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
1019 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
1019 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
Ama-hyperparameter yizilungiselelo ozikhethayo ngaphambi kokuqeqeshwa, njengezinga lokufunda noma usayizi wemodeli, imodeli engazifundi yona ngokwayo.
Ulimi lwe-AIUkufunda ngaphakathi kokuqukethwe yikhono elimangalisayo lamamodeli amakhulu olimi lokuthatha umsebenzi omusha ezibonelweni ezimbalwa ezibekwe ekwazisweni, ngaphandle kokuqeqeshwa kabusha.
Ulimi lwe-AIUkushuna iziyalezo isinyathelo sokuqeqesha esishintsha isibikezelo sombhalo esingavuthiwe sibe imodeli elandela imiyalelo efana nokuthi 'fingqa lokhu' noma 'bhala...
Ulimi lwe-AIUkuqagela kwe-AI kulapho imodeli isho okuthile okungamanga njengokungathi kuyiqiniso - ukucashunwa okungelona iqiniso, isibalo esenziwe, iqiniso elingalungile - ngokushelelayo nangokuzethemba.
Ulimi lwe-AIIzinga lokushisa nesampula amadayili alawula ukuthi 'okungahleliwe' noma 'aphephe' kangakanani amagama emodeli yolimi.
Ulimi lwe-AIUkushumeka kwamagama kuguqula amagama abe izinhlu zezinombolo ukuze amagama asetshenziswe ngezindlela ezifanayo agcine esondelene esikhaleni sezibalo.
Ulimi lwe-AIUkunaka kuvumela imodeli ukuthi inqume ukuthi yimaphi amanye amagama emshweni abeluleka kakhulu lapho ehumusha igama ngalinye.
Ulimi lwe-AIIwindi lokuqukethwe yinani eliphakeme lombhalo - elilinganiswa ngamathokheni - imodeli engayifunda futhi ilikhumbule ngesikhathi esisodwa.
Ulimi lwe-AIUkucabanga okulandelanayo kulapho imodeli isebenza ngesinyathelo ngesinyathelo ngokubhala ngaphambi kokunikeza impendulo yayo yokugcina.
Ulimi lwe-AII-Quantization incipha imodeli ye-AI ngokugcina izinombolo zayo ngokunemba okuphansi, ngakho imodeli ebidinga i-GPU yesikhungo sedatha kwesinye isikhathi ingasebenza kukhompuyutha ephathekayo noma ifoni.
Ulimi lwe-AIUkuphendula imibuzo (QA) kuwumsebenzi wokuthola uhlelo lwe-AI ukuze lunikeze impendulo eqondile embuzweni, kunohlu lwezixhumanisi nje.
Ulimi lwe-AIUkuhlelwa kombhalo kuhlunga ngokuzenzakalelayo izingcezu zombhalo zibe izigaba, njengokumaka i-imeyili njengogaxekile noma isibuyekezo njengesihle.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.