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Python: Deeper Insights into Machine Learning

You're reading from   Python: Deeper Insights into Machine Learning Deeper Insights into Machine Learning

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Product type Course
Published in Aug 2016
Publisher Packt
ISBN-13 9781787128576
Length 901 pages
Edition 1st Edition
Languages
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Authors (3):
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John Hearty John Hearty
Author Profile Icon John Hearty
John Hearty
Sebastian Raschka Sebastian Raschka
Author Profile Icon Sebastian Raschka
Sebastian Raschka
David Julian David Julian
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David Julian
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Toc

Table of Contents (6) Chapters Close

Preface 1. Module 1 FREE CHAPTER 2. Module 2 3. Module 3 A. Biblography
Index

Chapter 3. Turning Data into Information

Raw data can be in many different formats and of varying quantity and quality. Sometimes, we are overwhelmed with data, and sometimes we struggle to get every last drop of information from our data. For data to become information, it requires some meaningful structure. We often have to deal with incompatible formats, inconsistencies, errors, and missing data. It is important to be able to access different parts of the dataset or extract subsets of the data based on some relational criteria. We need to spot patterns in our data and get a feel for how the data is distributed. We can use many tools to find this information hidden in data from visualizations, running algorithms, or just looking at the data in a spreadsheet.

In this chapter, we are going to introduce the following broad topics:

  • Big data
  • Data properties
  • Data sources
  • Data processing and analysis

But first, let's take a look into the following explanations:

What is data?

Data can...

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