Real-Time Interactive Synthesis with Machine Learning: Differentiable DSP in a Plugin - Lecture
ADC - Audio Developer Conference via YouTube
Overview
Explore real-time interactive synthesis with machine learning in this conference talk from the Audio Developer Conference 2022. Dive into the world of Differentiable DSP (DDSP) in plugins as David Trevelyan shares insights on building intuition for DDSP, overcoming challenges in real-time implementation for pro-audio and consumer applications, facilitating creative musical expression in ML systems, approaching testing, and envisioning the future of real-time ML audio processing. Gain valuable knowledge on cutting-edge audio technology, including pitch detection, creative controls, and engineering considerations for developing innovative music apps and virtual instruments.
Syllabus
Introduction
Morph
Simple Fader
Differentiable Functions
Differentiable Functions in Music
DSP vs ML
Model Overview
Pitch Detection
Creative Controls
Engineering Notes
Whats Next
Taught by
ADC - Audio Developer Conference