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population-based-optimization

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EMI-Group / evox

Star 217

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

neuroevolution gym gpu-acceleration evolutionary-algorithms multi-objective-optimization ray black-box-optimization evolutionary-computation evolutionary-strategies metaheuristics jax evolutionary-optimization derivative-free-optimization gradient-free-optimization population-based-optimization brax evolutionary-reinforcement-learinig
  • Updated Nov 25, 2024
  • Python

Evolutionary-Intelligence / pypop

Star 213

[JMLR-2024] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants (-> evolutionary algorithms/swarm-based optimizers/pattern search/random search/...). https://jmlr.org/papers/v25/23-0386.html

evolutionary-algorithms global-optimization differential-evolution genetic-algorithms black-box-optimization numerical-optimization nonlinear-optimization random-search optimization-algorithms particle-swarm-optimization evolution-strategies continuous-optimization large-scale-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization direct-search population-based-optimization estimation-of-distribution-algorithms consensus-based-optimization
  • Updated Nov 26, 2024
  • Python

Evolutionary-Intelligence / EC-A-Modern-Perspective

Star 46

Evolutionary Computation: A Modern Perspective ---> This is a free online book, which is actively updated now (1st Edition: from 2023 to 2027).

machine-learning neuroevolution artificial-intelligence genetic-programming evolutionary-algorithms genetic-algorithms evolutionary-computation swarm-intelligence evolutionary-robotics evolution-strategies quality-diversity evolutionary-learning evolutionary-optimization population-based-optimization bio-inspired-optimization bio-inspired-computing
  • Updated Sep 28, 2024

Evolutionary-Intelligence / dpop7

Star 19

A ray-based library of Distributed POPulation-based OPtimization for Large-Scale Black-Box Optimization.

black-box-optimization distributed-optimization meta-heuristics large-scale-optimization population-based-optimization distributed-evolutionary-algorithms parallel-evolutionary-algorithms distributed-evolution-strategies parallel-optimization distributed-evolutionary-computation parallel-evolutionary-computation distributed-swarm-intelligence nature-inspired-optimization
  • Updated Feb 23, 2024
  • Python

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