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)

niaaml

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

sklearn-nature-inspired-algorithms

Search using nature inspired algorithms over specified parameter values for an sklearn estimator.

evopreprocess

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

metasklearn

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

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.

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.

cathodedataextractor

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

nia

Nature Inspired Optimization Algorithms

reflame

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