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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.

Install

npx skills add Orchestra-Research/AI-Research-SKILLs --skill peft-fine-tuning -a claude-code

Installs to .claude/skills/peft-fine-tuning/ · Each command fetches the skill straight from GitHub with the open skills CLI.

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Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.

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Why 93

Security100
Provenance90
Maintenance100
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Adoption65

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