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guofei9987 / scikit-opt

Star 3.9k

Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

optimization genetic-algorithm artificial-intelligence simulated-annealing tsp particle-swarm-optimization pso travelling-salesman-problem fish-swarms immune ant-colony-algorithm heuristic-algorithms immune-algorithm
  • Updated Feb 19, 2023
  • Python

LiYangHart / Hyperparameter-Optimization-of-Machine-Learning-Algorithms

Star 1.1k

Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear)

machine-learning deep-learning random-forest optimization svm genetic-algorithm machine-learning-algorithms hyperparameter-optimization artificial-neural-networks grid-search tuning-parameters knn bayesian-optimization hyperparameter-tuning random-search particle-swarm-optimization hpo python-examples python-samples hyperband
  • Updated Sep 22, 2022
  • Jupyter Notebook
Gradient-Free-Optimizers

SimonBlanke / Gradient-Free-Optimizers

Star 988

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 Mar 5, 2023
  • Python

100 / Solid

Star 567

🎯 A comprehensive gradient-free optimization framework written in Python

python machine-learning library algorithm optimization genetic-algorithm machine-learning-algorithms artificial-intelligence genetic-algorithm-framework simulated-annealing hill-climbing evolutionary-algorithm optimization-algorithms particle-swarm-optimization tabu-search stochastic-optimizers metaheuristics discrete-optimization harmony-search continuous-optimization
  • Updated Jul 19, 2019
  • Python

thieu1995 / mealpy

Star 331

A collection of the state-of-the-art MEta-heuristic ALgorithms in PYthon (mealpy)

genetic-algorithm differential-evolution particle-swarm-optimization cross-entropy-method whale-optimization sailfish-optimizer harris-hawks-optimization ant-lion-optimizer grey-wolf-optimizer moth-flame-optimization manta-ray-foraging-optimization equilibrium-optimizer henry-gas-solubility-optimization spotted-hyena-optimizer harris-hawks-optimizationg arithmetic-optimization-algorithm coronavirus-herd-immunity archimedes-optimization-algorithm slime-mould-algorithm hunger-games-search
  • Updated Mar 14, 2023
  • Python
swarmlib

HaaLeo / swarmlib

Sponsor
Star 315

This repository implements several swarm optimization algorithms and visualizes them. Implemented algorithms: Particle Swarm Optimization (PSO), Firefly Algorithm (FA), Cuckoo Search (CS), Ant Colony Optimization (ACO), Artificial Bee Colony (ABC), Grey Wolf Optimizer (GWO) and Whale Optimization Algorithm (WOA)

pypi swarm ant-colony-optimization aco tsp cuckoo-search optimization-algorithms particle-swarm-optimization pso firefly-algorithm heuristic-search-algorithms heuristic-optimization artificial-bee-colony levy-walks traveling-salesman-problem tsplib gwo tsplib95 whale-optimization grey-wolf-optimizer
  • Updated Dec 16, 2020
  • Python

thieu1995 / metaheuristics

Star 211

Implement the-state-of-the-art meta-heuristic algorithms using python (numpy)

genetic-algorithm particle-swarm-optimization artificial-bee-colony differential-evolution-optimization cat-swarm-optimization bacterial-foraging-optimization coral-reefs-optimization whale-optimization tug-of-war-optimization queue-search-algorithm pathfinder-algorithm atom-search-optimization butterfly-optimization seagull-optimization mouth-brooding-fish-algorithm sailfish-optimizer harris-hawks-optimization the-sailfish-optimizer nuclear-reaction-optimization sandpiper-optimization-algorithm
  • Updated Dec 6, 2022
  • Jupyter Notebook
zoofs

jaswinder9051998 / zoofs

Star 183

zoofs is a python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics-based to Evolutionary. It's easy to use , flexible and powerful tool to reduce your feature size.

python machine-learning optimization genetic-algorithm machine-learning-algorithms feature-selection supervised-learning evolutionary-algorithms machinelearning optimization-methods optimization-tools optimization-algorithms particle-swarm-optimization subset-selection particle-swarm grey-wolf-optimizer grey-wolf
  • Updated Feb 27, 2023
  • Python

JingweiToo / Wrapper-Feature-Selection-Toolbox-Python

Star 127

This toolbox offers 13 wrapper feature selection methods (PSO, GA, GWO, HHO, BA, WOA, and etc.) with examples. It is simple and easy to implement.

wrapper machine-learning data-mining genetic-algorithm feature-selection classification differential-evolution cuckoo-search particle-swarm-optimization firefly-algorithm harris-hawks-optimization bat-algorithm grey-wolf-optimizer flower-pollination-algorithm whale-optimization-algorithm salp-swarm-algorithm sine-cosine-algorithm
  • Updated Dec 7, 2022
  • Python

JingweiToo / Wrapper-Feature-Selection-Toolbox

Star 101

This toolbox offers more than 40 wrapper feature selection methods include PSO, GA, DE, ACO, GSA, and etc. They are simple and easy to implement.

machine-learning data-mining genetic-algorithm feature-selection ant-colony-optimization differential-evolution cuckoo-search particle-swarm-optimization firefly-algorithm metaheuristics salp-swarm-optimization harris-hawks-optimization bat-algorithm ant-lion-optimizer grey-wolf-optimizer moth-flame-optimization flower-pollination-algorithm whale-optimization-algorithm multi-verse-optimizer
  • Updated Mar 4, 2021
  • MATLAB

tomitomi3 / LibOptimization

Star 53

LibOptimization is numerical optimization algorithm library for .NET Framework. / .NET用の数値計算、最適化ライブラリ

algorithm optimization genetic-algorithm nelder-mead optimization-algorithms particle-swarm-optimization pso optimization-algorithm-library firefly-algorithm heuristic-optimization evolution-strategies derivative-free-algorithm optimization-algorithm numerical-optimization-library
  • Updated Jan 14, 2023
  • Visual Basic .NET

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