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
1Waƙoƙin jigo
~2 minKowane jagora
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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.
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
Tsallaka zuwa yankin da kuke damuwa. Kowace waƙa tana da jagororin bayyanannun Ingilishi da yawa.
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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Duk jagora
177 na 1019 jagororin da aka nuna. Tace ta hanya ko bincike a sama.
Na fasaha
Juyin Juyin Halitta Mai Zurfi
Zurfafawar juzu'ai masu iya rabuwa suna haifar da daidaitaccen juyi zuwa matakai biyu masu rahusa, yana yanke adadin ninkawa da sigogi.
Na fasahaDilated and Atrous Convolutions
Juyin juyayi (wanda kuma ake kira arous convolutions) yana sanya gibi tsakanin ma'aunin tacewa don haka kwaya ta rufe wuri mafi girma ba tare da ƙara sigogi ba.
Na fasahaHanyoyin Sadarwar Babbar Hanya da Tsallake Haɗin
Tsallake haɗin kai ya ba da damar bayanai su wuce yadudduka, kuma hanyoyin sadarwar babbar hanya sun kasance farkon sigar wannan ra'ayin.
Na fasahaAdaftar yanki
Daidaita yanki tsari ne na fasaha don yin samfurin da aka horar akan nau'in bayanai guda ɗaya (yankin tushen) yayi aiki da kyau akan wani nau'in bayanai na daban amma masu alaƙa…
Na fasahaInfiniBand da RDMA Networking
InfiniBand babban haɗin gwiwa ne mai sauri, ƙarancin latency wanda ke haɗa sabobin da GPUs a cikin gungu na AI, kuma RDMA yana ƙyale injin ɗaya karanta ko rubuta ƙwaƙwalwar ajiyar wani…
Na fasahaSadarwar Jama'a da NCCL
Sadarwa ta gama gari ita ce yadda rukunin GPUs ke musanya da haɗa bayanai, kuma NCCL ita ce ɗakin karatu na NVIDIA wanda ke sanya waɗancan musayar musayar wuta cikin sauri.
Na fasahaFeature Injiniya Bututun da Data Versioning
Fasalan bututun injiniyoyi suna canza ɗanyen bayanai zuwa ƙirar siginar ƙididdiga a zahiri suna koyo daga, yayin da sigar bayanai ke bin daidai waɗanne bayanai…
Na fasahaYanar Gizo da Yanar Gizo Yana Hidima Skew
Horowa/bautar skew yana faruwa ne lokacin da fasalulluka na koyo daga layi suka bambanta da fasalin da yake karɓa a zahiri a samarwa, lalata cikin nutsuwa…
Na fasahaKubeflow da ML Pipeline Orchestration
Kubeflow kayan aiki ne na buɗaɗɗen tushe wanda ke gudanar da ayyukan koyan inji akan Kubernetes, yana jujjuya horon ƙirar ƙira da turawa zuwa abin da za'a iya sakewa, mai kwantena…
Na fasahaApache Airflow don ML Workflows
Apache Airflow dandamali ne mai buɗewa don yin rubutu, tsarawa, da sa ido kan ayyukan aiki azaman lamba.
Na fasahaMLflow da Model Lifecycle Tracking
MLflow dandamali ne na bude-bude don sarrafa injin koyo rayuwar rayuwa, daga bin diddigin gwaji zuwa samfurin marufi da turawa.
Na fasahaDaidaitawar Kwararru don Hidimar MoE
Daidaitawar ƙwararru ta raba ƙirar ƙwararrun masana'antu da yawa na ciyarwar gaba a cikin GPUs daban-daban don haka kowace na'ura tana riƙe da yanki kaɗan na sigogi.
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Bincika abin da kuka koya tare da tambayar batu, sannan bincika darussan da aka tsara ko aiki zuwa takardar shaida. Kowane jagora yana da 'yanci don karantawa.