Autonomous Robotics and Deep Learning

Name: Autonomous Robotics and Deep Learning
Brand: Springer International Publishing AG
SKU: 9783319056029
Price: 1147 CZK
Availability: InStock

Autor: Vishnu Nath, Stephen E. Levinson

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer International Publishing AG

Dostupnost: Skladem u dodavatele

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This Springer Brief examines the combination of computer vision techniques and machine learning algo...

Informace o knize

Autor

Vishnu Nath, Stephen E. Levinson

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2014

Stránek

EAN

9783319056029

ISBN

3319056026

Enbook ID

02530044

Vydavatel

Springer International Publishing AG

Hmotnost

138

Rozměry

161 x 246 x 7

Kompletní popis

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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Autonomous Robotics and Deep Learning

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