This project deals with generation of images especially anime faces using DCGANs. The project mainly focuses on understanding DCGANs from the original paper. This project is built using PyTorch for faster and better performance. Images are trained on two different models, Generator and Discriminator respectively and the losses are reduced in order to produce quality images.