Gain a better understanding of hidden algorithmic biases and what you can do to increase the fairness of your AI-powered products.

Tools and frameworks

• Aequitas open source bias audit toolkit
• AI Blindspot Cards
• AI Farness 360 toolkit by IBM
• Better Images of AI

Documentaries and talks

• AI is dangerous, but not for the reasons you think TED Talk by Sasha Luccioni
• Coded Bias documentary on Netflix
• The AI Dilemma presentation by Tristan Harris and Aza Raskin
• The Social Dilemma documentary on Netflix

Books

• Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence by Kate Crawford
• Unmasking AI: My Mission to Protect What is Human in a World of Machines by Joy Buolamwini
• Weapons of Math Destruction: How big data increases inequality and threatens democracy by Cathy O’Neil

Organizations to follow

• Algorithmic Justice League is an organization that combines art and research to illuminate the social implications and harms of artificial intelligence
• Data & Society is an independent nonprofit research organization that studies the social implications of data-centric technologies & automation
• Distributed AI Research Institute (DAIR) is a space for independent, community-rooted AI research, free from Big Tech’s pervasive influence.
• Humane Intelligence is a tech nonprofit building a community of practice around algorithmic evaluations.