Network Science with Python
- Paperback: 414 pages
- Publisher: WOW! eBook (February 28, 2023)
- Language: English
- ISBN-10: 1801073694
- ISBN-13: 978-1801073691
Network Science with Python: 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
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.
- 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
By the end of the Network Science with Python book, you’ll be able to identify network data and use it to extract unconventional insights to comprehend the complex world around you.
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