Andy Keller, Deep Learning Data Scientists, Intel AI Products Group Anna Bethke, Head of AI4Good, Intel AI Products Group In this hands on tutorial, you will learn how to implement practical Question and Answer systems such as chat bots, FAQ bots, and goal-oriented dialog systems using the open source nGraph and Intel NLP Architect libraries. Participants will learn how to build, train, and run an interactive goal-oriented dialog model for restaurant booking, as well as gain a better understanding of the operation of such models. We will focus on end-to-end dialog systems and provide a starting point for the upcoming ConvAI2 NIPS competition.