The document defines key concepts in theory of computation including symbols, alphabets, strings, languages, finite state machines, and regular languages. It explains that a finite state machine is defined using 5 tuples and has limited memory. Deterministic finite automata and nondeterministic finite automata are described as being different based on their transition functions. Regular languages are those recognized by a finite state machine and cannot require storing strings. Operations on regular languages like union, intersection, and Kleene closure are also covered.