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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 AWS Deep Learning Containers

Containers allow developers, engineers, and system administrators to run processes, scripts, and applications inside consistent isolated environments. This consistency is guaranteed since these containers are launched from container images, similar to how EC2 instances are launched from Amazon Machine Images (AMIs).

It is important to note that we can run different isolated containers at the same time inside an instance. This allows engineering teams to make the most of the computing power available to the existing instances and run different types of processes and workloads, similar to what we have in the following diagram:

Figure 3.1 – Running multiple containers inside a single EC2 instance

One of the most popular container management solutions available is Docker. It is an open source containerization platform that allows developers and engineers to easily build, run, and manage containers. It...

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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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