---
name: Unsloth
slug: unsloth-fast-fine-tuning
category: AI Engineering
description: Expert guidance for fast fine-tuning with Unsloth, achieving 2-5x faster training and 50-80% less memory using LoRA/QLoRA optimization.
github: "https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/main/03-fine-tuning/unsloth"
language: TeX
stars: 11199
forks: 821
install: "git clone https://github.com/Orchestra-Research/AI-Research-SKILLs"
added: 2026-07-19T06:53:42.886Z
last_synced: 2026-07-29T06:36:30.684Z
canonical_url: "https://dirskills.com/skills/unsloth-fast-fine-tuning"
---

# Unsloth

Expert guidance for fast fine-tuning with Unsloth, achieving 2-5x faster training and 50-80% less memory using LoRA/QLoRA optimization.

**Install:** `git clone https://github.com/Orchestra-Research/AI-Research-SKILLs`

## README

# Unsloth Skill

Comprehensive assistance with unsloth development, generated from official documentation.

## When to Use This Skill

This skill should be triggered when:
- Working with unsloth
- Asking about unsloth features or APIs
- Implementing unsloth solutions
- Debugging unsloth code
- Learning unsloth best practices

## Quick Reference

### Common Patterns

*Quick reference patterns will be added as you use the skill.*

## Reference Files

This skill includes comprehensive documentation in `references/`:

- **llms-txt.md** - Llms-Txt documentation

Use `view` to read specific reference files when detailed information is needed.

## Working with This Skill

### For Beginners
Start with the getting_started or tutorials reference files for foundational concepts.

### For Specific Features
Use the appropriate category reference file (api, guides, etc.) for detailed information.

### For Code Examples
The quick reference section above contains common patterns extracted from the official docs.

## Resources

### references/
Organized documentation extracted from official sources. These files contain:
- Detailed explanations
- Code examples with language annotations
- Links to original documentation
- Table of contents for quick navigation

### scripts/
Add helper scripts here for common automation tasks.

### assets/
Add templates, boilerplate, or example projects here.

## Notes

- This skill was automatically generated from official documentation
- Reference files preserve the structure and examples from source docs
- Code examples include language detection for better syntax highlighting
- Quick reference patterns are extracted from common usage examples in the docs

## Updating

To refresh this skill with updated documentation:
1. Re-run the scraper with the same configuration
2. The skill will be rebuilt with the latest information

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