Projects

Internship work

Multi-radar tracking optimization for collaborative combat

June - August 2020 A joint work with Nouredine Nour, Cédric L.R. Buron, Alain Peres and Frédéric Barbaresco made during my internship at NukkAI. I was the main contributor on the reinforcement learning part. Accepted for the IRS conference. Preprint

Academic projects at Ecole polytechnique

Taking mobility into account in epidemiological models

January 2021 - March 2021

My next project (under the supervision of Pr. Stéphane Gaubert) will aim to study and develop epidemiological models, based on discrete-time SEIR models or on transport PDE models, taking into account the mobility dimension. We will seek to develop dynamic models valid in transitional regimes (pre-lockdown or post-lockdown). We are currently working on techniques involving tropical geometry to gain qualitative insight on mutli-compartimental SIR models.

Retweet prediction on Covid-19 tweets

November 2020

Machine Learning 1 project - Course page. The goal was to find a ML algorithm to predict the number of retweets of Covid-19 related tweets. Report and code on my GitHub repo

Reinforcement learning for the game of Snake

October 2020 - December 2020

Research initiation project (3 hours a week), under the supervision of Guillaume Quispe. The goal is to design a Reinforcement Learning algorithm for the game of Snake. Code and project report are available here

EfficientNet for object detection

June 2020
A computer vision project made with Mohamed Amine Rabhi based on Tan & Le’s paper. Link to the GitHub repo

Prediction of probability of default (with BNP Paribas)

March 2020
A deep learning project proposed by BNP Paribas RISK (under the supervision of Michael Rabba) and made with Céline Raton, Amine Rabhi, Pierre Mordant and Michel Alhawa.

User Scheduling in 5G

January 2020
A combinatory optimization project made with Amine Rabhi, under the supervision of Marceau Coupechoux. Link to the GitHub repo.

Academic projects at Lycée Sainte-Geneviève (TIPE : “supervised self-initiative work”)

Lorenz equations and highlighting of a strange attractor

2018 A mathematics project which was presented at the exams for french “Grandes Écoles”, done in collaboration with Nils Hasselmark and Anas El Baghdadi, under the supervision of Pr. Aymeric Autin. The goal was to study some of the properties of the famous Lorenz attractor. Here are the slides - in French - of my final presentation.

Sharkovskii’s theorem

2017 A mathematics project aiming to give a elementary proof of the Sharkovskii’s theorem, done in collaboration with Anas El Baghdadi and Mathieu Gomez, under the supervision of Pr. Frédéric Morlot. Here is the final report - in French.