Bio-Inspired AI in C++
eBook - ePub

Bio-Inspired AI in C++

Build Bio-Inspired Optimization Solvers for Real-World Problems in C++

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Bio-Inspired AI in C++

Build Bio-Inspired Optimization Solvers for Real-World Problems in C++

About this book

bio-inspired AI C++ and swarm intelligence programming. Discover how to build nature-driven algorithms by hand in modern C++. Bio-Inspired AI in C++ covers ant colonies, neural networks, and swarm methods for speed. AI programming and C++ machine learning are core to this hands-on guide. From beginner to pro, you'll implement bio-inspired AI step by step. Learn particle swarm optimization, genetic algorithms, and artificial neural networks. Nature-inspired computing and swarm intelligence come alive with practical C++ code. This book focuses on performance and clarity. You'll master ant colony optimization for routing, neural networks for pattern recognition, and swarm methods for optimization. AI algorithms and C++ for AI are explained with real-world examples. Build your own AI systems from scratch. No black boxesโ€”just raw C++ and nature's wisdom. Machine learning C++ and evolutionary algorithms are demystified. Compare with other AI books: Machine Learning System Design Interview by [placeholder] and AI for Beginners by [placeholder] focus on theory or interviews, while this book gives you working code. Bio-inspired algorithms and C++ AI programming set it apart. Zoe Becker's approach is practical and fast. You'll write algorithms that scale. Hands-on AI and C++ algorithms for nature-driven methods are your path to mastery. This hands-on AI/ML/Data guide is written to be used at the keyboard: every concept is paired with something you can run, adapt, and keep. You move from first principles to real, working results, with the common errors and fixes called out along the way so you are never stuck for long.

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Table of contents

  1. Bio-Inspired AI in C++
  2. Bio-Inspired AI in C++
  3. Preface
  4. Chapter 1 โ€” Why Bio-Mimetic Algorithms Matter in Modern C++
  5. Chapter 2 โ€” The Optimization Landscape: Problems, Objectives, and Search Spaces
  6. Chapter 3 โ€” Metaheuristics: Exploration, Exploitation, and the No-Free-Lunch Theorem
  7. Chapter 4 โ€” Genetic Algorithms: The Mechanics of Darwinian Evolution
  8. Chapter 5 โ€” Building a Genetic Algorithm Solver for the TSP in C++
  9. Chapter 6 โ€” Simulated Annealing: From Hot Metal to Optimal Solutions
  10. Chapter 7 โ€” Implementing Simulated Annealing for the TSP in C++
  11. Chapter 8 โ€” Differential Evolution: Vector Differences as a Search Engine
  12. Chapter 9 โ€” Coding a Differential Evolution Solver for the TSP
  13. Chapter 10 โ€” Ant Colony Optimization: Pheromone Trails and Collective Intelligence
  14. Chapter 11 โ€” Building an Ant Colony Optimizer for the TSP in C++
  15. Chapter 12 โ€” Scaling Up: Benchmarking on a 50-City TSP Instance
  16. Chapter 13 โ€” Hybridization: Combining Algorithms for Better Results
  17. Chapter 14 โ€” Parameter Tuning and Automated Configuration
  18. Chapter 15 โ€” Beyond the TSP: Applying LibBioOpt to Real-World Problems
  19. Chapter 16 โ€” Performance Optimization: Profiling and Parallelizing Your Solvers
  20. Chapter 17 โ€” Testing, Debugging, and Validation Strategies
  21. Chapter 18 โ€” Final Challenge: Solving a 100-City TSP and Reflecting on the Journey
  22. About the Author

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Yes, you can access Bio-Inspired AI in C++ by Zoe Becker in PDF and/or ePUB format, as well as other popular books in Computer Science & Artificial Intelligence (AI) & Semantics. We have over 1.5 million books available in our catalogue for you to explore.