Resume

Basics

Name Ayoub Ajarra
Email ayoub.ajarra@inria.fr
Url https://ayoubajarra.github.io/
Summary A random human enchanted by the beauty of mathematics, willing to reveal that beauty from complex problems.

Work

  • 2021.04 - 2021.11
    Visiting research student - Supervised by Yoshua Bengio and Loubna Benabbou
    MILA, Université de Montréal
    Studied the ability of ML models to predict space time evolution of a dynamical system (fluids) with almost no knowledge of a physicist. Developped a new approach based on Helmholtz theorem to reduce the representation -describing Rayleigh-Bénard instability, into a discrete one and study the interaction of the vortices represented by keypoints, then implemented a graph encoder-decoder to learn the space-time evolution of the discrete representation based on causal graphs.
    • Space-time evolution,SImulation, Deep learning for scientific discovery, Physical inductive bias, Causal graphs

Education

  • 2023.02 - 2026.02
    PhD student
    Scool (Previously Sequel) Inria - Université de Lille
    Learning Theory, Fairness, Multi-armed Bandits, Reinforcement Learning theory and Sequential Decision Making

Languages

French
Native speaker
Moroccan
Native speaker
English
Fluent, Full professional proficiency