DCGAN is initialized with random weights, so a random code plugged into your network would produce a totally random picture. Having said that, as you might imagine, the network has countless parameters that we will tweak, along with the target is to locate a location of such parameters which https://ambiq.ai/articles/ambiq-modelzoo/