Incamake
Amategeko yo gupima ni formulaire ifatika yerekana ko igihombo cyurusobe rwimitsi igabanuka nkuko ugenda ukura ingano yicyitegererezo, ingano ya dataset, na compte. Ntacyo bitwaye kuko bareka abashakashatsi bakavuga imikorere mbere yo gukoresha miriyoni mugutoza icyitegererezo kinini.
Gupima Amategeko ya Neural Networks yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Amategeko yo gupima, yakunzwe na __AIU_PROTECTED_10 __ impapuro za 2020 na Kaplan na bagenzi be, yasanze gutakaza ibizamini bigabanuka nkamategeko agenga ingufu muburyo butatu: kubara ibipimo (N), ibimenyetso byamahugurwa (D), hamwe na compte yose (C). Byateguwe kuri log-log axe, igihombo na buri kintu kigize umurongo ugororotse uzenguruka ibyateganijwe byinshi. Umubano ufata uburyo bwo Gutakaza ≈ a + b · X ^ (- c), aho X ari ikintu gipima. Icy'ingenzi, umurimo wambere watanze ubunini bwikitegererezo bufite agaciro kuruta amakuru, bigatuma habaho irushanwa ryerekanwa nini cyane nka GPT-3 ya miliyari 175. Amategeko yo gupima yahinduye imyigire yimbitse kuva gukeka ihinduka disipuline yubuhanga iteganijwe, kureka amakipe akavuga ibisubizo binini biva mubushakashatsi buto, buhendutse.
Ubushishozi
Ifishi yimbaraga-amategeko isobanura buri kwiyongera kugwije kugwiza kubara bitanga umusaruro uhoraho wongeyeho igihombo. Igihombo gipimirwa mu njangwe cyangwa bits kuri buri kimenyetso cya cross-entropy. Kuberako ibyerekanwa c ari bito (akenshi hafi 0.05-0.1), inyungu nukuri ariko ziragabanuka: kubara kabiri bifasha cyane ugereranije no gukuba kabiri. Icy'ingenzi, aya mategeko asobanura igihombo kidasubirwaho-cyongeweho-kigabanywa, aho ijambo rihoraho rifata entropie yimbere yamakuru nta moderi ishobora gutsinda.
Kumenya amategeko yo gupima imiyoboro ya Neural
Amategeko yo gupima ni formulaire ifatika yerekana ko igihombo cyurusobe rwimitsi igabanuka nkuko ugenda ukura ingano yicyitegererezo, ingano ya dataset, na compte. Ntacyo bitwaye kuko bareka abashakashatsi bakavuga imikorere mbere yo gukoresha miriyoni mugutoza icyitegererezo kinini. Gupima Amategeko ya Neural Networks yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata amategeko yo gupima imiyoboro ya Neural nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha amategeko yo gupima kuri Neural Networks yubaka icyitegererezo gikomeye, hanyuma ushushanye izo ngero 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 igihombo cyanyuma cyateganijwe miliyari 70-ziteganijwe kuva murukurikirane rwibizamini bito-miliyoni 100-ibipimo mbere yo gukora ingengo yimari ya GPU.
Guhitamo umubare wa trillioni yikimenyetso cyo gukusanya kugirango ingengo yimibare ihamye idaseswa kurugero rwabigenewe.
Kugereranya ibyubatswe bibiri bihendutse muguhuza umurongo wapimye ku gipimo gito aho guhugura byombi mubunini bwuzuye.
Gushiraho ibiteganijwe neza kubashoramari cyangwa gutanga abasesengura mugukwirakwiza igihombo kumurongo kurwego rwo kubara.
Uburyo bwo Gushyira mu bikorwa
Gupima Amategeko ya Neural Networks mubikorwa
Guteganya igihombo cyanyuma cyateganijwe miliyari 70-ziteganijwe kuva murukurikirane rwibizamini bito-miliyoni 100-ibipimo mbere yo gukora ingengo yimari ya GPU.
Guteganya igihombo cya nyuma cyateganijwe gutegurwa na miliyari 70-ziteganijwe kuva murukurikirane rwibizamini bito bito bya miliyoni 100-mbere yo gukora ingengo yimari ya GPU Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gupima Amategeko ya Neural Networks mubikorwa
Guhitamo umubare wa trillioni yikimenyetso cyo gukusanya kugirango ingengo yimibare ihamye idaseswa kurugero rwabigenewe.
Guhitamo umubare wa trillioni yikimenyetso cyo gukusanya kugirango ingengo yimibare ihamye idasesagurwa ku cyitegererezo cyabigenewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gupima Amategeko ya Neural Networks mubikorwa
Kugereranya ibyubatswe bibiri bihendutse muguhuza umurongo wapimye ku gipimo gito aho guhugura byombi mubunini bwuzuye.
Ugereranije imyubakire ibiri ihendutse muguhuza umurongo wapimye ku gipimo gito aho guhugura haba mubunini bwuzuye 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.
Gupima Amategeko ya Neural Networks mubikorwa
Gushiraho ibiteganijwe neza kubashoramari cyangwa gutanga abasesengura mugukwirakwiza igihombo kumurongo kurwego rwo kubara.
Gushiraho ibyateganijwe neza kubashoramari cyangwa gutanga abasesengura mugusubiramo igihombo cyateganijwe kurwego rwabazwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, 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 Amategeko yo gupima imiyoboro ya Neural ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Amategeko yo gupima imiyoboro ya Neural ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.