What is LoRA (Low-Rank Adaptation)? Definition | AI Understanding

Nkọwa

Usoro nlegharị anya nke ọma na-arụ ọrụ nke ọma nke na-agbakwunye matrices nkwụnye dị ala.

Okwu ndị metụtara

Parameter-Ntụgharị dị mma nke ọma (PEFT)

Ụzọ na-emegharị ụdị site n'ịzụ obere akụkụ nke paramita agbakwunyere.

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

Imezicha nke ọma

Ịga n'ihu na ọzụzụ na ngalaba-kpọmkwem data iji gbanwee ihe nlereanya a zụrụ azụ na otu ọrụ.

Ntụgharị ntụziaka

Idozi ihe nlere anya na ụzọ abụọ nzaghachi-ntụziaka iji kwalite ọrụ na-eso.

DPO (Mbulite mmasị ozugbo)

Usoro ọzụzụ nke na-emezigharị ụdịdị ozugbo na ụzọ abụọ mmasị na-achọghị ụdị ụgwọ ọrụ dị iche.

Aha na-atọ ụtọ

Usoro nhazigharị nke na-eme ka aha dị nro dị nro iji melite mkpokọta.

Mụtakwuo na ntuziaka efu anyị

AI Workflow Automation Barlow Twins and Redundancy Reduction Domain Adaptation Kubeflow and ML Pipeline Orchestration

Hụkwa

Learning Rate Loss Function Large Language Model (LLM)Machine Learning (ML)Latency Memory (Agent Memory)Mixture of Experts (MoE)Knowledge Graph

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