🚧 These materials are a work-in-progress and cannot be considered final until the end of the course.

Before class:

📺 Watch CNBC (2019): How AI Could Reinforce Biases in the Criminal Justice System — 8 minutes

After class:

📺 Watch Arvind Narayanan (2018): Tutorial: 21 fairness definitions and their politics — 55 minutes

Plus, we recommend the following tutorials:

• Solon Barocas and Moritz Hardt (2017): Fairness in Machine Learning — NeurIPS 2017 tutorial

• Sam Corbett-Davies and Sharad Goel (2018): Defining and Designing Fair Algorithms — ICML+ 2018 tutorials