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Your first production deployment is a humbling experience where beautiful models suddenly break in the real world. Navigating the fragmented tool landscape is a nightmare for most developers. Machine Learning Platform Engineering provides the map and infrastructure to bridge that gap. By building real projects like recommendation engines and AI assistants, you will learn to construct scalable platforms that turn experimental code into reliable enterprise services. Master the engineering discipline that makes AI work.