The Agent Skills Directory

[SAFE]: The skill serves as a comprehensive educational resource for parameter-efficient fine-tuning (PEFT). It contains standard Python code examples for training and serving LLMs using the official HuggingFace peft and transformers libraries.
[SAFE]: All external URLs point to official, trusted documentation and source code repositories hosted by HuggingFace and arXiv.
[SAFE]: Dependency requirements (peft, transformers, torch, bitsandbytes) are standard, well-known libraries in the machine learning ecosystem. No suspicious or unversioned third-party packages are used.
[SAFE]: The documentation includes standard security best practices for fine-tuning, such as local adapter saving and memory optimization techniques. No instances of credential exposure, data exfiltration, or malicious command execution were found.

peft-fine-tuning