A comprehensive overview of MLOps, defining it as a set of standardized processes and technology capabilities for building, deploying, and operationalizing ML systems rapidly and reliably within ML engineering. It further details the MLOps lifecycle through its six iterative and two central cross-cutting processes, and explains how Vertex AI facilitates these processes with its unified platform, end-to-end capabilities, flexibility, and integration with open-source tools