Library
Resources
Tools, frameworks, and books — external links open in a new tab.
Tools & frameworks
AI Ethics Toolkit
Comprehensive tools to evaluate and guide ethical AI development
What-If Tool
Interactive tool for exploring machine learning model behavior
AI Fairness 360
Comprehensive toolkit for detecting and mitigating bias in AI models
Fairlearn
Tools for assessing and improving fairness of ML systems
Aequitas Toolkit
Open source bias audit toolkit for machine learning developers
Essential reading
Weapons of Math Destruction
How big data increases inequality and threatens democracy
The Alignment Problem
Machine learning and human values
Artificial Unintelligence
How computers misunderstand the world
The Ethical Algorithm
The science of socially aware algorithm design
Race After Technology
Abolitionist tools for the new Jim Code
Data Feminism
Power, ethics, and data science
Rebooting AI
Building artificial intelligence we can trust
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Stay in the loop
Research notes, policy shifts, and the arguments worth having — in one place.