An adaptive fuzzy predictive control scheme is proposed in this paper. This fuzzy predictor and fuzzy predictive controller are trained by using BP algorithm. And learning algorithm for the fuzzy predictive controller is given. The control systems have good performance for nonlinear plant with dead time.