The massive, rapid adoption of AI across industries - from personalized retail recommendations to automated factory floors - has created an insatiable demand for people who don't just build models, but who can integrate them into real products. This transformation makes the ML Engineering role a core pillar of modern tech. Unlike a machine learning scientist who focuses heavily on research and new algorithm creation, the ML Engineer is the one who puts that science to work.