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FedLabFederated Learning · Fundamentals to Research

Home Curriculum

Learning pathways

Beginner

Week 1Foundations of Federated Learning

Day 1From Artificial Intelligence to Federated Learning
Day 2The Federated Setting: Clients, Server, and Rounds
Day 3FedAvg: The Foundational Algorithm
Day 4Data Heterogeneity: The Non-IID Challenge
Day 5Privacy: Why Federated Learning Alone Is Not Enough
Day 6Communication and Systems Constraints
Day 7 · TestWeek 1 Final Test

Week 2FL Fundamentals

Day 1Clients and the Server
Day 2Local Training
Day 3Communication Rounds
Day 4Model Updates
Day 5Model Aggregation
Day 6Introduction to FedAvg
Day 7 · TestWeek 2 Final Test

Intermediate

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Advanced

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