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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

Genetic Algorithms

The first family of algorithms that we cover is the Genetic Algorithms, which are tailored to deal with binary strings (i.e., discrete optimisation problems):

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Department of Computing | Imperial College London