Welcome to my web page!
Introduction
I am a research scientist at IRT Saint Exupéry, Toulouse, working in the DEEL project on machine learning theory and applications to safety-critical systems. I am also associate researcher at the Institut de Mathématiques de Toulouse. I am currently on leave from Université Toulouse III - Paul Sabatier where I previously held an assistant professor position.
| firstname.lastname@irt-saintexupery.com (no accents) | |
| Address |
IRT Saint Exupéry 3 rue Tarfaya 31400 Toulouse |
Research interests
My research interests are in statistics, machine learning theory, and applications. I like to work on the mathematical analysis of learning problems and algorithms, in settings ranging from classical statistical assumptions to fully adversarial environments.
- Sequential learning theory (adversarial online learning, bandit algorithms, global optimization).
- High-dimensional or nonparametric regression and classification.
- Lower-bounds for learning, approximation, and optimization.
- Deep learning theory.
- Predictive uncertainty quantification.
- Applications: recommender systems, ad auctions, aircraft trajectory optimization, certification of safety-critical systems with ML components.