Abstract:- The talk will focus on how Neural Networks are applied in the field of NLP for tasks like classification. Building blocks like Word Embeddings, Recurrent NN, LSTM, GRU, Convolutional NN, Sentence Representation and how they are applied to a piece of text in Tensorflow will be covered. These building blocks can be stacked together in various ways to form deeper network architectures. We will discuss one such architecture which is used within GumGum Inc to do Sentiment Analysis on web pages using NN in Tensorflow.