Keywords: CNN, Fully connect neural network, SFEW dataset, Image Preprocessing, Data Augmentation, Leakey ReLU, k-fold cross validation, Casper. In this project, I build my own CNN system with Image Preprocessing and Data Augmentation which are based on the computation ability and characteristic of used Dataset. This project implemented with Pytorch.