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You're reading from  Artificial Intelligence with Python - Second Edition

Product typeBook
Published inJan 2020
Reading LevelBeginner
PublisherPackt
ISBN-139781839219535
Edition2nd Edition
Languages
Python
Tools
TensorFlow
Concepts
Artificial Intelligence
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Author (1)
Prateek Joshi
Prateek Joshi
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Prateek Joshi

Prateek Joshi is the founder of Plutoshift and a published author of 9 books on Artificial Intelligence. He has been featured on Forbes 30 Under 30, NBC, Bloomberg, CNBC, TechCrunch, and The Business Journals. He has been an invited speaker at conferences such as TEDx, Global Big Data Conference, Machine Learning Developers Conference, and Silicon Valley Deep Learning. Apart from Artificial Intelligence, some of the topics that excite him are number theory, cryptography, and quantum computing. His greater goal is to make Artificial Intelligence accessible to everyone so that it can impact billions of people around the world.
Read more about Prateek Joshi

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Summary

This chapter laid out in detail what are the different steps involved in creating a machine learning pipeline. This tour should be considered an initial overview of the steps involved. As the book progresses you will learn how to improve your own pipelines, but we did learn some of the best practices and most popular tools that are used to set up pipelines today. In review the steps to a successful pipeline are:

  • Problem definition
  • Data ingestion
  • Data preparation
  • Data segregation
  • Candidate model selection
  • Model deployment
  • Performance monitoring

In the next chapter we'll delve deeper into one of the steps of the machine learning pipeline. We'll learn how to perform feature selection and we'll learn what is feature engineering. These two techniques are critically important to improve model performance.

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Artificial Intelligence with Python - Second Edition
Published in: Jan 2020Publisher: PacktISBN-13: 9781839219535
© 2020 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Prateek Joshi

Prateek Joshi is the founder of Plutoshift and a published author of 9 books on Artificial Intelligence. He has been featured on Forbes 30 Under 30, NBC, Bloomberg, CNBC, TechCrunch, and The Business Journals. He has been an invited speaker at conferences such as TEDx, Global Big Data Conference, Machine Learning Developers Conference, and Silicon Valley Deep Learning. Apart from Artificial Intelligence, some of the topics that excite him are number theory, cryptography, and quantum computing. His greater goal is to make Artificial Intelligence accessible to everyone so that it can impact billions of people around the world.
Read more about Prateek Joshi

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