ATMS SHAP Tutorial

Graduate-level tutorial demonstrating SHAP (Shapley values) for explaining atmospheric ML models.

Quickstart

mamba env create -f environment.yml
mamba activate atms-shap
jupyter lab
# open notebooks/ATMS_SHAP_Tutorial.ipynb

Or with pip:

python -m venv .venv && source .venv/bin/activate  # (on Windows use .venv\Scripts\activate)
pip install -r requirements.txt
jupyter lab

Contents

• notebooks/ATMS_SHAP_Tutorial.ipynb — main tutorial
• data/sample_heavyrain_features.csv — small synthetic sample (optional)
• environment.yml / requirements.txt — dependencies

License

MIT