Responsible Ai

Awesome Production Machine Learning

A curated list of awesome open-source libraries for deploying, monitoring, versioning, and scaling production machine learning systems.

privacy-preserving ML

A curated list of awesome open-source libraries for deploying, monitoring, versioning, and scaling production machine learning systems.

awful-ai

A curated list tracking current scary and unethical uses of AI to raise awareness of its societal misuses.

Awesome Machine Learning Interpretability

A curated list of practical resources for responsible machine learning, covering interpretability, governance, safety, and ethics.

AI Fairness 360Python

An extensible open-source toolkit for detecting, mitigating, and explaining bias in machine learning datasets and models.

the ethics of ML

A curated collection of AI guidelines, principles, ethics frameworks, regulations, and practical tools for responsible AI development.

xaiPython

A Python toolbox for explainable AI, providing tools for data analysis, model evaluation, and bias mitigation in machine learning.

aequitasPython

An open-source toolkit for auditing bias and experimenting with fairness methods in machine learning models.

Model Card ToolkitPython

A toolkit that streamlines and automates the generation of model cards for machine learning models.

FairMLPython

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