Teaching
I teach in the Mathematiques et Intelligence Artificielle (MIA) Master’s programme at Universite Paris-Saclay. During my PhD, I also taught statistics and machine learning at ENSAE, and time series modelling at ENSTA.
Master MIA — Universite Paris-Saclay Current
Introduction to Deep Learning
Session 1 — Generalities
Session 2 — Neural Network Estimation
Session 3 — Hyperparameter Selection
Session 4 — Convolutional Networks
Session 5 — Generative Networks
Session 6 — Recurrent Networks
Generative Models
Session 1 — Generalities
Session 3 — VAE & Normalising Flows
Slides · Tutorial · Correction
Session 4 — Generative Adversarial Networks
Session 5 & 6 — Diffusion Models
Additional resources
Additional materials · Introduction to JEPA · Diffusion Models explained in 15 minutes
Universite Paris-Saclay Past
Machine Learning Algorithms
Session 4 — Unsupervised Learning
Session 5 — Project Session 1
Session 6 — Project Session 2
ENSAE Past
Statistics 1
with Arnak Dalalyan
Introduction to Machine Learning
with Vianney Perchet
ENSTA Past
Time Series
with Yannig Goude