This deck quickly walks through fundamentals of Deep Learning and describes how symbolic engine of MXNet implements such networks. It then introduces gluon and provides code examples. The last section of the presentation introduces latest developments in gluon family of tools to include GluonNLP, an NLP toolkit with SOTA implementation of NLP algorithms, GluonCV, a Computer Vision toolkit with SOTA implementation of Vision algorithms, and MXNet backend for Keras.