├── .gitignore ├── Fairness_tutorial_slides_aaai2021_version.pdf ├── Fairness_tutorial_slides_ic2s2_2021_version.pdf ├── LICENSE ├── README.md ├── _config.yml ├── aaai2021.md ├── data ├── predictions_c598fbe93f4c218ac7d325fb478598f1.csv.gz ├── single_audit_df.csv.gz ├── split2_aequitas.csv.gz ├── split2_evals.csv.gz ├── test_20120601_20120801.csv.gz ├── test_20120601_20120801_protected.csv.gz ├── test_20121201_20130201.csv.gz ├── test_20121201_20130201_protected.csv.gz ├── train_20111101_20120201.csv.gz ├── train_20111101_20120201_protected.csv.gz ├── train_20120501_20120801.csv.gz └── train_20120501_20120801_protected.csv.gz ├── env ├── conda_env.yaml └── requirements.txt ├── fairness_kdd_tutorial_slides.pdf ├── fairnesstree.png ├── kdd2020.md ├── kdd_tutorial.pdf ├── notebooks ├── README.md ├── bias_reduction.ipynb ├── bias_reduction_with_outputs.ipynb ├── post_hoc_adj.png ├── single_model_audit.ipynb └── single_model_audit_with_outputs.ipynb └── readings.md /.gitignore: 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