Machine Learning, Data Science, Artificial Intelligence, Towards Data Science, Deep Learning.
The discriminator often improves too quickly for the generator to catch up, which is why we need to regulate the learning rates or perform multiple epochs on one of the two networks. To get a decent output we need careful balancing and even then, modal collapse is quite frequent. Source of