t-SNE is one of the most commonly used methods for dimensionality reduction in RNA-seq analysis, yet few people know how it actually works. Here we'll walk through the original t-SNE paper by van der Maaten and Hinton; looking at the motivation behind it, the mathematics that fuel its power, and how to interpret its hyperparameters.