Individual skill

peft-fine-tuning

Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem. Also covers LLaMA-Factory and Unsloth (guides in references/).

skills/fine-tuning/peft/SKILL.md

Source commit 3456bb4cfa534b491ca0f826a8c7e29919a8aaf4

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Network or broad shell

Last checked

Nov 10, 2026

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