Parallel computation is widely utilized to enhance the performance of complex problem-solving tasks. This course aims to introduce the software concepts and hardware designs for efficient parallel processing. The software component for parallel processing covers software programming environments and constructs. The hardware component for parallel processing includes multicore systems, parallel computers, and distributed machine learning systems. This course includes programming assignments and course projects to train students with practical parallel processing skills and prepare them for future industry application and academic research.