This tutorial will introduce the concept of sparsity and demonstrate how it can be used to remove noise from signals. These concepts will then be expanded to demonstrate how noise can be removed from astronomical images in particular.

From the smallest microscopic objects to the largest scales of the Universe, our ability to study the world around us is predicated on the quality of the data we have access to.