01
Urufatiro rwa AI
Sobanukirwa na AI icyo aricyo, uburyo sisitemu yiga, aho yananiwe, nuburyo bwo guca imanza zidakabije.
Isomero rya AI kubuntu
Tekiniki KuyoboraUbuntu ubuziraherezo.
177 kuyobora-Icyongereza kiyobora, inzira zo kwiga zubatswe, hamwe nibitabo bifunguye - byubatswe na 501(c)(3) yigenga idaharanira inyungu kugirango umuntu wese yumve AI igezweho.
177Kuyobora kubuntu
1Inzira nyamukuru
~2 minKuyobora
~6hIgihe cyo gusoma
Tangira hano
Bitanu amasomo ashingiye ku bisubizo
Buri somo ririmo ibisubizo bigaragara, ikarita yashushanyije, ibikorwa byimyitozo, hamwe na capstone ikoreshwa.
02
Ushinzwe gukoresha AI
Koresha AI kubyara umusaruro mugihe urinda ubuzima bwite, kugenzura ibisubizo, no kubungabunga ibyo abantu babazwa.
03
AI ku kazi
Suzuma aho ukorera ukoresha imanza, koresha abaderevu batekanye, bapime agaciro, kandi uvugane impinduka neza.
04
Politiki ya AI & Sosiyete
Gisesengura sisitemu ya AI ukoresheje uburenganzira, uburinganire, imiyoborere, umutekano, hamwe ninyungu rusange.
05
Kubaka hamwe na sisitemu ya AI
Sobanukirwa nururimi rwicyitegererezo, kugarura, abakozi, gusuzuma, ikiguzi, hamwe nuburyo bwo kurinda ibicuruzwa ukoresheje igishushanyo mbonera cya sisitemu.
Inzira nyamukuru
Shakisha ku murongo
Simbukira mu gace witaho. Inzira yose ifite ibyerekezo byinshi-byicyongereza.
IbyingenziIbyingenzi: uburyo AI ikora murwego rwo hejuru.84 Kuyobora Ururimi AILLMs, NLP, ChatGPT, kubaza, no gusobanukirwa inyandiko.155 Kuyobora AI igaragaraGukora amashusho, iyerekwa rya mudasobwa, videwo, nigishushanyo.133 Kuyobora Audio AIIjwi, umuziki, podcasting, hamwe n'amajwi-yambere AI.117 Kuyobora IbigoUmwirondoro wa OpenAI, Anthropic, Google, Meta, nibindi byinshi.121 Kuyobora PorogaramuUburyo AI igaragara muri code, gushakisha, abakozi, nubuzima bwa buri munsi.111 Kuyobora IngandaAI mubuvuzi, imari, uburezi, ingufu, nibindi byinshi.91 Kuyobora TekinikiChips, gutunganya neza, RAG, vectors, nibikorwa remezo bya AI.177 Kuyobora SosiyeteKubogama, ubuzima bwite, uburenganzira, umutekano, hamwe na AI ejo hazaza.30 Kuyobora
Isomero ryuzuye
Abayobora bose
177 Bya 1019 ubuyobozi bwerekanwe. Shungura kumurongo cyangwa gushakisha hejuru.
Tekiniki
Byimbitse Bitandukanijwe
Mu buryo bwimbitse gutandukanya imyanzuro yibintu byemewe muburyo bubiri buhendutse, kugabanya umubare wo kugwiza nibipimo.
TekinikiImyanzuro yagutse na Atrous
Kwiyemeza kwagutse (nanone bita atrous convolutions) shyiramo icyuho hagati yuburemere bwa filteri kuburyo intangiriro itwikiriye ahantu hanini cyane utongeyeho ibipimo.
TekinikiImiyoboro Yumuhanda no Gusimbuka
Simbuka guhuza reka amakuru asimbuke ibice byashize, kandi imiyoboro nyabagendwa yari verisiyo yambere yiki gitekerezo.
TekinikiKurwanya Imiterere
Guhuza imiterere ya domaine ni urwego rwubuhanga bwo gukora icyitegererezo cyatojwe kubwoko bumwe bwamakuru (inkomoko yinkomoko) bukora neza kubintu bitandukanye ariko bifitanye isano…
TekinikiInfiniBand hamwe na RDMA
InfiniBand ni umuvuduko mwinshi, wihuta cyane uhuza seriveri na GPU mumasoko ya AI, kandi RDMA ireka imashini imwe igasoma cyangwa ikandika ububiko bwibindi…
TekinikiItumanaho rusange hamwe na NCCL
Itumanaho rusange nuburyo itsinda rya GPU rihanahana kandi rigahuza amakuru, kandi NCCL ni isomero rya NVIDIA rituma ibyo guhana byihuta.
TekinikiImiyoboro yubuhanga iranga hamwe na Data verisiyo
Imiyoboro yubuhanga irahindura amakuru yibanze muburyo bwo kwerekana ibimenyetso byerekana mubyukuri, mugihe amakuru yerekana neza amakuru…
TekinikiKurubuga na Offline Ikiranga Gukora Skew
Amahugurwa / gukorera skew bibaho mugihe ibiranga urugero rwigira kumurongo utandukanye nibintu byakiriye mubikorwa, gusenya bucece…
TekinikiKubeflow na ML Umuyoboro
Kubeflow nigitabo gifungura isoko ikoresha imashini yiga imashini ikora kuri Kubernetes, guhindura imyitozo yicyitegererezo no koherezwa mubyororokere, bikubiyemo…
TekinikiApache Airflow ya ML Akazi
Apache Airflow ni urubuga rufunguye-rwo gutanga uburenganzira, guteganya, no gukurikirana ibikorwa byakazi nka code.
TekinikiMLflow na Model Lifecycle Gukurikirana
MLflow ni urubuga rufunguye rwo gucunga imashini yiga ubuzima, kuva mubigeragezo bikurikirana kugeza kubipfunyika no kubohereza.
TekinikiImpuguke zibangikanye na MoE Gukorera
Impuguke zibangikanye zigabanya Imvange-y-Impuguke ya moderi nyinshi zo kugaburira-imbere 'impuguke' muri GPU zitandukanye kuburyo buri gikoresho gifata igice cyibipimo gusa.
Kurangiza gusoma? Garagaza.
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