Neuroevolution: Harnessing Creativity in AI Agent Design

The online version of the book is now freely available in an open-access HTML format. The print edition will be released later in 2026.

“Covering one of the most influential developments in evolutionary computing, this book is a must read for experts in the field and newcomers alike. Its easily accessible style, combined with illustrative examples and software, provides a comprehensive overview of several decades of work that have married neural-based learning with evolutionary methods.”

-Stephanie Forrest, Professor at Arizona State University

“This book is the one and only comprehensive overview of the field of neuroevolution. It is a superb reference and will undoubtedly long serve as the definitive practical and historical introduction to evolving neural networks.”

Demos

Below are links to animations that illustrate the concepts in the book, as well as several interactive demos (labeled as such) that allow exploring those concepts through a web interface.