AE 12: Fairness in machine learning

Note

This application exercise is completed in class and submitted via a worksheet.

1. Define fairness.
2. We want to create a fair algorithm to identify patients who will benefit the most from high-risk health care management programs. What does it mean for this algorithm to be “fair”?
3. What should we do with the infrequent race classes?