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Every time something like this comes out, I feel us taking a step away from "video camera mounted on a robot where the eyes should be" and a step toward real perception. I always wonder though, if a computer can one day recognize all different types of hands, could it draw a new one?



To answer your question you can watch this presentation by Prof Hinton: http://www.youtube.com/watch?v=AyzOUbkUf3M

He shows how he trained a restricted bolzmann machine to recognize handwritten numbers and how he can run it in reverse as a generative model, in effect the machine 'dreams' about all kinds of numbers that it's not been trained on but nonetheless makes up properly formed legible digits.




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