https://github.com/cj-mills/pytorch-timm-gesture-recognition-tutorial-code
This repository contains the training code for my beginner-friendly tutorial titled "Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners".
https://github.com/cj-mills/pytorch-timm-gesture-recognition-tutorial-code
fine-tuning image-classification pytorch timm-library training-code tutorial
Last synced: 5 months ago
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This repository contains the training code for my beginner-friendly tutorial titled "Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners".
- Host: GitHub
- URL: https://github.com/cj-mills/pytorch-timm-gesture-recognition-tutorial-code
- Owner: cj-mills
- License: mit
- Created: 2023-05-24T18:28:36.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-11-12T02:04:40.000Z (11 months ago)
- Last Synced: 2024-11-12T03:18:23.816Z (11 months ago)
- Topics: fine-tuning, image-classification, pytorch, timm-library, training-code, tutorial
- Language: Jupyter Notebook
- Homepage: https://christianjmills.com/posts/pytorch-train-image-classifier-timm-hf-tutorial/
- Size: 117 MB
- Stars: 5
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners
## Description
This tutorial provides a step-by-step guide on fine-tuning image classification models using PyTorch and the timm library to create a hand gesture recognizer. The content is structured to be accessible even to beginners in deep learning.
## Tutorial Links
* [Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners](https://christianjmills.com/posts/pytorch-train-image-classifier-timm-hf-tutorial/)
## In-Browser Demo
* [https://cj-mills.github.io/pytorch-timm-gesture-recognition-tutorial-code/](https://cj-mills.github.io/pytorch-timm-gesture-recognition-tutorial-code/)
## Training Code
| Jupyter Notebook | Google Colab |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| [GitHub Repository](https://github.com/cj-mills/pytorch-timm-gesture-recognition-tutorial-code/blob/main/notebooks/pytorch-timm-image-classifier-training.ipynb) | [Open In Colab](https://colab.research.google.com/github/cj-mills/pytorch-timm-gesture-recognition-tutorial-code/blob/main/notebooks/pytorch-timm-image-classifier-training-colab.ipynb) |
## ONNX Export
| Jupyter Notebook | Google Colab |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| [GitHub Repository](https://github.com/cj-mills/pytorch-timm-gesture-recognition-tutorial-code/blob/main/notebooks/pytorch-timm-image-classifier-onnx-export.ipynb) | [Open In Colab](https://colab.research.google.com/github/cj-mills/pytorch-timm-gesture-recognition-tutorial-code/blob/main/notebooks/pytorch-timm-image-classifier-onnx-export-colab.ipynb) |
## License
Distributed under the MIT License. See [`LICENSE`](./LICENSE) for more information.