Skip to content

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

Lessons coming soon

Advanced

Lessons coming soon

Curriculum/Week 2: FL Fundamentals/Day 6

Introduction to FedAvg

Putting it all together: the Federated Averaging algorithm, end to end.

← Day 5 Day 7 →