This article deals with the problem of determining approximate solutions of Fredholm integral equations of the second kind. In order to approximate the solution of a particular integral equation by means of a polynomial, an over-determined system of linear algebraic equations containing unknown coefficients is obtained, which is finally solved by taking advantage of the method of least squares. Many examples will be studied here in detail.