Explore AI Singapore's journey into federated learning in this 32-minute talk. Discover how federated learning addresses data privacy concerns and regulatory compliance while enabling cross-organizational machine learning. Learn about Synergos, AI Singapore's system for federated learning, and its key components. Gain insights into the challenges of data sharing, the benefits of decentralized training, and the potential applications in healthcare and other industries. Understand the roadmap for federated learning implementation and its impact on the future of privacy-preserving AI.
AI Singapore's Journey into the World of Federated Learning
Overview
Syllabus
Introduction
Data Privacy
Why Federated Learning
Components of Federated Learning
Training
Heterogeneities
Distribution
Health Care
Health Scale
Registration
Roadmap
Conclusion
Taught by
Open Data Science
