Epistemic logic is a branch of modal logic that formalizes reasoning about knowledge and belief, allowing for the analysis of statements like 'Agent A knows X'. It is essential in fields such as computer science, artificial intelligence, and philosophy, where understanding the dynamics and structure of knowledge is crucial.