Machine Learning and Brain Research are closely related fields: artificial neural networks were inspired by biology, and neuroscience is using machine learning to understand the brain. We start with an overview of the fascinating world of brain research and then explore the intersection between neuroscience and machine learning. By covering a few key results from theoretical neuroscience and from machine learning we point out similarities and differences between the brain and computers.