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177 guide yu leer ci Àngle, yooni jàng yuñ yamale, ak bibliotek bu ubbeeku — bi 501(c)(3) mbootaay bu moom boppam tabax ngir ku nekk mëna xam IA bu bees bi.

177Gid yu amul fayda
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~6hJamonoy jàng

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Juroom njàngale yu lalu ci njariñ

Njang moomu dafay àndaale ak ay njariñ yu leer, ay mënin yuñ mëna def ci kàrt, ay liggéey yuñ ciy jëfandikoo, ak benn capstone buñ jëfandikoo.

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Saytu ci piste

Tëmb ci barab bi nga bëgg. Bépp track amna guide yu bari ci Àngle bu leer.

Fondamentaal yiBaatu-jàngat yi: ni IA di doxee ci dayo bu kawe.84 tegtal IA làkkLLMs, PNL, ChatGPT, laaj, ak xam mbind.155 tegtal IA buy waneDefar nataal, xool ordinatër, wideo ak jëmmal.133 tegtal Audio IABaat, music, podcast, ak IA bu njëkk ci audio.117 tegtal Sosiete yiProfil yu OpenAI, Anthropic, Google, Meta, ak yeneen.121 tegtal Aplikaasioŋ yiNaka IA di feeñee ci kodage, seetlu, ndawu liggéey ak dundu bis bu nekk.111 tegtal Liggéeyukaay yiIA ci wàllu faju, xaalis, njàng, kuuraŋ ak yeneen mbir.91 tegtal XaralaPuce yi, ajustement bu baax, RAG, vecteur ak jumtukaayi IA.177 tegtal Askan wiTeg sa bopp, nëbbëtu, yelleefu moomeel, kaaraange, ak ëlëgu IA.30 tegtal

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177 de 1019 tegtal yi ñu wane. Seggal ci track wala seetlu ci kaw.

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Paralelismu toppalante ak bàyyi xel

Parallelism ci toppalante dafay xaaj benn toppalante bu gudd ci GPU yu bari ci dimension token (waxtu), te Ring Attention dafay may GPU yooyu ñu xayma...

2 min lireLiir
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Aktiwisaasioŋ xaymawaat kompromis

Recomputation biy tàmbali (gradient wala checkpointing biy tàmbali) dafay sakkanal mémoire GPU bi ci diiru tàggat yaram ci sànni diggante yi ci paas bi ci kanam...

2 min lireLiir
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Groupe bi gëna xéewale ci wàllu politik

Groupe Relative Policy Optimization (GRPO) xeetu jàng-jàng buy dooleel la ngir gëna suqali xeeti làkk yi, di àtte tontu bu nekk ci benn kuréel...

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Normalise ay debit

Normalisement flows ay model generatif lañu yuy soppi bruit bu yomb (lu melni Gaussian) ci done yu jaffe jaaraleko ci benn chaîne buñ mëna soppi, wuute...

2 min lireLiir
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Modèle yu sukkandiko ci energie

Modèle yu lalu ci energie (EBMs) dañu jàng ab fonction 'energie' scalar buy jox valeur yu ndaw ay done yu wóor ak ay valeur yu kawe ay done yu wóorul, di fësal...

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Optimiser bi dafay wàcci ci CPU ak NVMe

Ab pexe buy sakkanal mémoire buy gaare limu diis ci dencukaay (statu optimizer, gradient, yenn saa yi diisaay) ci RAM CPU wala ci NVMe SSDs ci plaas bi...

2 min lireLiir
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Sharding ak tàggat yaram buñ mëna delloosi

Pexem denc xeetu tàggat yaram ci ay piyees (shards) suko defee model yu mag yi mëna denc ak sarsewaat te duñu tënk ci memory wala disk limits, ak noonu...

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Doxal mémoire GPU ak xaaj

Naka la kaadar IA yi di xaajalee, jëfandikoowaat, ak jëlaat memory bu néew bi ci GPU, ak lu tax ay bërëb yu des (fragmentation) mën nañu waral njuumte ci memory bi sax...

2 min lireLiir
Xarala

Xaajale GPU yu bari

Multi-Instance GPU (MIG) xarala NVIDIA la buy dagg benn GPU physique ci xaaj hardware yu bari yuñ tàqale.

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GPU ak orkestraasioŋ cluster

GPU scheduling mooy dogal ban liggéey mooy dox ci ban accelerator ak kañ, ci noonu la orchestration di koordine liggéey yooyu ci benn cluster masin.

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Slurm ngir kuréel yiy tàggat IA

Slurm njiitu liggéey la bu ubbeeku, di waajal ak doxal ay liggéey ci cluster ordinatër yu am doole, mu nekk tànneef biñ jagleel IA yu mag yi...

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Xarala

Waajal-ak-Fàttali

Plan-and-Solve (PS) dafay wax modelu làkk bi mu njëkka defar ab pexe bu leer ba noppi def ko jéego ak jéego, defar jafe-jafe yi leer...

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