Incamake
Semi-ikurikiranwa yo kwiga imyitozo kumubare muto wamakuru wongeyeho pisine nini yamakuru atanditse. Ikubita ahantu heza mugihe ibirango ari bike cyangwa bihenze ariko amakuru yibanze ni menshi, akenshi ahuza neza nukuri kugenzurwa neza mugice gito cyimbaraga.
Semi-Igenzurwa Kwiga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Mubice byinshi bifatika urashobora gukusanya imisozi yamakuru ariko urashobora gusa kubona ikirango gito. Igice cya kabiri gikurikiranwa cyo kwiga gikemura icyuho ureka amakuru atanditseho ikimenyetso ayobora icyitegererezo. Ibitekerezo bibiri byibanze birabigutera imbaraga. Ubwa mbere, pseudo-labels (kwimenyereza): icyitegererezo cyanditseho ingero zitanditseho ibyiringiro cyane hanyuma ikongera ikabitoza nkaho ibyo bitekerezo ari ukuri. Icya kabiri, guhuzagurika guhoraho: icyitegererezo kigomba gutanga ubuhanuzi bumwe kurugero na nyuma yo guhindurwa gato cyangwa kongererwa, bityo amakuru atashyizweho ikimenyetso arashobora kubahiriza ibisubizo bihamye, byumvikana. Uburyo nka FixMatch ihuza byombi. Munsi yacyo byose ni 'cluster yibwira,' igitekerezo cyerekana ingingo zegeranye hamwe mumwanya wihariye birashoboka ko dusangiye ikirango, bityo ingingo zidashyizweho ikimenyetso zikarishye imipaka yicyemezo.
Ubushishozi
FixMatch ni urugero rwiza. Kuri buri shusho idashyizweho ikimenyetso ikora verisiyo yongerewe intege na verisiyo yongerewe cyane. Ihanura ku ntege nke, kandi niba ikizere kirenze urwego, ubwo buhanuzi buhinduka pseudo-label. Icyitegererezo noneho cyatojwe kuburyo ubuhanuzi bwacyo bwongerewe cyane verisiyo ihuye na pseudo-label. Ibi bihuza pseudo-label hamwe nibisanzwe. Icyizere cyo kurenga icyizere: wemere gukekeranya cyane gukekeranya no kwibeshya pseudo-labels ikomeze imbaraga, uburyo bwo gutsindwa bwitwa kwemeza kubogama.
Kumenya Semi-Igenzurwa Kwiga
Semi-ikurikiranwa yo kwiga imyitozo kumubare muto wamakuru wongeyeho pisine nini yamakuru atanditse. Ikubita ahantu heza mugihe ibirango ari bike cyangwa bihenze ariko amakuru yibanze ni menshi, akenshi ahuza neza nukuri kugenzurwa neza mugice gito cyimbaraga. Semi-Igenzurwa Kwiga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Kwiga Semi-Igenzurwa nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Semi-Supervised Learning yubaka icyitegererezo gikomeye cyambere, hanyuma ushushanye izo ngero kubibuza umusaruro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhugura icyitegererezo-cyubuvuzi cyerekana amajana make ya radiologue yanditseho scan wongeyeho ibihumbi n'ibihumbi bitashyizweho ikimenyetso kugirango umenye ibibyimba
Kubaka urubuga-page cyangwa imeri itondekanya uhereye kumurongo muto wanditseho na miriyoni zinyandiko zitanditse
Gutezimbere imvugo ukoresheje amajwi make yanditswemo wongeyeho umubare munini wafashwe amajwi
Gushushanya ibicuruzwa murutonde rwa e-ubucuruzi aho agace gato k'amashusho gafite ibyiciro byagenzuwe n'abantu
Uburyo bwo Gushyira mu bikorwa
Kwiga Semi-Igenzurwa Kwiga mubikorwa
Guhugura icyitegererezo-cyubuvuzi cyerekana amajana make ya radiologue yanditseho scan wongeyeho ibihumbi n'ibihumbi bitashyizweho ikimenyetso kugirango umenye ibibyimba.
Guhugura icyitegererezo-cyubuvuzi cyerekana amajana make ya radiologue yanditseho scan wongeyeho ibihumbi n'ibihumbi bitashyizweho ikimenyetso kugirango tumenye ibibyimba Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwiga Semi-Igenzurwa Kwiga mubikorwa
Kubaka urubuga-page cyangwa imeri itondekanya uhereye kumurongo muto wanditseho na miriyoni zinyandiko zitanditse.
Kubaka paji y'urubuga cyangwa imeri itondekanya uhereye kumurongo muto wanditseho na miriyoni zinyandiko zitanditseho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwiga Semi-Igenzurwa Kwiga mubikorwa
Gutezimbere imvugo ukoresheje amajwi make yanditswemo wongeyeho umubare munini wafashwe amajwi.
Gutezimbere imvugo ikoresheje amajwi make yanditswemo wongeyeho umubare munini wafashwe amajwi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwiga Semi-Igenzurwa Kwiga mubikorwa
Gushushanya ibicuruzwa murutonde rwa e-ubucuruzi aho agace gato k'amashusho gafite ibyiciro byagenzuwe n'abantu.
Gushushanya ibicuruzwa muri kataloge ya e-ubucuruzi aho agace gato gusa k'amashusho gafite ibyiciro byagenzuwe n'abantu Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Semi-Igenzurwa Kwiga ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Semi-Igenzurwa Kwiga ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.