Introduction to Generative Adversarial Networks (GANs)

Deep Learning zoo is getting bigger by the day. This is probably due to the fact that we are "crossing the chasm" with this technology and that we are entering "early majority" phase. Simply put, people find more and more ways to use deep learning concepts and come up with different forms of neural networks. So far in our journey through this intriguing world, we covered many topics, different architectures of neural networks and types of learning. However, we explored just discriminative algorithms and not the generative ones (more on that later) and these types of algorithms are some of the most interesting cases that could be found in this neural networks universe.