This workshop focuses on theory and applications of machine learning. On the theoretical side we will discuss mathematical issues on deep learning and reinforcement learning, ranging from approximation, optimization and generalization problems. Another topic is learning with limited resources. On the application side, we will focus on the application of machine learning for imaging problems from computer vision and medical imaging.