have you heard any recent human-composed music that isn't overfitting? :)
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what's the most promising example you've seen/heard?
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the question is what do you expect to 'generalize' in a piece of music?
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All music NNs I've seen have been MIDI based or small datasets or (usually) both. We need to train on years worth of raw audio.
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