eBook - ePub

Spark in Action

Name: Spark in Action
ISBN: 9781638351078

Marko Bonaci,

Petar Zecevic,

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

eBook - ePub

Spark in Action

Marko Bonaci,

Petar Zecevic,

About this book

Summary Spark in Action teaches you the theory and skills you need to effectively handle batch and streaming data using Spark. Fully updated for Spark 2.0.Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Big data systems distribute datasets across clusters of machines, making it a challenge to efficiently query, stream, and interpret them. Spark can help. It is a processing system designed specifically for distributed data. It provides easy-to-use interfaces, along with the performance you need for production-quality analytics and machine learning. Spark 2 also adds improved programming APIs, better performance, and countless other upgrades. About the Book Spark in Action teaches you the theory and skills you need to effectively handle batch and streaming data using Spark. You'll get comfortable with the Spark CLI as you work through a few introductory examples. Then, you'll start programming Spark using its core APIs. Along the way, you'll work with structured data using Spark SQL, process near-real-time streaming data, apply machine learning algorithms, and munge graph data using Spark GraphX. For a zero-effort startup, you can download the preconfigured virtual machine ready for you to try the book's code. What's Inside

Updated for Spark 2.0
Real-life case studies
Spark DevOps with Docker
Examples in Scala, and online in Java and Python

About the Reader Written for experienced programmers with some background in big data or machine learning. About the Authors Petar Ze?evi? and Marko Bona?i are seasoned developers heavily involved in the Spark community. Table of Contents

PART 1 - FIRST STEPS

Introduction to Apache Spark
Spark fundamentals
Writing Spark applications
The Spark API in depth

PART 2 - MEET THE SPARK FAMILY

Sparkling queries with Spark SQL
Ingesting data with Spark Streaming
Getting smart with MLlib
ML: classification and clustering
Connecting the dots with GraphX

PART 3 - SPARK OPS

Running Spark
Running on a Spark standalone cluster
Running on YARN and Mesos

PART 4 - BRINGING IT TOGETHER

Case study: real-time dashboard
Deep learning on Spark with H2O

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Yes, you can access Spark in Action by Marko Bonaci,Petar Zecevic in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.