Apache Spark 2.x Machine Learning Cookbook

Simplify machine learning model implementations with Spark

Apache Spark 2.x Machine Learning Cookbook

Siamak Amirghodsi et al.

Simplify machine learning model implementations with Spark
Mapt Subscription
FREE
$30.00/m after trial
eBook
$28.00
RRP $39.99
Save 29%
Print + eBook
$49.99
RRP $49.99
What do I get with a Mapt subscription?
  • Unlimited access to all Packt’s 6,000+ eBooks and Videos
  • 100+ new titles a month, learning paths, assessments & code files
  • 1 Free eBook or Video to download and keep every month after trial
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
$0.00
$28.00
$49.99
$29.99 p/m after trial
RRP $39.99
RRP $49.99
Subscription
eBook
Print + eBook
Start 14 Day Trial

Frequently bought together


Apache Spark 2.x Machine Learning Cookbook Book Cover
Apache Spark 2.x Machine Learning Cookbook
$ 39.99
$ 28.00
Mastering Machine Learning with Spark 2.x Book Cover
Mastering Machine Learning with Spark 2.x
$ 39.99
$ 28.00
Buy 2 for $35.00
Save $44.98
Add to Cart

Book Details

ISBN 139781783551606
Paperback666 pages

Book Description

Machine learning aims to extract knowledge from data, relying on fundamental concepts in computer science, statistics, probability, and optimization. Learning about algorithms enables a wide range of applications, from everyday tasks such as product recommendations and spam filtering to cutting edge applications such as self-driving cars and personalized medicine. You will gain hands-on experience of applying these principles using Apache Spark, a resilient cluster computing system well suited for large-scale machine learning tasks.

This book begins with a quick overview of setting up the necessary IDEs to facilitate the execution of code examples that will be covered in various chapters. It also highlights some key issues developers face while working with machine learning algorithms on the Spark platform. We progress by uncovering the various Spark APIs and the implementation of ML algorithms with developing classification systems, recommendation engines, text analytics, clustering, and learning systems. Toward the final chapters, we’ll focus on building high-end applications and explain various unsupervised methodologies and challenges to tackle when implementing with big data ML systems.

Table of Contents

What You Will Learn

  • Get to know how Scala and Spark go hand-in-hand for developers when developing ML systems with Spark
  • Build a recommendation engine that scales with Spark
  • Find out how to build unsupervised clustering systems to classify data in Spark
  • Build machine learning systems with the Decision Tree and Ensemble models in Spark
  • Deal with the curse of high-dimensionality in big data using Spark
  • Implement Text analytics for Search Engines in Spark
  • Streaming Machine Learning System implementation using Spark

Authors

Table of Contents

Book Details

ISBN 139781783551606
Paperback666 pages
Read More

Read More Reviews

Recommended for You

Mastering Machine Learning with Spark 2.x Book Cover
Mastering Machine Learning with Spark 2.x
$ 39.99
$ 28.00
Scala and Spark for Big Data Analytics Book Cover
Scala and Spark for Big Data Analytics
$ 51.99
$ 36.40
Mastering Apache Spark 2.x - Second Edition Book Cover
Mastering Apache Spark 2.x - Second Edition
$ 39.99
$ 28.00
Learning Spark SQL Book Cover
Learning Spark SQL
$ 43.99
$ 30.80
Python Machine Learning - Second Edition Book Cover
Python Machine Learning - Second Edition
$ 31.99
$ 10.00
Apache Spark 2.x Cookbook Book Cover
Apache Spark 2.x Cookbook
$ 39.99
$ 28.00