DCGAN is initialized with random weights, so a random code plugged to the network would crank out a very random graphic. Nevertheless, while you might imagine, the network has a lot of parameters that we can easily tweak, and the objective is to find a environment of those parameters https://ambiq.ai/models/speech-enhancement-and-de-noising/