16A: Fairness & Bias

Materials:

Date: 26th, Nov, 20224, 11.30am IST

Pre-work:

In-Class

1. AI Fairness 360 An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias
2. notebook Detecting and mitigating age bias in credit decisions
3. paper AI Fairness: from Principles to Practice

Post-Class

1. collection on Fairness in AI
2. paper Towards Fairness Certification in AI
3. paper Fairness in AI and Its Long-Term Implications on Society
4. paper The Pursuit of Fairness in Artificial Intelligence Models: A Survey
5. paper Fairness And Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, And Mitigation Strategies
6. paper AI Fairness in Practice
7. book Fair ML Book
8. paper Fairness in Deep Learning: A Computational Perspective