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Generative Adversarial Neural Network (GANN) for producing original jazz melodies and trained on jazz melodies encoded as MIDI value sequences. Candidate melodies are generated using a Hidden Markov Model and evaluated by the GANN so the Reinforcement Learning policy learns mappings between incomplete melodies and future notes yielding beautiful…

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alextrudeau/Jazz_Generative_Adversarial_Network

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Jazz_Generative_Adversarial_Network

Neural Networks Final Project in which I modified the existing SeqGAN to generate original jazz melodies

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Generative Adversarial Neural Network (GANN) for producing original jazz melodies and trained on jazz melodies encoded as MIDI value sequences. Candidate melodies are generated using a Hidden Markov Model and evaluated by the GANN so the Reinforcement Learning policy learns mappings between incomplete melodies and future notes yielding beautiful…

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