Google Gemini

## What enterprise MLOps and data governance features does Gemini's Vertex AI platform provide?

## Overview Google's Vertex AI platform provides a comprehensive suite of integrated MLOps and data governance features. ## Key Features The MLOps lifecycle is supported by Vertex AI Pipelines, Model Registry, Model Monitoring V2, and Experiments. ## Technical Specifications Data governance includes IAM, CMEK, VPC-SC, and data residency controls. ## How It Works Vertex AI provides data residency controls ensuring customer data remains in the selected Google Cloud location. ## Use Cases ## Limitations and Requirements Request and response logging is unavailable when VPC Service Controls are enabled. ## Comparison to Alternatives Vertex AI's primary differentiator is its tight integration with BigQuery and access to Google's Gemini models. ## Summary In conclusion, Vertex AI provides an enterprise-grade platform combining Gemini models with a full suite of MLOps and data governance tools.