Fine Tuning Unsloth

Skills ai-research 61 Scanned by NVIDIA SkillSpector

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

Install Command

npx claude-code-templates@latest --skill ai-research/fine-tuning-unsloth

View on GitHub

claude-code — fine-tuning-unsloth

Scanned by NVIDIA SkillSpector

Automated static analysis (no LLM) · v2.12.0 · 2026-10-26

Partial analysis: some checks could not run on this component.

314 observations

scanner score 100/100

SkillSpector looks for patterns such as shell commands, credential access, network calls or unpinned dependencies. An observation is something worth reading in the files before you install, not a confirmed vulnerability. Components that run code locally, like hooks, MCP servers and security tooling, naturally show more of them.

Instruction-capable artifact exceeds whole-file semantic analysis limits
analysis-evasion · references/llms-full.md:1
Tool Parameter Abuse ×22
Tool Misuse · references/llms-full.md:1648
Tool Parameter Abuse ×5
Tool Misuse · references/llms-txt.md:3361
External Model or Provider Selection ×3
Excessive Agency · references/llms-full.md:6831
External Script Fetching ×18
Supply Chain · references/llms-full.md:7843

Showing 49 of 314 observations. Learn more about NVIDIA SkillSpector.

Content

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:

Re-run the scraper with the same configuration
The skill will be rebuilt with the latest information