Incamake
Igororotse-Binyuze mu Kugereranya (STE) ni amayeri yoroshye yo guhugura imiyoboro ikubiyemo intambwe zikomeye, zidatandukanye nko kuzenguruka cyangwa kurenga. Ikoresha agaciro keza kuri pass yimbere ariko yitwaza ko imikorere yari indangamuntu mugihe ibara gradients.
Igororotse-Binyuze muri Estimator ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Ibikorwa bimwe, nko kuzenguruka kuri integer, binini yerekana uburemere kugeza kuri + 1 / -1, cyangwa gutoranya icyiciro cyo hejuru hamwe na argmax, bifite inkomoko ya zeru hafi ya hose kandi idasobanuwe neza. Iyo zero gradient ihagarika kwiga imbeho. Igororotse-Binyuze muri Estimator kuruhande ibi mugukuramo inzira zinyuma ninyuma: imbere, ikoresha ibikorwa byukuri; gusubira inyuma, ikoporora gusa ibyinjira byinjira byanyuze nkaho ibikorwa byabaye indangamuntu (cyangwa proksi yoroshye). Ikigereranyo kibogamye, kubera ko igipimo nyacyo rwose ari zeru, nyamara mubikorwa iyi 'kwigira ko yoroshye' igereranya gari ya moshi igereranya kandi igereranya imiyoboro idasanzwe, niyo mpamvu STE ari urugo rwakazi rwo kwiga byimbitse.
Ubushishozi
Gushyira mubikorwa ni umurongo umwe muburyo bugezweho: kubara y = bigoye (x) ariko gradients yinzira nkaho y = x. Igishushanyo rusange ni y = x + guhagarika_gukurikirana (bigoye (x) - x), bityo agaciro kambere kangana kangana (x) mugihe icyiciro cyinyuma gisa neza na x. Ibihinduka bivanaho kunyura kuri gradient kugeza kuri zeru hanze [-1, 1] kugirango wirinde kongera ibikorwa ibikorwa bigoye byuzura, bitezimbere ituze.
Kumenya neza-Binyuze mu Kugereranya
Igororotse-Binyuze mu Kugereranya (STE) ni amayeri yoroshye yo guhugura imiyoboro ikubiyemo intambwe zikomeye, zidatandukanye nko kuzenguruka cyangwa kurenga. Ikoresha agaciro keza kuri pass yimbere ariko yitwaza ko imikorere yari indangamuntu mugihe ibara gradients. Igororotse-Binyuze muri Estimator ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Straight-Binyuze muri Estimator 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 Straight-Binyuze muri Estimator atezimbere ubwubatsi, 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 binary na bike-bitondekanya imiyoboro ya neural kugirango isuzume neza kuri terefone nibikoresho byo ku nkombe.
Gusubira inyuma ukoresheje codebook ya discret reba muri VQ-VAE hamwe na neural amajwi / amashusho yerekana ibimenyetso.
Kwimenyekanisha-Kwimenyereza aho uburemere cyangwa ibikorwa byegeranijwe kugeza kuri point-point mugihe cyimbere.
Kwiga kwitonda cyane cyangwa gutandukanya amarembo aho argmax cyangwa imbago yicaye muburyo bwo kubara.
Uburyo bwo Gushyira mu bikorwa
Ugororotse-Binyuze mu Kugereranya mubikorwa
Guhugura binary na bike-bitondekanya imiyoboro ya neural kugirango isuzume neza kuri terefone nibikoresho byo ku nkombe.
Guhugura binary na buke-buke ya netaire ya neteur kugirango isuzume neza kuri terefone n'ibikoresho byo ku nkombe Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ugororotse-Binyuze mu Kugereranya mubikorwa
Gusubira inyuma ukoresheje codebook ya discret reba muri VQ-VAE hamwe na neural amajwi / amashusho yerekana ibimenyetso.
Gusubira inyuma ukoresheje kode ya kode yihariye muri VQ-VAE hamwe na neural audio / image tokenizers Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ugororotse-Binyuze mu Kugereranya mubikorwa
Kwimenyekanisha-Kwimenyereza aho uburemere cyangwa ibikorwa byegeranijwe kugeza kuri point-point mugihe cyimbere.
Amahugurwa-azi neza aho uburemere cyangwa ibikorwa byegeranijwe kugeza ku ngingo ihamye mugihe cyo gutsindira imbere Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ugororotse-Binyuze mu Kugereranya mubikorwa
Kwiga kwitonda cyane cyangwa gutandukanya amarembo aho argmax cyangwa imbago yicaye muburyo bwo kubara.
Kwiga kwitondera cyane cyangwa gutandukanya amarembo aho impaka cyangwa imbago zicaye munzira yo kubara 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.