This course introduces the theories, practices, and various techniques in reinforcement learning as well as deep reinforcement learning, which is a promising area that combines deep learning with reinforcement learning. In addition, this course studies various applications of reinforcement learning including game AI, computer vision, robotics, advertisement, and autonomous vehicles.