Symbolic Regression Python Packages

gplearn

Genetic Programming in Python, with a scikit-learn inspired API

pyoperon

Python bindings and scikit-learn interface for the Operon library for symbolic regression.

symbolicdsge

A linear DSGE engine with a fully symbolic and modifiable model backend. Includes symbolic regression-based equation augmentation capabilities.

hroch

Extremly fast c++/python symbolic regression library based on parallel local search.

symbolic-regression-toolkit

Toolkit for symbolic regression/equation discovery

oikan

OIKAN is a neuro-symbolic machine learning framework inspired by Kolmogorov-Arnold representation theorem. It combines the power of modern neural networks with techniques for extracting clear, interpretable symbolic formulas from data. OIKAN is designed to make machine learning models both accurate and Interpretable.

torchsisso

No description available

simplegp

Simple Genetic Programming for Symbolic Regression in Python3

simplipy

Efficient Simplification of Mathematical Expressions

pyglyph

a python 3 library based on deap providing abstraction layers for symbolic regression problems.

symbolfit

Automatic parametric modeling with symbolic regression

genepro

A baseline implementation of genetic programming (using trees to encode programs) with some examples of usage.

eckity

EC-KitY: A scikit-learn-compatible Python tool kit for doing evolutionary computation.

physo

Physical Symbolic Optimization

cartesian

a lightweight implementation of Cartesian genetic programming with symbolic regression in mind.

macrosim

Symbolic regression based equation discovery and iterative simulation library.

psrn

[𝐍𝐚𝐭𝐮𝐫𝐞 𝐂𝐨𝐦𝐩𝐮𝐭𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐒𝐜𝐢𝐞𝐧𝐜𝐞] ⚡️ PSE/PSRN: Fast and efficient symbolic expression discovery through parallelized symbolic enumeration. Evaluates millions of expressions simultaneously on GPU with automated subtree reuse.

geppy

A framework for gene expression programming (an evolutionary algorithm) in Python

pysips

A symbolic regression tool designed to work with noisy data

flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and SimpliPy

turingbot

Python interface for TuringBot, a symbolic regression software that discovers mathematical formulas from data

symbolic-learn

A symbolic regression model

reg-bench

No description available

pysr-mcranmer

Simple and efficient symbolic regression