NeuroEvolution of Augmenting Topologies and Compositional Pattern Producing Networks

NeuroEvolution of Augmenting Topologies and Compositional Pattern Producing Networks

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Intro to NEAT and CPPNs

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1 of 17

Intro to NEAT and CPPNs

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NeuroEvolution of Augmenting Topologies and Compositional Pattern Producing Networks

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  1. 1 Intro to NEAT and CPPNs
  2. 2 Basic ideas behind NEAT
  3. 3 NEAT genome explained
  4. 4 Competing conventions problem
  5. 5 NEAT mutations explained
  6. 6 NEAT genome mating explained
  7. 7 Maintaining innovations via speciation
  8. 8 Explicit fitness sharing
  9. 9 NEAT on XOR task
  10. 10 CPPNs and neural automata
  11. 11 Spatial signal as a chemical gradient abstraction
  12. 12 Composing functions
  13. 13 CPPN main idea recap
  14. 14 Breeding "images" using CPPNs
  15. 15 CPPNs are highly expressive symmetries, repetition...
  16. 16 HyperNEAT idea explained
  17. 17 Outro

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