Umtapo wezincwadi we-AI wamahhala

Ubuchwepheshe abaqondisiMahhala phakade.

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.

177Iziqondiso zamahhala
1Amathrekhi esihloko
~2 minNgomhlahlandlela
~6hIsikhathi sokufunda

Qala lapha

Ezinhlanu izifundo ezisekelwe emiphumeleni

Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.

Amathrekhi esihloko

Phequlula ngethrekhi

Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.

Umtapo wolwazi ogcwele

Zonke iziqondiso

177 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.

Ubuchwepheshe

Ngokujulile Separable Convolutions

Ukujula okuhlukanisekayo kuhlanganisa ukuguquguquka okujwayelekile kube izinyathelo ezimbili ezishibhile, kunqamula inani lokuphindaphinda namapharamitha.

2 min fundaFunda
Ubuchwepheshe

I-Dilated and Atrous Convolutions

Ama-convolutions anwetshiwe (okubizwa nangokuthi ama-atrous convolutions) afaka izikhala phakathi kwezisindo zokuhlunga ukuze uhlamvu lumboze indawo enkulu ngaphandle kokwengeza imingcele.

2 min fundaFunda
Ubuchwepheshe

Amanethiwekhi Omgwaqo Omkhulu kanye Nokuxhumana Kweqa

Ukweqa ukuxhumeka vumela ulwazi lweqe izendlalelo ezidlule, futhi amanethiwekhi emigwaqo enguthelawayeka abe inguqulo yangaphambi kwesikhathi esesangweni yalo mbono.

2 min fundaFunda
Ubuchwepheshe

Ukuzijwayeza Kwesizinda

Ukuzijwayeza kwesizinda kuyisethi yamasu okwenza imodeli eqeqeshwe ohlotsheni olulodwa lwedatha (isizinda somthombo) sisebenze kahle ohlotsheni oluhlukile kodwa oluhlobene lwedatha...

2 min fundaFunda
Ubuchwepheshe

I-InfiniBand ne-RDMA Networking

I-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...

2 min fundaFunda
Ubuchwepheshe

Collective Communication kanye NCCL

Ukuxhumana okuhlangene yindlela iqembu lama-GPUs elishintshana ngayo futhi lihlanganise idatha, futhi i-NCCL ilabhulali ye-NVIDIA eyenza lokho kushintshana kusheshe kakhulu.

2 min fundaFunda
Ubuchwepheshe

Faka Amapayipi Obunjiniyela kanye Nokuguqulwa Kwedatha

Isici samapayipi obunjiniyela siguqula idatha eluhlaza ibe amamodeli amasignali ezinombolo empeleni afunda kuwo, kuyilapho ukuguqulwa kwedatha kulandelela ngqo ukuthi iyiphi idatha...

2 min fundaFunda
Ubuchwepheshe

Isici Esiku-inthanethi Nesingaxhunyiwe Ku-inthanethi Sokusebenzela I-skew

Ukuqeqeshwa/ukunikeza i-skew kwenzeka lapho izici ezifundwa imodeli kokungaxhunyiwe ku-inthanethi zihluka kuzici ezizitholayo ekukhiqizweni, zibhidliza buthule...

2 min fundaFunda
Ubuchwepheshe

I-Kubeflow ne-ML Pipeline Orchestration

I-Kubeflow iyikhithi yamathuluzi enomthombo ovulekile esebenzisa ukugeleza komsebenzi wokufunda komshini ku-Kubernetes, eguqula ukuqeqeshwa okuyimodeli nokuthunyelwa kube okuphindaphindekayo, okuqukatha...

2 min fundaFunda
Ubuchwepheshe

I-Apache Airflow ye-ML Workflows

I-Apache Airflow iyinkundla yomthombo ovulekile yokugunyaza, ukuhlela, nokuqapha ukuhamba komsebenzi njengekhodi.

2 min fundaFunda
Ubuchwepheshe

I-MLflow kanye neModel Lifecycle Tracking

I-MLflow iyinkundla yomthombo ovulekile yokuphatha umjikelezo wokuphila wokufunda komshini, kusukela ekulandeleleni ukuhlolwa ukuya ekupakishweni kwemodeli nokusetshenziswa.

2 min fundaFunda
Ubuchwepheshe

I-Expert Parallelism Yokusebenzela i-MoE

Ukufana kochwepheshe kuhlukanisa 'ochwepheshe' abaningi bemodeli ye-Mixture-of-Experts kuwo wonke ama-GPU ahlukene ukuze idivayisi ngayinye ibambe ucezu lwamapharamitha kuphela.

2 min fundaFunda

Uqedile ukufunda? Ake usikhombise sibone.

Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.