Book Image

Scala and Spark for Big Data Analytics

By : Md. Rezaul Karim, Sridhar Alla
Book Image

Scala and Spark for Big Data Analytics

By: Md. Rezaul Karim, Sridhar Alla

Overview of this book

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.
Table of Contents (19 chapters)

A brief introduction to graph theory

To better understand graphs, let's look at Facebook and how you typically use Facebook. Every day you use your smart phone to post messages on your friend's wall or update your status. Your friends are all posting messages and photos and videos of their own.

You have friends, your friends have friends, who have friends, and so on. Facebook has settings that let you make new friends or remove friends from your friend list. Facebook also has permissions, which allow granular control on who sees what and who can communicate with who.

Now, when you consider that there are a billion Facebook users, the friends and friend's friends list for all users gets quite large and complicated. It is hard to even comprehend and manage all the different relationships or friendships.

So, if someone wants to find out if you and another person X...