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Artificial Intelligence for Robotics: Build intelligent robots using ROS 2, Python, OpenCV, and AI/ML techniques for real-world tasks
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UZS 783776
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Unlock the potential of your robots by enhancing their perception with cutting-edge artificial intelligence and machine learning techniques.
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- Learn how to apply artificial intelligence, engineering, and machine learning to create smart robots capable of interacting with their environment, engaging with users, making decisions, and navigating autonomouslyKey FeaturesGain a holistic understanding of robot design, systems engineering, and task analysisImplement AI/ML techniques to detect and manipulate objects and navigate robots using landmarksIntegrate voice and natural language interactions to create a digital assistant and artificial personality for your robotPurchase of the print or Kindle book includes a free PDF eBookBook DescriptionUnlock the potential of your robots by enhancing their perception with cutting-edge artificial intelligence and machine learning techniques. From neural networks to computer vision, this book equips you with the tools and practical use cases to create truly smart robots.Starting with robotics basics, robot architecture, control systems, and decision-making theory, this book presents systems-engineering methods to design problem-solving robots with single-board computers. You’ll explore object recognition and genetic algorithms to teach your robot to identify and pick up objects, and you'll also harness the power of natural language processing to give your robot a voice. To enhance your robot further, you’ll master neural networks to classify and separate objects and navigate autonomously, before advancing to guiding your robot arms using reinforcement learning and genetic algorithms. The book also covers path planning and goal-oriented programming to prioritize your robot's tasks, showing you how to connect all software using Python and ROS 2 for a seamless experience.By the end of this book, you’ll have learned how to transform your robot into a helpful assistant with NLP and give it an artificial personality, ready to tackle real-world tasks and even crack jokes.What you will learnGet started with robotics and AI essentialsUnderstand path planning, decision trees, and search algorithms to enhance your robotExplore object recognition using neural networks and supervised learning techniquesEmploy genetic algorithms to enable your robot arm to manipulate objectsTeach your robot to listen using Natural Language Processing through an expert systemProgram your robot in how to avoid obstacles and retrieve objects with machine learning and computer visionApply simulation techniques to give your robot an artificial personalityWho this book is forThis book is for practicing robotics engineers and enthusiasts aiming to advance their skills by applying AI and ML techniques. Students and researchers looking for practical guidance for solving specific problems or approaching a difficult robot design will find this book insightful.Proficiency in Python programming, familiarity with electronics and wiring, single board computers, Linux-based command-line interface (CLI), and knowledge of AI/ML concepts are required to get started with this book.Table of ContentsThe Foundation of Robotics and Artificial IntelligenceSetting Up Your RobotConceptualizing the Practical Robot Design ProcessRecognizing Objects Using Neural Networks and Supervised LearningPicking Up and Putting Away Toys using Reinforcement Learning and Genetic AlgorithmsTeaching a Robot to ListenTeaching the Robot to Navigate and Avoid StairsPutting Things AwayGiving the Robot an Artificial PersonalityConclusions and ReflectionsQ and AApendix
| Publisher | Packt Publishing |
| Publication date | 29 Mar. 2024 |
| Edition | 2nd |
| Language | English |
| Print length | 344 pages |
| ISBN-10 | 1805129597 |
| ISBN-13 | 978-1805129592 |
| Item weight | 590 g |
| Dimensions | 19.05 x 1.98 x 23.5 cm |
Who Should Buy?
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Aspiring Developers
This book is ideal for beginners looking to build skills in robotics and AI using popular technologies.
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Engineering Students
Perfect for students studying engineering or computer science, that need practical applications of theories learned in class.
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Professionals in AI
Great for experienced professionals seeking to enhance their robotics knowledge and integrate AI techniques effectively.
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Absolute Beginners
This book may overwhelm those with no prior knowledge of programming or robotics fundamentals.
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Automatic Control Editorial Review
Artificial Intelligence For Robotics Build Intelligent Robots Using ROS 2, Python, OpenCV, And AI/ML Techniques For Real-world Tasks is an essential resource for those eager to dive into the fusion of robotics and artificial intelligence. This comprehensive 2nd edition by Packt Publishing, published on 29 Mar. 2024, spans 344 pages and is designed to equip readers with practical skills to create intelligent robots using contemporary technologies. By focusing on real-world applications, this book not only enhances knowledge of ROS 2 and Python but also introduces readers to advanced AI/ML techniques. It is perfect for both beginners and experienced developers who wish to enhance their skills in robotics and AI integration.
Customer Reviews & Ratings
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2 звезда
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Плюсы
- Comprehensive guide on intelligent robot development
- Focuses on real-world AI and ML applications
- Covers ROS 2 and OpenCV in detail
- Updated 2nd edition with latest techniques
- Suitable for both beginners and experienced developers
Минусы
- Content might be complex for absolute beginners
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UZS 783776
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Особенности и преимущества
- Learn to build intelligent robots using AI, ROS 2, Python, and OpenCV.
- Gain a holistic understanding of robot design and task analysis.
- Implement AI/ML techniques for object detection and navigation.
- Create voice and natural language interactions for user engagement.
- Master neural networks and genetic algorithms for smart decision-making.
- Transform robots into helpful assistants capable of tackling real-world tasks.
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