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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: Model Optimization
Status: Model Training
AdvancedCourse19 hours

Featured reviews

SG

4.0Reviewed Aug 10, 2019

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

NN

5.0Reviewed May 8, 2020

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

ST

5.0Reviewed Sep 19, 2019

This was a great opportunity to learn the Production Machin learning system.

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

MM

4.0Reviewed Mar 6, 2020

very very useful topics to improve and deploying machine learning for productions.

PL

4.0Reviewed Jan 28, 2021

Course is a bit outdated.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

ZS

5.0Reviewed Dec 2, 2019

Awesome course for Production of machine learning mode.

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

AJ

5.0Reviewed May 16, 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.

AL

4.0Reviewed May 17, 2020

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

MD

4.0Reviewed Jan 14, 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
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5.0
Reviewed Dec 7, 2018
Armando Flores
5.0
Reviewed May 6, 2019
Mirko J. Rodríguez
3.0
Reviewed Apr 2, 2019
Dustin Williams
4.0
Reviewed Jun 23, 2020
Mariajosé Chinchilla Morán
1.0
Reviewed May 5, 2025
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
Badri Ahmed
5.0
Reviewed Sep 23, 2020