Discrimination

FairMLPython

A Python toolbox for auditing machine learning models to detect and quantify bias in black-box predictions.

CWFID

A public dataset of field images with segmentation masks and plant type annotations for computer vision in precision agriculture.

themis-mlJupyter Notebook

A Python library implementing fairness-aware machine learning algorithms for measuring and mitigating discrimination in predictive models.