Data Augmentation: How to use Deep Learning when you have Limited Data

We have all been there. You have a stellar concept that can be implemented using a machine learning model. Chances are, you find a dataset that has around a few hundred images. You recall that most popular datasets have images in the order of tens of thousands (or more). You also recall someone mentioning having a large dataset is crucial for good performance.