Umtapo wezincwadi we-AI wamahhala

Okuyisisekelo abaqondisiMahhala phakade.

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.

84Iziqondiso zamahhala
1Amathrekhi esihloko
~2 minNgomhlahlandlela
~3hIsikhathi 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

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

Okuyisisekelo

Ukuqinisekisa Okuphambene

Ukuqinisekisa okuphambanayo kuyindlela yokwenza kabusha isampula yokulinganisa ukuthi imodeli izokhiqiza kahle kangakanani kudatha engabonakali.

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Okuyisisekelo

Ukunemba nokukhumbula

Ukunemba nokukhumbula amamethrikhi amabili ahambisanayo okuhlola abahlukanisi bezigaba, ikakhulukazi uma amakilasi engalingani.

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Okuyisisekelo

I-Double Descent Phenomenon

Ukwehla okuphindwe kabili kuwukuqaphela okumangazayo ukuthi njengoba imodeli iya iba nkulu, iphutha lokuhlola liqala libe libi kakhulu eduze 'ne-interpolation threshold' kodwa libe ngcono...

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I-Neural Tangent Kernel Theory

I-Neural Tangent Kernel (NTK) iyithuluzi lezibalo elibonisa ukuthi amanethiwekhi e-neural abanzi ngokungenamkhawulo aziphatha ngendlela ethile, egxilile ye-kernel ngesikhathi...

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Okuyisisekelo

I-Hypothesis yethikithi lelotho

I-Lottery Ticket Hypothesis ithi ngaphakathi kwenethiwekhi ye-neural enkulu, eqalwe ngokungahleliwe ifihla inethiwekhi encane - 'ithikithi eliwinayo' - eliqeqeshiwe…

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Okuyisisekelo

Imithetho yokukala yeNeural Networks

Imithetho yokukala ingamafomula anamandla abonisa ukuthi ukulahleka kwenethiwekhi ye-neural kwehla ngokubikezelwa njengoba ukhulisa usayizi wemodeli, usayizi wedathasethi, nokubala.

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Okuyisisekelo

I-Chinchilla Compute-Optimal Training

I-Chinchilla iwuhlelo lwango-2022 lwe-DeepMind oluthola ukuthi amamodeli amaningi ezilimi ayengaqeqeshwanga kahle kakhulu: kubhajethi yekhompiyutha egxilile kufanele ukale amapharamitha…

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Ukumiswa Kwemiklomelo Okuhlanganisiwe ku-RLHF

Ukujwayezwa komvuzo ohlanganisiwe kulinganisa imiklomelo yemodeli phakathi kwenqwaba yezimpendulo ekwazisweni okufanayo, ukuguqula amaphuzu anomsindo abe ukuqeqeshwa okuzinzile...

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Amamodeli Womhlaba kanye Nabalingisi Abafundile

Imodeli yomhlaba inethiwekhi ye-neural efunda ukubikezela ukuthi indawo ishintsha kanjani ngokuhamba kwesikhathi, ivumele i-AI 'icabange' imiphumela yesikhathi esizayo ngaphambi kokuthatha isinyathelo.

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Ukulinganisa Ubude Ekuthuthukiseni Okuthandwayo

Ukujwayezwa kobude kulungisa izinjongo zokukhetha okuthandwayo ukuze amamodeli ayeke ukuzuza ukugunyazwa ngokubhala izimpendulo ezinde.

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Bradley-Terry Reward Modelling

Imodeli ye-Bradley-Terry iyindlela yezibalo yekhulunyaka yokuguqula ukuqhathanisa okukabili (A beats B) kube amaphuzu ezinombolo.

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I-Iterative DPO kanye Nokushuna Okuthandwayo Ku-inthanethi

I-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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Fundamentals AI Guides — Page 4 of 7 | AI Understanding