Statistical Foundations of Machine Learning
MSc course, ISAE-SUPAERO, 2023-2025
Statistical modeling foundations for machine learning (MSc level). The course is organized in short lecture segments followed by hands-on practical sessions.
Teaching
Deep Learning for Image Analysis
MSc course, Université de Toulouse – Paul Sabatier (MAPI3, Dept. of Mathematics), 2023
Deep learning for image analysis block within the MAPI3 MSc: from perceptrons to deep and convolutional neural networks, with a practical focus on optimization and training.
Introduction to Machine Learning and Deep Learning
MSc course, Toulouse Tech, 2023
Introductory Machine Learning and Deep Learning lectures with hands-on practice, delivered as part of the Big Data Certificate for students from several engineering schools in Toulouse.