ELSA - Secure Aggregation for Federated Learning with Malicious Actors
Offered By: IEEE via YouTube
Course Description
Overview
Explore a cutting-edge secure aggregation protocol for federated learning in this 17-minute IEEE conference talk. Delve into ELSA (Efficient and Lightweight Secure Aggregation), a novel approach designed to address the challenges of malicious actors in federated learning environments. Learn how researchers from the University of California, Berkeley, Stanford University, and Devron Corporation have developed this protocol to enhance privacy and security in collaborative machine learning. Gain insights into the innovative techniques employed by ELSA to protect against potential threats while maintaining efficiency and scalability in federated learning systems.
Syllabus
ELSA: Secure Aggregation for Federated Learning with Malicious Actors
Taught by
IEEE Symposium on Security and Privacy
Tags
Related Courses
Introduction to Data Analytics for BusinessUniversity of Colorado Boulder via Coursera Digital and the Everyday: from codes to cloud
NPTEL via Swayam Systems and Application Security
(ISC)² via Coursera Protecting Health Data in the Modern Age: Getting to Grips with the GDPR
University of Groningen via FutureLearn Teaching Impacts of Technology: Data Collection, Use, and Privacy
University of California, San Diego via Coursera