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Works

Melody AI 2021

Melody AI is a RNN-based Meldoy Generator that generates novel melodies of sequence size 100 based on music from the Japanese video game series Touhou Project.

In this study, three RNN-based models are implemented each with a RNN variant (vanilla RNN, LSTM & GRU). A set of MIDI files are collected and partitioned via DAW into single-instrument melodies to be used as training data and starting sequences. Model performance is evaluated via note prediction accuracy and user survey on generated melodies.

    Core Features
  • Takes MIDI files as network inputs
  • Includes 3 RNN variant models (vanilla RNN, LSTM & GRU)
  • Generates novel melodies based on provided starting sequences
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