Resume

Education

• 2024 : PhD in Machine Learning, CEA LIST / Université Paris-Saclay, Palaiseau
• 2021 : MSc. in Applied Mathematics (MVA: Mathematics-Vision-Learning), ENS Paris-Saclay, Paris
• 2021 : MSc. in Statistics, ENSAE Paris Graduate Engineering School, Paris

Work experience

• 2021-2024: PhD Student in Deep Learning, CEA LIST / Université Paris-Saclay
  • Main subject Privacy preserving recommender systems from user-images
• Fall 2021: Research Intern, CEA LIST
  • Self-supervised monocular depth prediction for autonomous driving
• Summer 2020: Research Intern, ENSAE Paris
  • Study of Monte Carlo methods for sparce regression in high dimension spaces

Publications

Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation

M. Soumm, A. Popescu, B. Delezoide (2023). "Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation", WACV

An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning

G. Petit*, M. Soumm*, E. Feillet*, A Popescu, B Delezoide, D Picard, C Hudelot (2024). "Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation", WACV

ML Skills

• Frameworks
  • Pytorch
  • Tensorflow v2
  • SKlearn
• Subjects
  • Computer Vision
  • NLP
  • Self-supervised learning
  • ML for healthcare