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Grow with Google

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

  • up to 5 hours
  • Intermediate

This course introduces participants to MLOps tools and best practices for implementing, evaluating, monitoring, and operating production AI systems on Google Cloud. Gain hands-on experience with Vertex AI Feature Store and earn a badge to showcase your cloud skills.

  • MLOps
  • Vertex AI
  • Google Cloud
  • Feature Management

Overview

In this course, you will learn the essential MLOps practices for managing machine learning models in production environments using Google Cloud. You will gain practical experience with Vertex AI Feature Store and understand how to implement, test, monitor, and automate AI systems. This course is designed to boost your cloud career by equipping you with the skills to operationalize AI effectively.

  • Web Streamline Icon: https://streamlinehq.com
    Online
    course location
  • Layers 1 Streamline Icon: https://streamlinehq.com
    Spanish
    course language
  • Professional Certification
    upon course completion
  • Self-paced
    course format
  • Pre-recorded classes
    delivered online

Who is this course for?

Data Scientists

Professionals looking to enhance their skills in managing machine learning models in production environments.

Cloud Engineers

Engineers interested in implementing and automating machine learning systems on Google Cloud.

IT Professionals

Individuals seeking to understand MLOps practices and tools for operationalizing AI systems.

Take this course to master MLOps practices and tools for managing AI systems on Google Cloud. Ideal for data scientists, cloud engineers, and IT professionals, this course will help you operationalize AI and advance your career.

Pre-Requisites

1 / 3

  • Knowledge of Python as covered in the Crash Course on Python

  • Experience with basic machine learning concepts

  • Familiarity with creating machine learning solutions on Google Cloud

What will you learn?

Introduction to MLOps
Learn the fundamentals of MLOps and its importance in managing machine learning models in production.
Vertex AI Feature Store
Gain hands-on experience with Vertex AI Feature Store and learn how to manage features effectively.
Implementing AI Systems
Understand the process of implementing AI systems on Google Cloud using MLOps practices.
Monitoring and Automation
Learn how to monitor and automate AI systems to ensure their reliability and performance.

Upcoming cohorts

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Free