Umtapo wezincwadi we-AI wamahhala

Ulimi lwe-AI abaqondisiMahhala phakade.

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.

155Iziqondiso zamahhala
1Amathrekhi esihloko
~2 minNgomhlahlandlela
~5hIsikhathi 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

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

Ulimi lwe-AI

I-Word2Vec Skip-Gram ne-CBOW

I-Word2Vec iwuhlelo lwango-2013 oluvela ku-Google efunda ama-vectors amagama aminyene ngokubikezela amagama avela komakhelwane, iguqule ulimi lube i-geometry lapho...

2 min fundaFunda
Ulimi lwe-AI

IGlove Global Vectors

I-GloVe (Global Vectors for Word Representation) iyindlela yokushumeka yase-Stanford ka-2014 efunda ama-vectors amagama ngokuqondile ngokubala okwenzekayo emhlabeni wonke...

2 min fundaFunda
Ulimi lwe-AI

Ukushumeka kwegama elingaphansi kwe-FastText

I-FastText iyindlela ka-2016 ye-Facebook AI emele igama ngalinye njengesikhwama sohlamvu n-grams, ngakho-ke ingakha ama-vector ngisho namagama angakaze awabone ngesikhathi...

2 min fundaFunda
Ulimi lwe-AI

I-ELMo Contextual Embeddings

I-ELMo (Ukushumeka Okusuka Kumamodeli Olimi) kwaba impumelelo yango-2018 enikeza igama ngalinye ukumelwa okulotshwe umusho walo, ngakho 'ibhange' 'ebhange lomfula' liyahluka...

2 min fundaFunda
Ulimi lwe-AI

Matryoshka Representation Embeddings

I-Matryoshka Representation Learning (MRL) iqeqesha ukushumeka ukuze ulwazi olubaluleke kakhulu lupakishwe kubukhulu bokuqala, okukuvumela ukuthi unciphise isikhathi eside...

2 min fundaFunda
Ulimi lwe-AI

I-ColBERT ne-Multi-Vector Retrieval

I-ColBERT imele idokhumenti ngayinye futhi ibuze ngamavekhtha amaningi weleveli yamathokheni esikhundleni seyodwa, bese ithola amaphuzu ahambisanayo ngokufanisa yonke ithokheni yombuzo nokuhamba phambili kwayo...

2 min fundaFunda
Ulimi lwe-AI

I-Constituency Parsing

Ukuhlaziya indawo yokhetho kwephula umusho ube imishwana ebekwe esidlekeni njengamabinza amabizo nemishwana yezenzo, okuveza ukwakheka kwawo kolimi njengesihlahla.

2 min fundaFunda
Ulimi lwe-AI

I-Lemmatization kanye ne-Stemming

I-stemming kanye no-lemmatization kokubili kunciphisa amagama abe yifomu lesisekelo ukuze 'ukugijima', 'gijima', 'nokugijima' kuthathwe njengomqondo owodwa.

2 min fundaFunda
Ulimi lwe-AI

I-TF-IDF kanye namamodeli we-Bag-of-Words

Isikhwama samagama sishintsha umbhalo ube isibalo samagama sokuziba ukuhleleka, futhi i-TF-IDF ikala lezo zibalo eziyivelakancane, amagama ahlukile abaluleke kakhulu kunalawo ajwayelekile.

2 min fundaFunda
Ulimi lwe-AI

Ama-Cross-Encoder vs Bi-Encoder

Izindlela 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...

2 min fundaFunda
Ulimi lwe-AI

I-Abstractive vs Isifinyezo Esikhiphayo

Amasu amabili okuncipha kombhalo: isifinyezo esithathayo sikopisha imisho ebaluleke kakhulu izwi nezwi, kuyilapho ukufingqa okufingqiwe kubhala okusha...

2 min fundaFunda
Ulimi lwe-AI

Ukugadwa Kwenqubo Yezibalo

Ukugadwa kwenqubo kuklomelisa imodeli yesinyathelo ngasinye esilungile ochungechungeni lokucabanga, hhayi nje impendulo yokugcina.

2 min fundaFunda

Uqedile ukufunda? Ake usikhombise sibone.

Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.