Rough Path Theory of Terry Lyons provides a way to construct pathwise solutions to Stochastic Differential Equations. Regularity Structure Theory of Martin Hairer offers a multi-dimensional generalization of Rough Path Theory and can be used to build Markovian solutions to Stochastic PDEs. In these lectures I will give an overview of these theories and their applications to SPDEs.