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19851980s
Why It Was Important
Popularized extensively in the 1980s by John Holland and David Goldberg, genetic algorithms solve optimization problems using techniques modeled on mutation, crossover, and selection. They proved highly effective in solving complex problems where the search space is irregular or poorly understood.
Who Invented It
John Holland
Professor analyzing complex adaptive systems at the University of Michigan.
Applications
- Automated Design
- Scheduling
- Hyperparameter Tuning
Key Papers
- Adaptation in Natural and Artificial Systems
John H. Holland · University of Michigan Press · 1975
Videos
The Knapsack Problem & Genetic Algorithms - Computerphile
Computerphile
13. Learning: Genetic Algorithms
MIT OpenCourseWare