Incamake
Pseudo-labeling ni tekinike igenzurwa na kimwe cya kabiri aho icyitegererezo cyatojwe kumurongo muto wanditseho ibyarango byacyo kubirango bitemewe, hanyuma bigatoza kuri ubwo buhanuzi. Nuburyo bworoshye, bukomeye bwo gukoresha amakuru menshi atanditse.
Pseudo-Kwandika no Kwimenyereza ni tekinike yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Kwimenyereza ni kimwe mu bitekerezo bya kera bigenzurwa. Urabanza guhugura icyitegererezo cya mwarimu kumibare ntarengwa yanditseho amakuru. Umwarimu noneho ahanura ibirango kuri pisine nini yingero zidashyizweho ikimenyetso; ibyiringiro byinshi guhanura bihinduka pseudo-labels. Umunyeshuri wicyitegererezo yatojwe kubumwe bwibirango nyabyo na pseudo-labels, akenshi biruta mwarimu. Icyizere ntarengwa ni ngombwa: gusa ibyahanuwe hejuru yo guhagarika ibishoboka birabikwa, bityo moderi ntabwo yangizwa nibitekerezo byayo bitazwi. Impinduka zigezweho zihuza pseudo-label hamwe nibisanzwe bihoraho. FixMatch, kurugero, itanga pseudo-label kuva ishusho yongerewe intege kandi igatoza icyitegererezo cyo kuyihuza na verisiyo yongerewe cyane, ariko mugihe gusa guhanura gukomeye kwizeye. Urusaku rwumunyeshuri rwagabanije igitekerezo kuri ImageNet muguhindura umunyeshuri no kongeramo urusaku (guta ishuri, kongera) mugihe cyamahugurwa.
Ubushishozi
Intangiriro yibyingenzi ni bootstrapping: icyitegererezo cyerekana amakuru ntabwo yahawe ibirango, hanyuma yigira kuri ibyo birango. Akaga ni ukwemeza kubogama, aho amakosa yo hambere ashimangirwa. Abashinzwe kurinda umutekano harimo ibyiringiro byinshi, gukarisha cyangwa 'gukomera' bishyushye 'guhanura, kuringaniza amasomo, no gutera urusaku umunyeshuri bityo bikaba muri rusange birenze gufata mu mutwe mwarimu. Gutondekanya umwarimu-ku-banyeshuri, buri gihe ugereranije nicyitegererezo cyiza, birashobora guhuza inyungu.
Kumenya Pseudo-Kwandika no Kwitoza
Pseudo-labeling ni tekinike igenzurwa na kimwe cya kabiri aho icyitegererezo cyatojwe kumurongo muto wanditseho ibyarango byacyo kubirango bitemewe, hanyuma bigatoza kuri ubwo buhanuzi. Nuburyo bworoshye, bukomeye bwo gukoresha amakuru menshi atanditse. Pseudo-Kwandika no Kwimenyereza ni tekinike yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugira ngo wubake byimbitse, fata Pseudo-Labeling na Self-Training nk'icyitegererezo 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 Pseudo-Labeling na Self-Training 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
Guhugura uburyo bwo kumenya imvugo wandukura amasaha ibihumbi byamajwi atanditseho urugero rwimbuto, hanyuma ukongera ukiga kumpapuro zizewe.
__AIU_PROTECTED_11 __ 'Umunyeshuri wuzuye urusaku atezimbere ImageNet yukuri yerekana ibimenyetso byerekana amashusho atanditse hamwe numwarimu no guhugura umunyeshuri munini, usakuza.
Kwandika pisine nini ya scan yubuvuzi itamenyekanye hamwe nicyitegererezo cyahuguwe kubibazo magana make byanditseho impuguke kugirango bagure amahugurwa.
Bootstrapping yinyandiko itondekanya kuri niche domaine ukoresheje pseudo-yerekana amamiriyoni yinyandiko zitanditse hejuru yicyizere.
Uburyo bwo Gushyira mu bikorwa
Pseudo-Kwandika no Kwimenyereza Kwimenyereza
Guhugura uburyo bwo kumenya imvugo wandukura amasaha ibihumbi byamajwi atanditseho urugero rwimbuto, hanyuma ukongera ukiga kumpapuro zizewe.
Guhugura uburyo bwo kumenyekanisha imvugo wandukura amasaha ibihumbi byamajwi adashyizweho ikimenyetso hamwe nimbuto yimbuto, hanyuma ukongera kwitoza ku nyandiko-mvugo yizewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Pseudo-Kwandika no Kwimenyereza Kwimenyereza
__AIU_PROTECTED_11 __ 'Umunyeshuri wuzuye urusaku atezimbere ImageNet yukuri yerekana ibimenyetso byerekana amashusho atanditse hamwe numwarimu no guhugura umunyeshuri munini, usakuza.
__AIU_PROTECTED_11 __ 'Umunyeshuri urangurura urusaku atezimbere ImageNet yerekana neza ko yandika amashusho atanditse hamwe numwarimu kandi agahugura Amakipe manini, asakuza Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimanza, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe.
Pseudo-Kwandika no Kwimenyereza Kwimenyereza
Kwandika pisine nini ya scan yubuvuzi itamenyekanye hamwe nicyitegererezo cyahuguwe kubibazo magana make byanditseho impuguke kugirango bagure amahugurwa.
Kwandika pisine nini ya scan yubuvuzi itamenyeshejwe hamwe nicyitegererezo cyahuguwe kubibazo magana make byanditseho impuguke kugirango bagure amahugurwa yashyizweho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Pseudo-Kwandika no Kwimenyereza Kwimenyereza
Bootstrapping yinyandiko itondekanya kuri niche domaine ukoresheje pseudo-yerekana amamiriyoni yinyandiko zitanditse hejuru yicyizere.
Bootstrapping inyandiko itondekanya kuri niche domaine ukoresheje pseudo-yerekana amamiriyoni yinyandiko zitanditswe hejuru yurugero rwicyizere Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro 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.