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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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Preparing the essential prerequisites

In this section, we will ensure that the following prerequisites are ready:

  • The SageMaker Studio Domain execution role with the AWSLambda_FullAccess AWS managed permission policy attached to it – This will allow the Lambda functions to run without issues in the Completing the end-to-end ML pipeline section of this chapter.
  • The IAM role (pipeline-lambda-role) – This will be used to run the Lambda functions in the Creating Lambda Functions for Deployment section of this chapter.
  • The processing.py file – This will be used by the SageMaker Processing job to process the input data and split it into training, validation, and test sets.
  • The bookings.all.csv file – This will be used as the input dataset for the ML pipeline.

Important Note

In this chapter, we will create and manage our resources in the Oregon (us-west-2) region. Make sure that you have set the correct region before proceeding with...

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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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