Fairness and reliability of Machine Learning

Aug 1 - Aug 29

Learnability and VC dimestion. Also see this tutorial.
MPI lectures on discrimination
Disparate treatment, disparate impact and disparate mistreatment by Zafar et. al (also see the references within the paper)
Preference based fairness by Zafar et. al
Fair prediction with disparate impact by Alexandra Chouldechova.
Inherent Trade-Offs in the Fair Determination of Risk Scores by Kleinberg, Mulainathan, Raghavan.

Subhashis Banerjee / Dept. Computer Science and Engineering / IIT Delhi / Hauz Khas/ New Delhi 110016