Incamake
Gukata icyitegererezo bigabanya urusobe rw'imitsi ikuraho uburemere cyangwa ibyubaka byose bigira uruhare runini mubisohoka. Igabanya ingano, kwibuka, hamwe no kubara ikiguzi mugihe igamije kugumana ukuri hafi.
Gukata Model nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Imiyoboro yimyitozo yatojwe mubisanzwe birenze urugero: amasano menshi atwara uburemere buto butagira ingaruka kubihanurwa. Gukata biranga kandi bikuraho ibi, hasigara icyitegererezo. Gutema bitubatswe zeru zipima uburemere bwa buri muntu, bikabyara matrike nkeya zishobora guhagarikwa cyane ariko zikeneye ibyuma bidasanzwe cyangwa amasomero kugirango byihute. Gutema byubatswe bikuraho ibice byose - neuron, imitwe yitabwaho, imiyoboro, cyangwa ibice - bitanga urugero ruto rworoshye rukora vuba kubikoresho bisanzwe. Igisanzwe gisanzwe ni itera itera: gari ya moshi, kata ibipimo byibuze byingenzi ukurikije ibipimo bimwe na bimwe (akenshi ubunini bw'uburemere), hanyuma utegure neza kugirango ugarure ukuri gutakaye, usubiremo kugeza igihe ingano cyangwa intego byihuta. Gukata byombi mubisanzwe hamwe no kugereranya no gusibanganya imiyoboro yoherejwe.
Ubushishozi
Gutanga amanota y'ingenzi bihitamo icyo kugabanya. Ibipimo byoroheje cyane ni ubunini - uburemere buto bwuzuye bufatwa nkibidafite akamaro. Uburyo bunonosoye bugereranya ingaruka zuburemere ku gihombo ukoresheje gradients cyangwa icyiciro cya kabiri (gishingiye kuri Hessian), nkuko biri muburyo bwa Optimal Brain Surgeon-buryo. Hypothesis ya Tombora ya tombora yabonye ko imiyoboro yuzuye irimo sisitemu ntoya, yatojwe kuva itangizwa ryukuri, ishobora guhuza icyitegererezo cyuzuye - byerekana ko umuyoboro mwinshi ari mwinshi kuva ugitangira.
Kumenya Gukata Icyitegererezo
Gukata icyitegererezo bigabanya urusobe rw'imitsi ikuraho uburemere cyangwa ibyubaka byose bigira uruhare runini mubisohoka. Igabanya ingano, kwibuka, hamwe no kubara ikiguzi mugihe igamije kugumana ukuri hafi. Gukata Model nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Model Pruning 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 Model Pruning 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
Gucomeka ururimi runini rwicyitegererezo kugirango ukore kumuguzi umwe GPU aho kuba seriveri.
Kugabanya icyerekezo cyerekezo kuburyo gihuye nibuka rya terefone cyangwa kamera yashyizwemo.
Kuraho ibitekerezo bitagira ingano imitwe muri Transformer hamwe nigabanuka rito ripimwa mubwiza.
Kugabanya ingufu zifatika nubukererwe kuri serivisi-nyinshi zo kugabanya ibiciro byigicu.
Uburyo bwo Gushyira mu bikorwa
Gukata Icyitegererezo mubikorwa
Gucomeka ururimi runini rwicyitegererezo kugirango ukore kumuguzi umwe GPU aho kuba seriveri.
Gucomeka ururimi runini rwicyitegererezo kugirango ukore kumuguzi umwe GPU aho kuba seriveri ya seriveri Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukata Icyitegererezo mubikorwa
Kugabanya icyerekezo cyerekezo kuburyo gihuye nibuka rya terefone cyangwa kamera yashyizwemo.
Kugabanya icyerekezo cyerekezo kuburyo gihuye nibuka rya terefone cyangwa kamera yashyizwemo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukata Icyitegererezo mubikorwa
Kuraho ibitekerezo bitagira ingano imitwe muri Transformer hamwe nigabanuka rito ripimwa mubwiza.
Kuraho imitwe yitabwaho biturutse kuri Transformer hamwe nigabanuka rito ryapimwe mumakipe meza mubisanzwe abona ibisubizo byiza mugihe basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukata Icyitegererezo mubikorwa
Kugabanya ingufu zifatika nubukererwe kuri serivisi-nyinshi zo kugabanya ibiciro byigicu.
Kugabanya ingufu zifatika nubukererwe bwa serivise nyinshi zo kugabanura ibiciro byigicu Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, 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.