Query By Humming system [closed]

You could begin a python program that uses tensorflow to deep-learn the correspondence between humming and songs – it should fall under the umbrella initiative by Google Brain called Magenta.
Of course for Deep-Learning you would need to have a large corpus of examples to learn from.

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