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Spark GraphX in Action

Amazon.com Price: $41.59 (as of 22/04/2019 23:51 PST- Details)

Categories: Algorithms, Books, Computer Science, Computers and Technology, Data Modeling and Design, Database Storage and Design, Databases and Big Data, Digital Audio, Video and Photography, Graphics and Design, Graphics and Multimedia, Graphics and Visualization, Internet and Social Media, New, Used and Rental Textbooks, Programming, Programming Languages, Specialty Boutique, Subjects, Web Development and Design, Web Services

Description
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Description

Summary

Spark GraphX in Action starts out with an overview of Apache Spark and the GraphX graph processing API. This example-based tutorial then teaches you configure GraphX and use it interactively. Along the way, You can collect practical techniques for enhancing applications and applying machine learning algorithms to graph data.

Purchase of the print book features a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the Technology

GraphX is a powerful graph processing API for the Apache Spark analytics engine that permits you to draw insights from large datasets. GraphX will give you unprecedented speed and capacity for running massively parallel and machine learning algorithms.

About the Book

Spark GraphX in Action begins with the big picture of what graphs can be utilized for. This example-based tutorial teaches you use GraphX interactively. You can start with a crystal-clear introduction to building big data graphs from regular data, and then explore the problems and probabilities of implementing graph algorithms and architecting graph processing pipelines. Along the way, You can collect practical techniques for enhancing applications and applying machine learning algorithms to graph data.

What’s Inside

Understanding graph technology
Using the GraphX API
Developing algorithms for big graphs
Machine learning with graphs
Graph visualization

About the Reader

Readers will have to be comfortable writing code. Experience with Apache Spark and Scala isn’t required.

About the Authors

Michael Malak has worked on Spark applications for Fortune 500 companies since early 2013. Robin East has worked as a consultant to large organizations for over 15 years and is a data scientist at Worldpay.

Table of Contents

PART 1 SPARK AND GRAPHS

Two essential technologies: Spark and graphs
GraphX quick start
Some fundamentals

PART 2 CONNECTING VERTICES

GraphX Basics
Built-in algorithms
Other useful graph algorithms
Machine learning

PART 3 OVER THE ARC

The missing algorithms
Performance and monitoring
Other languages and tools

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Spark GraphX in Action

Description

PART 1 SPARK AND GRAPHS

PART 2 CONNECTING VERTICES

PART 3 OVER THE ARC

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