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YouTube

AI Singapore's Journey into the World of Federated Learning

Open Data Science via YouTube

Overview

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This talk introduces federated learning as a privacy-preserving approach to training machine learning models across decentralized organizations without exchanging local data. It also presents Synergos, including its coordination architecture, model evaluation, contribution assessment, and security concerns.

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

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