Probability Theory is a branch of mathematics that quantifies uncertainty by analyzing random events and their likelihoods. It provides essential tools for AI systems to model, predict, and make decisions based on incomplete or uncertain data. By understanding probabilistic principles, AI can improve reasoning, manage risks, and enhance performance in complex, real-world environments.