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Gradient-Free-Optimizers

SimonBlanke / Gradient-Free-Optimizers

Star 1.2k

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

machine-learning optimization constrained-optimization hyperparameter-optimization meta-heuristic simulated-annealing hill-climbing bayesian-optimization nelder-mead random-search particle-swarm-optimization evolution-strategies blackbox-optimization gradient-free-optimization tree-of-parzen-estimator hyperactive
  • Updated Nov 22, 2024
  • Python

esa / pygmo2

Star 451

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

optimization parallel-computing artificial-intelligence evolutionary-algorithms meta-heuristic optimization-methods evolutionary-computation optimization-algorithms parallel-processing evolutionary-strategy multiobjective-optimization island-model stochastic-optimization meta-heuristics optimization-problem
  • Updated Aug 10, 2024
  • C++
biteopt

avaneev / biteopt

Star 147

Derivative-Free Global Optimization Algorithm (C++, Python binding) - Continuous, Discrete, TSP, NLS, MINLP

optimization genetic-algorithm hyperparameter-optimization evolutionary-algorithms global-optimization constraint-programming meta-heuristic optimization-methods differential-evolution optimization-tools black-box-optimization optimization-algorithms integer-programming global-optimization-algorithms stochastic-optimizers metaheuristics discrete-optimization mixed-integer-programming mathematical-programming mathematical-optimization
  • Updated Aug 21, 2024
  • C++

henry-yeh / DeepACO

Star 128

[NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization

reinforcement-learning neural-network deep-reinforcement-learning pytorch vehicle-routing-problem meta-heuristic ant-colony-optimization knapsack-problem combinatorial-optimization neural-combinatorial-optimization scheduling-problem traveling-salesman-problem graph-neural-networks routing-problem capacitated-vehicle-routing-problem bin-packing-problem
  • Updated Sep 29, 2024
  • Jupyter Notebook

tohid-yousefi / Meta-Heuristics

Star 12

In this section, I share the Meta-Heuristic algorithm codes that I wrote myself

matlab genetic-algorithm sphere path-planning curve-fitting meta-heuristic differential-evolution knapsack-problem particle-swarm-optimization nsga-ii hybrid-algorithms integer-programming investment-portfolio non-dominated-sorting co-evolution grasshopper-optimization-algorithm huristic dispatching-system economic-dispatch-problem cpso
  • Updated Apr 6, 2023
  • MATLAB

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