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.
Ukukhishwa kolwazi kuqeqesha imodeli encane 'yomfundi' ukulingisa imodeli 'yothisha' enkulu, enembile.
UbuchwephesheI-Mixture of Experts (i-MoE) iwumklamo oyimodeli ehlukanisa inethiwekhi ibe amanethiwekhi amancane amaningi akhethekile futhi ivule ambalwa kuphela okokufaka ngakunye.
OkuyisisekeloUkushumeka kuguqula amagama, izithombe, noma enye idatha ibe izinhlu zezinombolo (ama-vector) ukuze izinto ezifanayo zigcine zisondelene endaweni enobukhulu obuphezulu.
OkuyisisekeloUkwenza amathokheni kuyisinyathelo esisika umbhalo ube izingcezu ezincane ezibizwa ngokuthi amathokheni, amayunithi imodeli yolimi efundwa ngempela futhi ibikezele.
OkuyisisekeloUbunjiniyela besici kuwubuciko bokuguqula idatha eluhlaza ibe okokufaka okufundisayo (izici) ezisiza imodeli ukuthi ifunde.
UbuchwephesheUkulinganisa kwemodeli kuncipha inethiwekhi ye-neural ngokugcina izinombolo zayo ngamabhithi ambalwa, ngakho imodeli efanayo isebenza ngokushesha nangezingxenyekazi zekhompuyutha ezincane.
UbuchwephesheUkufunda okuhlanganyelwe kuqeqesha imodeli eyabiwe kuwo wonke amadivayisi noma izinhlangano eziningi ngaphandle kokuqoqa idatha yazo eluhlaza endaweni eyodwa.
OkuyisisekeloIsihlahla sesinqumo senza izibikezelo ngokubuza uchungechunge lwemibuzo elula ethi yebo/cha, njenge-flowchart.
OkuyisisekeloUmshini we-vector yokusekela (i-SVM) iyi-algorithm yakudala ehlukanisa amaqembu amabili ngokudweba umngcele obanzi kakhulu phakathi kwawo.
OkuyisisekeloUkwehliswa kobukhulu kunciphisa idatha ukusuka kumakholomu amaningi (izici) kwehle kuye kwezimbalwa kuyilapho kugcinwa ukwakheka okubalulekile.
OkuyisisekeloUkudlulisa ukufunda kusebenzisa kabusha imodeli esivele iqeqeshiwe kudathasethi enkulu futhi iyivumelanisa nomsebenzi omusha, ohlobene.
OkuyisisekeloUkufunda okuzigadile kuqeqesha amamodeli kudatha engenamalebula ngokusungula umsebenzi impendulo yawo efihliwe ngaphakathi kwedatha ngokwayo.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.