This document summarizes Bumsoo Kim's presentation on deep convolutional generative adversarial networks (DCGANs) for unsupervised representation learning. The presentation introduces generative models, describes the DCGAN model architecture which uses an adversarial process between a generator and discriminator, and discusses evaluating and applying vector arithmetic to generated images.