After a PhD thesis in computer science at Université Paris-6, Charles interest focused on emerging deep learning methods for image and video analysis. He is the cofounder of Heuritech, where he used intensive deep learning for trend forecasting. Since 2020, he is researcher and lecturer at the center of applied mathematics of Ecole Polytechnique (CMAP).