Kwiga Gufatika
Kwiga bifatika ni ingamba zamahugurwa aho icyitegererezo ubwacyo gihitamo ingero zidashyizweho ikimenyetso umuntu agomba kuranga ubutaha.
Incamake
It matters because labeling data is expensive, and smart selection can reach high accuracy with a fraction of the annotations.
Kwibira cyane
Inyigisho nyinshi zikurikiranwa zifata ko usanzwe ufite ikirundo kinini cyamakuru yanditseho. Kwiga bifatika byerekana ko: utangirana nuduto duto twanditseho hamwe na pisine nini yingero zidashyizweho ikimenyetso, hanyuma usabe inshuro nyinshi umuntu ('oracle') kuranga gusa amakuru menshi. Icyitegererezo cyaratojwe, gikoreshwa mugutanga amanota atanditseho pisine, kandi ingero-zagaciro-zoherejwe zoherejwe - noneho loop isubiramo. Ingamba zihitamo rusange zirimo icyitegererezo kidashidikanywaho (hitamo ingero icyitegererezo kitizera cyane), kubaza-komite (hitamo aho itsinda ritemeranya), hamwe no gutoranya ibintu bitandukanye (bikubiyemo uturere dutandukanye twamakuru). Byakozwe neza, imyigire ikora irashobora guhuza neza-dataset yuzuye ukoresheje ibirango bike cyane, niyo mpamvu ikunzwe cyane mumashusho yubuvuzi, NLP, hamwe na domaine iyo ari yo yose itangaza impuguke itinda cyangwa ihenze.
Ubushishozi
Igitekerezo cyibanze ni ukugereranya buri ngingo 'agaciro' mbere yo kwishyura kugirango uyishyireho ikimenyetso. Icyitegererezo kidashidikanywaho gikoresha icyitegererezo ubwacyo - urugero nko gutoranya ingingo icyiciro cyo hejuru gishobora kuba cyegereye amahirwe, cyangwa hamwe na entropie yo hejuru cyangwa intera ntoya hagati y'ibyiciro bibiri byambere. Ikibazo-kuri-komite itoza moderi nyinshi kandi igahitamo ingingo aho zitemeranya cyane. Ingaruka nyamukuru ni uguhitamo kubogama: kurarikira kwiruka ukutamenya neza birashobora kwirengagiza uturere twose, kuburyo butandukanye cyangwa uburyo bwo kumenya ibyiciro bikunze guhurizwa hamwe.
Ingaruka z'Ingamba
Ibyemezo bisobanutse
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Igiciro na bije
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Itsinda hamwe nakazi
Amakipe asangiye ibitekerezo akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Kazoza ko Kwiga Gufatika
Kwiga bifatika bigenda bihuzwa hamwe na moderi nini zateguwe kandi zifatizo, aho intego ihinduka kuva kuranga ibintu byose kugeza bihendutse neza-kuringaniza ingero nkeya zifite agaciro. Tegereza kwishyira hamwe gukomeye hamwe nubugenzuzi buke, kwiyobora wenyine, hamwe nigikoresho cyabantu-cyerekana ibikoresho byerekana ibirango kubasuzuma kugirango bemeze aho kurema. Nkuko ibirango byiganjemo ibikorwa byinshi bifatika, guhitamo byikora hiyongereyeho interineti ikora neza bizakomeza kuba intandaro yo kubaka imiterere yihariye, idafite amakuru make nkubuvuzi namategeko.
Gushyira mu bikorwa Isi
Itsinda rya radiologiya rihugura ikibyimba mugukora ibendera ryikitegererezo scan idasobanutse neza kubashakashatsi ba radiologiste b'inzobere kuranga, bagabanya amasaha yo gutangaza.
Sisitemu ya spam cyangwa ibirimo-bigereranya sisitemu yubutumwa bwimbibi ntabwo byanze bikunze kubasuzuma abantu, bitezimbere byihuse kubibazo bikomeye.
Isosiyete imenyekanisha imvugo ihitamo amashusho y amajwi aho moderi yayo idashidikanywaho (indangururamajwi, urusaku) kugirango yohereze transcript, aho gushyiramo kode zidasanzwe.
Urutonde rwa e-ubucuruzi rukoresha ikibazo-kuri-komite gutora amashusho yibicuruzwa aho abantu benshi batabyemeranyaho, babishyira imbere kurutonde rwintoki.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Inyandiko aho Kwiga Gufasha bifasha nuburyo bworoshye bworoshye.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kwiga Byimbitse
Ibibazo bikunze kubazwa
What is Active Learning?
Kwiga bifatika ni ingamba zamahugurwa aho icyitegererezo ubwacyo gihitamo ingero zidashyizweho ikimenyetso umuntu agomba kuranga ubutaha. Nibyingenzi kuko kuranga amakuru ahenze, kandi guhitamo ubwenge birashobora kugera kubwukuri hamwe nigice cya annotasiyo.
Niyihe ntego nyamukuru yo kwiga cyane?
Kwiga bifatika bigamije kwerekana imikorere yicyitegererezo kurugero rwanditse muguhitamo ingingo zamakuru cyane kugirango umuntu asobanure.
Mu myigire ikora, 'oracle' ni iki?
Oracle ni ikimenyetso cyerekana isoko - mubisanzwe umuhanga wumuntu - ko icyitegererezo cyibibazo byubutaka-ukuri kurango ku ngero zatoranijwe.
Nubuhe buryo butoranya ingero icyitegererezo kitizeye cyane?
Icyitegererezo kidashidikanywaho gitoranya ingingo aho icyitegererezo cyateganijwe gishobora kuba hafi yo gukeka, nka entropiya ndende cyangwa intera nto hagati y'ibyiciro byo hejuru.
Nigute ibibazo-by-komite bihitamo ingero zo kuranga?
Ikibazo-kuri-komite gihugura itsinda kandi kigashyira imbere ingingo abanyamuryango batavuga rumwe, kubera ko kutumvikana byerekana uturere dutanga amakuru.
Ni izihe ngaruka zingenzi zo kwishingikiriza gusa ku cyitegererezo kidashidikanywaho?
Kurarikira kwirukana ingingo zitazwi birashobora kwibanda cyane mukarere kamwe no kubura utundi, bityo uburyo butandukanye cyangwa uburyo bwo kumenya ibyiciro byongeweho.