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.

OkuyisisekeloImiqondo eyinhloko: ukuthi i-AI isebenza kanjani ezingeni eliphezulu.84 abaqondisi Ulimi lwe-AIAma-LLM, i-NLP, i-ChatGPT, ukwaziswa, nokuqonda umbhalo.155 abaqondisi I-AI ebonakalayoUkwakhiwa kwesithombe, umbono wekhompyutha, ividiyo, kanye nomklamo.133 abaqondisi Umsindo we-AIIzwi, umculo, i-podcasting, kanye ne-AI yokuqala yomsindo.117 abaqondisi IzinkampaniAmaphrofayili we-OpenAI, Anthropic, Google, Meta, nokunye.121 abaqondisi Izinhlelo zokusebenzaIvela kanjani i-AI ekubhaleni amakhodi, usesho, ama-ejenti, nempilo yansuku zonke.111 abaqondisi IzimboniI-AI kwezokunakekelwa kwempilo, ezezimali, imfundo, amandla, nokuningi.91 abaqondisi UbuchwephesheAma-chips, ukulungisa kahle, i-RAG, ama-vector, nengqalasizinda ye-AI.177 abaqondisi UmphakathiUkuchema, ubumfihlo, i-copyright, ukuphepha, nekusasa le-AI.30 abaqondisi

Umtapo wolwazi ogcwele

Zonke iziqondiso

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

Ulimi lwe-AI

Ukuphindaphinda Isijeziso Nezilawuli Zokukhipha Amakhodi

Izilawuli zokukhipha amakhodi amafindo anquma ukuthi imodeli yolimi ikhetha kanjani igama ngalinye elilandelayo ekusabalaliseni kwalo okungenzeka.

2 min fundaFunda
Ulimi lwe-AI

I-ALiBi Position Bias

I-ALiBi (Ukunakwa Ngokuchema Komugqa) iyindlela ehlakaniphile yokunikeza ama-transformer umuzwa wokuhleleka kwamagama ngaphandle kokushumeka kwezindawo ngokwesiko.

2 min fundaFunda
Ulimi lwe-AI

Ukunakwa kwemibuzo eminingi

I-Multi-Query Attention (MQA) iyi-twist egcina inkumbulo ekunakeni kwe-transformer eyabelana ngesethi eyodwa yokhiye kanye namanani kuwo wonke amakhanda okunaka.

2 min fundaFunda
Ulimi lwe-AI

I-SentencePiece Tokenization

I-SentencePiece iyithokheni yolimi-agnostic efunda indlela yokuhlukanisa umbhalo ongahluziwe ube izingcezu zamagama angaphansi ngokuqondile kudatha, ngaphandle kokuncika ezikhaleni.

2 min fundaFunda
Ulimi lwe-AI

I-WordPiece Tokenization

I-WordPiece iyi-algorithm yokwenza amathokheni yamagama angaphansi enika amandla i-BERT namamodeli amaningi Google, ihlukanisa amagama abe izingcezu ezisebenzisekayo kabusha ukuze imodeli ikwazi ukuphatha noma yiziphi...

2 min fundaFunda
Ulimi lwe-AI

Ukushumeka kwesigwebo-BERT

Umusho-BERT (SBERT) uvumelanisa i-BERT ukuze ikhiqize ivekhtha eyodwa yobude obugxilile yomusho wonke, ngakho incazelo ingaqhathaniswa nokufana kwe-cosine okusheshayo.

2 min fundaFunda
Ulimi lwe-AI

T5 kanye Nokudluliswa Kombhalo ube Umbhalo

I-T5 (Isiguquli Sokudluliswa Kombhalo ube Sombhalo), kusukela ku-Google ngo-2019, ihlela kabusha wonke umsebenzi we-NLP, ukuhumusha, ukufingqa, ukuhlukanisa, ngisho nokuhlehla, njengokuphakelayo...

2 min fundaFunda
Ulimi lwe-AI

Ukubuyiswa Kwephaseji Eminyene

I-Dense Passage Retrieval (DPR) ithola umbhalo obalulekile ngokuqhathanisa incazelo yombuzo neziqephu njengamavektha ezinombolo, hhayi amagama ahambisanayo.

2 min fundaFunda
Ulimi lwe-AI

I-BM25 kanye ne-Lexical Retrieval

I-BM25 iwumsebenzi wezinga wakudala osuselwe egameni elingukhiye okala amadokhumenti ngokuthi amagama emibuzo avela kangaki, alungiselwe ukutholakala kwethemu kanye nobude bedokhumenti.

2 min fundaFunda
Ulimi lwe-AI

I-HyDE Hypothetical Document Embeddings

I-HyDE ithuthukisa ukubuyiswa kabusha ngokuqala ngokucela imodeli yolimi ukuthi icabange ngedokhumenti yempendulo engelona iqiniso, bese isesha ngokushumeka kwalowo mbhalo esikhundleni sokuluhlaza...

2 min fundaFunda
Ulimi lwe-AI

Amamodeli Okusalungiswa Okuqanjwa Kwekhodi

Ukukhipha amakhodi okuqagela kusebenzisa imodeli 'esalungiswa' encane, esheshayo ukuqagela amathokheni ambalwa ezayo imodeli enkulu bese iwaqinisekisa ngephasi eyodwa.

2 min fundaFunda
Ulimi lwe-AI

I-Lookhead Decoding

Ukukhipha amakhodi ku-Lookhead kusheshisa isizukulwane se-LLM ngaphandle kwemodeli yokusalungiswa eyengeziwe ngokuqagela nokuqinisekisa amathokheni amaningi esikhathi esizayo ngokuhambisana kusetshenziswa ama-n-grams…

2 min fundaFunda

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