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. Machine Learning Engineering professionals use tools for continuous improvement and evaluation of deployed models. They work with (or can be) Data Scientists, who develop models, to enable velocity and rigor in deploying the best performing models.
Machine Learning Operations (MLOps): Getting Started
Machine Learning Operations (MLOps): Getting Started
This course is part of Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate
Instructor: Google Cloud Training
Sponsored by Louisiana Workforce Commission
37,932 already enrolled
Gain insight into a topic and learn the fundamentals.
4.1
(456 reviews)
Intermediate level
Recommended experience
Flexible schedule
Approx. 2 hours
Learn at your own pace
92%
Most learners liked this course
What you'll learn
Identify and use core technologies required to support effective MLOps.
Adopt the best CI/CD practices in the context of ML systems.
Configure and provision Google Cloud architectures for reliable and effective MLOps environments.
Implement reliable and repeatable training and inference workflows.
Details to know
Shareable certificate
Add to your LinkedIn profile
Assessments
2 assignments
Taught in English
See how employees at top companies are mastering in-demand skills
Build your Machine Learning expertise
This course is part of the Preparing for Google Cloud Certification: Machine Learning Engineer Professional Certificate
When you enroll in this course, you'll also be enrolled in this Professional Certificate.
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate from Google Cloud
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV
Share it on social media and in your performance review
There are 4 modules in this course
This module provides the overview of the course
What's included
1 video
ML practitioners’ pain points, The concept of DevOps in ML, The three phases of the ML lifecycle, Automating the ML process
What's included
5 videos1 reading1 assignment
What is Vertex AI and why does a unified platform matter?, Introduction to MLOps on Vertex AI, How does Vertex AI help with the MLOps workflow? Part 1, How does Vertex AI help with the MLOps workflow? Part 2
What's included
6 videos1 reading1 assignment1 app item
Summary
What's included
1 video1 reading
Instructor
Instructor ratings
4.2 (166 ratings)Offered by
Why people choose Coursera for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Learner reviews
4.1
456 reviews
- 5 stars
49.34%
- 4 stars
25.43%
- 3 stars
14.03%
- 2 stars
4.60%
- 1 star
6.57%
Showing 3 of 456
JS
4
Reviewed on Jul 16, 2023
Good starter on basic MLOps on GCP for those who want a quick dive and a hands on project
TK
5
Reviewed on Feb 19, 2021
This was a good course along with google qwiklab which guide you through out the lab which makes a enrolled person a successful learner .
DM
5
Reviewed on Feb 1, 2021
Thank You , Coursera & Google, It was great session & learn some practical Aspects & fundamentals of ML. I hope it will help me in the future. Thank You.
Recommended if you're interested in Data Science
Duke University
Duke University
Google Cloud
Google Cloud
Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy