The ROMSOC training course "Introduction to Deep Learning" in the framework of the research project ROMSOC (Reduced Order Modelling, Simulation and Optimization of Coupled Systems) was held at ZeTeM from 23.09.2019 until the 27.09.2019. The lecturers were Niv Haim from Weizmann Institute of Science and SagivTech Ltd.