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Hands-On Neuroevolution with Python

You're reading from   Hands-On Neuroevolution with Python Build high-performing artificial neural network architectures using neuroevolution-based algorithms

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Product type Paperback
Published in Dec 2019
Publisher Packt
ISBN-13 9781838824914
Length 368 pages
Edition 1st Edition
Languages
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Author (1):
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Iaroslav Omelianenko Iaroslav Omelianenko
Author Profile Icon Iaroslav Omelianenko
Iaroslav Omelianenko
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Table of Contents (18) Chapters Close

Preface 1. Section 1: Fundamentals of Evolutionary Computation Algorithms and Neuroevolution Methods FREE CHAPTER
2. Overview of Neuroevolution Methods 3. Python Libraries and Environment Setup 4. Section 2: Applying Neuroevolution Methods to Solve Classic Computer Science Problems
5. Using NEAT for XOR Solver Optimization 6. Pole-Balancing Experiments 7. Autonomous Maze Navigation 8. Novelty Search Optimization Method 9. Section 3: Advanced Neuroevolution Methods
10. Hypercube-Based NEAT for Visual Discrimination 11. ES-HyperNEAT and the Retina Problem 12. Co-Evolution and the SAFE Method 13. Deep Neuroevolution 14. Section 4: Discussion and Concluding Remarks
15. Best Practices, Tips, and Tricks 16. Concluding Remarks 17. Other Books You May Enjoy

Common co-evolution strategies

The natural evolution of biological systems cannot be considered separately from the concept of co-evolution. Co-evolution is one of the central evolutionary drives that leads to the current state of the biosphere, with the diversity of organisms that we can perceive around us.

We can define co-evolution as a mutually beneficial strategy of the simultaneous evolution of multiple genealogies of different organisms. The evolution of one species cannot be possible without other species. During evolution, the co-evolving species mutually interact, and these inter-species relations shape their evolutionary strategy.

There are three main types of co-evolution:

  • Mutualism is when two or more species coexist and mutually benefit each other.
  • Competitive co-evolution:
    • Predation is when one organism kills another and consumes its resources.
    • Parasitism is when...
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