This workshop will introduce deep learning models commonly used in NLP and other sequence modeling tasks. We will learn to use machine learning models on variable lengths of inputs using recurrent neural networks (RNN). We will also discuss the issues with RNN and introduce an advanced RNN model called the Long Short Term Memory (LSTM) model that improves on the previous model. We will also look at how these models are used with real-life examples.