# Huggingface Vision Trainer

> Codex curated Hugging Face skill for training or fine-tuning vision models with image datasets, transforms, metrics, checkpoints, and Hub integration.

- Skill: `rycen7822/huggingface-vision-trainer` (Agent Skill)
- Install (CLI): `npx skillmds@latest add rycen7822/huggingface-vision-trainer`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rycen7822/huggingface-vision-trainer/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: Rycen7822 (https://skillmd.com/u/rycen7822)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/rycen7822/huggingface-vision-trainer

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# huggingface-vision-trainer
## When to Use
Use for image classification or vision model training pipelines, dataset transforms, evaluation metrics, and checkpoint publishing.
## Do Not Use When
Do not use for text-only LLM fine-tuning or Gradio UI-only changes.
## Required Inputs
Image dataset, model checkpoint, transforms, metrics, hardware constraints, and output repo or checkpoint path.
## Workflow
1. Load and inspect image dataset splits.
2. Define transforms and trainer config.
3. Run a small smoke train/eval.
4. Save and optionally push the checkpoint.