Evolution of Ethics and Fairness in AI: Reflecting on Milestones of 2019

The chapter explores key developments in AI ethics and fairness throughout 2019, shedding light on the shift towards a socio-technical approach and the emphasis on diversity in AI teams. From questioning biases in debiasing techniques to discussing the complexity of fairness beyond equalizing error rates, the conversation delves into the nuanced aspects of fairness and ethics. It also touches on advancements in industry practices, such as the development of Model Cards for Model Reporting and the integration of critical race theory and feminist perspectives into the fairness community.