In this paper, authors present the overview model of convolutional neural network including major function in each layer and transformations in this network. Based on that theory, authors have designed an application of English handwriting recognition using convolutional neural network as well as having comparative tests between some recognition algorithms. | Handwriting recognition based on convolutional neural network