NN Template¶
"We demand rigidly defined areas of doubt and uncertainty."
Generic cookiecutter template to bootstrap PyTorch projects and to avoid writing boilerplate code to integrate:
- PyTorch Lightning, lightweight PyTorch wrapper for high-performance AI research.
- Hydra, a framework for elegantly configuring complex applications.
- Hugging Face Datasets,a library for easily accessing and sharing datasets.
- Weights and Biases, organize and analyze machine learning experiments. (educational account available)
- Streamlit, turns data scripts into shareable web apps in minutes.
- MkDocs and Material for MkDocs, a fast, simple and downright gorgeous static site generator.
- DVC, track large files, directories, or ML models. Think "Git for data".
- GitHub Actions, to run the tests, publish the documentation and to PyPI automatically.
- Python best practices for developing and publishing research projects.
cookiecutter
This is a parametrized template that uses cookiecutter. Install cookiecutter with:
pip install cookiecutter