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You're reading from  Machine Learning Engineering on AWS

Product typeBook
Published inOct 2022
PublisherPackt
ISBN-139781803247595
Edition1st Edition
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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.
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Summary

In this chapter, we utilized the model registry available in SageMaker to register, organize, and manage our ML models. After deploying ML models stored in the registry, we used SageMaker Model Monitor to capture data and run processing jobs that analyze the collected data and flag any detected issues or deviations.

In the next chapter, we will focus on securing ML environments and systems using a variety of strategies and solutions. If you are serious about designing and building secure ML systems and environments, then the next chapter is for you!

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Machine Learning Engineering on AWS
Published in: Oct 2022Publisher: PacktISBN-13: 9781803247595

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