IBM AI Fairness 360
IBM's AI Fairness 360 is an open-source toolkit containing over 70 fairness metrics and 10 bias mitigation algorithms for machine learning models. It supports pre-processing, in-processing, and post-processing bias interventions across the full ML pipeline. Widely used in academic research and enterprise AI governance, it integrates with scikit-learn, TensorFlow, and PyTorch.