Swarm Intelligence and Deep Evolution: Evolutionary Approach to Artificial Intelligence - Tapa blanda

Iba, Hitoshi

 
9781032009179: Swarm Intelligence and Deep Evolution: Evolutionary Approach to Artificial Intelligence
Tapa blanda
ISBN 10: 1032009179 ISBN 13: 9781032009179
Editorial: CRC Press, 2024

Sinopsis

The book provides theoretical and practical knowledge about swarm intelligence and evolutionary computation. It describes the emerging trends in deep learning that involve the integration of swarm intelligence and evolutionary computation with deep learning, i.e., deep neuroevolution and deep swarms. The study reviews the research on network structures and hyperparameters in deep learning, and attracting attention as a new trend in AI. A part of the coverage of the book is based on the results of practical examples as well as various real-world applications. The future of AI, based on the ideas of swarm intelligence and evolution is also covered.

The book is an introductory work for researchers. Approaches to the realization of AI and the emergence of intelligence are explained, with emphasis on evolution and learning. It is designed for beginners who do not have any knowledge of algorithms or biology, and explains the basics of neural networks and deep learning in an easy-to-understand manner. As a practical exercise in neuroevolution, the book shows how to learn to drive a racing car and a helicopter using MindRender. MindRender is an AI educational software that allows the readers to create and play with VR programs, and provides a variety of examples so that the readers will be able to create and understand AI.

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Acerca del autor

Hitoshi Iba is a Professor at the Graduate School of Information Science and Technology at the University of Tokyo. From 1990 to 1998, he was a senior researcher at the Electro Technical Laboratory (ETL) in Ibaraki, Japan. He is a founding associate editor of the Journal of Genetic Programming and Evolvable Machines (GPEM) and was a founding associate editor of IEEE transactions on Evolutionary Computation. He has published more than one hundred papers and is also a (co-)author of more than ten books. He is also an underwater naturalist and experienced PADI divemaster having completed more than a thousand dives.

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Editorial
CRC Press
Año de publicación
2024
Idioma
Inglés
ISBN 10 
1032009179
ISBN 13 
9781032009179
Encuadernación
Tapa blanda
Número de edición
1
Número de páginas
278
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania

Otras ediciones populares con el mismo título

9781032009155: Swarm Intelligence and Deep Evolution: Evolutionary Approach to Artificial Intelligence

Edición Destacada

ISBN 10:  1032009152 ISBN 13:  9781032009155
Editorial: CRC Press, 2022
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