Gushakisha Ubwubatsi bwa Neural
Ishakisha rya Neural Architecture (NAS) ryikora igishushanyo mbonera cyimiterere - kureka algorithms, ntabwo ari abantu, guhitamo ibice byinshi, ibikorwa, nuburyo bihuza.
Incamake
It turns model design into a search problem, discovering architectures that can rival or beat hand-crafted ones.
Kwibira cyane
Gushushanya imiyoboro yimitsi ukoresheje intoki biratinda kandi bishingiye kubitekerezo byinzobere. NAS isimbuza ibyo hamwe nubushakashatsi hejuru yumwanya wasobanuwe wububiko bushoboka, buyobowe ningamba zitanga abakandida nuburyo bwo kugereranya uko buri wese ari mwiza. Kera NAS yakoresheje imbaraga zo kwiga cyangwa algorithms y'ubwihindurize, ihugura ibihumbi by'abakandida - bizwi cyane bitwara ibihumbi bya GPU-iminsi. Iterambere ryatumaga gushakisha bihendutse: kugabana ibiro ('supernet' ikubiyemo abakandida bose) hamwe nuburyo butandukanye nka DARTS, bworoshya amahitamo yihariye muburyo bukomeza kuburyo kumanuka buhoro buhoro bishobora guhindura imyubakire hamwe nuburemere hamwe. NAS yakoze moderi ikora neza nka EfficientNet hamwe numuyoboro wogukoresha mobile igendanwa ubu ikoreshwa mubikorwa.
Ubushishozi
NAS ifite ibice bitatu: umwanya wo gushakisha (guhagarika inyubako nuburyo zishobora guhuza), ingamba zo gushakisha (kwiga gushimangira, ubwihindurize, gushakisha bidasubirwaho, cyangwa gushingira ku ntera), hamwe nuburyo bwo kugereranya imikorere. Guhugura guhugura buri mukandida guhuza birahenze cyane, NAS rero ikoresha shortcuts: kugabana ibiro hejuru ya supernet, proksi nkeya (ibihe bike, amakuru mato), hamwe nabahanuzi bize. DARTS ihitamo neza 'igikorwa kijya hano' ikomeza ikoresheje softmax-iremereye ivanze, igahuza na gradients, hanyuma igatandukanya ibisubizo muburyo bwanyuma.
Ingaruka z'Ingamba
Ibyemezo bisobanutse
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Igiciro na bije
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Itsinda hamwe nakazi
Amakipe asangiye ibitekerezo akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Kazoza ka Neural Architecture Shakisha
NAS irimo kwaguka kuva ku ntego-yonyine iganisha ku byuma-bimenyeshwa, gushakisha ibintu byinshi bifatanyiriza hamwe guhuza ubukererwe, ingufu, hamwe no kwibuka kuri chipi yihariye - ingenzi ku nkombe na AI igendanwa. Proxy ya zeru itondekanya imyubakire idafite imyitozo irihuta gushakisha kuburyo butangaje. Nka transformateur yiganje, NAS ikoreshwa muburyo bwo kwitondera, ubugari bwurwego, hamwe na LLM yose iboneza, kandi ikaba ihuza imiyoboro yimashini yiga. Imipaka ni ugushushanya icyitegererezo hamwe nibikoresho hamwe, hamwe nu gushakisha gushakisha guhuza imbogamizi zoherejwe mu buryo bwikora.
Gushyira mu bikorwa Isi
__AIU_PROTECTED_11 __ umuryango wa EfficientNet, inyubako nini yubatswe yubatswe iyobowe nubushakashatsi bwikora kugirango bushakishe neza kuri FLOP.
Moderi yicyerekezo kigendanwa (nka MnasNet) yashakishije ubukererwe kuri terefone nyayo mumuzingo kugirango umuvuduko wibikoresho.
Ibyuma-bizwi NAS bihuza umuyoboro kububiko bwihariye bwihuta no kubara imipaka.
AutoML platform ireka abatari abahanga bakabona icyitegererezo cyapiganwa mugushakisha ibyubaka byikora.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Inyandiko aho Ubushakashatsi bwa Neural bwubaka bufasha nuburyo bworoshye bworoshye.
Komeza Ubushakashatsi
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Neural Architecture Search quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Ubuyobozi bukurikira
Shushanya imiyoboro ya Neural
Ibibazo bikunze kubazwa
What is Neural Architecture Search?
Ishakisha rya Neural Architecture (NAS) ryikora igishushanyo mbonera cyimiterere - kureka algorithms, ntabwo ari abantu, guhitamo ibice byinshi, ibikorwa, nuburyo bihuza. Ihindura igishushanyo mbonera mubibazo byubushakashatsi, kuvumbura inyubako zishobora guhangana cyangwa gutsinda intoki.
Ni ubuhe buryo bwa Neural Architecture Shakisha bwikora?
NAS itoranya guhitamo ibice, ibikorwa, no guhuza - ubwubatsi ubwabwo - aho gushingira gusa kubishushanyo mbonera byabantu.
Nibihe bice bitatu bisobanura uburyo bwa NAS?
NAS yateguwe nk'ahantu ho gushakisha, ingamba zo gushakisha kubishakisha, nuburyo bwo kugereranya imikorere ya buri mukandida.
Kuki hakiri kare gushimangira-kwiga-gushingiye NAS kunengwa?
Guhugura ibihumbi byabakandida imiyoboro yabanjirije NAS ihenze cyane muri compte, itera uburyo buhendutse.
Ni ubuhe buryo bw'ingenzi DARTS ikoresha kugirango ishakisha rikore neza?
DARTS (Itandukaniro ryubwubatsi butandukanye) ihindura imikorere yimikorere muburyo bukomeza, softmax-uburemere buvanze kuburyo buhoro buhoro kumanuka.
Niki 'supernet' mugusangira ibiro NAS?
Supernet ikubiyemo buri mukandida yubatswe kandi igabana uburemere muri bo, bityo abakandida ntibakeneye gutozwa guhera.