Surrogate Based Optimization Python Packages

pynomadbbo

NOMAD - A blackbox optimization software

uqpyl

UQPyL is a python package for uncertainty quantification and parameter optimization. 参数不确定性分析及优化工具包。

sambo

🎯 📈 Sequential and Model-Based Optimization in Python, featuring SCE-UA, SMBO, and SHGO algorithms. SOTA perfomance; 0 deps.

pysot

Surrogate Optimization Toolbox for Python

calisim

A toolbox for the calibration and evaluation of simulation models.

parmoo

Python library for parallel multiobjective simulation optimization

soogo

Surrogate-based 0-th Order Global Optimization for black-box problems.

blackboxoptim

Surrogate-based 0-th Order Global Optimization for black-box problems.

statlml

Statistical Learning Models Library

sklearn-surrogatesearchcv

Surrogate adaptive randomized search for hyper parametersin sklearn.