Autonomous Robotics and Deep Learning (SpringerBriefs in Computer Science) - Tapa blanda

Libro 132 de 322: SpringerBriefs in Computer Science

Nath, Vishnu

 
9783319056029: Autonomous Robotics and Deep Learning (SpringerBriefs in Computer Science)
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ISBN 10: 3319056026 ISBN 13: 9783319056029
Editorial: Springer, 2014

Sinopsis

This Springer Brief examines the combination of computer vision techniques and machine learning algorithms necessary for humanoid robots to develop "true consciousness." It illustrates the critical first step towards reaching "deep learning," long considered the holy grail for machine learning scientists worldwide. Using the example of the iCub, a humanoid robot which learns to solve 3D mazes, the book explores the challenges to create a robot that can perceive its own surroundings. Rather than relying solely on human programming, the robot uses physical touch to develop a neural map of its environment and learns to change the environment for its own benefit. These techniques allow the iCub to accurately solve any maze, if a solution exists, within a few iterations. With clear analysis of the iCub experiments and its results, this Springer Brief is ideal for advanced level students, researchers and professionals focused on computer vision, AI and machine learning.

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Reseña del editor

This Springer Brief examines the combination of computer vision techniques and machine learning algorithms necessary for humanoid robots to develop “true consciousness.” It illustrates the critical first step towards reaching “deep learning,” long considered the holy grail for machine learning scientists worldwide. Using the example of the iCub, a humanoid robot which learns to solve 3D mazes, the book explores the challenges to create a robot that can perceive its own surroundings. Rather than relying solely on human programming, the robot uses physical touch to develop a neural map of its environment and learns to change the environment for its own benefit. These techniques allow the iCub to accurately solve any maze, if a solution exists, within a few iterations. With clear analysis of the iCub experiments and its results, this Springer Brief is ideal for advanced level students, researchers and professionals focused on computer vision, AI and machine learning.

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Editorial
Springer
Año de publicación
2014
Idioma
Inglés
ISBN 10 
3319056026
ISBN 13 
9783319056029
Encuadernación
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Número de páginas
76
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Alemania

Otras ediciones populares con el mismo título

9783319056043: Autonomous Robotics and Deep Learning

Edición Destacada

ISBN 10:  3319056042 ISBN 13:  9783319056043
Editorial: Springer, 2014
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