Methylation-based tumor classification (CUP) — data collection & early baselines
Short project supervision (2 months), CRCT, IRIT, 2023
Co-supervision of a 2-month M1 student project (2023) at CRCT.
Posts by Collection
supervision
Tumor classification from DNA methylation profiles (CUP)
Internship supervision, CRCT, IRIT, 2024
Co-supervision of an MSc Data Science internship at CRCT (Apr. 2024 – Sep. 2024), in collaboration with IRIT.
Human-in-the-loop deep learning for deformable registration (MRI ↔ 4D-CT)
M2 internship supervision (grant-funded), IUCT, IRIT, 2025
Co-supervision of a MSc internship at the IUCT-Oncopole in collaboration with IRIT, on a project proposed within my PhD topic and supported by dedicated funding.
teaching
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.
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.
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.