Ubuyobozi bwa tekiniki

Kwiga Ibikorwa byinshi

Kwiga-imirimo myinshi itoza icyitegererezo cyo gukora imirimo myinshi icyarimwe, gusangira ibyerekanwe imbere muri bo.

Incamake

Kwiga-imirimo myinshi itoza icyitegererezo cyo gukora imirimo myinshi icyarimwe, gusangira ibyerekanwe imbere muri bo. Mu kwiga imiterere isangiwe, buri gikorwa gifasha abandi, akenshi kunezeza ukuri no gukora neza amakuru kurenza amahugurwa atandukanye.

Kwiga Multi-Task Kwiga ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.

Kwibira cyane

Aho kubaka icyitegererezo cyihariye kuri buri gikorwa, kwiga-imirimo myinshi (MTL) ikoresha umugongo usangiwe amashami mumitwe yihariye. Urusobe rwo kwiyobora rwonyine, kurugero, rushobora gusangira kodegisi iyerekwa hanyuma igabanyamo imitwe yo kumenya imodoka, gutandukanya umuhanda, no kugereranya ubujyakuzimu. Ibice bisangiwe byiga ibintu rusange bifite akamaro mumirimo, mugihe buri mutwe wihariye. Ibi bikora nkuburyo bwo kubogama no kubogama: ibimenyetso biva kumurimo umwe bibuza guhagararirwa hamwe, kugabanya gukabya no kunoza rusange, cyane cyane iyo imirimo imwe n'imwe ifite amakuru make. Ikibazo nyamukuru nukuringaniza imirimo - niba umunzani wabo wigihombo cyangwa gradients bivuguruzanya, umurimo umwe urashobora kuganza abandi bakababara, ikibazo cyitwa transfert mbi. Ubuhanga nko kugabanya ibiro, uburemere bushingiye ku gushidikanya, no kubaga buhoro buhoro bigamije gukomeza imirimo ikorana aho guhatana.

Ubushishozi

Intego rusange ni igiteranyo kiremereye cyo gutakaza igikorwa, L = Σ wᵢ Lᵢ, no guhitamo uburemere wᵢ ni ngombwa kuko imirimo itandukanye mubipimo no mubibazo. Kugabana ibipimo bigoye (umutiba rusange, imitwe itandukanye) nuburyo bworoshye kandi busanzwe; kugabana byoroshye bituma moderi zitandukanye zifatanije. Amakimbirane ya gradients mumirimo arashobora guhagarika, kuburyo rero nkuburemere budashidikanywaho (kwiga wᵢ mu buryo bwikora) cyangwa PCGrad (kwerekana ibice bivuguruzanya) bifasha imirimo guhugura hamwe.

Kumenya Kwiga Ibikorwa byinshi

Kwiga-imirimo myinshi itoza icyitegererezo cyo gukora imirimo myinshi icyarimwe, gusangira ibyerekanwe imbere muri bo. Mu kwiga imiterere isangiwe, buri gikorwa gifasha abandi, akenshi kunezeza ukuri no gukora neza amakuru kurenza amahugurwa atandukanye. Kwiga Multi-Task Kwiga ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugira ngo wubake byimbitse, fata Kwiga Multi-Task nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.

Mubimenyerezo, amatsinda akomeye akoresha Multi-Task Kwiga atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo bihitamo 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.

Kazoza ka Multi-Task Kwiga

Kwiga-imirimo myinshi ishimangira icyerekezo cyerekezo rusange. Ururimi runini rwururimi rusanzwe rufite imirimo myinshi - umuyoboro umwe ukora ibisobanuro, incamake, code, na Q&A - kandi sisitemu ya multimodal yongerera ibi inyandiko, amashusho, n'amajwi. Tegereza gukura kwimyubakire ihuriweho hamwe nubuyobozi buhuza ibikorwa byinshi muburyo bumwe, hiyongereyeho uburyo bwikora bwikora-buringaniza no guhuza (nkuko bivanze-by-impuguke) bityo rero kongera imirimo ntibisobanura kongera moderi zitandukanye.

Gushyira mu bikorwa Isi

Kwiyitirira gutwara ibinyabiziga bisangiye icyerekezo kimwe kodegisi yo gutahura ibintu, gutandukanya umurongo, no kugereranya ubujyakuzimu.

Ururimi runini rwerekana ibisobanuro, incamake, amarangamutima, hamwe no gusubiza ibibazo hamwe numuyoboro umwe usangiwe.

Sisitemu yo gutanga ibyifuzo hamwe hamwe guhanura gukanda, kureba igihe, no kugura kugirango uhuze ibikorwa byabakoresha.

Ubuvuzi bwerekana amashusho icyarimwe butahura ikibyimba, kigabanya imbibi zacyo, kandi bugashyira ubwoko bwacyo muri scan imwe.

Uburyo bwo Gushyira mu bikorwa

Kwiga Ibikorwa byinshi mubikorwa

Kwiyitirira gutwara ibinyabiziga bisangiye icyerekezo kimwe kodegisi yo gutahura ibintu, gutandukanya umurongo, no kugereranya ubujyakuzimu.

Kwiyitirira gutwara ibinyabiziga bisangiye icyerekezo kimwe cyo kumenya ibintu, gutandukanya umurongo, no kugereranya ubujyakuzimu Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Kwiga Ibikorwa byinshi mubikorwa

Ururimi runini rwerekana ibisobanuro, incamake, amarangamutima, hamwe no gusubiza ibibazo hamwe numuyoboro umwe usangiwe.

Ururimi runini rwerekana ibisobanuro, incamake, amarangamutima, hamwe no gusubiza ibibazo hamwe numuyoboro umwe uhuriweho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.

Kwiga Ibikorwa byinshi mubikorwa

Sisitemu yo gutanga ibyifuzo hamwe hamwe guhanura gukanda, kureba igihe, no kugura kugirango uhuze ibikorwa byabakoresha.

Sisitemu yo gutanga ibyifuzo hamwe no guhanura gukanda, kureba igihe, no kugura kugirango hongerwe imbaraga kubakoresha Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Kwiga Ibikorwa byinshi mubikorwa

Ubuvuzi bwerekana amashusho icyarimwe butahura ikibyimba, kigabanya imbibi zacyo, kandi bugashyira ubwoko bwacyo muri scan imwe.

Uburyo bwo gufata amashusho yubuvuzi bugaragaza icyarimwe ikibyimba, kigabanya imbibi zacyo, kandi bugashyira ubwoko bwacyo muri scan imwe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.

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

1

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.

2

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.

3

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.

4

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.

Komeza Ubushakashatsi