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CS-E4740 Federated Learning - Course Outline
CS-E4740 Lecture FL Design Principle
CS-E4740 Network Models
CS-E4740 FL Algorithms
CS-E4740 FL Design Principle
CS-E4740 Learning FL Networks
CS-E4740 Laplacian Matrix of FL Network
CS-E4740 A Mathematical Model for Federated Learning
CS-E4740 Federated Learning - ML Basics
CS-E4740 Coding Assignment Vertical FL
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Last Updated: September 29, 2026
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Summary
This lecture discusses techniques to This video gives an overview of the course This video discusses the nodes of a FL network which represent physical devices within a FL system course site: FederatedLearningAalto.github.io. This lecture shows how to formulate federated This lecture introduces empirical This lecture starts from formulating federated This video introduces federated Quick recap of applied ML: model training, validation and regularization. The course shows you how to use regularization to ...