba da tsinkaya iri ɗaya don misali ko da bayan an ɗan girgiza shi ko an ƙara shi, don haka bayanan da ba a lakafta su ba na iya tilasta ƙayyadaddun bayanai masu ma'ana. Hanyoyi kamar FixMatch sun haɗa duka biyun. Ƙarƙashinsa duka shine 'zaton gungu,' ra'ayin da ke nuni da taru a sarari mai yiwuwa suna raba tambarin, don haka maki mara lakabi suna ƙayyadad da iyakar yanke shawara.
Fahimtar Fasaha
FixMatch misali ne mai tsabta. Ga kowane hoton da ba a lakafta shi yana yin siga mai rauni mai rauni da sigar haɓaka mai ƙarfi. Yana yin tsinkaya akan mai rauni, kuma idan amincewa ya wuce kofa, wannan hasashen ya zama alamar karya. Sannan ana horar da ƙirar don haka hasashensa akan sigar da aka haɓaka mai ƙarfi ta yi daidai da alamar ƙaƙƙarfan alamar. Wannan yana haɗa alamar karya tare da daidaita daidaito. Matsakaicin madaidaicin al'amura: yarda da ƙima mai ƙanƙanta da yawa da lakabi mara kyau suna ƙarfafa kansu, yanayin gazawar da ake kira tabbatarwa son zuciya.
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 Ilimin da ake Kula da shi
Koyon da ake kulawa da shi yana ƙara haɗawa tare da horarwa na kulawa da kai: pretrain a kan bayanan da ba a lakafta ba, sa'an nan kuma mai kyau-sauƙaƙƙun kulawa tare da ƴan takalmi. Wannan haɗin yana ci gaba da yanke adadin bayanin da ake buƙata a fagagen da alamar ke buƙatar masana, kamar hoton likita. Yi tsammanin ƙididdige rashin tabbas mai ƙarfi don tace tambarin ɓarna mara inganci, mafi fa'ida a cikin madaukai na koyo waɗanda ke neman mutane su yi wa lakabi da mafi kyawun misalai kawai, da ci gaba da ɗauka a duk inda bayanai ke da yawa amma bayanin ƙwararru shine ƙulli.
Aiwatar da Gaskiyar Duniya
Horar da samfurin hoto na likitanci akan wasu ƙididdiga masu alamar ɗaruruwan masu aikin rediyo da dubunnan waɗanda ba su da lakabi don gano ciwace-ciwace.
Gina shafin yanar gizo ko imel na rarrabawa daga ƙaramin saiti mai lakabi da miliyoyin takaddun da ba su da lakabi
Inganta ƙwarewar magana ta amfani da iyakataccen sautin rubutu da ɗimbin rikodin da ba a rubuta ba
Alamar samfura a cikin kasida ta e-kasuwanci inda ƴan guntun hotuna kawai ke da nau'ikan tantancewar ɗan adam
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 Ilimin Semi-Supervised ke taimakawa kuma inda mafi sauƙi hanyoyin suka fi kyau.
Ci gaba da Bincike
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Jagora na gaba
Tsare-tsare Tsare-tsare a Tsakanin Koyo Mai Kulawa
Tambayoyin da ake yawan yi
What is Semi-Supervised Learning?
Jirgin ƙasa na koyo da ake sa ido a kan ƙaramin adadin bayanan da aka yi wa lakabi da babban tafki na bayanan da ba su da lakabi. Yana faɗuwa wuri mai daɗi lokacin da alamun suna da yawa ko masu tsada amma ɗanyen bayanai suna da yawa, galibi suna dacewa da cikakkiyar kulawa a ɗan ƙaramin ƙoƙarin yin lakabin.
Menene 'lakabin karya' (koyar da kai)?
Samfurin yana ba da takubba ga manyan amintattun maki mara lakabi kuma yana ɗaukar su azaman bayanan horo, yana faɗaɗa saitin sa mai lakabi.
Menene 'zaton gungu' wanda ke ƙunshe da yawancin hanyoyin da ba a kula da su ba?
Yana ɗauka cewa iyakokin yanke shawara sun ta'allaka ne a cikin ƙananan yankuna, don haka maki da aka haɗe tare mai yiwuwa na aji ɗaya ne.
Ta yaya FixMatch ya haɗa manyan ra'ayoyin biyu?
FixMatch yana haifar da alamar ƙaƙƙarfan ƙaƙƙarfan ƙaƙƙarfan tsinkaya mai rauni mai ƙarfi, sannan yana tilasta daidaito akan haɓakar haɓakar shigarwa iri ɗaya.
Menene 'tabbacin son zuciya' azaman yanayin gazawa a cikin lakabin karya?
Idan ba daidai ba ne aka yarda da alamun ba daidai ba, samfurin yana horar da kurakuransa kuma yana ƙarfafa su, wanda shine dalilin da ya sa ake amfani da ƙofofin amincewa.