Incamake
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.
Ishakisha rya Neural Architecture ryicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
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.
Kumenya Ubwubatsi bwa Neural Gushakisha
Ishakisha rya Neural Architecture (NAS) itangiza igishushanyo mbonera cyimiterere - kureka algorithms, ntabwo ari abantu, ihitamo ibice byinshi, ibikorwa, nuburyo bihuza. Ihindura igishushanyo mbonera mubibazo byubushakashatsi, kuvumbura inyubako zishobora guhangana cyangwa gutsinda intoki. Ishakisha rya Neural Architecture ryicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Neural Architecture Gushakisha 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 Neural Architecture Shakisha yubaka icyitegererezo gikomeye cyambere, hanyuma ushushanye izo moderi kubibuza umusaruro. 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.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. 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
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. 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
__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.
Uburyo bwo Gushyira mu bikorwa
Ubwubatsi bwa Neural Shakisha mubikorwa
__AIU_PROTECTED_11 __ umuryango wa EfficientNet, inyubako nini yubatswe yubatswe iyobowe nubushakashatsi bwikora kugirango bushakishe neza kuri FLOP.
__AIU_PROTECTED_11 __ 'Umuryango wa EfficientNet, ufite ubwubatsi-bunini bwubatswe bwayobowe nubushakashatsi bwihuse bwo gushakisha ukuri-kuri-FLOP Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ubwubatsi bwa Neural Shakisha mubikorwa
Moderi yicyerekezo kigendanwa (nka MnasNet) yashakishije ubukererwe kuri terefone nyayo mumuzingo kugirango umuvuduko wibikoresho.
Icyerekezo cyerekezo kigendanwa (nka MnasNet) cyashakishijwe nubukererwe kuri terefone nyayo mu cyerekezo cyihuta cyibikoresho 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.
Ubwubatsi bwa Neural Shakisha mubikorwa
Ibyuma-bizwi NAS bihuza umuyoboro kububiko bwihariye bwihuta no kubara imipaka.
Ibyuma bizwi NAS bihuza umuyoboro wibikoresho byihuta byihuta kandi bigabanya imipaka Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ubwubatsi bwa Neural Shakisha mubikorwa
AutoML platform ireka abatari abahanga bakabona icyitegererezo cyapiganwa mugushakisha ibyubaka byikora.
Imiyoboro ya AutoML yemerera abatari abahanga kubona icyitegererezo cyapiganwa mugushakisha ibyubatswe mu buryo bwikora 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.
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.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Ubushakashatsi bwa Neural bwubaka bufasha nuburyo bworoshye bworoshye.
Inyandiko aho Ubushakashatsi bwa Neural bwubaka bufasha nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.