Machine Learning Operations (MLOps) with Vertex AI: Manage Features

This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML systems in production. Learners will get hands-on practice using Vertex AI Feature Store's streaming ingestion at the SDK layer.

• Welcome to the Machine Learning Operations (MLOps) with Vertex AI: Manage Features
• Introduction to the course.
• Introduction to Vertex AI Feature Store
• Vertex AI and its MLOps capabilities. Main challenges related to data and potential solutions to mitigate them.
• Machine Learning Operations (MLOps) with Vertex AI: Manage Features An in depth look
• Key capabilities of Vertex AI Feature Store
• Summary
• Summary of the course