16B: Machine Unlearning

Materials:

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

Pre-work:

1. Influence Functions
2. Sample Hardness
3. Influenciae
4. Article 17 of GDPR, Right to be forgotten
5. HW06, implement a simple strategy to implement “right to be forgotten”

In-Class

1. Blog Machine Unlearning, Ken Ziyu Liu.
2. Tutorial An Introduction to Machine Unlearning

Post-Class

1. Collection of Machine Unlearning resources
2. Exact Algorithm: SISA Machine Unlearning with Sharded, Isolated, Sliced, and Aggregated training
3. Approximate Algorithms: Influence Certified Data Removal from ML Models