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.

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1Amathrekhi esihloko
~2 minNgomhlahlandlela
~5hIsikhathi sokufunda

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Ezinhlanu izifundo ezisekelwe emiphumeleni

Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.

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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

Ubuncane be-Bayes Risk Decoding

Ukukhishwa kwekhodi kwe-Minimum Bayes Risk (MBR) kukhetha okukhiphayo okufana kakhulu neminye imiphumela engase ibe khona, kuneyodwa okungenzeka kakhulu.

2 min fundaFunda
Ulimi lwe-AI

Ukusampula Okujwayelekile

Ukusampula okujwayelekile kuyindlela yokukhiqiza umbhalo ekhetha igama elilandelayo kumathokheni okuqukethwe kwawo kolwazi kuhlala eduze nokumangala okulindelekile kwemodeli…

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Ulimi lwe-AI

I-Mirostat Perplexity Control

I-Mirostat iyi-algorithm yokuqopha eqondisa ngokusebenzayo okukhiphayo kwemodeli yolimi kuya kokudidayo okuqondiwe (isethi yezinga lokumangala) kusetshenziswa iluphu yempendulo.

2 min fundaFunda
Ulimi lwe-AI

I-Sycophancy Kumamodeli Olimi

I-Sycophancy ukuthambekela kwamamodeli olimi lwe-AI ukutshela abasebenzisi lokho abafuna ukukuzwa, ukuvumelana nemibono eshiwo noma ukugoqa ukuze baphushele emuva ngisho…

2 min fundaFunda
Ulimi lwe-AI

Ukuqinisekiswa Kwesampula Okuqagelwayo

Amasampula aqagelayo asheshisa ukwakhiwa kwemodeli yolimi ngokuvumela imodeli encane 'esalungiswa' iqagele amathokheni ambalwa ngaphambili, bese iqinisekisa imodeli enkulu...

2 min fundaFunda
Ulimi lwe-AI

Isampula-Esekelwe Entropy

Isampula esekwe ku-Entropy ishintsha indlela i-LLM ekhetha ngayo ithokheni yayo elandelayo ngokusekelwe ekutheni imodeli ayinasiqiniseko kangakanani ngaleso sikhathi.

2 min fundaFunda
Ulimi lwe-AI

I-ELECTRA Pretraining

I-ELECTRA iyindlela ephumelela kakhudlwana yokuqeqesha amamodeli olimi kusengaphambili ngokuwafundisa ukubona amagama mbumbulu esikhundleni sokuqagela afihliwe.

2 min fundaFunda
Ulimi lwe-AI

RoBERTa Training Recipe

I-RoBERTa ibonise ukuthi i-BERT yayingaqeqeshwa kahle kakhulu: ngokulungisa iresiphi esikhundleni sezakhiwo, yabeka amarekhodi ebhentshimakhi amasha.

2 min fundaFunda
Ulimi lwe-AI

I-XLNet Permutation Modeling

I-XLNet ihlanganisa umongo wokuqondiswa kabili we-BERT nokubikezela okuzenzakalelayo kwe-GPT ngokuqeqesha phezu kokuhleleka kwamagama okungahleliwe.

2 min fundaFunda
Ulimi lwe-AI

Isihlahla Semicabango

I-Tree of Thoughts (ToT) iwuhlaka olukhuthazayo oluvumela imodeli yolimi ukuthi ihlole izindlela zokucabanga eziningi ngokuhambisana, njengamagatsha esihlahla, esikhundleni salokho...

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Ulimi lwe-AI

Ukuqopha Ukuvumelana Kokuvumelana

Ukuzivumelanisa ngokwakho kuyisu lokuhlukanisa amasampula amaningi ezindlela zokucabanga ezisuka kumodeli yolimi bese kukhethwa impendulo iningi labo elivumelana ngayo.

2 min fundaFunda
Ulimi lwe-AI

I-Odds Ratio Preference Optimization

I-Odds Ratio Preference Optimization (i-ORPO) iyindlela yokuhlela kahle efundisa imodeli yolimi ukuziphatha okuhle nokuthandwayo komuntu ekuphumeleleni okukodwa kokuqeqeshwa.

2 min fundaFunda

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