The aim of this paper is to introduce and study an estimation procedure for the Nonlinear Principal Components recently de ned by Goia and Salinelli for an absolutely continuous random variable X . The estimator proposed is based on Spline functions and adapts to a statistical framework the classical Rayleigh-Ritz method. Asymptotic properties of the estimator are proved,providing the rate of convergence under suitable mild conditions.