01
Fondation IA
Xam luy IA, ni sistem yi di jàngee, fan lañuy lajj, ak ni ñuy àttee kàddu yi te duñu yëngu.
Bibliothèque IA gratuite
Xarala tegtalMoom ba fàww.
177 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.
177Gid yu amul fayda
1topic topic
~2 minguide bu nekk
~6hJamonoy 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.
02
Jëfandikukat IA bu am responsabilite
Jëfandikool IA ci anam wu am njariñ boole ci aar sa bopp, saytu li ñuy génne, ba noppi baña bàyyi xel ci nit ñi.
03
IA ci liggéey
Saytu anam yi ñuy jëfandikoo ci barabu liggéey bi, def ay pilote yu wóor, natt valeur yi, te joxe xibaar ci coppite yi ci anam wu jaar yoon.
04
Politigu IA ak Askan
Jàngat sistem IA ci yelleef, yamale, nguur, kaaraange ak njariñu njariñu ñépp.
05
Tabax ak sistem IA
Xam xeeti làkk yi, seetlu yi, ndawu liggéey yi, jàngat yi, njëg yi, ak kaaraange jëfandikoo gi jaaraleko ci jëmmal sistem bi.
topic topic
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
Bibliothèque bu mat
guide yépp
177 de 1019 tegtal yi ñu wane. Seggal ci track wala seetlu ci kaw.
Xarala
Convolution yuñ mëna tàqale ci xóotaayu
Convolution yuñ mëna tàqale ci xóotaayu facteur convolution buñ miin ci ñaari jéego yu gëna xéewale, di dagg limu yokk yi ak parametre yi.
XaralaKonvolusioŋ yu yaatu ak yu Atrous
Convolution yu yaatu (ñu koy woowe itam convolution atrous) dañuy dugal ay bërëb ci diggante diisaayu filtre yi suko defee kernel bi mëna muur barab bu gëna yaatu te du yokk ay parametre.
XaralaReseau autoroute yi ak lëkkaloo yi
Skip connections yi dañuy may xibaar yi ñu romb ay layer, te reso otorout yi nekkoon nañu xeetu gated bu njëkk ci xalaat bii.
XaralaFexe ànd ak domen
Domaine adaptation mooy benn xeetu pexe ngir defar model buñ tàggat ci benn xeetu done (domaine source) mu liggéey bu baax ci beneen xeetu done waaye bu lëkkaloo...
XaralaReseau InfiniBand ak RDMA
InfiniBand ab lëkkalekaay la bu gaaw te bariwul lumuy lëkkale serwër yi ak GPU yi ci cluster IA yi, te RDMA dafay may benn masin mu lire wala bind memory beneen masin...
XaralaJokkoo bu mbooloo ak NCCL
Jokkoo bu mbooloo mooy anam wi kuréelu GPU di weccoo ak boole ay done, te NCCL mooy bibliotek bu NVIDIA biy tax weccoo yooyu gaaw lool.
XaralaPipelines Ingénieur yu am solo ak Versioŋu Done
Pipeline ingenieur yi dañuy soppi done yu bees yi ci model siñaal numérik yi ñuy jàngee, ci noonu la versioning done yi di toppee ban done...
XaralaMan-man yi ci net bi ak yi nekkul ci net bi
Taggat / liggéey skew dafay am su man-mani yi model bi jàngee ci offline wuute ak man-mani yi mu jot ci liggéey bi, di yàq ci dal...
XaralaKubeflow ak orkestraasioŋu tuyo ML
Kubeflow jumtukaay la bu ubbeeku buy doxal masin di jàng ci Kubernetes, di soppi modelu tàggat ak dugal ci luñu mëna defaraat, ci conteneur...
XaralaApache Airflow ngir liggéey ML
Apache Airflow platform la bu ubbeeku ngir bind, waajal ak saytu ni liggéey bi di doxee ni kode.
XaralaMLflow ak topp dundu model
MLflow platform open-source la ngir mëna yoriinu dundu jàngu masin, dalee ko ci topp jàngat ba ci defar model ak dugal ko.
XaralaParallelism eksper ngir liggéey MoE
Parallelism expert dafay xaaj xeetu 'expert' yu bari yu feed-forward ci GPU yu wuute suko defee aparey bu nekk tëye benn wàll ci parametre yi.
Jeexal nga jàng? Firndeel ko.
Saytu li nga jàngee ci ab topic quiz, ba noppi nga seet sunuy njàngale yuñ yamale wala nga liggéey ngir am sertifikaa. Bépp guide mën nga ko lire.