A Turing Machine is a theoretical computational model that defines an abstract machine capable of simulating any algorithm's logic through a set of rules and an infinite tape for input and output. It is foundational to computer science, providing the basis for understanding the limits of what can be computed and serving as a benchmark for defining algorithmic complexity and decidability.