Linear Programming Duality refers to the principle that every linear programming problem (the primal) has an associated dual problem, and the optimal solutions to these problems are closely related. The duality theory provides insights into the sensitivity of the optimal solution to changes in the parameters of the primal problem and offers computational advantages in solving large-scale problems.