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
Urutonde Kuringaniza no Kwitonda Impeta
Urutonde rukurikiranye rugabanya umurongo umwe muremure winjiza murwego rwa GPU nyinshi kurwego rwa token (igihe), kandi Impeta Yitondewe ireka izo GPU zibara…
TekinikiIgikorwa cyo Kwishura Ibicuruzwa
Gusubiramo ibikorwa (gradient cyangwa activation checkpointing) bizigama ububiko bwa GPU mugihe cy'amahugurwa ujugunya ibikorwa hagati mugihe cyimbere…
TekinikiGukwirakwiza Politiki Yerekeye Amatsinda
Itsinda Rifitanye isano na Optimisiyonike (GRPO) nuburyo bwo gushimangira-kwiga uburyo bwo guhuza neza imvugo yindimi isuzuma buri gisubizo kubitsinda…
TekinikiGuhindura imigezi
Ibisanzwe bitemba ni moderi yibyara ihindura urusaku rworoshye (nka Gaussiya) mo amakuru akomeye binyuze mumurongo wimpinduka zidashobora guhinduka, zitandukanye…
TekinikiIngero zishingiye ku mbaraga
Ingero zishingiye ku mbaraga (EBMs) ziga imikorere ya scalar 'ingufu' igenera indangagaciro nke kumibare yemewe hamwe nagaciro gakomeye kumibare idashoboka, isobanura…
TekinikiGukwirakwiza Leta Kurekura kuri CPU na NVMe
Amayeri yo kuzigama yibitse ahagarika kubika ibitabo biremereye byamahugurwa (optimizer leta, gradients, rimwe na rimwe uburemere) muri RAM RAM cyangwa kuri NVMe SSDs aho…
TekinikiKugenzura Kugenzura no Guhugura
Ubuhanga bwo kuzigama icyitegererezo cyimyitozo mubice (shards) kuburyo moderi nini zishobora gukizwa no kwisubiramo bitarinze kunanirwa kwibuka cyangwa imipaka ya disiki, bityo…
TekinikiUbuyobozi bwa GPU bwo kwibuka no gucamo ibice
Uburyo imikorere ya AI igenera, kongera gukoresha, no kugarura ububiko buke kuri GPU, nimpamvu icyuho gisigaye (gucamo ibice) gishobora gutera amakosa yibuka ndetse…
TekinikiIbice byinshi GPU Gutandukana
Multi-Instance GPU (MIG) ni tekinoroji ya NVIDIA ikata GPU imwe yumubiri mubice byinshi byitaruye.
TekinikiGahunda ya GPU na Orchestre ya Cluster
Gahunda ya GPU ihitamo imirimo ikoreramo yihuta nigihe, mugihe orchestre ihuza iyi mirimo murwego rwose rwimashini.
TekinikiSlurm ya AI Amahugurwa
Slurm nisoko rifunguye-ryakazi ryumuyobozi riteganya kandi rigakora imirimo kumasoko menshi yo kubara, kandi byahindutse guhitamo kubisanzwe AI…
TekinikiGahunda-na-Gukemura Byihuse
Gahunda-no-Gukemura (PS) ibwira icyitegererezo cyururimi kubanza gutegura gahunda isobanutse hanyuma ikabikora intambwe ku yindi, ikosora ibitagenze neza…
Kurangiza gusoma? Garagaza.
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