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

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9Dynamically 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.

Running ...

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