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FairGBM-python-notebooks

FairGBM Python Examples

In this folder you can find several FairGBM usage examples.

File name Dataset (size) Description Fairness criterion
FairGBM_example_for_equalized_odds_[google_colab].ipynb (colab link) UCI Adult (49K) Simple Colab example to get up and running with FairGBM. Equal TPR and FPR (equalized odds)
UCI-Adult-example.ipynb UCI Adult (49K) Simple local example on the popular UCI Adult dataset. Equal TPR (equal opportunity)
UCI-Adult-example-with-hyperparameter-tuning.ipynb UCI Adult (49K) Example with hyperparameter-tuning to obtain optimal multiplier_learning_rate parameter value. Equal TPR and FPR (equalized odds)

Examples may require extra requirements listed in the requirements.txt file. Please run pip install -r requirements.txt to install them.