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.