# Denoising Images and Markov Random Fields¶

Undirected Graphical models have remained elusive to me for a long time. One of the best ways to strip away the abstractness around them is to see how it works in the real world. One of the easiest and first real world examples of such models, also called the Markov Random Fields, is in denoising an image.