Machine learning (ML) and AI are closely related but distinct fields. AI encompasses not only ML but also other approaches like rule-based systems and expert systems. ML, on the other hand, specifically involves learning from data. Many state-of-the-art AI systems use ML techniques because they effectively tackle complex, data-driven problems1