In this chapter, we will discuss Machine Learning (ML) pipelines and provide guidelines for creating and deploying a Spark machine learning pipeline within IBM Watson Studio.

We will divide this chapter into the following areas:

• Introduction to Apache Spark
• Creating a Spark pipeline in Watson Studio
• Data preparation
• A data analysis and visualization example