Presentation of the paper "An Analysis of Regularized Approaches for Constrained Machine Learning", accepted at the TAILOR workshop, held in conjunction with ECAI2020. Paper authors: Michele Lombardi, Federico Baldo, Andrea Borghesi, Michela Milano (DISI, University of Bologna). Presenter: Andrea Borghesi