This page contains links to relevant workshops, projects, and principle documents.

Workshops and Events


Numerous groups are conducting research, building tools, and developing policy statements related to fairness, accountability, and transparency in socio-technical systems.


Software and libraries that implement fair learning algorithms or facilitate algorithm auditing.

Principles and Best Practices

Guidelines and documentation developed by standards bodies, practitioners, and researchers.


A growing number of organizations inside and outside academia are dedicated to promoting the ideals of fairness, accountability, and transparency of algorithmic systems.