peft-fine-tuning

24

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.

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Third-Party Agent Skill: Review the code before installing. Agent skills execute in your AI assistant's environment and can access your files. Learn more about security

Installation for Agentic Skill

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skilz install zechenzhangAGI/AI-research-SKILLs/peft-fine-tuning
skilz install zechenzhangAGI/AI-research-SKILLs/peft-fine-tuning --agent opencode
skilz install zechenzhangAGI/AI-research-SKILLs/peft-fine-tuning --agent codex
skilz install zechenzhangAGI/AI-research-SKILLs/peft-fine-tuning --agent gemini

First time? Install Skilz: pip install skilz

Works with 22+ AI coding assistants

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Download Agent Skill ZIP

Extract and copy to ~/.claude/skills/ then restart Claude Desktop

1. Clone the repository:
git clone https://github.com/zechenzhangAGI/AI-research-SKILLs
2. Copy the agent skill directory:
cp -r AI-research-SKILLs/03-fine-tuning/peft ~/.claude/skills/

Need detailed installation help? Check our platform-specific guides:

Related Agentic Skills

Agentic Skill Details

Type
Non-Technical
Meta-Domain
general
Primary Domain
general
Sub-Domain
machine learning models model
Market Score
24

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