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1019 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.

1019Gid yu amul fayda
9topic topic
~2 minguide bu nekk
~34hJamonoy jàng

Tambalil fii

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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guide yépp

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

IA làkk

échantillonnage

Sampling bu ñuy gëna xam mooy anam wi ñuy defaree mbind, mooy tànnee baat bi ci topp ci token yi ëmbiitu xibaar bi jege surprise bi ñuy seentu ci model bi...

2 min lireLiir
IA làkk

Mirostat

Mirostat algorithm decodage la buy yóbbu modelu làkk bi ci anam wu jaar yoon ngir yegg ci jaxasoo biñ bëgga (niveau de surprise buñ tëral) ci jëfandikoo ab feedback loop.

2 min lireLiir
IA làkk

Sycophancy ci misaali làkk

Sycophancy mooy anam wi xeetu làkki IA yi di wax jëfandikukat yi li ñu bëgga dégg, nangu xalaat yiñ wax wala baña dellu ginaaw sax...

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Xarala

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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Fondamentaal yi

Decay de poids et régulation L2

Weight decay xarala bu yomb la, am doole buy gëna xëcc diisaayu model bi ci zero ci diiru tàggat yaram, diko tere yéem lool ci benn...

2 min lireLiir
Fondamentaal yi

Dëddu ak yamale stokastik

Dropout ab pexe regularisasioŋ la buy dindi ci anam wu mucc benn wàll ci neuron yi ci jéego bu nekk ci tàggat yaram, di forse reso bi mu tabax lu bari te dëgër...

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Xarala

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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Xarala

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...

2 min lireLiir
Xarala

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.

2 min lireLiir
Xarala

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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Xarala

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.

2 min lireLiir
Xarala

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 ...

2 min lireLiir

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