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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: MLOps (Machine Learning Operations)
Status: Hybrid Cloud Computing
AdvancedCourse19 hours

Featured reviews

BA

5.0Reviewed Sep 23, 2020

Unlike pure technical courses, this one specially packs you with knowledge that you may find yourself face to. The course is really well designed and the content is crystal clear, just Awesome !

NN

5.0Reviewed May 9, 2020

I got lots of new skills and I think it's a great course for ML

SG

4.0Reviewed Aug 11, 2019

Es un curso algo confuso que requiere bastante tiempo para comprender las tematicas

AF

5.0Reviewed May 7, 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

BS

4.0Reviewed Jan 23, 2019

It was bit hard course but lab work was great and learn many production level consideration for ml systems.

AK

5.0Reviewed Dec 7, 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

AJ

5.0Reviewed May 17, 2021

Excellent overview of designing real-world ML systems. Some of the labs are daunting, but the emphasis is showing you what can be achieved, rather than achieving mastery within the course.

PL

4.0Reviewed Jan 29, 2021

Course is a bit outdated. E.g., KubeFlow section and references to ML Engine.

WP

5.0Reviewed Nov 28, 2019

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

ZS

5.0Reviewed Dec 3, 2019

Awesome course for Production of machine learning mode.

VP

5.0Reviewed May 30, 2019

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

MD

4.0Reviewed Jan 15, 2019

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

All reviews

Showing: 20 of 110

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 8, 2018
Armando Flores
5.0
Reviewed May 7, 2019
Mirko J. Rodríguez
3.0
Reviewed Apr 3, 2019
Dustin Williams
4.0
Reviewed Jun 24, 2020
Mariajosé Chinchilla Morán
1.0
Reviewed May 6, 2025
Sinan Gabel
5.0
Reviewed Oct 28, 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 Sep 1, 2020
Tekraj Chhetri
5.0
Reviewed Jul 6, 2020
Daniel Elisio
5.0
Reviewed Sep 10, 2019
Badri Ahmed
5.0
Reviewed Sep 23, 2020