19、Unleashing the Power of MLOps Governance and GenAI with Vertex AI

Unleashing the Power of MLOps Governance and GenAI with Vertex AI

1. MLOps Governance: The Backbone of ML Systems

MLOps governance plays a pivotal role in maintaining the efficiency, accuracy, and reliability of ML systems. It encompasses data governance and model governance, which are essential components within the ML model life cycle.

1.1 Core Components of MLOps Governance

Component	Function	Necessity
Data Governance	Ensures the quality, security, and compliance of data used in ML models.	Without proper data governance, ML models may be trained on inaccurate or biased data, leading to poor performance and u