Скачать или смотреть CS E4740 Federated Learning - Course Overview

This video gives an overview of the course CS-E4740 Federated Learning, starting at 24-Feb-2025. We discuss prerequisites, learning goals, graded activities and schedule. The final part of the video gives a brief introduction to federated learning, its relation to machine learning and a quick recap of model training, validation and regularization.

Slides can be found at the course site https://federatedlearningaalto.github...

0:00 Welcome
1:24 Prerequisites
2:25 Learning Goals
3:11 Position in wider machine learning curriculum
6:25 Main topics of the course
8:22 Graded activities
11:45 Assignments
13:09 Student Project
15:10 Course Schedule
18:53 What is Federated Learning
20:58 Key Characteristics of Federated Learning
23:25 Main applications of FL
26:29 From ML to FL
30:40 ML Basics: Model Training, Validation and Regularization

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