Abstract: Markov chains, also called random walks, are used in many areas of mathematics and other applications. They can be described using linear algebra, probability theory, or graph theory. I will use a combination of these approaches to show how Markov chains can be applied to various other fields such as bioinformatics, physics, statistics, and games.