Skip to the content.

UvA - Machine Learning 1

Welcome to the public page for the course Machine Learning 1. The course is part of the Artificial Intelligence master program at the University of Amsterdam. The course is developed by the Amsterdam Machine Learning Lab and currently taught by Erik Bekkers.

This page presents an overview of the course including links to the lectures (this Youtube channel) and the corresponding annotated slides in pdf. Students enrolled for the course are referred to Canvas for extra materials such as practice exercises, homework assignments, lab assignments (jupyter notebooks) and additional resources.

In this lecture series we follow closely the Pattern Recognition and Machine Learning book by Bishop. Relevant chapters are indicated at the start of each video.

The contents of this page and the video lectures are licensed under a Creative Commons Attribution 4.0 International License.


Weekly overview

Week 1

Week 2

Week 3

Week 4

Week 5

Week 6

Week 7