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

IntermediateSkill Level
Updated 07/2026
Learn best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud.
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8 hr
9 videos
10 Exercises
550 XP
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Course Description

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.

Prerequisites

There are no prerequisites for this course
1

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

Introduction to the course.
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2

Introduction to Vertex AI Feature Store

Vertex AI and its MLOps capabilities. Main challenges related to data and potential solutions to mitigate them.
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4

Summary

Summary of the course
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Machine Learning Operations (MLOps) with Vertex AI: Manage Features
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