Genetic Algorithms for Generative Music AI - Lecture 15

Overview

Explore the fascinating world of Genetic Algorithms and their application in music generation in this comprehensive video lecture. Delve into the core concepts of natural selection and genetic operators, understanding how these principles are applied to create innovative musical compositions. Learn about key elements, step-by-step processes, and specific use cases in music generation, including examples of music encoding and fitness functions. Discover the potential of interactive genetic algorithms and weigh the pros and cons of this approach. Gain valuable insights into the practical applications of Genetic Algorithms in the field of generative music AI, equipping yourself with essential knowledge for future explorations in this exciting domain.

Syllabus

Intro
What are genetic algorithms?
Natural selection
Core idea
Applications
Key elements
Genetic operators
Selection
Crossover
Mutation
Genetic algorithms step by step
What are genetic algorithms good for?
Genetic algorithms for music generation
Use cases for music generation
Examples of music encoding
Music fitness function
Interactive genetic algorithms
Pros and cons
Key takeaways
What's up next?