├── .gitignore ├── 01-interpretability_eli5-skeleton.ipynb ├── 01-interpretability_eli5-solution.ipynb ├── 02-interpretability_LIME-skeleton.ipynb ├── 02-interpretability_LIME-solution.ipynb ├── 03-interpretability_SHAP-skeleton.ipynb ├── 03-interpretability_SHAP-solution.ipynb ├── README.md ├── data ├── bank.csv └── toucan.jpg ├── environment.yml ├── helpers.py ├── requirements.txt └── setup_colab.sh /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints/ 2 | venv 3 | __pycache__ 4 | explanation.html 5 | -------------------------------------------------------------------------------- /01-interpretability_eli5-skeleton.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/01-interpretability_eli5-skeleton.ipynb -------------------------------------------------------------------------------- /01-interpretability_eli5-solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/01-interpretability_eli5-solution.ipynb -------------------------------------------------------------------------------- /02-interpretability_LIME-skeleton.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/02-interpretability_LIME-skeleton.ipynb -------------------------------------------------------------------------------- /02-interpretability_LIME-solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/02-interpretability_LIME-solution.ipynb -------------------------------------------------------------------------------- /03-interpretability_SHAP-skeleton.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/03-interpretability_SHAP-skeleton.ipynb -------------------------------------------------------------------------------- /03-interpretability_SHAP-solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/03-interpretability_SHAP-solution.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/README.md -------------------------------------------------------------------------------- /data/bank.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/data/bank.csv -------------------------------------------------------------------------------- /data/toucan.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/data/toucan.jpg -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/environment.yml -------------------------------------------------------------------------------- /helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/helpers.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/requirements.txt -------------------------------------------------------------------------------- /setup_colab.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/klemag/PyconUS_2019-model-interpretability-tutorial/HEAD/setup_colab.sh --------------------------------------------------------------------------------