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
84 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
84 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
Ukuqinisekisa okuphambanayo kuyindlela yokwenza kabusha isampula yokulinganisa ukuthi imodeli izokhiqiza kahle kangakanani kudatha engabonakali.
OkuyisisekeloUkunemba nokukhumbula amamethrikhi amabili ahambisanayo okuhlola abahlukanisi bezigaba, ikakhulukazi uma amakilasi engalingani.
OkuyisisekeloUkwehla okuphindwe kabili kuwukuqaphela okumangazayo ukuthi njengoba imodeli iya iba nkulu, iphutha lokuhlola liqala libe libi kakhulu eduze 'ne-interpolation threshold' kodwa libe ngcono...
OkuyisisekeloI-Neural Tangent Kernel (NTK) iyithuluzi lezibalo elibonisa ukuthi amanethiwekhi e-neural abanzi ngokungenamkhawulo aziphatha ngendlela ethile, egxilile ye-kernel ngesikhathi...
OkuyisisekeloI-Lottery Ticket Hypothesis ithi ngaphakathi kwenethiwekhi ye-neural enkulu, eqalwe ngokungahleliwe ifihla inethiwekhi encane - 'ithikithi eliwinayo' - eliqeqeshiwe…
OkuyisisekeloImithetho yokukala ingamafomula anamandla abonisa ukuthi ukulahleka kwenethiwekhi ye-neural kwehla ngokubikezelwa njengoba ukhulisa usayizi wemodeli, usayizi wedathasethi, nokubala.
OkuyisisekeloI-Chinchilla iwuhlelo lwango-2022 lwe-DeepMind oluthola ukuthi amamodeli amaningi ezilimi ayengaqeqeshwanga kahle kakhulu: kubhajethi yekhompiyutha egxilile kufanele ukale amapharamitha…
OkuyisisekeloUkujwayezwa komvuzo ohlanganisiwe kulinganisa imiklomelo yemodeli phakathi kwenqwaba yezimpendulo ekwazisweni okufanayo, ukuguqula amaphuzu anomsindo abe ukuqeqeshwa okuzinzile...
OkuyisisekeloImodeli yomhlaba inethiwekhi ye-neural efunda ukubikezela ukuthi indawo ishintsha kanjani ngokuhamba kwesikhathi, ivumele i-AI 'icabange' imiphumela yesikhathi esizayo ngaphambi kokuthatha isinyathelo.
OkuyisisekeloUkujwayezwa kobude kulungisa izinjongo zokukhetha okuthandwayo ukuze amamodeli ayeke ukuzuza ukugunyazwa ngokubhala izimpendulo ezinde.
OkuyisisekeloImodeli ye-Bradley-Terry iyindlela yezibalo yekhulunyaka yokuguqula ukuqhathanisa okukabili (A beats B) kube amaphuzu ezinombolo.
OkuyisisekeloI-Iterative DPO iqondanisa ngokuphindaphindiwe imodeli yolimi nokuthandwayo komuntu noma kwe-AI ngokwenza izimpendulo ezintsha, zikleliswe, futhi zicuphe lawo mapheya amasha ngakunye...
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