ECU Libraries Catalog

Agile artificial intelligence in Pharo : implementing neural networks, genetic algorithms, and neuroevolution / Alexandre Bergel.

Author/creator Bergel, Alexandre author.
Format Book and Print
Publication Info [Berkeley, Calif.] : Apress, 2020.
Copyright Notice ©2020
Descriptionxxi, 386 pages : illustrations ; 26 cm
Contents Part 1. Neural networks. The perceptron model -- The artificial neuron -- Neural networks -- Theory on learning -- Data classification -- A matrix library -- Matrix-based neural networks -- Part 2. Genetic algorithms. Genetic algorithms -- Genetic algorithms in action -- The traveling salesman problem -- Exiting a maze -- Building zoomorphic creatures -- Evolving zoomorphic creatures -- Part 3. Neuroevolution. Neuroevolution -- Neuroevolution with NEAT -- The MiniMario video game.
Abstract Cover classical algorithms commonly used as artificial intelligence techniques and program agile artificial intelligence applications using Pharo. This book takes a practical approach by presenting the implementation details to illustrate the numerous concepts it explains. Along the way, youll learn neural net fundamentals to set you up for practical examples such as the traveling salesman problem and cover genetic algorithms including a fun zoomorphic creature example. Furthermore, Practical Agile AI with Pharo finishes with a data classification application and two game applications including a Pong-like game and a Flappy Bird-like game. This book is informative and fun, giving you source code to play along with. Youll be able to take this source code and apply it to your own projects. You will: Use neurons, neural networks, learning theory, and more Work with genetic algorithms Incorporate neural network principles when working towards neuroevolution Include neural network fundamentals when building three Pharo-based applications.
General noteIncludes index.
ISBN1484253833 (paperback)
ISBN9781484253830 (paperback)

Available Items

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Joyner General Stacks Q335 .B47 2020 Missing - search in progress Want This?

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