How To Use Deep Learning Even with Small Data

It promises to solve your most complicated problems for the small price of an enormous amount of data. The only problem is you are not working at Google nor Facebook and data are scarce. So what are you to do? Can you still leverage the power of deep learning or are you out of luck? Let's take a look at how you might be able to leverage deep learning even with limited data and why I think this might be one of the most exciting areas of future research. Before we discuss methods for leveraging deep learning for your limited data, please step back from the neural networks and build a simple baseline.