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Introduction

Background

Neural Audio Synthesis
What is DDSP?
Tasks and Applications

First Steps

PyTorch Bootcamp
A Differentiable Gain Control

Synthesisers

Digital Synthesizer Modelling
Writing an Oscillator in PyTorch
Additive Synthesis
Optimizing a Harmonic Synthesizer
Harmonic Synthesis Results
Differentiable Synthesis Libraries

Filters

Digital Filter Modelling
Finite Impulse Response
Differentiable FIR Filters
Infinite Impulse Response (IIR) Systems
Differentiable Implementation of IIR Filters
Implementing Differentiable IIR in PyTorch
Speech Decomposition with Source Filter Model

Physical Modeling

Physical Modeling and DDSP
The Simple Harmonic Oscillator
Rigid objects and modal analysis
The Wave Equation

Wrapping Up

Bibliography

Repository
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By Ben Hayes, Jordie Shier, Chin-Yun Yu, David Südholt, Rodrigo Diaz

© Copyright 2023.