01
Urufatiro rwa AI
Sobanukirwa na AI icyo aricyo, uburyo sisitemu yiga, aho yananiwe, nuburyo bwo guca imanza zidakabije.
Isomero rya AI kubuntu
Tekiniki KuyoboraUbuntu ubuziraherezo.
177 kuyobora-Icyongereza kiyobora, inzira zo kwiga zubatswe, hamwe nibitabo bifunguye - byubatswe na 501(c)(3) yigenga idaharanira inyungu kugirango umuntu wese yumve AI igezweho.
177Kuyobora kubuntu
1Inzira nyamukuru
~2 minKuyobora
~6hIgihe cyo gusoma
Tangira hano
Bitanu amasomo ashingiye ku bisubizo
Buri somo ririmo ibisubizo bigaragara, ikarita yashushanyije, ibikorwa byimyitozo, hamwe na capstone ikoreshwa.
02
Ushinzwe gukoresha AI
Koresha AI kubyara umusaruro mugihe urinda ubuzima bwite, kugenzura ibisubizo, no kubungabunga ibyo abantu babazwa.
03
AI ku kazi
Suzuma aho ukorera ukoresha imanza, koresha abaderevu batekanye, bapime agaciro, kandi uvugane impinduka neza.
04
Politiki ya AI & Sosiyete
Gisesengura sisitemu ya AI ukoresheje uburenganzira, uburinganire, imiyoborere, umutekano, hamwe ninyungu rusange.
05
Kubaka hamwe na sisitemu ya AI
Sobanukirwa nururimi rwicyitegererezo, kugarura, abakozi, gusuzuma, ikiguzi, hamwe nuburyo bwo kurinda ibicuruzwa ukoresheje igishushanyo mbonera cya sisitemu.
Inzira nyamukuru
Shakisha ku murongo
Simbukira mu gace witaho. Inzira yose ifite ibyerekezo byinshi-byicyongereza.
IbyingenziIbyingenzi: uburyo AI ikora murwego rwo hejuru.84 Kuyobora Ururimi AILLMs, NLP, ChatGPT, kubaza, no gusobanukirwa inyandiko.155 Kuyobora AI igaragaraGukora amashusho, iyerekwa rya mudasobwa, videwo, nigishushanyo.133 Kuyobora Audio AIIjwi, umuziki, podcasting, hamwe n'amajwi-yambere AI.117 Kuyobora IbigoUmwirondoro wa OpenAI, Anthropic, Google, Meta, nibindi byinshi.121 Kuyobora PorogaramuUburyo AI igaragara muri code, gushakisha, abakozi, nubuzima bwa buri munsi.111 Kuyobora IngandaAI mubuvuzi, imari, uburezi, ingufu, nibindi byinshi.91 Kuyobora TekinikiChips, gutunganya neza, RAG, vectors, nibikorwa remezo bya AI.177 Kuyobora SosiyeteKubogama, ubuzima bwite, uburenganzira, umutekano, hamwe na AI ejo hazaza.30 Kuyobora
Isomero ryuzuye
Abayobora bose
177 Bya 1019 ubuyobozi bwerekanwe. Shungura kumurongo cyangwa gushakisha hejuru.
Tekiniki
Itondere Kuzunguruka no Gukata Umutwe
Icyitonderwa ni uburyo bwo gukurikirana uburyo amakuru anyura muri Transformer yibitseho ibitekerezo kugirango asobanure ibimenyetso byinjira…
TekinikiIcyiciro cya kabiri Optimisiyoneri hamwe nuburyo bwa Newton
Icyiciro cya kabiri cyo gutezimbere gikoresha amakuru yagoramye (matrike ya Hessian ya kabiri ikomoka) kugirango itere intambwe nziza igana byibuze, ntabwo ihanamye.
TekinikiRMSNorm na Pre-Layeri bisanzwe
RMSNorm ni urwego rusanzwe rusanzwe rusubiramo ibikorwa ukoresheje imizi yabyo bisobanura kare, hamwe na pre-layer bisanzwe bisanzwe bigenda mbere ya buri…
TekinikiSwiGLU n'ibikorwa bya Gate
SwiGLU nigikorwa cyo gufunga amarembo agwiza umurongo umwe ugereranya ibyinjijwe na Swish-ikora ya kabiri ya projection, ikora nkukwiga…
TekinikiGufata-no-Kwishima
Guhagarika-no-Kwishima (SE) reka reka umuyoboro wemeza wige uburemere bwibintu byose biranga umuyoboro, ubisubiremo ukurikije imiterere yisi.
TekinikiWarmup na Cosine Annealing Gahunda
Warmup yongerera buhoro igipimo cyo kwiga kuva kuri zeru mbere yimyitozo, hanyuma cosine annealing igabanuka neza ikamanuka ikurikira umurongo wa cosine.
TekinikiIgipimo cyo Kwiga Cycle
Ibipimo byo kwiga byikurikiranya bizunguruka inshuro nyinshi igipimo cyo kwiga hejuru no hepfo hagati yumupaka wo hasi no hejuru aho kubora gusa.
TekinikiKugabanuka-Kumenya Kugabanuka
Sharpness-Aware Minimisation (SAM) nuburyo bwiza bwo gushakisha uburyo budashaka igihombo gito gusa ahubwo igihombo gito mugace kose kapima ibiro - igorofa…
TekinikiIsuzuma ryumurongo hamwe nisuzuma ryimiterere
Kugenzura umurongo byerekana uburyo bwiza bwerekana imbere yimbere imbere muguhagarika umuyoboro no guhugura gusa umurongo ugaragara hejuru.
TekinikiUmuyoboro wuzuye kandi uhuza
DenseNet numuyoboro wemeza aho buri cyiciro cyakira ikarita yibiranga ibice byose byabanjirije iyinjiza.
TekinikiBottleneck Ubwubatsi
Ubwubatsi bubi busunika amakuru binyuze murwego ruto rwagati mbere yo kongera kwagura, guhatira umuyoboro kwiga guhuza, gukora neza…
TekinikiKwiyongera
Ikusanyirizo rya Gradient rigufasha kwigana ingano nini yububiko bwa GPU buke mugutondekanya gradients hejuru ya mini-mato mato mbere yo kuvugurura…
Kurangiza gusoma? Garagaza.
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