Deep Learning for Robot Perception and Cognition

Deep Learning for Robot Perception and Cognition provides a comprehensive introduction to deep learning for robot perception and cognition, covering topics and methods and end-to-end methodologies. It is suitable for students, researchers, and practitioners in Robotic Vision, Intelligent Control, Mechatronics, Deep Learning, and Robotic Perception and Cognition tasks.

Format: Paperback / softback
Length: 634 pages
Publication date: 10 March 2022
Publisher: Elsevier Science & Technology

Deep Learning for Robot Perception and Cognition delves into a comprehensive array of topics and methodologies in the realm of deep learning for robot perception and cognition, along with end-to-end approaches. This comprehensive text offers the foundational conceptual and mathematical framework required to tackle a wide range of robot perception and cognition tasks from an end-to-end learning perspective. Whether you're a student, university researcher, or industry practitioner specializing in Robotic Vision, Intelligent Control, Mechatronics, Deep Learning, or Robotic Perception and Cognition tasks, this book is an invaluable resource.

It provides a thorough exploration of deep learning techniques, covering supervised, semi-supervised, and unsupervised learning paradigms, as well as convolutional neural networks, recurrent neural networks, and generative adversarial networks. The book also discusses the application of deep learning to robot perception tasks such as object detection, pose estimation, and scene understanding, highlighting the importance of feature extraction and representation.

Furthermore, it delves into the realm of robot cognition, covering topics such as decision-making, planning, and learning from experience. The book emphasizes the importance of transfer learning and knowledge reuse in enabling robots to adapt to new environments and tasks.

With its extensive coverage, practical examples, and detailed explanations, Deep Learning for Robot Perception and Cognition serves as a valuable guide for anyone seeking to advance their understanding and expertise in the field of robot perception and cognition. Whether you're a beginner or an experienced professional, this book will provide you with the tools and knowledge necessary to excel in this rapidly evolving domain.

Weight: 1298g
Dimension: 192 x 235 x 35 (mm)
ISBN-13: 9780323857871