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Hands-On Predictive Analytics with Python

You're reading from   Hands-On Predictive Analytics with Python Master the complete predictive analytics process, from problem definition to model deployment

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781789138719
Length 330 pages
Edition 1st Edition
Languages
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Author (1):
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Alvaro Fuentes Alvaro Fuentes
Author Profile Icon Alvaro Fuentes
Alvaro Fuentes
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Table of Contents (11) Chapters Close

Preface 1. The Predictive Analytics Process FREE CHAPTER 2. Problem Understanding and Data Preparation 3. Dataset Understanding – Exploratory Data Analysis 4. Predicting Numerical Values with Machine Learning 5. Predicting Categories with Machine Learning 6. Introducing Neural Nets for Predictive Analytics 7. Model Evaluation 8. Model Tuning and Improving Performance 9. Implementing a Model with Dash 10. Other Books You May Enjoy

Summary

In this chapter, we have established the conceptual foundations upon which we will build our understanding and practice of predictive analytics. We defined predictive analytics as an applied field that uses a variety of quantitative methods that make use of data in order to make predictions. We also discussed at a high level each of the stages in the predictive analytics process. In addition, we presented the main tools of Python's data science stack that we will use during the book. We will learn more about these libraries as we use them for doing predictive analytics.

Keep in mind that this will be the only conceptual chapter in the book; from the following chapter, everything will be hands-on, as promised in the title!

You have been reading a chapter from
Hands-On Predictive Analytics with Python
Published in: Dec 2018
Publisher: Packt
ISBN-13: 9781789138719
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