Lagrangian Duality is a mathematical framework used in optimization that provides a way to transform a constrained problem into an unconstrained one, potentially simplifying the problem and offering insights into the nature of the solution. It is fundamental in fields like operations research and economics, allowing for the derivation of bounds on the optimal value of the original problem and aiding in the development of efficient algorithms.