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.
Isigebengu esihlome ngezikhali eziningi siyinkinga yesinqumo lapho ukhetha ngokuphindaphindiwe phakathi kwezinketho ezinezinzuzo ezingaziwa futhi ufunde njengoba uhamba, ubhalansisa ukuhlola okusha...
UbuchwephesheI-BentoML iwuhlaka lomthombo ovulekile lwePython olupakisha amamodeli okufunda omshini aqeqeshiwe abe amayunithi ajwayelekile, asebenzisekayo abizwa nge-'Bentos'.
UbuchwephesheI-KServe iyinkundla emisiwe, yase-Kubernetes yomdabu yokuphakela amamodeli okufunda omshini esikalini.
UbuchwephesheI-Seldon Core iyinkundla yomthombo ovulekile yokuphakela amamodeli okufunda omshini ku-Kubernetes, enezici ezivelele: amagrafu okuqondisisa.
UbuchwephesheLapho uqeqesha amanethiwekhi ajulile, amasiginali wamaphutha ahlehla aye kuziro noma aqhume aye ku-infinity njengoba ehamba ehlehla ezendlalelo eziningi.
UbuchwephesheIsivikelo esilula, esisetshenziswa kabanzi esivala ukuthi izibuyekezo ezinkulu zegradient zingatholwa kanjani ngesikhathi sokuqeqeshwa.
UbuchwephesheUzimisa kanjani izisindo zokuqala zenethiwekhi ye-neural ngaphambi kokuthi ukuqeqeshwa kuqale, okulolonga ngokuqinile ukuthi amasiginali namagradient kuhlala kunempilo ngezandlalelo ezijulile.
UbuchwephesheUkufunda ukulingisa kufundisa i-AI ukwenza umsebenzi ngokukopisha imibukiso yochwepheshe esikhundleni sokufunda emiklomelweni yokuhlola namaphutha.
UbuchwephesheI-Inverse reinforcement learning (IRL) iguqula i-RL ejwayelekile: esikhundleni sokunikwa umklomelo nokuthola inqubomgomo, ibheka ukuziphatha kochwepheshe kanye nemibono...
UbuchwephesheUkufunda ukuqinisa ungaxhunyiwe ku-inthanethi kuqeqesha ama-ejenti asuka kudathasethi engaguquki, eqoqwe ngaphambilini, engenakho ukusebenzisana okubukhoma nemvelo.
UbuchwephesheI-SmoothQuant yindlela eyenza kube nokwenzeka ukucindezela amamodeli olimi amakhulu kuze kufike kuzinombolo ezingu-8-bit kuzo zombili izisindo nokwenziwa kusebenze ngaphandle...
UbuchwephesheUkuthena okuhleliwe kususa zonke izingxenye zenethiwekhi ye-neural, njengamakhanda okunaka, ama-neurons, noma izendlalelo zonke, ukuze imodeli encane isebenze ngokushesha...
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.