Materials Science Datasets and Data Generation

In this chapter, we explain how to obtain high-quality datasets for statistical and machine learning experiments. In particular, we present our strategy for generating artificial datasets that have a clear materials science context, thus defining a set of materials science benchmark datasets that are used throughout this text. In addition, this chapter gives recommendations on how to obtain further datasets for machine learning, e.g., from some of the numerous online resources.