There are many different techniques within the world of natural language processing, ranging from the very simple to the very complex. In this tutorial, we're going to be looking at one of the simpler techniques. Although it is simple, it is powerful. Using a concept called TF-IDF and a bit of linear algebra, we'll be able to compare any two documents or any two classes of documents for similarity.