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Genetic Algorithms
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Evolution in biology ,[object Object],[object Object],[object Object],[object Object]
Evolution in biology ,[object Object],[object Object],[object Object]
Evolution in programming
Evolution   in programming
Component Example
Component -  Representation   Phenotype  Genotype Frame: 16 parameters 3 wheels: 9 parameters โ€œ DNA โ€  string of 25 values 8.7 4.7 9.5 5.9 6.2 1.3 โ€ฆ 9.3 1.0 8.7 3.8 1.7
Component -  Population
Component -  Fitness Function  Distance traveled
Component -  Parent selection mechanism  0,1 0,5 0,4 0,1 Chance for reproduction
Component -  Variation operators   p art of parent 1  +  part of parent 2  +  mutation Parent 1 Parent 2 Offspring (+ mutation) 8.7 4.7 9.5 5.9 6.2 1.3 1.8 โ€ฆ 1.0 8.7 3.8 1.7 8.5 9.1 0.1 3.5 8.0 1.5 2.2 โ€ฆ 1.6 5.5 2.8 4.5 8.7 4.7 3.4 5.9 6.2 1.7 2.2 โ€ฆ 1.6 5.5 2.8 4.5
Component -  survivor selection mechanism
Strengths ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Strengths ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Strengths ,[object Object]
Limitations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Examples - Anaconda  ,[object Object],[object Object]
Examples - Anaconda ,[object Object],[object Object],[object Object]
Examples - Faceprint  ,[object Object],[object Object]
Examples - Faceprint ,[object Object],[object Object],[object Object]
Examples  โ€“  Movie Recommenders ,[object Object],[object Object],[object Object],[object Object],[object Object]
Examples  โ€“  Movie Recommenders ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Score (will you like it?)
Examples  โ€“  Movie Recommenders ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Examples  โ€“  Movie Recommenders ,[object Object]
Thanks Are there any questions?

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Genetic algorithms

  • 2.
  • 3.
  • 4.
  • 6. Evolution in programming
  • 8. Component - Representation Phenotype Genotype Frame: 16 parameters 3 wheels: 9 parameters โ€œ DNA โ€ string of 25 values 8.7 4.7 9.5 5.9 6.2 1.3 โ€ฆ 9.3 1.0 8.7 3.8 1.7
  • 9. Component - Population
  • 10. Component - Fitness Function Distance traveled
  • 11. Component - Parent selection mechanism 0,1 0,5 0,4 0,1 Chance for reproduction
  • 12. Component - Variation operators p art of parent 1 + part of parent 2 + mutation Parent 1 Parent 2 Offspring (+ mutation) 8.7 4.7 9.5 5.9 6.2 1.3 1.8 โ€ฆ 1.0 8.7 3.8 1.7 8.5 9.1 0.1 3.5 8.0 1.5 2.2 โ€ฆ 1.6 5.5 2.8 4.5 8.7 4.7 3.4 5.9 6.2 1.7 2.2 โ€ฆ 1.6 5.5 2.8 4.5
  • 13. Component - survivor selection mechanism
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26. Thanks Are there any questions?