This third edition provides a comprehensive, accessible presentation of AI, including examples, applications, full-color images, and human interest boxes. New chapters on deep learning, AI security, and AI programming keep the content cutting-edge. Topics like neural networks, genetic algorithms, natural language processing, planning, and complex board games are covered.
The course starts with an AI overview, moving through uninformed search, intelligent search methods, and game-based strategies. It delves into logic in AI, knowledge representation, production systems, uncertainty in AI, and expert systems. Middle chapters cover machine learning, neural networks, and deep learning. It continues with nature-inspired search methods, natural language processing, and automated planning, ending with robotics and advanced computer games.
These AI concepts are crucial for developing sophisticated AI applications. This book transitions you from novice to proficient AI practitioner, equipped with practical skills and comprehensive knowledge. Companion files with resources, simulations, and figures enhance learning. By the end, you'll understand AI principles and applications, ready to tackle real-world challenges.

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Spis treści

Artificial Intelligence in the 21st Century. The Future of Technology and Human Innovation eBook -- spis treści

• 1. Overview of Artificial Intelligence
• 2. Uninformed Search
• 3. Informed Search
• 4. Search Using Games
• 5. Logic in Artificial Intelligence
• 6. Knowledge Representation
• 7. Production Systems
• 8. Uncertainty in AI
• 9. Expert Systems
• 10. Machine Learning: Part I Neural Networks
• 11. Machine Learning: Part II Deep Learning
• 12. Search Inspired by Mother Nature
• 13. Natural Language Understanding
• 14. Automated Planning
• 15. Robotics
• 16. Advanced Computer Games
• 17. Reprise
• 18. Artificial Intelligence in Security (Optional)
• 19. Artificial Intelligence Programming Tools (Optional)