Innovative materials are one of the key technologies for keeping products and industrial processes economically competitive and ecologically sustainable. Modern materials science requires a multi-discipline approach embracing chemistry, physics, engineering, as well as data science. This summer school will provide an overview of current developments in data-driven materials science involving Machine Learning and modern numerical techniques and will offer a platform for discussions about future perspectives. A particular focus is put on solid state and materials mechanics and respective approaches for modelling, simulations and analysis across scales.