Bias Links & Resources

Biases are being baked into artificial intelligence

Algorithmic Bias and Fairness: Crash Course AI #18

How Cops Are Using Algorithms to Predict Crimes

Joy Buolamwini on fighting bias in algorithms, coded gaze and the Algorithmic Justice League

The Coded Gaze: Algorithmic Bias? What is it and Why Should I Care?
https://medium.com/africana-feminisms/the-coded-gaze-algorithmic-bias-what-is-it-and-why-should-i-care-51a416dbc3f3

Algorithmic Justice League
https://www.ajl.org

The danger of predictive algorithms in criminal justice
Hany Farid

Machine Bias: There’s software used across the country to predict future criminals. And it’s biased against blacks.
https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

AWS announces SageMaker Clarify to help reduce bias in machine learning models
https://www.msn.com/en-us/news/technology/aws-announces-sagemaker-clarify-to-help-reduce-bias-in-machine-learning-models/ar-BB1bK11H

Understanding Racial Bias in Machine Learning Algorithms
https://medium.com/better-programming/understanding-racial-bias-in-machine-learning-algorithms-1c5afe76f8b

Bias in Machine Learning in Healthcare
https://www.foreseemed.com/blog/bias-in-machine-learning

We Teach A.I. Systems Everything, Including Our Biases
https://www.nytimes.com/2019/11/11/technology/artificial-intelligence-bias.html

What Do We Do About the Biases in AI?
https://hbr.org/2019/10/what-do-we-do-about-the-biases-in-ai

Fairness, Transparency, Privacy: What can we do to ensure the decisions made by machines do not discriminate, are transparent, and preserve privacy?
https://www.turing.ac.uk/research/interest-groups/fairness-transparency-privacy

Embedded EthiCS
https://embeddedethics.seas.harvard.edu

AI4ALL
https://ai-4-all.org