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You're reading from  Machine Learning Engineering on AWS

Product typeBook
Published inOct 2022
PublisherPackt
ISBN-139781803247595
Edition1st Edition
Tools
AWS
Concepts
Machine Learning
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Author (1)
Joshua Arvin Lat
Joshua Arvin Lat
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Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
Read more about Joshua Arvin Lat

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Getting started with Deep Learning AMIs

Before we talk about DLAMIs, we must have a good idea of what AMIs are. We can think of an AMI as the “DNA” of an organism. Using this analogy, the organism would correspond and map to one or more EC2 instances:

Figure 2.1 – Launching EC2 instances using Deep Learning AMIs

If we were to launch two EC2 instances using the same AMI (similar to what is shown in Figure 2.1), both instances would have the same set of installed packages, frameworks, tools, and operating systems upon instance launch. Of course, not everything needs to be the same as these instances may have different instance types, different security groups, and other configurable properties.

AMIs allow engineers to easily launch EC2 instances in consistent environments without having to spend hours installing different packages and tools. In addition to the installation steps, these EC2 instances need to be configured and optimized...

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Machine Learning Engineering on AWS
Published in: Oct 2022Publisher: PacktISBN-13: 9781803247595
© 2022 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
Read more about Joshua Arvin Lat

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