Network Science with Python : Explore the networks around us using network science, social network analysis, and machine learning
Language: English
Published by Packt Publishing, 2023
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
US$ 95.95
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nach der Bestellung gedruckt Neuware - Printed after ordering - Discover the use of graph networks to develop a new approach to data science using theoretical and practical methods with this expert guide using Python, printed in color Key Features:Create networks using data points and information Learn to visualize and analyze networks to better understand communities Explore the use of network data in both - supervised and unsupervised machine learning projects Purchase of the print or Kindle book includes a free PDF Elektronisches Buch Book Description: Network analysis is often taught with tiny or toy data sets, leaving you with a limited scope of learning and practical usage. Network Science with Python helps you extract relevant data, draw conclusions and build networks using industry-standard - practical data sets. You'll begin by learning the basics of natural language processing, network science, and social network analysis, then move on to programmatically building and analyzing networks. You'll get a hands-on understanding of the data source, data extraction, interaction with it, and drawing insights from it. This is a hands-on book with theory grounding, specific technical, and mathematical details for future reference. As you progress, you'll learn to construct and clean networks, conduct network analysis, egocentric network analysis, community detection, and use network data with machine learning. You'll also explore network analysis concepts, from basics to an advanced level. By the end of the book, you'll be able to identify network data and use it to extract unconventional insights to comprehend the complex world around you. What You Will Learn:Explore NLP, network science, and social network analysis Apply the tech stack used for NLP, network science, and analysis Extract insights from NLP and network data Generate personalized NLP and network projects Authenticate and scrape tweets, connections, the web, and data streams Discover the use of network data in machine learning projects Who this book is for: Network Science with Python demonstrates how programming and social science can be combined to find new insights. Data scientists, NLP engineers, software engineers, social scientists, and data science students will find this book useful. An intermediate level of Python programming is a prerequisite. Readers from both - social science and programming backgrounds will find a new perspective and add a feather to their hat.…
Seller Inventory # 9781801073691
- Title
- Network Science with Python : Explore the networks around us using network science, social network analysis, and machine learning
- Author
- David Knickerbocker
- Publisher
- Packt Publishing
- Publication year
- 2023
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1801073694
- ISBN 13
- 9781801073691
- Item weight
- 769 grams
- Dimensions
- 235x191x23 mm
Discover the use of graph networks to develop a new approach to data science using theoretical and practical methods with this expert guide using Python, printed in color
Key Features
- Create networks using data points and information
- Learn to visualize and analyze networks to better understand communities
- Explore the use of network data in both - supervised and unsupervised machine learning projects
- Purchase of the print or Kindle book includes a free PDF eBook
Book Description
Network analysis is often taught with tiny or toy data sets, leaving you with a limited scope of learning and practical usage. Network Science with Python helps you extract relevant data, draw conclusions and build networks using industry-standard – practical data sets. You'll begin by learning the basics of natural language processing, network science, and social network analysis, then move on to programmatically building and analyzing networks. You'll get a hands-on understanding of the data source, data extraction, interaction with it, and drawing insights from it. This is a hands-on book with theory grounding, specific technical, and mathematical details for future reference. As you progress, you'll learn to construct and clean networks, conduct network analysis, egocentric network analysis, community detection, and use network data with machine learning. You'll also explore network analysis concepts, from basics to an advanced level.
By the end of the book, you'll be able to identify network data and use it to extract unconventional insights to comprehend the complex world around you.
What you will learn
- Explore NLP, network science, and social network analysis
- Apply the tech stack used for NLP, network science, and analysis
- Extract insights from NLP and network data
- Generate personalized NLP and network projects
- Authenticate and scrape tweets, connections, the web, and data streams
- Discover the use of network data in machine learning projects
Who this book is for
Network Science with Python demonstrates how programming and social science can be combined to find new insights. Data scientists, NLP engineers, software engineers, social scientists, and data science students will find this book useful. An intermediate level of Python programming is a prerequisite. Readers from both – social science and programming backgrounds will find a new perspective and add a feather to their hat.
Table of Contents
- Introducing Natural Language Processing
- Network Analysis
- Useful Python Libraries
- NLP and Network Synergy
- Even Easier Scraping
- Graph Construction and Cleaning
- Whole Network Analysis
- Egocentric Network Analysis
- Community Detection
- Supervised Machine Learning on Network Data
- Unsupervised Machine Learning on Network Data
"Synopsis" may belong to another edition of this title.
About the Author
David Knickerbocker is the chief engineer and co-founder of VAST-OSINT. He has over two decades of rich experience working with and around data in his career, with his focus being on data science, data engineering, software development, and cybersecurity.
"About the title" may belong to another edition of this title.
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