SKILL

fine-tuning-peft

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.

Target: Learning & research. Automatically collected · unverified.

Use with Codex

A guide for this combination is not available yet, and compatibility has not been verified.

Requirements

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