Alberto Tonda’s defense of the « Habilitation à Diriger des Recherches » French diploma for Université Paris-Saclay. The subject of the presentation is applications of evolutionary algorithms and machine learning to real-world problems in food and health sciences. Work on practical applications leads to the development of theoretical questions on the epistemology of machine learning.