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RE: Generating aritifical things with GANs (Generative Adversarial Networks)
I think that GANs are the most important innovation that happened to AI in the last years and we barley scratched the surface of what they can do.
One thing I was always wondering about is, how you can use GANs to create animation. Imagine an 8-bit sprite that gets animated via GANs (this idea was born out of my inability to draw, but still being interested in making computer games :D ).