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

Chapter 10. Learning Telco Data on Spark

With a new approach different from the approaches in the previous chapters, in this chapter and the next chapter, we will start with a set of huge amount of data and then let the data lead us. In other words, we will apply Spark machine learning to certain types of big datasets, and then the data needs and new insights will guide our machine learning to result in useful and actionable insights, by taking advantage of the processes made easily and fast with Apache Spark. As for this chapter, we will work on telco data, and then, for the next chapter, we will work on open data made available by various levels of governments.

By following a similar process adopted in the previous chapters, in this chapter, we will first review machine learning methods and related Spark computing to use Telco Data to learn more about customer behavior insights. We will then discuss how Apache Spark comes in to make them easy as before. At the same time, with this real...