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Introduction to Machine Learning

COMP60012/70050 Autumn Term 2024/2025

Module 7

Evolutionary Algorithms

  • Introduction to Module 7
  • History and General concepts
  • Genetic Algorithms
  • Evolutionary Strategies
  • Novelty Search
  • Qualtiy-Diversity Optimisation
  • MAP-Elites
  • Conclusion
  • Quiz - Evolutionary Algorithms

MAP-Elites

We can find multiple Quality-Diversity algorithms and many different variants. However, among them, MAP-Elites is clearly the simplest and yet surprisingly extremely effective algorithm. We will see how this algorithm works in this video:

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Department of Computing | Imperial College London