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Deep Learning on Mobile Robots — Nathan Westwood

Deep Learning on Mobile Robots

Verlag Independently Published
Seiten 166 Seiten
ISBN 9798190650495
Sprache Englisch

Beschreibung auf Englisch

How can a robot see, understand, and respond to the world around it? Modern mobile robots are becoming increasingly intelligent by combining deep learning, computer vision, and embedded AI systems to recognize objects, interpret environments, and make autonomous decisions in real time.Deep Learning on Mobile Robots provides a practical guide to building intelligent robotic systems capable of visual perception and real-world interaction. This book explains how neural networks and AI models can be deployed directly on robots to identify objects, detect road signs, recognize human faces, and support autonomous navigation.Inside this book, you will learn:The fundamentals of deep learning and computer vision for robotic applicationsHow mobile robots use cameras and sensors to perceive their surroundingsConvolutional Neural Networks (CNNs) for image classification and object recognitionReal-time object detection using modern AI models such as YOLO-based architecturesFace detection and facial recognition techniques for human-robot interactionTraining and optimizing deep learning models for robotic platformsRunning AI inference on embedded hardware with limited computing resourcesUsing GPUs, edge AI devices, and optimized neural networks for faster performanceIntegrating deep learning with robot navigation and autonomous decision-makingPractical challenges including latency, accuracy, power consumption, and deployment limitationsWhether you are a robotics student, AI developer, engineer, researcher, or robotics enthusiast, this book will help you understand how artificial intelligence moves from the computer screen into the physical world.From warehouse robots and autonomous vehicles to service robots and intelligent machines, deep learning is transforming how robots perceive and interact with humans and their environments.Learn how to design the vision systems behind the next generation of autonomous robots and discover the technologies enabling machines to recognize, understand, and navigate the world around them.

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