Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods.
Part of AI Research Skills (Orchestra)Pack · 98 skills
by Orchestra-Research· AI & agentsUnclaimed · Yours? Claim it
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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.
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.copilot/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.cursor/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.claude/skills/peft-fine-tuning
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs /plugin install rag@ai-research-skills
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.agents/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.gemini/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft .agents/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.openclaw/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.config/opencode/skills/peft-fine-tuning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/03-fine-tuning/peft ~/.hermes/skills/peft-fine-tuning
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Has your agent write a tight, ready-to-paste prompt for the AI tool you name, from Claude Code and Cursor to Midjourney and Sora.
Turns a task into a copy-ready /goal command for Claude Code or Codex, with a checkable finish line and a stop bound.
The .NET team's skill for picking the right AI or ML stack in .NET 8+ apps, from ML.NET to Microsoft.Extensions.AI and Agent Framework.
Turn a repeated workflow, prompt set or SOP into a tested, packaged agent skill, or audit and improve a skill you already have.
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Safe to install in every agent it supports. Runs in your agent, as instructions.