Incamake
Kugenzura umurongo byerekana uburyo bwiza bwerekana imbere yimbere imbere muguhagarika umuyoboro no guhugura gusa umurongo ugaragara hejuru. Nuburyo buhendutse, busanzwe bwo gupima niba ibiranga ari ingirakamaro nta kiguzi cyangwa kwitiranya byuzuye neza.
Isuzuma ry'umurongo hamwe na Frozen Ikiranga Isuzumabumenyi ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Nyuma yicyitegererezo nkicyerekezo kodegisi cyangwa icyitegererezo cyururimi cyateguwe, urashaka kumenya uburyo imiterere yingirakamaro ibaho muburyo bwihishe. Umurongo wo kugenzura urasubiza ibi mugukonjesha uburemere bwose mumugongo hanyuma ugahuza umurongo umwe (umurongo wa logistique) hejuru yibiranga icyiciro cyatoranijwe, hanyuma ugahugura gusa icyo cyiciro kumurimo wanditse. Kuberako iperereza ridafite ibice byihishe, rishobora gukoresha gusa amakuru asanzwe atandukanijwe kumurongo mubintu byahagaritswe, bityo rero iperereza ryukuri risobanura ko guhagararirwa ubwabyo bikubiyemo igitekerezo neza. Irakoreshwa cyane mugupima uburyo bwigenga (SimCLR, DINO, MAE), kugereranya ibice, no kwiga ibyo umuyoboro 'uzi' bitandukanye nibyo bishobora gutegurwa neza kugirango wige.
Ubushishozi
Ukoresha imbere unyuze mumugongo wafunzwe kugirango ubone ibiranga ibice, hanyuma uhuze ikarita yumurongo W wongeyeho kubogama kugirango uhanure ibirango, uhindure W gusa ukoresheje cross-entropy. Gradients ntizigera zinjira mumugongo, imyitozo rero irihuta kandi yibuka-urumuri. Imyitozo isanzwe ikuraho igipimo cyo kwiga cyane, gisanzwe cyangwa gisanzwe kiranga ibiranga, kandi igenzura ibice byinshi kuko intera intera ikunze gutsinda urwego rwa nyuma rwo kwimura.
Kumenya umurongo ugenzura no gukonjesha ibiranga isuzumwa
Kugenzura umurongo byerekana uburyo bwiza bwerekana imbere yimbere imbere muguhagarika umuyoboro no guhugura gusa umurongo ugaragara hejuru. Nuburyo buhendutse, busanzwe bwo gupima niba ibiranga ari ingirakamaro nta kiguzi cyangwa kwitiranya byuzuye neza. Isuzuma ry'umurongo hamwe na Frozen Ikiranga Isuzumabumenyi ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata umurongo wibibazo hamwe na Frozen Feature Isuzuma nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha umurongo wibibazo hamwe na Frozen Ikiranga Isuzuma ryubaka 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
Ibipimo byigenga byifashishwa na kodegisi ya ImageNet (urugero, DINO cyangwa MAE) mukumenyesha umurongo-probe top-1 neza aho guhuza neza.
Kugereranya ibice byururimi rwakonje kugirango ubone urwego rwiza cyane igice-cy-imvugo cyangwa amarangamutima kumurimo wo hasi.
Guhugura umurongo ugaragara kuri chatbot yihishe kugirango umenye igihe icyitegererezo 'kimenya' imvugo ari ibinyoma (kugerageza ukuri).
Guhindura bihendutse icyitegererezo cya fondasiyo cyakonjeshejwe na label nshya yubuvuzi-yerekana amashusho yashyizweho mugihe ingengo yimari ya GPU hamwe namakuru yanditse ari make.
Uburyo bwo Gushyira mu bikorwa
Isuzuma ryumurongo hamwe nisuzuma ryimiterere yibikorwa
Ibipimo byigenga byifashishwa na kodegisi ya ImageNet (urugero, DINO cyangwa MAE) mukumenyesha umurongo-probe top-1 neza aho guhuza neza.
Ibipimo byigenga byifashishwa na kodegisi ya ImageNet (urugero, DINO cyangwa MAE) mukumenyesha umurongo-probe top-1 neza aho kuba neza neza Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Isuzuma ryumurongo hamwe nisuzuma ryimiterere yibikorwa
Kugereranya ibice byururimi rwakonje kugirango ubone urwego rwiza cyane igice-cy-imvugo cyangwa amarangamutima kumurimo wo hasi.
Kugereranya ibice byururimi rwakonje kugirango ubone urwego rwiza cyane igice-cy-imvugo cyangwa amarangamutima kumurimo wo hasi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Isuzuma ryumurongo hamwe nisuzuma ryimiterere yibikorwa
Guhugura umurongo ugaragara kuri chatbot yihishe kugirango umenye igihe icyitegererezo 'kimenya' imvugo ari ibinyoma (kugerageza ukuri).
Guhugura umurongo ugaragara kuri chatbot yihishe kugirango umenye igihe icyitegererezo 'kimenya' imvugo ari ibinyoma (ukuri kuvugisha ukuri) Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Isuzuma ryumurongo hamwe nisuzuma ryimiterere yibikorwa
Guhindura bihendutse icyitegererezo cya fondasiyo cyakonjeshejwe na label nshya yubuvuzi-yerekana amashusho yashyizweho mugihe ingengo yimari ya GPU hamwe namakuru yanditse ari make.
Guhuza bihendutse icyitegererezo cyibanze cyakonjeshejwe na label nshya yubuvuzi-yerekana amashusho yashyizweho mugihe ingengo yimari ya GPU hamwe namakuru yanditseho ari make Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana 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.