The Analysis and Design of Algorithms is the study of algorithm efficiency and effectiveness in solving computational problems. It involves techniques to evaluate algorithm performance, such as time and space complexity analysis, and methodologies for designing algorithms that provide optimal solutions, emphasizing correctness, feasibility, and resource utilization.