This article explains the Theory of Computation and its applications in computer science. It covers topics like Finite Automata, Deterministic Finite Automata (DFA), Nondeterministic Finite Automata (NFA), and Transition Diagrams. The article provides solved examples for creating DFAs and Transition Diagrams. The content is relevant for students studying computer science and related courses.