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Python Data Science Essentials

You're reading from   Python Data Science Essentials Learn the fundamentals of Data Science with Python

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Product type Paperback
Published in Oct 2016
Publisher Packt
ISBN-13 9781786462138
Length 378 pages
Edition 2nd Edition
Languages
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Authors (2):
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Alberto Boschetti Alberto Boschetti
Author Profile Icon Alberto Boschetti
Alberto Boschetti
Luca Massaron Luca Massaron
Author Profile Icon Luca Massaron
Luca Massaron
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Toc

Chapter 6. Visualization, Insights, and Results

Finally, yet importantly, we are going to illustrate how to create visualizations with Python to enrich your data science project. Visualization plays an important role in helping you communicate the results and insights derived from data and the learning process.

In this chapter, you will learn how to:

  • Use the basic pyplot functions from the matplotlib package
  • Leverage pandas DataFrame for Explorative Data Analysis (EDA)
  • Create beautiful and interactive charts with Seaborn and Bokeh
  • Visualize the machine learning and optimization processes we discussed in Chapter 3, The Data Pipeline, and Chapter 4, Machine Learning
  • Understand and visually communicate the importance of variables and their relationship with the target outcome
  • Set up a prediction server that uses HTTP to accept and provide predictions as-a-service.
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