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audio-net

An attempt at audio transformations via neural networks

18th Feb, 2024

This project aims to implement the [guitar amplifier emluation paper][1].

While the original implementation is in C++, I am planning on doing it in Python just to get a hang of how things work.

To Dos

  • Get a [dataset][2]

  • Build the model

References

[1] : Wright, A.; Damskägg, E.-P.; Juvela, L.; Välimäki, V. Real-Time Guitar Amplifier Emulation with Deep Learning. Appl. Sci. 2020, 10, 766. https://doi.org/10.3390/app10030766.

[2] : Schmitz, T.; Embrechts, J.J. Introducing a dataset of guitar amplifier sounds for nonlinear emulation benchmarking. In Proceedings of the Audio Engineering Society 145th Convention, New York, NY, USA, 17–20 October 2018

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