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The purpose of this project is to create a useful tool for musicians that utilizes the harmonic content of their playing to recommend new, relevant chords to play. This is done by training various Long Short-Term Memory (LSTM) Recurrent Neural Networks (RNNs) on the lead sheets of 100 different jazz standards. A total of 200 unique datasets were produced and tested, resulting in the prediction of nearly 51 million chords. A note-prediction accuracy of 82.1% and a chord-prediction accuracy of 34.5% were achieved across all datasets. Methods of data representation that were rooted in valid music theory frameworks were found to increase the efficacy of harmonic prediction by up to 6%. Optimal LSTM input sizes were also determined for each method of data representation.
Collaborating with others is a crucial part of growing creatively, and gaining perspective. With different artistic mediums like dance, film, music and design, there is a lot artists can learn from one another. Art is also a way to convey important messages that reflect social, political and cultural issues, and artists have become increasingly responsible for presenting these issues in a way that will provoke thought and create change. “Luna” is a series of compositions with a goal of inviting the audience into a different world. The use of sound design and electronic music production paired with piano arrangements creates a vast, sonic landscape, and the titles of each piece are related to space. The live performance of the album also involves dance, which adds another human element to the experience.
Tales from the Amusement Park is a collection of songs in the musical theatre style with music and lyrics by Matt Villar. The song cycle illustrates a series of vignettes, with each song featuring a different archetypal character (or group thereof) as they navigate a day in a popular amusement park. The project is written for piano and voices, and is most-suited to twelve or fewer voices. The debut performance occurred on March 26 in the Evelyn Smith Music Theatre, and featured twelve singers and one pianist. The cycle aims to connect the audience through the demonstration of "human moments" which are widely relatable, while also introducing them to unique and interesting characters.