Learning Data Mining with Python

Harness the power of Python to analyze data and create insightful predictive models

Learning Data Mining with Python

Robert Layton

18 customer reviews
Harness the power of Python to analyze data and create insightful predictive models
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Book Details

ISBN 139781784396053
Paperback344 pages

Book Description

The next step in the information age is to gain insights from the deluge of data coming our way. Data mining provides a way of finding this insight, and Python is one of the most popular languages for data mining, providing both power and flexibility in analysis.

This book teaches you to design and develop data mining applications using a variety of datasets, starting with basic classification and affinity analysis. Next, we move on to more complex data types including text, images, and graphs. In every chapter, we create models that solve real-world problems.

There is a rich and varied set of libraries available in Python for data mining. This book covers a large number, including the IPython Notebook, pandas, scikit-learn and NLTK.

Each chapter of this book introduces you to new algorithms and techniques. By the end of the book, you will gain a large insight into using Python for data mining, with a good knowledge and understanding of the algorithms and implementations.

Table of Contents

Chapter 7: Discovering Accounts to Follow Using Graph Mining

What You Will Learn

  • Apply data mining concepts to real-world problems
  • Predict the outcome of sports matches based on past results
  • Determine the author of a document based on their writing style
  • Use APIs to download datasets from social media and other online services
  • Find and extract good features from difficult datasets
  • Create models that solve real-world problems
  • Design and develop data mining applications using a variety of datasets
  • Set up reproducible experiments and generate robust results
  • Recommend movies, online celebrities, and news articles based on personal preferences
  • Compute on big data, including real-time data from the Internet

Authors

Table of Contents

Chapter 7: Discovering Accounts to Follow Using Graph Mining

Book Details

ISBN 139781784396053
Paperback344 pages
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