During the first week of October, at the School of Engineering of the University of Buenos Aires Prof. Dr. Pablo Piantanida (CentraleSupélec), Dr. Leonardo Rey Vega (FIUBA, CSC-CONICET) and Matías Vera (FIUBA) have taught the course "Theory of Statistical Learning and Information Theory: applications to Deep Learning".