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Modeling Nonlinear Audio Effects with End-to-end Deep Neural Networks

Modeling Nonlinear Audio Effects with End-to-end Deep Neural Networks

In the context of music production, distortion effects are mainly used for aesthetic reasons and are usually applied to electric musical instruments. Most existing methods for nonlinear modeling are often either simplified or optimized to a very specific circuit. In this work, we investigate deep learning architectures for audio processing …