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.
Ukujula okuhlukanisekayo kuhlanganisa ukuguquguquka okujwayelekile kube izinyathelo ezimbili ezishibhile, kunqamula inani lokuphindaphinda namapharamitha.
UbuchwephesheAma-convolutions anwetshiwe (okubizwa nangokuthi ama-atrous convolutions) afaka izikhala phakathi kwezisindo zokuhlunga ukuze uhlamvu lumboze indawo enkulu ngaphandle kokwengeza imingcele.
UbuchwephesheUkweqa ukuxhumeka vumela ulwazi lweqe izendlalelo ezidlule, futhi amanethiwekhi emigwaqo enguthelawayeka abe inguqulo yangaphambi kwesikhathi esesangweni yalo mbono.
UbuchwephesheUkuzijwayeza kwesizinda kuyisethi yamasu okwenza imodeli eqeqeshwe ohlotsheni olulodwa lwedatha (isizinda somthombo) sisebenze kahle ohlotsheni oluhlukile kodwa oluhlobene lwedatha...
UbuchwephesheI-InfiniBand iyisixhumi esinesivinini esikhulu, esine-latency ephansi exhumanisa amaseva nama-GPU kumaqoqo e-AI, futhi i-RDMA ivumela umshini owodwa ukuthi ufunde noma ubhale inkumbulo yomunye...
UbuchwephesheUkuxhumana okuhlangene yindlela iqembu lama-GPUs elishintshana ngayo futhi lihlanganise idatha, futhi i-NCCL ilabhulali ye-NVIDIA eyenza lokho kushintshana kusheshe kakhulu.
UbuchwephesheIsici samapayipi obunjiniyela siguqula idatha eluhlaza ibe amamodeli amasignali ezinombolo empeleni afunda kuwo, kuyilapho ukuguqulwa kwedatha kulandelela ngqo ukuthi iyiphi idatha...
UbuchwephesheUkuqeqeshwa/ukunikeza i-skew kwenzeka lapho izici ezifundwa imodeli kokungaxhunyiwe ku-inthanethi zihluka kuzici ezizitholayo ekukhiqizweni, zibhidliza buthule...
UbuchwephesheI-Kubeflow iyikhithi yamathuluzi enomthombo ovulekile esebenzisa ukugeleza komsebenzi wokufunda komshini ku-Kubernetes, eguqula ukuqeqeshwa okuyimodeli nokuthunyelwa kube okuphindaphindekayo, okuqukatha...
UbuchwephesheI-Apache Airflow iyinkundla yomthombo ovulekile yokugunyaza, ukuhlela, nokuqapha ukuhamba komsebenzi njengekhodi.
UbuchwephesheI-MLflow iyinkundla yomthombo ovulekile yokuphatha umjikelezo wokuphila wokufunda komshini, kusukela ekulandeleleni ukuhlolwa ukuya ekupakishweni kwemodeli nokusetshenziswa.
UbuchwephesheUkufana kochwepheshe kuhlukanisa 'ochwepheshe' abaningi bemodeli ye-Mixture-of-Experts kuwo wonke ama-GPU ahlukene ukuze idivayisi ngayinye ibambe ucezu lwamapharamitha kuphela.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.