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Scala and Spark for Big Data Analytics

Scala and Spark for Big Data Analytics: Explore the concepts of functional programming, data streaming, and machine learning

By Md. Rezaul Karim , Sridhar Alla
$57.99 $39.99
Book Jul 2017 796 pages 1st Edition
eBook
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eBook
$57.99 $39.99
Print
$70.99
Subscription
$15.99 Monthly

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Product Details


Publication date : Jul 25, 2017
Length 796 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781785280849
Vendor :
Apache
Category :
Concepts :
toc View table of contents toc Preview Book toc Download Code

Key benefits

  • Learn Scala’s sophisticated type system that combines Functional Programming and object-oriented concepts
  • Work on a wide array of applications, from simple batch jobs to stream processing and machine learning
  • Explore the most common as well as some complex use-cases to perform large-scale data analysis with Spark

Description

Scala has been observing wide adoption over the past few years, especially in the field of data science and analytics. Spark, built on Scala, has gained a lot of recognition and is being used widely in productions. Thus, if you want to leverage the power of Scala and Spark to make sense of big data, this book is for you. The first part introduces you to Scala, helping you understand the object-oriented and functional programming concepts needed for Spark application development. It then moves on to Spark to cover the basic abstractions using RDD and DataFrame. This will help you develop scalable and fault-tolerant streaming applications by analyzing structured and unstructured data using SparkSQL, GraphX, and Spark structured streaming. Finally, the book moves on to some advanced topics, such as monitoring, configuration, debugging, testing, and deployment. You will also learn how to develop Spark applications using SparkR and PySpark APIs, interactive data analytics using Zeppelin, and in-memory data processing with Alluxio. By the end of this book, you will have a thorough understanding of Spark, and you will be able to perform full-stack data analytics with a feel that no amount of data is too big.

What you will learn

[*] Understand object-oriented & functional programming concepts of Scala [*] In-depth understanding of Scala collection APIs [*] Work with RDD and DataFrame to learn Spark’s core abstractions [*] Analysing structured and unstructured data using SparkSQL and GraphX [*] Scalable and fault-tolerant streaming application development using Spark structured streaming [*] Learn machine-learning best practices for classification, regression, dimensionality reduction, and recommendation system to build predictive models with widely used algorithms in Spark MLlib & ML [*] Build clustering models to cluster a vast amount of data [*] Understand tuning, debugging, and monitoring Spark applications [*] Deploy Spark applications on real clusters in Standalone, Mesos, and YARN

What do you get with eBook?

Feature icon Instant access to your Digital eBook purchase
Feature icon Download this book in EPUB and PDF formats
Feature icon Access this title in our online reader with advanced features
Feature icon DRM FREE - Read whenever, wherever and however you want
Buy Now

Product Details


Publication date : Jul 25, 2017
Length 796 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781785280849
Vendor :
Apache
Category :
Concepts :

Table of Contents

19 Chapters
Preface Packt Packt
Introduction to Scala Packt Packt
Object-Oriented Scala Packt Packt
Functional Programming Concepts Packt Packt
Collection APIs Packt Packt
Tackle Big Data – Spark Comes to the Party Packt Packt
Start Working with Spark – REPL and RDDs Packt Packt
Special RDD Operations Packt Packt
Introduce a Little Structure - Spark SQL Packt Packt
Stream Me Up, Scotty - Spark Streaming Packt Packt
Everything is Connected - GraphX Packt Packt
Learning Machine Learning - Spark MLlib and Spark ML Packt Packt
My Name is Bayes, Naive Bayes Packt Packt
Time to Put Some Order - Cluster Your Data with Spark MLlib Packt Packt
Text Analytics Using Spark ML Packt Packt
Spark Tuning Packt Packt
Time to Go to ClusterLand - Deploying Spark on a Cluster Packt Packt
Testing and Debugging Spark Packt Packt
PySpark and SparkR Packt Packt

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