Particle Swarm Optimization ML Frameworks

Implementations and applications of PSO algorithms for optimization tasks. Includes PSO used for feature selection, parameter tuning, function optimization, and neural network training. Does NOT include other metaheuristic algorithms (genetic algorithms, simulated annealing) or general optimization frameworks that don't specifically focus on PSO.

There are 31 particle swarm optimization frameworks tracked. 4 score above 50 (established tier). The highest-rated is icaros-usc/pyribs at 66/100 with 255 stars.

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#	Framework	Score	Tier	Stars	Language
1	icaros-usc/pyribs A bare-bones Python library for quality diversity optimization.	66	Established	255	Python
2	SioKCronin/swarmopt Swarm intelligence optimizer	60	Established	37	Python
3	ljvmiranda921/pyswarms A research toolkit for particle swarm optimization in Python	60	Established	1,386	Python
4	Pattio/DeepSwarm Neural Architecture Search Powered by Swarm Intelligence 🐜	52	Established	328	Python
5	kyegomez/swarms-pytorch Swarming algorithms like PSO, Ant Colony, Sakana, and more in PyTorch 😊	48	Emerging	139	Python
6	hadarshavit/asf ASF is a flexible Python library for algorithm selection	48	Emerging	9	Python
7	ai-for-decision-making-tue/Job_Shop_Scheduling_Benchmark_Environments_and_Instances A benchmarking repo with various solution methods to various machine...	47	Emerging	178	Jupyter Notebook
8	esa/pygmo2 A Python platform to perform parallel computations of optimisation tasks...	45	Emerging	520	C++
9	SeyedMuhammadHosseinMousavi/Bees-CNN-Algorithm Bees CNN Algorithm (A Fuzzy Evolutionary Deep Learning)	35	Emerging	10	MATLAB
10	JingweiToo/Particle-Swarm-Optimization-for-Feature-Selection Application of Particle Swarm Optimization (PSO) in the feature selection tasks.	34	Emerging	7	MATLAB
11	szaguldo-kamaz/FRI-ReinforcementLearning Fuzzy Rule Interpolation-based Reinforcement Learning	34	Emerging	9	MATLAB
12	ErfanFathi/pso This repository include implementation of particle swarm optimization (pso)...	32	Emerging	24	C++
13	KonstantinRiedl/PSOAnalysis Numerical analysis of Particle Swarm Optimization (PSO) and numerical...	31	Emerging	4	MATLAB
14	Edward-E-S-Wang/DMS-PSO-SVM Dynamic Multi-Swarm Particle Swarm Optimization Support Vector Machine	30	Emerging	24	Jupyter Notebook
15	Pabloo22/gnn_scheduler Solving the Job-Shop Scheduling Problem (JSSP) with Graph Neural Networks (GNNs).	29	Experimental	28	Jupyter Notebook
16	Rikveet/Asnyc-CPSO-NN Asynchronous CPSO, an attempt to improve training type using parallel computing.	24	Experimental	1	Java
17	Lu1sGH/Series-de-Fourier-y-PSO Programa que aproxima series de Fourier de cualquier función mediante el uso...	21	Experimental	—	Jupyter Notebook
18	Greenwicher/PyPRS The python implementation of Partition-based Random Search for stochastic...	21	Experimental	9	C
19	estebanvz/backpropagation_pso Article about pso as neural network optimizer instead backpropagation	20	Experimental	8	Jupyter Notebook
20	szaguldo-kamaz/FRI-ReinforcementLearning-C Fuzzy Rule Interpolation-based Reinforcement Learning (C + AVX port)	17	Experimental	1	C
21	aAnmol2010/particle-swarm-optimizer Bio-inspired Particle Swarm Optimizer in Python with benchmarks, animations,...	14	Experimental	—	Jupyter Notebook
22	elhamabedi/pso PSO Linear Regression Optimizer	13	Experimental	—	Jupyter Notebook
23	1FarZ1/DL-Based-Permutation-Flowshop-Problem My Solution to the FlowShop Problem in CSE DataHack	13	Experimental	13	Jupyter Notebook
24	mert-byrktr/PSO-Hyperparameter-Selection Hyperparameter selection on machine learning models using Particle Swarm Optimization	12	Experimental	6	Python
25	angelinbeni/ANN-tuning Optimization of Artificial Neural Network using Bear Smell Search Algorithm	12	Experimental	5	MATLAB
26	fatihaydin1/PSC The Analysis of a Linear Classifier Developed through Particle Swarm Optimization	11	Experimental	—	MATLAB
27	nafiuny/AFSA-algorithm SwarmFish -- The Artificial Fish Swarm Algorithm (AFSA)	11	Experimental	3	Python
28	MominShahzad/PSO-Algorithm- Machine Learning--Implementation of the Particle swarm optimization(PSO)...	11	Experimental	—	Jupyter Notebook
29	LvMalware/PSO-MLP A PSO-optimized MLP	11	Experimental	3	Python
30	free-and-fair-common-sense-algorithms/algorithms The source code for FAFCSAFS's machine learning algorithms.	11	Experimental	—	Jupyter Notebook
31	MatheusMuriel/PSO Particle Swarm Optimization to solve the FJSP problem	10	Experimental	2	Jupyter Notebook

Comparisons in this category

swarmopt and pyswarms (60 vs 60) swarmopt and swarms-pytorch (60 vs 48)