Introduction to state-of-the-art development in the broad area of AI and healthcare, including basic concepts of deep learning and advanced approaches for medical image and surgical video analysis. Students are expected to demonstrate the capability of applying fundamental deep learning approaches to various healthcare applications through hands-on homework projects.