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DCGAN is initialized with random weights, so a random code plugged in the network would produce a very random picture. Even so, as you may think, the network has millions of parameters that we can easily tweak, and the target is to find a setting of such parameters that makes samples generated from random codes appear to be the teaching info.Mouser