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Full-Text Articles in Computer Sciences
Liquid Tab, Nathan Hulet
Liquid Tab, Nathan Hulet
Williams Honors College, Honors Research Projects
Guitar transcription is a complex task requiring significant time, skill, and musical knowledge to achieve accurate results. Since most music is recorded and processed digitally, it would seem like many tools to digitally analyze and transcribe the audio would be available. However, the problem of automatic transcription presents many more difficulties than are initially evident. There are multiple ways to play a guitar, many diverse styles of playing, and every guitar sounds different. These problems become even more difficult considering the varying qualities of recordings and levels of background noise.
Machine learning has proven itself to be a flexible tool …
Source Code Comment Classification Artificial Intelligence, Cole Sutyak
Source Code Comment Classification Artificial Intelligence, Cole Sutyak
Williams Honors College, Honors Research Projects
Source code comment classification is an important problem for future machine learning solutions. In particular, supervised machine learning solutions that have largely subjective data labels but are difficult to obtain the labels for. Machine learning problems are problems largely because of a lack of data. In machine learning solutions, it is better to have a large amount of mediocre data than it is to have a small amount of good data. While the mediocre data might not produce the best accuracy, it produces the best results because there is much more to learn from the problem.
In this project, data …