This course provides an introduction to the latest advancements in the broad area of artificial intelligence and its applications in healthcare. It covers basic concepts of deep learning as well as advanced approaches for analyzing diverse healthcare data, including medical images, clinical reports, and biological data. Through hands-on homework projects, students are expected to demonstrate their capability in applying fundamental deep learning techniques to tackle various real-world healthcare problems and challenges.