Teaching

You can download here various materials from my courses. Feel free to re-use them or to contact me for additional information.

EE-559: Deep Learning, Spring 2018

The materials for this course are still work in progress, but you can already check what is ready.

EE-613: Machine Learning for Engineers, Fall 2015, 2017

This course was given in collaboration with Sylvain Calinon, and Jean-Marc Odobez.

Introduction

Generative models

Regression

Discriminative models and meta-algorithms

Gaussian Processes

This is a short note on Gaussian processes.

C++ programming

You can get an unpolished draft in poor English of the 277 pages of lecture notes for a C++ course I gave at University of Chicago in 2001. I also gave a similar course (in French) for Life Sciences students at the EPFL.