This paper studies nonparametric estimation of the infinite order regression $E(Y_t^k|\mathcal{F}_{t-1}), k\in\mathbb{Z}$ with stationary and weakly dependent data. We propose a Nadaraya-Watson type estimator that operates with an infinite number of conditioning variables. We propose a bandwidth...