Machine Learning and Privacy: Friends or Foes?

Vitaly Shmatikov

Abstract:

Machine learning is setting the world on fire, but what does this imply for the privacy of the data used to train ML models? I will talk about ML models that leak their training data, how to extract data from models trained using ML-as-a-service, and what it might mean for ML to preserve data privacy.

Time and Place

Tuesday, December 12, 4:15pm
Gates 463