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Google Cloud

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

Google Cloud via Coursera

Overview

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.

Syllabus

  • 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

Taught by

Google Cloud Training

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