Teaching

All courses are hosted on the internal Moodle platform at EURECOM. Video lectures are also available to EURECOM students, using the internal video server at EURECOM.

Deep Learning

[Spring Semester - Long Course] Theory and practice of Deep Learning.

• Neural Networks Basics
• Stochastic optimization and loss landscapes
• CNNs, with a gist of Computer Vision
• Sequence Modeling (from RNNs to Transformers), with a gist of Large Language Models
• Energy Based Models
• Deep Generative Models

Advanced Topics in Deep Learning

[Fall Semester, Short Course] Research-oriented course, students’ seminars on seminal research work in Deep Learning.

Previous courses

• Algorithmic Machine Learning [2015-2025]
• Distributed Systems and Cloud Computing [2011-2019]
• Applied Game Theory [2009-2012]
• Algorithm Design [2009-2014]
• Web Technologies [2005-2011]