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Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition
book

Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition

by Noah Gift
July 2018
Intermediate to advanced
272 pages
9h 21m
English
Addison-Wesley Professional
Content preview from Pragmatic AI: An Introduction to Cloud-Based Machine Learning, First Edition

9

Dynamically Optimizing EC2 Instances on AWS

Jiu-Jitsu is a race, and if you make a mistake against someone  better than you, you will never catch up [paraphrase].

Luis “Limao” Heredia (5-Time Pan American Brazilian Jiu-Jitsu Champion)

A common problem with production ML is needing to manage jobs. Examples could be as diverse as scraping the contents of a web site to generating descriptive statistics on a large CSV file to programmatically updating a supervised ML model. Managing jobs is one of the most complex problems in computer science, and there are many ways to do it. In addition, running jobs can get very expensive very quickly. In this section, several different AWS technologies will be covered, and examples will be given for each.

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Publisher Resources

ISBN: 9780134863924