Creating an AI Musician with JavaScript

Overview

Explore AI-generated music using JavaScript and TensorFlow. Learn to create digital instruments, compile songs, and ponder the implications of computer-made music on listener perception.

Syllabus

• Introduction to AI in Music
Overview of AI-generated music
Historical context and developments
Tools and libraries for AI music creation
• Getting Started with JavaScript and TensorFlow
Setting up the development environment
Introduction to TensorFlow.js
Basics of JavaScript for AI applications
• Understanding Digital Music Concepts
Sound waves and digital audio basics
MIDI and its role in digital music
Music theory fundamentals for AI musicians
• Building Digital Instruments
Creating sound synthesis techniques with JavaScript
Utilizing Web Audio API
Leveraging TensorFlow.js for sound generation
• Machine Learning for Music Composition
Introduction to machine learning concepts
Building simple neural networks for melody generation
Training models using existing music datasets
• Composing Songs with AI
Implementing generative models for music
Techniques for compiling AI-generated melodies into songs
Evaluating and refining AI compositions
• Practical Project: Creating an AI Musician
Project overview and objectives
Step-by-step guide to building an AI musician
Presenting and analyzing student projects
• Listener Perception and Ethics of AI-Generated Music
Exploring human perception of computer-created music
Ethical considerations and copyright issues
Discussions on the impact of AI in the music industry
• Future of AI in Music
Emerging technologies and trends
Potential future developments in AI music creation
Conclusion and course feedback
• Additional Resources and Further Learning
Suggested readings and online materials
Advanced courses and certifications
Community and online forums for AI and music enthusiasts

Subjects

Conference Talks