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DCGAN is initialized with random weights, so a random code plugged in to the network would make a very random image. Even so, while you may think, the network has many parameters that we could tweak, and the target is to find a setting of such parameters which makes samples produced from random codes appear to be the schooling knowledge.Mouser Elec