Mechanical engineering, a discipline historically rooted in the tangible world of forces, materials, and motion, is experiencing a profound and exciting transformation. For centuries, our progress has been driven by fundamental physics principles, meticulous design, and rigorous experimentation. While these pillars remain indispensable, the advent of Artificial Intelligence (AI) and Machine Learning (ML) has ushered in a new era where data-driven insights, predictive capabilities, and intelligent automation are no longer futuristic concepts but essential tools.