Chapter 1. Introduction to Data Analytics with Spark
This chapter covers an overview of Apache Spark, its computing paradigm, and installation to getting started. It will briefly describe the main components of Spark and focus on its new computing advancements. A description of the Resilient Distributed Datasets (RDD) and Dataset will be discussed as a base knowledge for the rest of this book. It will then focus on the Spark machine learning libraries. Installing and packaging a simple machine learning application with Spark and Maven will be demonstrated then before getting on board. In a nutshell, the following topics will be covered in this chapter:
- Spark overview
- New computing paradigm with Spark
- Spark ecosystem
- Spark machine learning libraries ...