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.
Funda i-superposition kanye ne-polysemanticity ekuchazekeni kwe-AI: kungani amamodeli epakisha izici eziqondisweni ezabiwe, kungani ama-neurons eba i-polysemantic…
UbuchwephesheIlensi yelogithi namalensi ashuniwe kungamasu okutolika abheka ungqimba lwezimo ezifihliwe ze-transformer ngongqimba ukuze abone ukuthi imodeli 'icabangani'...
Ulimi lwe-AII-Word2Vec iwuhlelo lwango-2013 oluvela ku-Google efunda ama-vectors amagama aminyene ngokubikezela amagama avela komakhelwane, iguqule ulimi lube i-geometry lapho...
Ulimi lwe-AII-GloVe (Global Vectors for Word Representation) iyindlela yokushumeka yase-Stanford ka-2014 efunda ama-vectors amagama ngokuqondile ngokubala okwenzekayo emhlabeni wonke...
Ulimi lwe-AII-FastText iyindlela ka-2016 ye-Facebook AI emele igama ngalinye njengesikhwama sohlamvu n-grams, ngakho-ke ingakha ama-vector ngisho namagama angakaze awabone ngesikhathi...
UbuchwephesheI-DeepSpeed (Microsoft) ne-Megatron-LM (NVIDIA) izitaki zesofthiwe ezenza amamodeli okuqeqesha anezigidigidi zamapharamitha ezinkulungwaneni zama-GPU...
UbuchwephesheI-BitNet ingumugqa wocwaningo we-Microsoft obonisa ukuthi amamodeli ezilimi amakhulu angaqeqeshwa ngezisindo ezikhawulelwe kubhithi elingu-1, noma amanani amathathu...
UbuchwephesheI-GPTQ ne-AWQ izindlela ezimbili ezihamba phambili zokunciphisa amamodeli olimi asevele aqeqeshelwe ukuya ekunembeni okuyi-4-bit ukuze asebenzise ihadiwe eshibhile, encane.
Ulimi lwe-AII-ELMo (Ukushumeka Okusuka Kumamodeli Olimi) kwaba impumelelo yango-2018 enikeza igama ngalinye ukumelwa okulotshwe umusho walo, ngakho 'ibhange' 'ebhange lomfula' liyahluka...
Ulimi lwe-AII-Matryoshka Representation Learning (MRL) iqeqesha ukushumeka ukuze ulwazi olubaluleke kakhulu lupakishwe kubukhulu bokuqala, okukuvumela ukuthi unciphise isikhathi eside...
Ulimi lwe-AII-ColBERT imele idokhumenti ngayinye futhi ibuze ngamavekhtha amaningi weleveli yamathokheni esikhundleni seyodwa, bese ithola amaphuzu ahambisanayo ngokufanisa yonke ithokheni yombuzo nokuhamba phambili kwayo...
I-AI ebonakalayoUkuguqulwa kwe-null-text kuyindlela ekuvumela ukuthi uhlele isithombe sangempela ngemodeli yokusabalalisa eqhutshwa umbhalo efana ne-Stable Diffusion ngenkathi ugcina yonke into...
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.