Chii chinonzi Quantization? Tsanangudzo | AI Understanding

Tsanangudzo

Kushandura huremu hwemodhi kudzikisa mafomati chaiwo se8-bit kana 4-bit.

Mashoko anoenderana

Model Quantization

Kuderedza kurongeka kwenhamba yezviyereso zvemuenzaniso kuderedza ndangariro uye mutengo wekufungidzira.

Iyo yakanaka-tuning tekinoroji inosanganisa 4-bit huremu quantization neLoRA adapters kuderedza ndangariro zvinodiwa.

Backpropagation

Iyo yakakosha kudzidziswa algorithm inogadziridza maremu emhando nekuparadzira zvikanganiso zvekufungidzira kumashure kuburikidza netiweki.

Convolutional Neural Network (CNN)

A neural architecture yakagadziridzwa kugadzirisa grid-senge data senge mifananidzo.

Feature Extraction

Kushandura data raw kuita zvinhu zvinodzidzisa izvo modhi inogona kushandisa.

AI masisitimu anoburitsa zvinyorwa zvitsva senge zvinyorwa, mifananidzo, odhiyo, vhidhiyo, kana kodhi.

Dzidza zvakawanda mumadhairekitori edu emahara

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

Onawo

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

Bhurawuza yakazara AI Glossary Ongorora ese emahara AI madhairekitori