Book Image

Apache Spark Machine Learning Blueprints

By : Alex Liu
Book Image

Apache Spark Machine Learning Blueprints

By: Alex Liu

Overview of this book

There's a reason why Apache Spark has become one of the most popular tools in Machine Learning – its ability to handle huge datasets at an impressive speed means you can be much more responsive to the data at your disposal. This book shows you Spark at its very best, demonstrating how to connect it with R and unlock maximum value not only from the tool but also from your data. Packed with a range of project "blueprints" that demonstrate some of the most interesting challenges that Spark can help you tackle, you'll find out how to use Spark notebooks and access, clean, and join different datasets before putting your knowledge into practice with some real-world projects, in which you will see how Spark Machine Learning can help you with everything from fraud detection to analyzing customer attrition. You'll also find out how to build a recommendation engine using Spark's parallel computing powers.
Table of Contents (18 chapters)
Apache Spark Machine Learning Blueprints
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface
Index

Spark for fraud detection


In this section, we will start with a real business case of fraud detection to further illustrate our step-by-step machine learning process and then describe how to prepare Spark for this fraud detection project.

The use case

The ABC Corporation is a billion-dollar company that processes payments for thousands of clients in many industries, including real estate and vacation travel. Many kinds of frauds happened to this company and cost a lot. Most of the frauds happened online.

In order to prevent frauds from happening, the company collected a lot of data on its clients relating to payment processing transactions and also about past online activities for each client. Also, the company purchased a lot of data from third parties about the computer devices and bank accounts their clients use.

As for this project, our unit of analysis can be an individual company or person (ABC's client). Our unit of analysis can also be a payment transaction. In real practice, we performed...