A Turing Machine is a theoretical computational model that defines an abstract machine capable of simulating any algorithm's logic through a series of state transitions. It serves as a fundamental concept in computer science, providing a framework for understanding the limits of what can be computed and forming the basis for the Church-Turing thesis.