The importance of using data effectively is a longstanding fact, and related to that, the technology components of Hadoop/Spark have recently been garnering much attention. The words AI, Watson, and Cognitive Systems have also been in the spotlight. In this talk, we will demonstrate a system combining Watson and Spark as a best-practices example of machine learning and big data in the AI/Cognitive era.