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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.
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Technical requirements

As in the other chapters, to create the environment to run the code examples in this chapter you can run:

conda env create –f mlewp-chapter09.yml

This will include installs of Airflow, PySpark, and some supporting packages. For the Airflow examples, we can just work locally, and assume that if you want to deploy to the cloud, you can follow the details given in Chapter 5, Deployment Patterns and Tools. If you have run the above conda command then you will have installed Airflow locally, along with PySpark and the Airflow PySpark connector package, so you can run Airflow as standalone with the following command in the terminal:

airflow standalone

This will then instantiate a local database and all relevant Airflow components. There will be a lot of output to the terminal, but near the end of the first phase of output, you should be able to spot details about the local server that is running, including a generated user ID and password...

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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