Nature Inspired Algorithms Python Packages

niapy

Python microframework for building nature-inspired algorithms. Official docs: https://niapy.org

mealpy

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

sklearn-nature-inspired-algorithms

Nature-inspired algorithms for hyper-parameter tuning of Scikit-Learn models.

niaaml

A Python AutoML framework that automatically composes and optimizes machine-learning pipelines using nature-inspired algorithms.

metasklearn

MetaSklearn: A Metaheuristic-Powered Hyperparameter Optimization Framework for Scikit-Learn Models.

evopreprocess

A Python Toolkit for Data Preprocessing with Evolutionary and Nature-Inspired Algorithms.

intelelm

IntelELM: A Python Framework for Intelligent Metaheuristic-based Extreme Learning Machine

graforvfl

GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network

evorbf

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

hyponic

HypONIC is a hyperparameter optimization library that uses various nature inspired computing algorithms to optimize the hyperparameters of machine learning models. The library provides a simple interface for sklearn and keras models.

pyrade

PyRADE is a production-ready optimization library implementing Differential Evolution (DE), a powerful evolutionary algorithm for global optimization. Unlike traditional implementations that sacrifice code quality for performance, PyRADE proves you can have both through intelligent design.

cathodedataextractor

A document-level information extraction pipeline for layered cathode materials for sodium-ion batteries.

beeoptimal

An open-source Python package implementing the Artificial Bee Colony (ABC) algorithm, a population-based optimization method inspired by the foraging behavior of honeybee swarms and designed to solve complex optimization problems efficiently.

nia

Nature Inspired Optimization Algorithms

reflame

Revolutionizing Functional Link Neural Network by Metaheuristic Algorithms: reflame - A Python Library