Harini Eavani, Varun V. Kumar, & Ruby Pai Time series data is an essential part of analysis in finance, healthcare, weather, industrial IoT, wearables and many other domains. In this hands-on workshop, participants will learn how to build and train an nGraph model for predictive maintenance of aircraft engines. We will discuss the use of different topologies for time-series modeling and understand their tradeoffs.