<< Tuesday, August 13, 2019 >>

Tuesday, August 13, 2019

Security and Privacy Guarantees in Machine Learning with Differential Privacy: talk by Roxana Geambasu, Columbia University

Lecture: Real-time Intelligent Secure Execution Laboratory (RISELab): CS | August 13 | 12-1 p.m. | 405 Soda Hall

 Roxana Geambasu, Columbia University

 RISELab

Machine learning (ML) is driving many of our applications and life-changing decisions. Yet, it is often brittle and unstable, making decisions that are hard to understand or can be exploited. Tiny changes to an input can cause dramatic changes in predictions; this results in decisions that surprise, appear unfair, or enable attack vectors such as adversarial examples. Moreover, models trained on...   More >