I-AI Foundations
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Umtapo wezincwadi we-AI wamahhala
177 imihlahlandlela yesiNgisi esicacile, izindlela zokufunda ezihlelekile, nomtapo wolwazi ovulekile — wakhiwe inhlangano engenzi nzuzo ye-501(c)(3) ezimele ukuze noma ubani aqonde i-AI yesimanje.
Qala lapha
Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Sebenzisa i-AI ngendlela ekhiqizayo kuyilapho uvikela ubumfihlo, ubheka imiphumela, futhi ulondoloza ukuziphendulela komuntu.
Linganisa izimo zokusetshenziswa kwendawo yokusebenza, sebenzisa abashayeli bezindiza abaphephile, kala inani, futhi uxhumane nezinguquko ngokuzibophezela.
Hlaziya izinhlelo ze-AI ngokusebenzisa amalungelo, ukulingana, ukubusa, ukuphepha, kanye nemiphumela yenzuzo yomphakathi.
Qonda amamodeli olimi, ukubuyisa, abasebenzeli, ukuhlola, izindleko, nokuvikela ukusetshenziswa ngokuklama kwesistimu okusebenzayo.
Amathrekhi esihloko
Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.
Umtapo wolwazi ogcwele
177 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
Ukuhambisana kokulandelana kuhlukanisa ukulandelana kokufakiwe okukodwa okude kuma-GPU amaningi ngokuhambisana nethokheni (isikhathi) dimension, futhi Ukunaka Kwendandatho kuvumela lawo ma-GPU ukubala...
UbuchwephesheUkubalwa kabusha kokwenza kusebenze (i-gradient noma i-activation checkpointing) kulondoloza inkumbulo ye-GPU ngesikhathi sokuqeqeshwa ngokulahla ukwenza kusebenze okuphakathi nendawo ekudluleleni phambili...
UbuchwephesheI-Group Relative Policy Optimization (GRPO) iyindlela yokufunda yokuqinisa yokuhlela kahle amamodeli olimi ahlulela impendulo ngayinye ngokumelene neqembu...
UbuchwephesheUkugeleza okuvamile amamodeli akhiqizayo aguqula umsindo olula (njenge-Gaussian) ube idatha eyinkimbinkimbi ngochungechunge lwezinto ezingaguquki, ezihlukanisekayo...
UbuchwephesheAmamodeli asuselwa kumandla (ama-EBM) afunda umsebenzi we-scalar 'amandla' onikeza amanani aphansi kudatha ebambekayo kanye namanani aphezulu kudatha engakholakali, echaza...
UbuchwephesheIqhinga lokonga inkumbulo elipaka ukugcinwa okunzima kokuqeqeshwa (izifunda ze-optimizer, ama-gradient, kwesinye isikhathi izisindo) ku-CPU RAM noma kuma-NVMe SSD esikhundleni…
UbuchwephesheAmasu okugcina isimo sokuqeqeshwa semodeli izingcezu (shards) ukuze amamodeli amakhulu akwazi ukugcinwa futhi alayishwe kabusha ngaphandle kokuminyanisa inkumbulo noma imikhawulo yediski, kanjalo...
UbuchwephesheIndlela uhlaka lwe-AI oluyaba ngayo, luphinde lusebenzise, futhi lubuyise inkumbulo ekhawulelwe ku-GPU, nokuthi kungani izikhala ezisele (ukuhlukaniswa) zingabangela amaphutha angaphandle kwenkumbulo ngisho...
UbuchwephesheI-Multi-Instance GPU (MIG) ubuchwepheshe be-NVIDIA obusika i-GPU eyodwa ebonakalayo ibe izingxenye eziningi ezihlukene zehadiwe.
UbuchwephesheUkuhlela i-GPU kunquma ukuthi yimiphi imisebenzi esebenza kuma-accelerator futhi nini, kuyilapho i-orchestration ixhumanisa le misebenzi kuyo yonke iqoqo lemishini.
UbuchwephesheI-Slurm ingumphathi womthwalo ovulekile womthombo ovulekile ohlela futhi aqhube imisebenzi kumaqoqo amakhompiyutha asebenza kahle kakhulu, futhi sekuyisinqumo esizenzakalelayo se-AI enkulu…
UbuchwephesheIsaziso se-Plan-and-Solve (PS) sitshela imodeli yolimi ukuthi iqale yakhe icebo elicacile bese ilenza isinyathelo ngesinyathelo, ilungisa ukwehluleka okubonakala…
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.