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
155 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
155 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
I-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...
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...
Ulimi lwe-AIUkuhlaziya indawo yokhetho kwephula umusho ube imishwana ebekwe esidlekeni njengamabinza amabizo nemishwana yezenzo, okuveza ukwakheka kwawo kolimi njengesihlahla.
Ulimi lwe-AII-stemming kanye no-lemmatization kokubili kunciphisa amagama abe yifomu lesisekelo ukuze 'ukugijima', 'gijima', 'nokugijima' kuthathwe njengomqondo owodwa.
Ulimi lwe-AIIsikhwama samagama sishintsha umbhalo ube isibalo samagama sokuziba ukuhleleka, futhi i-TF-IDF ikala lezo zibalo eziyivelakancane, amagama ahlukile abaluleke kakhulu kunalawo ajwayelekile.
Ulimi lwe-AIIzindlela ezimbili ze-neural models ziqhathanisa umbhalo: ama-bi-encoders ashumeka ucezu ngalunye ngokuhlukene ukuze useshe ngokushesha, kuyilapho izishumeki ezihlanganisayo zifunda yomibili imibhalo ndawonye ukuze zibe phezulu...
Ulimi lwe-AIAmasu amabili okuncipha kombhalo: isifinyezo esithathayo sikopisha imisho ebaluleke kakhulu izwi nezwi, kuyilapho ukufingqa okufingqiwe kubhala okusha...
Ulimi lwe-AIUkugadwa kwenqubo kuklomelisa imodeli yesinyathelo ngasinye esilungile ochungechungeni lokucabanga, hhayi nje impendulo yokugcina.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.