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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
Open issue
Index
