Formulation of the problem.- Well-known methods for the solution of nonlinear least squares problems.- A new method for the solution of nonlinear least squares problems.- Application of the new method for the solution of the linear least squares problem.- The problem of the choice of a starting point x 0.- Applications of the proposed method for the solution of nonlinear least squares problems.