We give the uniform almost sure convergence of the kernel estimate of the regression function over a sequence of compact sets which increases to IR d when n approaches the infinity and the observed process is r~ -mixing . The used estimator for the regression function is the kernel estimator proposed by Nadaraya, Watson (1964).