Lagrange Polynomials provide a method for polynomial interpolation, allowing the construction of a polynomial that passes through a given set of points. They are particularly useful in numerical analysis for approximating functions and are defined uniquely by the Lagrange basis polynomials, which ensure that the interpolation polynomial matches the function at each specified point.