The Adult Learning Theory, also known as Andragogy, is a framework that focuses on the unique characteristics and needs of adult learners. It suggests that adults are self-directed, goal-oriented, and motivated to learn based on practical applications. Adult learning theory emphasizes the importance of relevancy, active participation, problem-solving, and drawing on learners' prior experiences for effective learning outcomes.