Based on the error back propagation algorithm, the Modified Differential Evolution(MDE) with neural network,the mixed strategies of constant variation crossover and adaptive crossover mutation was combined were adopted to practice the weights and threshold in the network, and the two typical problems were issued by the simulation contrast of this network and the error back propagation network. The results demonstrate that the neural network with modified differential evolution algorithm training has fast convergence speed and good generalization performance.