Discrete Mathematics is the branch of mathematics focusing on countable, distinct elements, crucial for developing algorithms and data structures in artificial intelligence. It includes topics like logic, set theory, graph theory, and combinatorics, providing the theoretical foundation for designing efficient, exact, and reliable AI systems, enabling effective problem-solving with discrete data and finite structures.