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Overfitting
Cade Stocker edited this page Nov 24, 2025
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- Nottingham dataset is very small. Models don't seem to be generalizing very well when using this dataset.
- Originally in my P1 presentation, I thought that models were generalizing well and learning to repeat melodies. I think that the actual explanation for why this happened is likely overfitting. The model probably just memorized the melody for the song "Old Joe Clark" from seeing it in the training data.
- I've fixed the project to work with any MIDI dataset. Just follow the directions in the README to see how to use your desired dataset.
- Using a larger dataset should fix overfitting issues.