The analysis of infinitely wide neural networks have gained significant popularity in recent years. In this talk, we present the recent literature on the neural tangent kernel and our work on the analysis of infinitely wide generative adversarial networks (GAN). The focus will be on the functional analytical problems that arise from these deep learning setups.