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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
1topic topic
~2 minguide bu nekk
~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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Fexe Rollout ak Dagg Bopp

Attention rollout anam la wuñuy toppee ni xibaar bi di jaar ci biir Transformer yi ngir leeral ban jeton dugal...

2 min lireLiir
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Ñaareelu jaar-jaar bi gëna xéewale ak njuréefi Newton

Ñaareelu rang bi gëna xéewale dafay jëfandikoo leerali courbure (matrix Hessien bu ñaareelu derivatif) ngir jël jéego yu gëna am xel ngir yegg ci lu gëna ndaw, te baña yam ci pente bi kese.

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RMSNorm ak yamale bu njëkk

RMSNorm ab couche normalisation bu woyof la buy reescale activation yi ci seen root moyenne carré, ak couche normalisation bu njëkk biy jéego balaa bu nekk...

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SwiGLU ak liggéey yu am tëju

SwiGLU ab fonction aktivasioŋ buñu tëj la buy yokk benn projection lineaire ci duggal bi ak ñaareelu projection buñ aktive ci Swish, muy def lu melni luñu mëna jàng...

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Reseaux de squeeze-et-excitation

Bloc Squeeze-and-Excitation (SE) dafay may reso convolutionnel mu jàng ba ñaata lay wara def ci chaine bu nekk, di leen kalibrewaat ci anam wi àdduna bi di doxee.

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Warmup ak Cosinus

Warmup dafay yokk ndànk njàng mi ci ndànk balaa ñuy tàggat, ginaaw ga cosine annealing daf koy decay wàcci topp courbe cosine.

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Njàngat ci siklik

Tolluwaayu jàng ci sikl dafay baamtu tolluwaayu jàng ci kaw ak ci suuf ci diggante yam ci suuf ak ci kaw, duñu ko yàq rek.

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Minimisation bu xam ñaw

Sharpness-Aware Minimization (SAM) xeetu gëna xéewale la bu bëggul rek ñàkk lu néew waaye ñàkk lu néew ci dëkkandoo yépp ci diisaay - benn flat ...

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Sondage lineaire et évaluation des caractéristiques congelées

Sondage lineaire dafay saytu ni model bi ñu tàggatee bu baax ci biir, ci dafay gelé reso bi, di tàggat benn classifier lineaire bu yomb ci kaw.

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DenseNet ak lëkkaloo bu dëgër

DenseNet reso convolutionnel la, fu layer bu nekk di jot kàrtu man-mani layer yi ko jiitu yépp ñuy dugal.

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Architectures

Architecture bottleneck dafay tënk ay done ci biir benn layer bu sew balaa muy yaatal ko, di forse reso bi mu jàng compact, efficace...

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Dajale degrade

Accumulation gradient daf lay may nga simule dayo lote bu rëy ci memory GPU bu gàtt soo boole gradient yi ci lote yu ndaw yu bari balaa ngay yeesal...

2 min lireLiir

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