teaching
Materials for courses I teach
Deep learning - CentraleSupélec - SDI-M (2024-2025)
Lectures
- Lecture 1 Introduction to deep learning and linear networks
- Lecture 2 Linear networks and RBF networks
- Lecture 3 Convolutional Neural Networks
- Lecture 4 Convolutional Neural Networks : Applications
- Lecture 5 Recurrent Neural Networks and applications
Labs
- Lab 1 Introduction à pytorch
- Lab 2 Segmentation sémantique avec un modèle encodeur/décodeur sur Pascal-VOC
- Lab 3 Automatic Speech Recognition
- Lab 4 Deep Convolutional Generative Adversarial Networks
Challenges
- 2024-2025 Zooplankton semantic segmenation
- 2023-2024 : we participated to the GeoLifeClef 2022 challenge, after the competition was over. The final leaderboard of the teams is shown below.
- 2022-2023 Phytoplankton temporal series prediction
- 2021-2022 Zooplankton classification