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155 jagororin turanci a sarari, tsayayyen hanyoyin koyo, da buɗe ɗakin karatu - wanda 501(c)(3) mai zaman kanta ta gina ta yadda kowa zai iya fahimtar AI na zamani.

155Jagoran kyauta
1Waƙoƙin jigo
~2 minKowane jagora
~5hLokacin karatu

Fara a nan

Biyar darussa na tushen sakamako

Kowane darasi ya haɗa da tabbataccen sakamako, ƙwarewar taswira, ayyukan yi, da babban dutse da aka yi amfani da shi.

Waƙoƙin jigo

Bincika ta hanya

Tsallaka zuwa yankin da kuke damuwa. Kowace waƙa tana da jagororin bayyanannun Ingilishi da yawa.

Cikakken ɗakin karatu

Duk jagora

155 na 1019 jagororin da aka nuna. Tace ta hanya ko bincike a sama.

Harshen AI

Kahneman-Tversky Ingantawa

Kahneman-Tversky Optimization (KTO) hanya ce ta daidaitawa wacce ke koyo daga sauƙaƙan alamun babban yatsa ko ƙasa maimakon kwatancen kwatance.

2 min karatuKaranta
Harshen AI

Ƙimar Samfura Mai Kyau-Tuning

Rejection Sampling Fine-Tuning (RFT) yana haifar da amsoshi da yawa na ɗan takara, yana kiyaye mafi kyawun maki kawai, kuma yana sake horar da ƙima akan waɗanda suka yi nasara.

2 min karatuKaranta
Harshen AI

Tsari Samfuran Kyauta

Samfuran lada (PRMs) suna ƙididdige kowane mataki na dalilin AI maimakon kawai amsar ƙarshe.

2 min karatuKaranta
Harshen AI

Haɗin-Agents

Mixture-of-Agents (MoA) wata dabara ce inda nau'ikan harsuna da yawa za su rubuta amsoshi sannan kuma samfurin tarawa ya haɗa mafi kyawun ra'ayoyinsu zuwa ingantacciyar…

2 min karatuKaranta
Harshen AI

Adaftar Layers don Canja wuri

Adaftan yadudduka ƙananan na'urori ne masu horarwa waɗanda aka saka su a cikin daskararren ƙirar da aka riga aka horar da su, suna ba ku damar daidaita shi zuwa sabbin ɗawainiya ta hanyar ɗaukaka kashi kaɗan kawai…

2 min karatuKaranta
Harshen AI

Multi-Head Latent Hankali

Multi-Head Latent Attention (MLA) wani tsarin kulawa ne, wanda aka gabatar a cikin DeepSeek-V2, wanda ke matsar da maɓalli mai ƙima-ƙimar ƙwaƙwalwar ajiya cikin ƙaramin abin da aka raba…

2 min karatuKaranta
Harshen AI

Medusa Yankewa Shugabannin

Medusa hanya ce ta zazzage-zazzage wacce ke toshe ƙarin hasashe 'kawuna' da yawa akan ƙirar harshe ta yadda zai iya tsinkayar alamomin gaba da yawa a lokaci ɗaya.

2 min karatuKaranta
Harshen AI

Cakuda Zurfi

Cakudar Zurfafawa (MoD) yana ba da taswira ya kashe adadin ƙididdiga daban-daban akan alamomi daban-daban, yana sarrafa alamun 'mahimmanci' kawai ta kowane Layer's…

2 min karatuKaranta
Harshen AI

Mamba da Wuraren Jiha Mai Zaɓa

Mamba wani tsari ne na jeri wanda aka gina akan ƙirar sararin samaniya (SSMs) wanda ke sarrafa rubutu a cikin lokaci na layi, yana ba da madadin sauri zuwa ma'aunin ma'auni na Transformer…

2 min karatuKaranta
Harshen AI

RWKV Hankalin Litattafai

RWKV gine-gine ne wanda ke horarwa kamar Transformer amma yana gudanar da bincike kamar cibiyar sadarwa mai maimaitawa, yana ba da lokaci-lokaci, tsarar ƙwaƙwalwar ajiya akai-akai.

2 min karatuKaranta
Harshen AI

Tsare-tsare Hankali

Hankalin da ya rage yana sa masu canza canjin su zama mai rahusa ta hanyar barin kowace alamar ta halarci wani yanki da aka zaɓa kawai na wasu alamu maimakon duka.

2 min karatuKaranta
Harshen AI

QLoRA da 4-Bit Fine-Tuning

QLoRA wata dabara ce da ke ba ku damar daidaita ɗimbin ƙirar harshe akan GPU mabukata guda ɗaya ta hanyar adana daskararrun ƙirar a cikin rago 4 kawai a kowane nauyi.

2 min karatuKaranta

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