Название: Swarm Intelligence and Deep Evolution: Evolutionary Approach to Artificial IntelligenceАвтор: Hitoshi Iba
Издательство: CRC Press
Год: 2022
Страниц: 288
Язык: английский
Формат: pdf (true)
Размер: 32.7 MB
The book provides theoretical and practical knowledge about Swarm Intelligence (SI) and evolutionary computation. It describes the emerging trends in Deep Learning (DL) 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 Artificial Intelligence (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.
MindRender is an easy-to-use and feature-rich programming software that allows both beginners and advanced learners to create full-fledged 3D programs while having fun. You can create a program by simply assembling command blocks just like Scratch, so it is easy to start off with. Also it is equipped with scientific elements such as 3D and physics engine of Unity environment, so it leads to think more in-depth. With a variety of character and background objects, and sound and visual effects included, it is easy to create various type of programs such as games and stories. Mine Render supports iOS, Android, macOS and Windows. MindRender/AI Drill is an extended version of MindRender for the purpose of AI educational studies.
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