Incamake
Guhora mubisanzwe byigisha icyitegererezo cyo gutanga igisubizo kimwe mugihe ibyinjijwe bitemewe byinjijwe muburyo buto, kubika-kubika inzira. Iragufasha kwigira kubirundo binini byamakuru atanditseho, ugabanya cyane ingero zanditseho intoki ukeneye.
Guhora mu buryo buhoraho muri Semi-Igenzurwa no Kwiga ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo.
Kwibira cyane
Kwandika amakuru ahenze; amakuru adashyizweho ikimenyetso ni ubuntu. Guhora muburyo bukoresha gukoresha igitekerezo cyoroshye: niba uhinduye ibyinjijwe gato (ibihingwa, kuzunguruka, ongera urusaku, swap synonyme) udahinduye ibisobanuro nyabyo, ubuhanuzi bwikitegererezo ntibukwiye guhinduka. Mugihe cy'amahugurwa ugaburira urugero rumwe rutemewe binyuze munzira ebyiri zongerewe hanyuma ukongeramo igihombo gihana itandukaniro riri hagati yibi bisubizo byombi. Ibi bisunika imipaka yicyemezo mukarere gafite ubucucike buke hagati yama cluster, ntabwo rero igabanywa mumatsinda yuzuye yingingo zisa. Uburyo nka Pi-Model, Guteranya by'agateganyo, Hagati ya mwarimu, Amahugurwa ya Virtual Adversarial, na FixMatch byose byubakiye kuri iki gitekerezo, guhuza igihombo gito cyagenzuwe kumibare yanditseho hamwe nigihombo kidakurikiranwa kubandi.
Ubushishozi
Amayeri ni uguhagarika-shami ku ishami rimwe: icyerekezo kimwe cyongerewe gitanga 'intego' (akenshi biva mubyerekezo-bigenda-bigereranywa 'mwarimu', nkuko biri mwarimu usobanura) kandi ikindi gitekerezo cyatojwe kubihuza. FixMatch ityaza ibi mukubyara pseudo-label uhereye kubitekerezo byongerewe imbaraga, bikagumaho gusa niba ikizere kirenze urwego, hanyuma ugatoza ibitekerezo byongerewe imbaraga kugirango uhanure kiriya kirango. Irembo ryicyizere ribuza icyitegererezo gushimangira amakosa yacyo kare.
Kumenyekanisha Guhoraho Kwiga muri Semi-Igenzurwa Kwiga
Guhora mubisanzwe byigisha icyitegererezo cyo gutanga igisubizo kimwe mugihe ibyinjijwe bitemewe byinjijwe muburyo buto, kubika-kubika inzira. Iragufasha kwigira kubirundo binini byamakuru atanditseho, ugabanya cyane ingero zanditseho intoki ukeneye. Guhora mu buryo buhoraho muri Semi-Igenzurwa no Kwiga ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo. Kugira ngo wubake byimbitse, fata gahunda yo guhora mu myigire ya Semi-Igenzurwa nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha guhuza ibikorwa muri Semi-Igenzurwa Kwiga atezimbere imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
FixMatch igera kuri CIFAR-10 yukuri hamwe nibice 4 byanditseho amashusho kuri buri cyiciro mugukomeza imbaraga-zikomeye zo kwiyongera.
Amatsinda yerekana amashusho atoza ibibyimba bitandukanya ibihumbi n'ibihumbi bitanditseho scan wongeyeho amajana make gusa ya radiologue yanditseho.
Sisitemu yo kumenyekanisha imvugo itezimbere imvugo uhatira inyandiko-mvugo ihoraho hejuru y urusaku rwongeweho kandi byihuta-byamajwi.
Hagati ya Mwarimu ushimangira amahugurwa afite icyerekezo-kigereranyo cya 'mwarimu' atanga intego zihoraho kuri 'umunyeshuri' kumashusho atanditse.
Uburyo bwo Gushyira mu bikorwa
Guhora uhoraho muri Semi-Igenzurwa Kwiga mubikorwa
FixMatch igera kuri CIFAR-10 yukuri hamwe nibice 4 byanditseho amashusho kuri buri cyiciro mugukomeza imbaraga-zikomeye zo kwiyongera.
FixMatch igera kuri CIFAR-10 yukuri hamwe nibishusho 4 byanditseho buri shuri mugushira mubikorwa intege nke-zikomeye zo kongera imbaraga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhora uhoraho muri Semi-Igenzurwa Kwiga mubikorwa
Amatsinda yerekana amashusho atoza ibibyimba bitandukanya ibihumbi n'ibihumbi bitanditseho scan wongeyeho amajana make gusa ya radiologue yanditseho.
Amatsinda yerekana amashusho yubuvuzi atoza ibibyimba biva mu bihumbi byanditswemo utabisabye hiyongereyeho amajana make gusa yanditswe na radiologue yanditswemo 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.
Guhora uhoraho muri Semi-Igenzurwa Kwiga mubikorwa
Sisitemu yo kumenyekanisha imvugo itezimbere imvugo uhatira inyandiko-mvugo ihoraho hejuru y urusaku rwongeweho kandi byihuta-byamajwi.
Sisitemu yo kumenyekanisha imvugo itezimbere mu mvugo uhatira inyandiko-mvugo ihoraho hejuru y’amajwi yongeweho kandi yihuta-yihuta Amajwi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhora uhoraho muri Semi-Igenzurwa Kwiga mubikorwa
Hagati ya Mwarimu ushimangira amahugurwa afite icyerekezo-kigereranyo cya 'mwarimu' atanga intego zihoraho kuri 'umunyeshuri' kumashusho atanditse.
Hagati ya mwarimu ushimangira amahugurwa afite icyerekezo-kigereranyo cy '' umwarimu 'gitanga intego zihamye z' umunyeshuri 'ku mashusho atanditseho 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.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.