Free Ebooks Download :

Modern Graph Theory Algorithms with Python

      Author: creativelivenew1   |   02 October 2024   |   comments: 0

Modern Graph Theory Algorithms with Python
Free Download Modern Graph Theory Algorithms with Python: Harness the power of graph algorithms and real-world network applications using Python by Colleen M Farrelly, Franck Kalala Mutombo, Michael Giske
English | June 7, 2024 | ISBN: 1805127896 | 290 pages | PDF | 25 Mb
Solve challenging and computationally intensive analytics problems by leveraging network science and graph algorithms


Key Features
- Learn how to wrangle different types of datasets and analytics problems into networks
- Leverage graph theoretic algorithms to analyze data efficiently
- Apply the skills you gain to solve a variety of problems through case studies in Python
Book Description
We are living in the age of big data, and scalable solutions are a necessity. Network science leverages the power of graph theory and flexible data structures to analyze big data at scale.
This book guides you through the basics of network science, showing you how to wrangle different types of data (such as spatial and time series data) into network structures. You'll be introduced to core tools from network science to analyze real-world case studies in Python. As you progress, you'll find out how to predict fake news spread, track pricing patterns in local markets, forecast stock market crashes, and stop an epidemic spread. Later, you'll learn about advanced techniques in network science, such as creating and querying graph databases, classifying datasets with graph neural networks (GNNs), and mining educational pathways for insights into student success. Case studies in the book will provide you with end-to-end examples of implementing what you learn in each chapter.
By the end of this book, you'll be well-equipped to wrangle your own datasets into network science problems and scale solutions with Python.
What you will learn
- Transform different data types, such as spatial data, into network formats
- Explore common network science tools in Python
- Discover how geometry impacts spreading processes on networks
- Implement machine learning algorithms on network data features
- Build and query graph databases
- Explore new frontiers in network science such as quantum algorithms
Who this book is for
If you're a researcher or industry professional analyzing data and are curious about network science approaches to data, this book is for you. To get the most out of the book, basic knowledge of Python, including pandas and NumPy, as well as some experience working with datasets is required. This book is also ideal for anyone interested in network science and learning how graph algorithms are used to solve science and engineering problems. R programmers may also find this book helpful as many algorithms also have R implementations.
Table of Contents
- What is a Network?
- Wrangling Data into Networks with NetworkX and igraph
- Demographic Data
- Transportation Data
- Ecological Data
- Stock Market Data
- Goods Prices/Sales Data
- Dynamic Social Networks
- Machine Learning for Networks
- Pathway Mining
- Mapping Language Families - an Ontological Approach
- Graph Databases
- Putting It All Together
- New Frontiers


Modern Graph Theory Algorithms with Python Torrent Download , Modern Graph Theory Algorithms with Python Watch Free Link , Modern Graph Theory Algorithms with Python Read Free Online , Modern Graph Theory Algorithms with Python Download Online
Modern Graph Theory Algorithms with Python Fast Download
Modern Graph Theory Algorithms with Python Full Download

free Modern Graph Theory Algorithms with Python, Downloads Modern Graph Theory Algorithms with Python, Rapidgator Modern Graph Theory Algorithms with Python, Nitroflare Modern Graph Theory Algorithms with Python, Mediafire Modern Graph Theory Algorithms with Python, Uploadgig Modern Graph Theory Algorithms with Python, Mega Modern Graph Theory Algorithms with Python, Torrent Download Modern Graph Theory Algorithms with Python, HitFile Modern Graph Theory Algorithms with Python , GoogleDrive Modern Graph Theory Algorithms with Python,  Please feel free to post your Modern Graph Theory Algorithms with Python Download, Tutorials, Ebook, Audio Books, Magazines, Software, Mp3, Free WSO Download , Free Courses Graphics , video, subtitle, sample, torrent, NFO, Crack, Patch,Rapidgator, mediafire,Mega, Serial, keygen, Watch online, requirements or whatever-related comments here.





DISCLAIMER
None of the files shown here are hosted or transmitted by this server. The links are provided solely by this site's users. The administrator of our site cannot be held responsible for what its users post, or any other actions of its users. You may not use this site to distribute or download any material when you do not have the legal rights to do so. It is your own responsibility to adhere to these terms.

Copyright © 2018 - 2023 Dl4All. All rights reserved.