DCGAN is initialized with random weights, so a random code plugged into the network would create a totally random impression. However, as you might imagine, the network has an incredible number of parameters that we are able to tweak, plus the goal is to find a setting of these https://ambiq.ai/models/speech-enhancement-and-de-noising/