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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

Machine learning

Electronic Theses and Dissertations

Computer Sciences

2018

University of Denver

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Full-Text Articles in Physical Sciences and Mathematics

Rnn-Based Generation Of Polyphonic Music And Jazz Improvisation, Andrew Hannum Jan 2018

Rnn-Based Generation Of Polyphonic Music And Jazz Improvisation, Andrew Hannum

Electronic Theses and Dissertations

This paper presents techniques developed for algorithmic composition of both polyphonic music, and of simulated jazz improvisation, using multiple novel data sources and the character-based recurrent neural network architecture char-rnn. In addition, techniques and tooling are presented aimed at using the results of the algorithmic composition to create exercises for musical pedagogy.