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Network Science with Python

You're reading from   Network Science with Python Explore the networks around us using network science, social network analysis, and machine learning

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Product type Paperback
Published in Feb 2023
Publisher Packt
ISBN-13 9781801073691
Length 414 pages
Edition 1st Edition
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Author (1):
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David Knickerbocker David Knickerbocker
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David Knickerbocker
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Table of Contents (17) Chapters Close

Preface 1. Part 1: Getting Started with Natural Language Processing and Networks
2. Chapter 1: Introducing Natural Language Processing FREE CHAPTER 3. Chapter 2: Network Analysis 4. Chapter 3: Useful Python Libraries 5. Part 2: Graph Construction and Cleanup
6. Chapter 4: NLP and Network Synergy 7. Chapter 5: Even Easier Scraping! 8. Chapter 6: Graph Construction and Cleaning 9. Part 3: Network Science and Social Network Analysis
10. Chapter 7: Whole Network Analysis 11. Chapter 8: Egocentric Network Analysis 12. Chapter 9: Community Detection 13. Chapter 10: Supervised Machine Learning on Network Data 14. Chapter 11: Unsupervised Machine Learning on Network Data 15. Index 16. Other Books You May Enjoy

The confusion behind networks

First, to reduce confusion, if you see me mention NetworkX, that is not a typo. That is a Python library we will be making heavy use of in this book. Python is a very popular programming language.

I have worked in information technology (IT) my entire career, and have even gone farther than that. During some points of my career, I pursued security certifications such as Security+ and CISSP for job requirements, and I have constantly worked with other IT professionals, such as network engineers. So, believe me when I tell you that I understand the awkwardness that is involved in discussing network science with people who view networks as primarily based on TCP/IP and subnets.

Networks are all around us and even inside of us. In fact, our brain is the most complex thing we have found in the universe, as discussed in the book How to Create a Mind (Kurzweil, 2012). Our brain comprises of hundreds of billions of cells interlinked through trillions of...

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