01
Gidauniyar AI
Fahimtar abin da AI yake, yadda tsarin ke koya, inda suka kasa, da kuma yadda ake yin hukunci da da'awar ba tare da talla ba.
Laburaren AI kyauta
Na fasaha jagororiKyauta har abada.
177 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.
177Jagoran kyauta
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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.
02
Mai amfani AI mai alhakin
Yi amfani da AI da kyau yayin kare sirri, bincika abubuwan da aka fitar, da kiyaye lissafin ɗan adam.
03
AI a Aiki
Yi ƙididdige shari'o'in amfani da wurin aiki, gudanar da amintattun matukan jirgi, auna ƙima, da sadar da canje-canje cikin gaskiya.
04
Manufar AI & Al'umma
Yi nazarin tsarin AI ta hanyar haƙƙoƙi, daidaito, shugabanci, aminci, da sakamakon amfanin jama'a.
05
Gina tare da AI Systems
Fahimtar ƙirar harshe, maidowa, wakilai, kimantawa, farashi, da tsare-tsaren turawa ta hanyar ƙira mai amfani.
Waƙoƙin jigo
Bincika ta hanya
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Muhimman abubuwaMahimman ra'ayi: yadda AI ke aiki a babban matakin.84 jagorori Harshen AILLMs, NLP, ChatGPT, faɗakarwa, da fahimtar rubutu.155 jagorori Kayayyakin AIƘirƙirar hoto, hangen nesa na kwamfuta, bidiyo, da ƙira.133 jagorori Audio AIMurya, kiɗa, kwasfan fayiloli, da audio-farko AI.117 jagorori KamfanoniBayanan bayanan OpenAI, Anthropic, Google, Meta, da ƙari.121 jagorori Aikace-aikaceYadda AI ke nunawa a cikin coding, bincike, wakilai, da rayuwar yau da kullun.111 jagorori Masana'antuAI a cikin kiwon lafiya, kuɗi, ilimi, makamashi, da ƙari.91 jagorori Na fasahaChips, daidaitawa, RAG, vectors, da kayan aikin AI.177 jagorori Al'ummaBias, keɓantawa, haƙƙin mallaka, aminci, da makomar AI.30 jagorori
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177 na 1019 jagororin da aka nuna. Tace ta hanya ko bincike a sama.
Na fasaha
Daidaiton Jeri da Hankalin zobe
Daidaitawar jeri yana raba jerin dogon shigarwa guda ɗaya a cikin GPUs da yawa tare da girman alamar (lokaci), kuma Hankalin Ring yana ƙyale waɗancan GPUs su lissafta…
Na fasahaKasuwancin sake lissafin kunnawa
Ƙididdigar kunnawa (jinkiri ko dubawa na kunnawa) yana adana ƙwaƙwalwar GPU yayin horo ta hanyar watsar da kunnawa na tsaka-tsaki a cikin wucewar gaba…
Na fasahaInganta Manufofin Dangi na Ƙungiya
Haɓaka Manufofin Dangantaka na Ƙungiya (GRPO) hanya ce ta ƙarfafa-koyo don ingantaccen tsarin harshe wanda ke yin hukunci ga kowace amsa a kan ƙungiya…
Na fasahaDaidaita Yawo
Daidaita kwararar ruwa sune samfura masu ƙira waɗanda ke juyar da ƙara mai sauƙi (kamar Gaussian) zuwa rikitattun bayanai ta hanyar sarkar da ba za a iya jurewa ba, masu bambanta…
Na fasahaSamfuran Da Aka Gina Makamashi
Samfuran tushen makamashi (EBMs) suna koyon aikin 'makamashi' mai ƙima wanda ke ba da ƙima kaɗan zuwa ingantaccen bayanai da ƙima mai girma zuwa bayanan da ba za a iya fahimta ba, yana bayyana…
Na fasahaZazzagewar Jihar Optimizer zuwa CPU da NVMe
Dabarar adana ƙwaƙwalwar ajiya wacce ke yin fakin ɗaukar nauyi na horo (jahohin ingantawa, gradients, wani lokacin ma'auni) a cikin CPU RAM ko akan NVMe SSDs maimakon…
Na fasahaSharding Checkpoint da Ci gaba da Horarwa
Dabaru don adana yanayin horon samfurin a guntu (shards) don haka za a iya ajiye manyan samfura kuma a sake loda su ba tare da shaƙawa akan iyakokin ƙwaƙwalwar ajiya ko diski ba, da haka…
Na fasahaGudanar da Ƙwaƙwalwar Ƙwaƙwalwar GPU da Rarraba
Yadda tsarin AI ke keɓancewa, sake amfani da shi, da dawo da ƙayyadaddun ƙwaƙwalwar ajiya akan GPU, kuma me yasa raguwar raguwa (raguwa) na iya haifar da kurakuran ƙwaƙwalwar ajiya har ma…
Na fasahaMulti-Misali GPU Rarraba
Multi-Instance GPU (MIG) fasaha ce ta NVIDIA wacce ke yanka GPU na zahiri guda ɗaya zuwa ɓangarorin keɓancewar kayan masarufi da yawa.
Na fasahaJadawalin GPU da Ƙungiyoyin Ƙira
Tsare-tsare na GPU yana yanke shawarar waɗanne ayyuka ke gudana akan waɗanne masu haɓakawa da kuma lokacin, yayin da ƙungiyar kade-kade ke daidaita waɗannan ayyukan a cikin duka tarin injuna.
Na fasahaSlurm don Ƙungiyoyin Horar da AI
Slurm shine mai sarrafa kayan aiki mai buɗewa wanda ke tsarawa kuma yana gudanar da ayyuka akan gungu na ƙididdiga masu girma, kuma ya zama zaɓi na asali don manyan AI…
Na fasahaTsari-da-warware Ƙaddamarwa
Tsara-da-warware (PS) faɗakarwa yana gaya wa ƙirar harshe da farko ya ƙirƙira wani takamaiman tsari sannan aiwatar da shi mataki-mataki, yana gyara gazawar da ke bayyana…
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