This course is to briefly introduce the current energy materials and chemistry, including the fundamental knowledge and key applications (such as energy storage, batteries, green hydrogen production, ammonia synthesis, etc). A short introduction with machine learning will be presented as well. From this course, the students will build the idea of computer-aided materials design and fundamental knowledge of computational Chemistry (such as density functional theory and quantum mechanism). Further a specific application is highlighted with students’ input as a final report.