Mastering Machine Learning with Spark 2.x

Unlock the complexities of machine learning algorithms in Spark to generate useful data insights through this data analysis tutorial

Mastering Machine Learning with Spark 2.x

Alex Tellez, Max Pumperla, Michal Malohlava

1 customer reviews
Unlock the complexities of machine learning algorithms in Spark to generate useful data insights through this data analysis tutorial
eBook
$10.00
RRP $39.99
Save 74%
Print + eBook
$49.99
RRP $49.99
What do I get with a Mapt Pro subscription?
  • Unlimited access to all Packt’s 5,000+ eBooks and Videos
  • Early Access content, Progress Tracking, and Assessments
  • 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 Mapt 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 Mapt 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 Mapt reader
$10.00
$49.99
RRP $39.99
RRP $49.99
eBook
Print + eBook

Frequently bought together


Mastering Machine Learning with Spark 2.x Book Cover
Mastering Machine Learning with Spark 2.x
$ 39.99
$ 10.00
Mastering Apache Spark 2.x - Second Edition Book Cover
Mastering Apache Spark 2.x - Second Edition
$ 39.99
$ 10.00
Buy 2 for $20.00
Save $59.98
Add to Cart

Book Details

ISBN 139781785283451
Paperback340 pages

Book Description

The purpose of machine learning is to build systems that learn from data. Being able to understand trends and patterns in complex data is critical to success; it is one of the key strategies to unlock growth in the challenging contemporary marketplace today. With the meteoric rise of machine learning, developers are now keen on finding out how can they make their Spark applications smarter.

This book gives you access to transform data into actionable knowledge. The book commences by defining machine learning primitives by the MLlib and H2O libraries. You will learn how to use Binary classification to detect the Higgs Boson particle in the huge amount of data produced by CERN particle collider and classify daily health activities using ensemble Methods for Multi-Class Classification.

Next, you will solve a typical regression problem involving flight delay predictions and write sophisticated Spark pipelines. You will analyze Twitter data with help of the doc2vec algorithm and K-means clustering. Finally, you will build different pattern mining models using MLlib, perform complex manipulation of DataFrames using Spark and Spark SQL, and deploy your app in a Spark streaming environment.

What You Will Learn

  • Use Spark streams to cluster tweets online
  • Run the PageRank algorithm to compute user influence
  • Perform complex manipulation of DataFrames using Spark
  • Define Spark pipelines to compose individual data transformations
  • Utilize generated models for off-line/on-line prediction
  • Transfer the learning from an ensemble to a simpler Neural Network
  • Understand basic graph properties and important graph operations
  • Use GraphFrames, an extension of DataFrames to graphs, to study graphs using an elegant query language
  • Use K-means algorithm to cluster movie reviews dataset

Authors

Book Details

ISBN 139781785283451
Paperback340 pages
Read More
From 1 reviews

Read More Reviews

These popular $10 titles might interest you

Mastering Apache Spark 2.x - Second Edition Book Cover
Mastering Apache Spark 2.x - Second Edition
$ 39.99
$ 10.00
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
$ 10.00
Learning Spark SQL Book Cover
Learning Spark SQL
$ 43.99
$ 10.00
Learning PySpark Book Cover
Learning PySpark
$ 35.99
$ 10.00
Mastering Blockchain Book Cover
Mastering Blockchain
$ 39.99
$ 10.00