Back to Production Machine Learning Systems
Google Cloud

Production Machine Learning Systems

In this course, we dive into the components and best practices of building high-performing ML systems in production environments. We cover some of the most common considerations behind building these systems, e.g. static training, dynamic training, static inference, dynamic inference, distributed TensorFlow, and TPUs. This course is devoted to exploring the characteristics that make for a good ML system beyond its ability to make good predictions.

Status: Model Deployment
Status: MLOps (Machine Learning Operations)
AdvancedCourse19 hours

Featured reviews

WP

5.0Reviewed Nov 27, 2019

very good for people who will enter the production stage on machine learning systems

AK

5.0Reviewed Dec 6, 2018

It is very good course, gives good overview over large ML systems on cloud, a lot of examples from real implementations gives good understunding about problematics in projects realisations

AL

4.0Reviewed May 17, 2020

The course is good. but i would appreciate if it would give more details and more coding exercises

VP

5.0Reviewed May 29, 2019

very good information. Lot of unknown facts in ML are brought up in the course.

JC

5.0Reviewed Jun 16, 2020

This is incredible material and incredible technology; I'm a changed person now!

MJ

5.0Reviewed Sep 10, 2019

direct to the point practical guidance for dev stage prod sequence

MD

4.0Reviewed Jan 14, 2019

Very practical which was nice. Thank you for adding the Quicklabs that helped a lot.

DK

5.0Reviewed Mar 1, 2021

EXCELLENT EXPERIENCE I ENJOYED IT ALOT THANKS ALL THE INSTRUCTORS.

AF

5.0Reviewed May 6, 2019

I did not realize the many aspects to consider implementing a Production ML system. This course presents all of them and provides guidance for evaluating alternative

ND

4.0Reviewed Oct 8, 2020

The course provides insight into applying Machine Learning system in actual environment, with real-life examples and lab assistance.

GG

5.0Reviewed Mar 28, 2020

Really focuses on topics for building production ML Systems

ZS

5.0Reviewed Dec 2, 2019

Awesome course for Production of machine learning mode.

All reviews

Showing: 20 of 112

Jakub Bartczuk
1.0
Reviewed Jun 26, 2019
Anand Khare
3.0
Reviewed Jun 19, 2020
lee.simon3
1.0
Reviewed May 27, 2022
Artur Kuprijanov
5.0
Reviewed Dec 7, 2018
Armando Flores
5.0
Reviewed May 6, 2019
Mirko J. Rodríguez
3.0
Reviewed Apr 2, 2019
Mariajosé Chinchilla Morán
1.0
Reviewed May 5, 2025
Dustin Williams
4.0
Reviewed Jun 23, 2020
Ramon Alberto Escobar Madrid
2.0
Reviewed Apr 1, 2026
Sinan Gabel
5.0
Reviewed Oct 27, 2018
Antony Jackson
5.0
Reviewed May 17, 2021
wildan putra
5.0
Reviewed Nov 28, 2019
Bhadresh Savani
4.0
Reviewed Jan 23, 2019
Mark Davey
4.0
Reviewed Jan 15, 2019
Cristobal Silva
3.0
Reviewed Oct 29, 2018
Thiru Kumaran
3.0
Reviewed Oct 28, 2019
Xin Pang
5.0
Reviewed Feb 21, 2020
Dong Zhang
5.0
Reviewed Aug 31, 2020
Tekraj Chhetri
5.0
Reviewed Jul 5, 2020
Daniel Elisio
5.0
Reviewed Sep 9, 2019