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 22 particle swarm optimization frameworks tracked. 3 score above 50 (established tier). The highest-rated is icaros-usc/pyribs at 66/100 with 255 stars and 57 monthly downloads.

Get all 22 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=particle-swarm-optimization&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	icaros-usc/pyribs A bare-bones Python library for quality diversity optimization.	66	Established	255	Python
2	ljvmiranda921/pyswarms A research toolkit for particle swarm optimization in Python	63	Established	1,386	Python
3	SioKCronin/swarmopt Swarm intelligence optimizer	56	Established	37	Python
4	Pattio/DeepSwarm Neural Architecture Search Powered by Swarm Intelligence 🐜	49	Emerging	328	Python
5	hadarshavit/asf ASF is a flexible Python library for algorithm selection	47	Emerging	9	Python
6	kyegomez/swarms-pytorch Swarming algorithms like PSO, Ant Colony, Sakana, and more in PyTorch 😊	41	Emerging	139	Python
7	ai-for-decision-making-tue/Job_Shop_Scheduling_Benchmark_Environments_and_Instances A benchmarking repo with various solution methods to various machine...	40	Emerging	178	Jupyter Notebook
8	esa/pygmo2 A Python platform to perform parallel computations of optimisation tasks...	38	Emerging	520	C++
9	SeyedMuhammadHosseinMousavi/Bees-CNN-Algorithm Bees CNN Algorithm (A Fuzzy Evolutionary Deep Learning)	28	Experimental	10	MATLAB
10	Edward-E-S-Wang/DMS-PSO-SVM Dynamic Multi-Swarm Particle Swarm Optimization Support Vector Machine	27	Experimental	24	Jupyter Notebook
11	szaguldo-kamaz/FRI-ReinforcementLearning Fuzzy Rule Interpolation-based Reinforcement Learning	27	Experimental	9	MATLAB
12	JingweiToo/Particle-Swarm-Optimization-for-Feature-Selection Application of Particle Swarm Optimization (PSO) in the feature selection tasks.	27	Experimental	7	MATLAB
13	ErfanFathi/pso This repository include implementation of particle swarm optimization (pso)...	25	Experimental	24	C++
14	KonstantinRiedl/PSOAnalysis Numerical analysis of Particle Swarm Optimization (PSO) and numerical...	24	Experimental	4	MATLAB
15	Rikveet/Asnyc-CPSO-NN Asynchronous CPSO, an attempt to improve training type using parallel computing.	22	Experimental	1	Java
16	Pabloo22/gnn_scheduler Solving the Job-Shop Scheduling Problem (JSSP) with Graph Neural Networks (GNNs).	22	Experimental	28	Jupyter Notebook
17	Lu1sGH/Series-de-Fourier-y-PSO Programa que aproxima series de Fourier de cualquier función mediante el uso...	19	Experimental	—	Jupyter Notebook
18	aAnmol2010/particle-swarm-optimizer Bio-inspired Particle Swarm Optimizer in Python with benchmarks, animations,...	14	Experimental	—	Jupyter Notebook
19	Greenwicher/PyPRS The python implementation of Partition-based Random Search for stochastic...	14	Experimental	9	C
20	estebanvz/backpropagation_pso Article about pso as neural network optimizer instead backpropagation	13	Experimental	8	Jupyter Notebook
21	elhamabedi/pso PSO Linear Regression Optimizer	11	Experimental	—	Jupyter Notebook
22	szaguldo-kamaz/FRI-ReinforcementLearning-C Fuzzy Rule Interpolation-based Reinforcement Learning (C + AVX port)	10	Experimental	1	C

Comparisons in this category

pyswarms and swarmopt (63 vs 56) swarmopt and swarms-pytorch (56 vs 41)