Individual skill
transformers
Loading and using pretrained models with Hugging Face Transformers. Use when working with pretrained models from the Hub, running inference with Pipeline API, fine-tuning models with Trainer, or handling text, vision, audio, and multimodal tasks.
skills/transformers/SKILL.md
Source commit c364a15d5138e3240a360b919a757249ab3e5cd9
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 5, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 24
- Repository last updated
- May 6, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- claude-code Repository topic
- codex-cli Repository topic
- llm Repository topic
- skills Repository topic
- ai-engineering Repository topic
- generative-ai Repository topic
- llm-engineering Repository topic
- claude-skills Repository topic
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesSKILL.mdcore · 13,654 bytesreference/fine-tuning.mddoc · 12,531 bytes
Read excerpt
# Using Hugging Face Transformers
Transformers is the model-definition framework for state-of-the-art machine learning across text, vision, audio, and multimodal domains. It provides unified APIs for loading pretrained models, running inference, and fine-tuning.
## Table of Contents
- [Core Concepts](#core-concepts)
- [Pipeline API](#pipeline-api)
- [Model Loading](#model-loading)
- [Inference Patterns](#inference-patterns)
- [Fine-tuning with Trainer](#fine-tuning-with-trainer)
- [Working with Modalities](#working-with-modalities)
- [Memory and Performance](#memory-and-performance)
- [Best Practices](#best-practices)