Bias Mitigation and Causal Inference Methods
Open "CreditCardDefaults.ipynb" notebook in a local Jupyter environment or open notebook in Google Colab
When you run it locally to install the requirements, you can run chapter_setup.py from the terminal like this:
python chapter_setup.pyBut you can also do it from the first cell of the notebook.
For your reference, these are the requirements:
pandas~=1.5.3
numpy~=1.23.5
scikit-learn~=1.2.2
matplotlib~=3.7.1
seaborn~=0.12.2
lightgbm~=4.0.0
networkx~=3.2
pydot~=1.4.2
tqdm~=4.66.1
ipython>=7.23.0
machine-learning-datasets~=0.1.23
xgboost~=2.0.0
#xgboost>=1.7.6
econml~=0.14.1
dowhy~=0.10.1
aif360~=0.5.0
fairlearn~=0.7
BlackBoxAuditing~=0.1.54
git+https://github.com/EthicalML/xai.git # --no-deps