particle-swarm-optimization

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guofei9987 /scikit-opt

Star5.6k

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

UpdatedJun 23, 2024
Python

ljvmiranda921 /pyswarms

Star1.3k

A research toolkit for particle swarm optimization in Python

machine-learning algorithm optimization global-optimization optimization-tools optimization-algorithms particle-swarm-optimization pso metaheuristics discrete-optimization swarm-intelligence

UpdatedAug 6, 2024
Python

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

Star1.3k

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

machine-learning deep-learning random-forest optimization genetic-algorithm machine-learning-algorithms hyperparameter-optimization artificial-neural-networks grid-search tuning-parameters bayesian-optimization hyperparameter-tuning random-search particle-swarm-optimization hpo automl automated-machine-learning python-examples python-samples machine-learning-optimization

UpdatedSep 22, 2022
Jupyter Notebook

SimonBlanke /Gradient-Free-Optimizers

Star1.2k

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

UpdatedJul 14, 2025
Python

thieu1995 /mealpy

Star1.1k

A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)

genetic-algorithm differential-evolution particle-swarm-optimization metaheuristics swarm-intelligence nature-inspired-algorithms supply-chain-optimization whale-optimization harris-hawks-optimization bio-inspired-optimization grey-wolf-optimizer equilibrium-optimizer schedule-optimization production-planning henry-gas-solubility-optimization harris-hawks-optimizationg arithmetic-optimization-algorithm slime-mould-algorithm hunger-games-search location-optimization

UpdatedJul 18, 2025
Python

MaxHalford /eaopt

Sponsor

Star902

🍀 Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution)

go machine-learning optimization genetic-algorithm parallel evolutionary-algorithms differential-evolution speciation evolutionary-computation particle-swarm-optimization metaheuristics

UpdatedJan 27, 2025
Go

kthohr /optim

Star859

OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions

newton cpp optimization automatic-differentiation eigen openmp cpp11 evolutionary-algorithms armadillo gradient-descent optim differential-evolution optimization-algorithms particle-swarm-optimization bfgs lbfgs openmp-parallelization eigen3 numerical-optimization-methods

UpdatedApr 28, 2024
C++

LiYangSir /Smart-Algorithm

Star779

智能算法-遗传算法、蚁群算法、粒子群算法实现。实现版本Java,Python,MatLab多版本实现

matlab genetic-algorithm particle-swarm-optimization ant-colony-algorithm immune-algorithm

UpdatedMay 10, 2020
MATLAB

100 /Solid

Star579

🎯 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

UpdatedJul 19, 2019
Python

HaaLeo /swarmlib

Sponsor

Star543

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

UpdatedDec 16, 2020
Python

Jasonnor /Car-Simulator

Star360

Autonomous car simulator (based on JavaScript & WebGL) implemented by fuzzy control system, genetic algorithm and particle swarm optimization.

javascript webgl machine-learning genetic-algorithm artificial-intelligence virtual-reality autonomous-car particle-swarm-optimization fuzzy-control

UpdatedJun 27, 2017
JavaScript

rishal-hurbans /Grokking-Artificial-Intelligence-Algorithms

Star359

The official code repository supporting the book, Grokking Artificial Intelligence Algorithms

python machine-learning algorithm reinforcement-learning ai genetic-algorithm linear-regression machine-learning-algorithms q-learning evolutionary-algorithms search-algorithm ant-colony-optimization particle-swarm-optimization classification-algorithm

UpdatedMar 5, 2024
Python

thieu1995 /metaheuristics

Star289

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

UpdatedDec 6, 2022
Jupyter Notebook

nathanrooy /particle-swarm-optimization

Star277

Learn about particle swarm optimization (PSO) through Python!

python tutorial optimization minimization particle-swarm-optimization pso

UpdatedJan 26, 2021
Python

JingweiToo /Wrapper-Feature-Selection-Toolbox-Python

Star274

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

UpdatedAug 16, 2023
Python

Evolutionary-Intelligence /pypop

Star250

[JMLR (CCF-A)] PyPop7: A Pure-Python LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, etc.). [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

UpdatedJul 18, 2025
Python

jaswinder9051998 /zoofs

Star247

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