Overview
Lectures and practical sessions on statistical learning (Apprentissage statistique avancé, KMAXIP09). Franck Iutzeler teaches the first part of the class and Clément Lalanne the second part.
Advanced Statistical Learning M2 SID (University of Toulouse, 2026-2027)
Lecturers: Clément Lalanne and Franck Iutzeler (first part of the class)First Part of the Class
The materials of the first part are on Franck Iutzeler's teaching page and on the Moodle of the class.
Lectures
- Lecture 1 Optimization for Machine Learning.
References and External Resources
Optimization for Machine Learning
- Convex Optimization by Stephen Boyd and Lieven Vandenberghe, Cambridge University Press, 2012.
- First-Order Optimization Methods by Amir Beck, 2017.
- Acceleration Methods by Alexandre d’Aspremont, Damien Scieur and Adrien Taylor, 2024.