Machine learning is revolutionizing physical security by enabling autonomous threat detection and predictive analytics in systems like cameras and sensors. Drawing from sources like Communications of the ACM and recent X discussions, this deep dive explores implementations, challenges, and ethical considerations. Innovations promise smarter safeguards, but vulnerabilities demand careful integration.