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Artificial Intelligence with Python - Second Edition
book

Artificial Intelligence with Python - Second Edition

by Alberto Artasanchez, Prateek Joshi
January 2020
Beginner to intermediate content levelBeginner to intermediate
618 pages
13h 57m
English
Packt Publishing
Content preview from Artificial Intelligence with Python - Second Edition

3

Machine Learning Pipelines

Model training is only a small piece of the machine learning process. Data scientists often spend a significant amount of time cleansing, transforming, and preparing data to get it ready to be consumed by a machine learning model. Since data preparation is such a time-consuming activity, we will present state of the art techniques to facilitate this activity as well as other components that together form a well-designed production machine learning pipeline.

In this chapter, we will cover the following key topics:

  • What exactly is a machine learning pipeline?
  • What are the components of a production-quality machine learning pipeline?
  • What are the best practices when deploying machine learning models?
  • Once a machine ...
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Publisher Resources

ISBN: 9781839219535Supplemental Content