Fundamental of the new artificial intelligence neural evolutionary fuzzy and more edition 2

 

Fundamentals of the New Artificial Intelligence: Neural, Evolutionary, Fuzzy and More, 2nd Edition

This book provides a comprehensive introduction to several key areas of artificial intelligence (AI), focusing on their practical applications. It delves into the core concepts, algorithms, and techniques of:

• Neural Networks: These are computational models inspired by the structure and function of the human brain, used for tasks like pattern recognition, image processing, and natural language processing.
• Evolutionary Algorithms: These algorithms mimic the process of natural selection to solve optimization problems, such as finding optimal solutions for complex engineering designs.
• Fuzzy Systems: These systems handle uncertainty and imprecision, making them suitable for real-world applications where precise data is unavailable or difficult to obtain.

Key Features of the Book:

• Clear and Concise Explanations: The book presents complex concepts in a clear and accessible manner, making it suitable for readers with a basic understanding of computer science and mathematics.
• Real-World Applications: It highlights the practical applications of these techniques in various fields, such as finance, medicine, and robotics.
• Updated Content: The second edition incorporates the latest advancements in AI, including new algorithms, techniques, and applications.
• Hands-on Approach: The book includes practical examples and exercises to help readers gain hands-on experience with AI concepts.

Key Topics Covered:

• Neural Networks:
  • Perceptrons
  • Backpropagation
  • Convolutional Neural Networks
  • Recurrent Neural Networks
• Evolutionary Algorithms:
  • Genetic Algorithms
  • Evolutionary Programming
  • Genetic Programming
• Fuzzy Systems:
  • Fuzzy Sets
  • Fuzzy Logic
  • Fuzzy Inference Systems
• Other Topics:
  • Simulated Annealing
  • Boltzmann Machines
  • Rough Sets
  • Chaos Theory

If you're interested in learning about the fundamentals of AI and how these techniques can be applied to real-world problems, this book is an excellent resource. It provides a solid foundation for further exploration of AI and its potential applications.