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- Creators: Jazz/Rock Ensemble (Patches)
- Creators: Barrett, The Honors College
- Creators: Ruth, Bryon
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.
My proposed project is an educational application that will seek to simplify the<br/>process of internalizing the chord symbols most commonly seen by those learning<br/>musical improvisation. The application will operate like a game, encouraging the<br/>user to identify chord tones within time limits and award points for successfully<br/>doing so.
benefits. Fathers are often not a part of this experience due to outdated gender roles that have led
to the classification of reading as a feminized activity. This review discusses the literature
surrounding the cognitive and social-emotional benefits of reading aloud to children. In addition
to academic literature, this paper takes into account the experiences of educators and parents
shared through social media and literacy organizations external to academia due to their presence
on the front lines of the reading aloud. This paper is divided into five sections, each of which
addresses a different domain of the read aloud practice. The first section is a personal narrative in
which the author shares a story surrounding her experience with read alouds to provide context
on why this topic was chosen for her undergraduate thesis. Section two addresses the importance
of read alouds in a child’s literacy journey and serves as a framework for the remainder of the
review. Section three discusses the vitality of the participation of fathers in the practice and
includes the explanation of the feminization of reading and the implications of the lack of fathers
within the read aloud experience. Section four discusses the implications of fathers taking an
active role in reading aloud. Lastly, section five serves as a resource pool for fathers, including
tips, a guide to community resources, and sample book lists.
Keywords: read aloud, gender roles, educator, literacy, parents, fathers
literacy that is capable of transforming barriers into pathways through a rhetorical
approach to methods. The problem we are trying to solve is how exactly we as
rhetorical decision makers can acquire the type of literacy that can allow us to
approach a method as a way to transform barriers when we are stuck. This
problem space is especially challenging because it is one thing to master a literacy
of being part of a Discourse whose practices are well codified, but another thing
to learn to master a literacy that by definition employs methods to transform
barriers into pathways. This is what makes this problem space, so significant and
worthwhile to investigate as rhetorical decision makers.