Let be a spatial random process. We investigate a nonparametric estimate of the conditional expectation of the real random variable given the functional random field valued in a semi-metric space The weak and strong consistencies of the estimate are shown and almost sure rates of convergence are given. We illustrate the behavior of our estimator through some simulations.