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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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Automating data preparation and analysis with AWS Glue DataBrew

AWS Glue DataBrew is a no-code data preparation service built to help data scientists and ML engineers clean, prepare, and transform data. Similar to the services we used in Chapter 4, Serverless Data Management on AWS, Glue DataBrew is serverless as well. This means that we won’t need to worry about infrastructure management when using this service to perform data preparation, transformation, and analysis.

Figure 5.2 – The core concepts in AWS Glue DataBrew

In Figure 5.2, we can see that there are different concepts and resources involved when using AWS Glue DataBrew. We need to have a good idea of what these are before using the service. Here is a quick overview of the concepts and terms used:

  • Dataset – Data stored in an existing data source (for example, Amazon S3, Amazon Redshift, or Amazon RDS) or uploaded from the local machine to an S3 bucket.
  • Recipe –...
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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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