NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO

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

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

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

Evolutionary & genetic algorithms for Julia

High-performance metaheuristics for optimization coded purely in Julia.

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.

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, meta-heuristics, auto-control etc.). [https://jmlr.org/papers/v25/23-0386.html]

A C++ library of Markov Chain Monte Carlo (MCMC) methods

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.

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

MetaDE is a GPU-accelerated evolutionary framework that optimizes Differential Evolution (DE) strategies via meta-level evolution. Supporting both JAX and PyTorch, it dynamically adapts mutation and crossover strategies for efficient large-scale black-box optimization.

Yet another black-box optimization library for Python

Python library for stochastic numerical optimization

Heuristic Optimization for Python

Examples on numerical optimization

A simple, bare bones, implementation of differential evolution optimization.

Tuning the Parameters of Heuristic Optimizers (Meta-Optimization / Hyper-Parameter Optimization)

Implementation of data mining methods that use evolutionary algorithms

Yarpiz Evolutionary Algorithms Toolbox for MATLAB