Incamake
Neural Tangent Kernel (NTK) nigikoresho cyibibare cyerekana ko imiyoboro yagutse itagira ingano yitwara nkuburyo bwihariye, bwimikorere yimikorere mugihe cyamahugurwa. Nibyingenzi kuko bihindura imyigire yimbitse yibintu mubintu bifunze-bifunze, bisesengurwa.
Neural Tangent Kernel Theory yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Yatangijwe na Jacot, Gabriel, na Hongler muri 2018, inyigisho ya NTK yiga uko bigenda nkuko urwego rwurusobe rwagutse cyane. Muri iyo mipaka, imyitozo hamwe no kumanuka igenda ihagarika kuba urugendo rwo mu gasozi rutagira umurongo: ibipimo by'urusobe ntibishobora kuva mu gutangira kwabo (ubutegetsi bw 'ubunebwe), kandi umurimo ubara bigenda bihinduka ku murongo, bigengwa na kernel ihora mu mahugurwa. Iyo kernel - igicuruzwa cyimbere cya gradients kubijyanye nibipimo - ni NTK. Kuberako intungamubiri ya kernel ifite ibisubizo nyabyo, urashobora guhanura umusaruro wumuyoboro watojwe utabanje kubitoza. NTK yasobanuye impamvu imiyoboro irenze urugero ishobora guhuza amakuru nyamara ikaba rusange muri rusange, kandi ihuza imyigire yimbitse nimyaka mirongo yuburyo bwumvikana bwimikorere yimikorere hamwe na Gaussia.
Ubushishozi
NTK isobanurwa nkibicuruzwa byimbere byurusobe rwa gradient vectors kubintu bibiri byinjira: K (x, x ') = ⟨∇θ f (x), ∇θ f (x')⟩. Mubugari butagira umupaka iyi kernel ihinduka kugiciro cyagenwe mugutangira kandi ikagumaho mugihe cyo kumanuka gahoro gahoro, bityo imyitozo igabanuka kugabanuka kwintangiriro. Imiyoboro yagutse yimuka gake kuri parameter, niyo mpamvu rwose umurongo ufata.
Kumenya Neural Tangent Kernel Theory
Neural Tangent Kernel (NTK) nigikoresho cyibibare cyerekana ko imiyoboro yagutse itagira ingano yitwara nkuburyo bwihariye, bwimikorere yimikorere mugihe cyamahugurwa. Nibyingenzi kuko bihindura imyigire yimbitse yibintu mubintu bifunze-bifunze, bisesengurwa. Neural Tangent Kernel Theory yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Neural Tangent Kernel Theory 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 Tangent Kernel Theory 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
Guteganya umurongo mugari wamahugurwa yingirakamaro muburyo bwo gusesengura kugirango uhitemo igipimo cyo kwiga udafite ikigeragezo gihenze
Gukoresha ibipimo bishingiye kuri NTK kugirango ubone urutonde rwabakandida bihendutse mugihe cyo gushakisha ubwubatsi
Gusobanura mubyukuri impamvu imiyoboro irenze urugero ihuza igihombo cya zeru kandi iracyari rusange
Gushushanya intangiriro zigereranya (NTK-yahumekewe na Gaussian inzira) kubikorwa bifite amakuru mato aho kutamenya neza kugereranya ibintu
Uburyo bwo Gushyira mu bikorwa
Neural Tangent Kernel Theory mubikorwa
Guteganya umurongo mugari wamahugurwa yingirakamaro muburyo bwo gusesengura kugirango uhitemo igipimo cyo kwiga udafite ikigeragezo gihenze.
Guteganya uburyo bunini bwamahugurwa yamahugurwa asesenguye kugirango ahitemo igipimo cyo kwiga adafite ikigeragezo gihenze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Neural Tangent Kernel Theory mubikorwa
Gukoresha ibipimo bishingiye kuri NTK kugirango ubone urutonde rwabakandida bihendutse mugihe cyo gushakisha ubwubatsi.
Gukoresha ibipimo bishingiye kuri NTK kugirango ubone urutonde rwabakandida bihendutse mugihe cyo gushakisha imyubakire yimyubakire Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Neural Tangent Kernel Theory mubikorwa
Gusobanura mubyukuri impamvu imiyoboro irenze urugero ihuza igihombo cya zeru kandi iracyari rusange.
Gusobanura mubyukuri impamvu imiyoboro irenze urugero ihuza igihombo cya zeru kandi igakomeza muri rusange 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.
Neural Tangent Kernel Theory mubikorwa
Gushushanya intangiriro zigereranya (NTK-yahumekewe na Gaussian inzira) kubikorwa bifite amakuru mato aho kutamenya neza kugereranya ibintu.
Gushushanya hafi ya kernel (NTK-yahumekewe na Gaussian inzira) kubikorwa bifite amakuru mato aho kugereranya neza kugereranya amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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 Neural Tangent Kernel Theory ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Neural Tangent Kernel Theory ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.