The high-level learning goal of the Machine Learning for Signal Processing (ML4SP) course is to educate students towards a fundamental understanding of the theoretical background of deep learning methods and demonstrate their similarities to many other, since long-established, signal processing methods. The course focuses specifically on those methods that embed strong priors in the associated neural network architecture to enable data and memory-efficient deep learning, characteristics that often prove vital in healthcare applications.