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
Koyi AI.Kyauta har abada.
1019 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.
1019Jagoran kyauta
9Waƙoƙin jigo
~2 minKowane jagora
~34hLokacin 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.
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
Cikakken ɗakin karatu
Duk jagora
1019 na 1019 jagororin da aka nuna. Tace ta hanya ko bincike a sama.
Harshen AI
Yawan Samfura
Samfuran al'ada hanya ce ta tsara rubutu wacce ke ɗaukar kalma ta gaba daga alamomi waɗanda abubuwan da ke cikin bayanin su ke kusa da abin mamakin ƙirar…
Harshen AIMirostat Perplexity Sarrafa
Mirostat wani algorithm ne na yanke hukunci wanda ke jagorantar fitar da samfurin harshe zuwa ga ruɗewar manufa (matakin saiti na mamaki) ta amfani da madaidaicin amsa.
Harshen AISycophancy a cikin Samfuran Harshe
Sycophancy shine dabi'ar ƙirar harshe na AI don gaya wa masu amfani abin da suke so su ji, yarda da ra'ayoyin da aka bayyana ko yin watsi da turawa ko da…
Na fasahaHaɓaka oda na biyu da hanyoyin Newton
Haɓaka oda na biyu yana amfani da bayanan curvature (matrix Hessian na abubuwan haɓakawa na biyu) don ɗaukar matakai mafi wayo zuwa mafi ƙaranci, ba kawai gangara ba.
Muhimman abubuwaLalacewar Nauyi da Tsarin L2
Lalacewar nauyi wata hanya ce mai sauƙi, mai ƙarfi wacce ke karkatar da ma'aunin samfurin zuwa sifili yayin horo, yana hana shi dogaro da ƙarfi kan kowane…
Muhimman abubuwaDropout da Stochastic Regularization
Dropout dabara ce ta yau da kullun wacce ke kashe ɓangarorin neuron ba da gangan yayin kowane matakin horo, tilasta hanyar sadarwa ta gina sabon abu, mai ƙarfi…
Na fasahaRMSNorm da Pre-Layer Normalization
RMSNorm wani yanki ne na daidaita nauyi mai nauyi wanda ke sake daidaita ayyukan ta tushen ma'anar murabba'in su, da wuraren daidaitawa na pre-layer waɗanda ke mataki kafin kowane…
Na fasahaSwiGLU da Ayyukan Gated
SwiGLU aikin kunnawa gated ne wanda ke ninka tsinkayar layi ɗaya na shigarwar ta hanyar tsinkayar Swish-kunna na biyu, yana aiki azaman abin koyo…
Na fasahaCibiyoyin sadarwa na Matsi-da-Haɗa kai
Tubalan Squeeze-and-Excitation (SE) suna barin cibiyar sadarwa mai jujjuyawa ta koyi nawa za ta auna nauyin kowane tasha, ta sake daidaita su bisa yanayin duniya.
Na fasahaJadawalin Warmup da Cosine Annealing
Warmup a hankali yana haɓaka ƙimar koyo daga kusa da sifili kafin horo, sa'an nan kuma cirewar cosine a hankali yana lalatar da shi baya bin lankwasa na cosine.
Na fasahaYawan Koyon Zagaye
Matsakaicin koyo na cyclical akai-akai suna sake zagayowar ƙimar koyo sama da ƙasa tsakanin ƙasa da babba maimakon lalata shi kawai.
Na fasahaRagewar Kaifi-Arewa
Sharpness-Aware Minimization (SAM) hanya ce ingantacciya wacce ke neman ba kawai asara ba amma ƙarancin asara a duk yanki na ma'aunin nauyi - lebur…
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