I was honored to present as plenary speaker at Computational Materials Science 2020 conference. The title of my presentation was “Introduction to Molecular Simulations and the use of Machine Learning in material design”. The goal of the presentation was to explain the basics on Molecular Simulations and motivate undergraduate students to use Machine Learning algorithms.