Federated Learning with Formal User-Level Differential Privacy Guarantees

Explore federated learning with formal user-level differential privacy guarantees in this Google TechTalk presented by Abhradeep Thakurta at the 2022 Workshop on Federated Learning and Analytics. Delve into the intersection of data privacy and machine learning as Thakurta, a staff research scientist at Google Research on the Brain Team, demonstrates the possibility of designing differentially private learning algorithms that can scale to industrial workloads. Gain insights from Thakurta's extensive experience, including his roles as a faculty member at UC Santa Cruz, research scientist at Apple and Yahoo Labs, and his academic background from The Pennsylvania State University, Stanford University, and Microsoft Research. Learn about cutting-edge approaches to balancing privacy concerns with the benefits of federated learning in this 31-minute presentation.

Federated Learning with Formal User-Level Differential Privacy Guarantees