YoVDO

Real-Time Interactive Synthesis with Machine Learning: Differentiable DSP in a Plugin - Lecture

Offered By: ADC - Audio Developer Conference via YouTube

Tags

Digital Signal Processing Courses Machine Learning Courses Audio Synthesis Courses TikTok Courses JUCE Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
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

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent