I am a Research Scientist Manager at Facebook on the Statistics & Privacy team, where I work on the intersection of machine learning systems and privacy enhancing technologies (PETs). My interest lies in the statistical and cryptography methods, such as Differential Privacy, Secure Multi-party Computation, and Federated Learning, to preserve individual privacy of personalized experience in large scale signal ingestion and machine learning systems.
Prior to Facebook, I was a data science manager at Airbnb working in personalized dynamic pricing algorithms and causal inference in two-sided marketplace. I received PhD in Statistics from Stanford.
Privacy-preserving ML, differential privacy, statistical modeling