Academic Projects:

• Physics Informed Neural Networks (PINNs):
  • Goal: Solve Helmholtz PDEs with PINNs
  • With: 2 mates from ENPC and 2 scientists from Airbus
  • Resources: Poster ; Report ; Code
• RL for traffic optimization using Autonomous Vehicles:
  • Goal: Exploring how DQNs (and PPO) can learn to control autonomous vehicles to avoid traffic jams
  • Inspired by: CIRCLES project conducted by Berkely, Rutgers, ENPC…
  • With: 3 mates from ENPC. Supervised by 2 professors
  • Resources: Report ; RL Environment
• Operations Research:
  • Topics:
    • [Project] Optimizing an offshore wind electrical network for RTE, FR. Code
    • [Hackathon] Optimizing a car manifacturing chain for Renault, FR. Code
  • With: 2 mates from ENPC
  • Using: Python, C++, Julia, Gurobi (MIP), Hexaly, S.Annealing
• RNN-based Neural Machine Translation model:
  • Goal:Trained an LSTM-based machine translation toy model (20M) and integrated it in a web interface
  • With: Individually
  • Resources: code
• Neural Radiance Fields (NERFs) for scene video synthesis:
  • With: two mates from ENPC. Supervised by Prof. Vincent Lepetit
  • Resources: Slides; Code

Internship Projects:

• MLO Lab, CHE 🇨🇭
  • See here.
• TII, UAE 🇦🇪
  • Knowledge Distillation and model pruning strategies.
  • Large-scale optimization algorithms and scaling laws for parametrization of LLMs.
  • Example contribution to an open-source Nvidia framework: PR
  • Falcon3 family is finally released (SOTA)!
  • More releases coming in 2025…

P.S

Some code links might not be accessible.
This means generally that I (we) am (are) working on cleaning them.
I may also have changed the repo name (sorry). But I’ll try to update every once in a while.