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You're reading from  Machine Learning Engineering with Python - Second Edition

Product typeBook
Published inAug 2023
Reading LevelIntermediate
PublisherPackt
ISBN-139781837631964
Edition2nd Edition
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Author (1)
Andrew P. McMahon
Andrew P. McMahon
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Andrew P. McMahon

Andrew P. McMahon has spent years building high-impact ML products across a variety of industries. He is currently Head of MLOps for NatWest Group in the UK and has a PhD in theoretical condensed matter physics from Imperial College London. He is an active blogger, speaker, podcast guest, and leading voice in the MLOps community. He is co-host of the AI Right podcast and was named ‘Rising Star of the Year' at the 2022 British Data Awards and ‘Data Scientist of the Year' by the Data Science Foundation in 2019.
Read more about Andrew P. McMahon

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Setting up an AWS account

As previously stated, you don't have to use AWS, but that's what we're going to use throughout this book. Once it's set up here, you can use it for everything we'll do:

  1. To set up an AWS account, navigate to aws.amazon.com and select Create Account. You will have to add some payment details but everything we mention in this book can be explored through the free tier of AWS, where you do not incur a cost below some set threshold of consumption.
  2. Once you have created your account, you can navigate to the AWS Management Console, where you can see all of the services that are available to you (see Figure 2.5):

    Figure 2.5 – The AWS Management Console
  3. Finally, there would be no ML engineering without ML models. So, the final piece of software you should install is one that will help you track and serve your models in a consistent way. For this, we will use MLflow, an open source platform from Databricks and under the stewardship of...
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Machine Learning Engineering with Python - Second Edition
Published in: Aug 2023Publisher: PacktISBN-13: 9781837631964

Author (1)

author image
Andrew P. McMahon

Andrew P. McMahon has spent years building high-impact ML products across a variety of industries. He is currently Head of MLOps for NatWest Group in the UK and has a PhD in theoretical condensed matter physics from Imperial College London. He is an active blogger, speaker, podcast guest, and leading voice in the MLOps community. He is co-host of the AI Right podcast and was named ‘Rising Star of the Year' at the 2022 British Data Awards and ‘Data Scientist of the Year' by the Data Science Foundation in 2019.
Read more about Andrew P. McMahon