eBook - ePub

Spark GraphX in Action

Name: Spark GraphX in Action
Author: Michael Malak,Robin East

Michael Malak,

Robin East,

280 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Spark GraphX in Action

Michael Malak,

Robin East,

About this book

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 how to configure GraphX and how to use it interactively. Along the way, you'll collect practical techniques for enhancing applications and applying machine learning algorithms to graph data.Purchase of the print book includes 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 lets you draw insights from large datasets. GraphX gives 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 used for. This example-based tutorial teaches you how to use GraphX interactively. You'll start with a crystal-clear introduction to building big data graphs from regular data, and then explore the problems and possibilities of implementing graph algorithms and architecting graph processing pipelines. Along the way, you'll 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 should be comfortable writing code. Experience with Apache Spark and Scala is not 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 important 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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Yes, you can access Spark GraphX in Action by Michael Malak,Robin East in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Graphics. We have over one million books available in our catalogue for you to explore.