What is Quantization? Definition | AI Understanding

Nkọwa

Ịtụgharị ihe ọ̀tụ̀tụ̀ ịdị arọ ka ọ dị ala n'ụdị ziri ezi dị ka 8-bit ma ọ bụ 4-bit.

Okwu ndị metụtara

Nlereanya Quantization

Ibelata nzizi ọnụọgụgụ nke nha ihe atụ iji belata ebe nchekwa na ọnụ ahịa ntinye.

Usoro nlegharị anya nke ọma na-ejikọta ọnụ ọgụgụ dị arọ 4-bit na ihe nkwụnye LoRA iji belata mkpa ebe nchekwa.

Algọridim ọzụzụ bụ isi nke na-emelite nha ihe atụ site na ịgbasa mperi amụma azụ site na netwọkụ.

Convolutional Neural Network (CNN)

Nrụpụta akwara arụpụtara maka ịhazi data grid dị ka onyonyo.

Mwepụta atụmatụ

Na-atụgharị data raw ka ọ bụrụ njirimara ozi nke ihe nlereanya nwere ike iji.

AI Na-emepụta

Sistemụ AI na-emepụta ọdịnaya ọhụrụ dịka ederede, onyonyo, ọdịyo, vidiyo, ma ọ bụ koodu.

Mụtakwuo na ntuziaka efu anyị

Residual Vector Quantization SmoothQuant and Activation Quantization GPTQ and AWQ Post-Training Quantization Quantization

Hụkwa

Pruning RAG (Retrieval-Augmented Generation)Prompt Injection Recall Prompt Engineering Recommendation System Prompt Red Teaming

Chọgharịa akwụkwọ nkọwa AI zuru ezu Nyochaa ntuziaka AI niile efu