Tutorials

List of tutorials I gave or helped facilitate.

A journey in the land of explainable AI (beautiful landscapes, horrendous pits and everywhere in between)

This tutorial will explore the promises and shortcomings of the field of explainable AI. Through the lens of post-hoc explanation methods and interpretable-by-design models, attendees will learn which answers to expect when dealing with explainable AI techniques.

IDESSAI 2021

Formal verification of deep neural networks: theory and practice; a tutorial I gave during the joint INRIA-DFKI 2021 summer school.

PFIA 2020

Theory and practice of deep learning verification; a tutorial I gave during the PFIA 2020 conference

ForMaL 2019

Some tutorial materials I gave with my advisor Guillaume Charpiat during DigiCOSME Spring school ForMaL