Surrogate Based Optimization Python Packages

pynomadbbo

Python interface to Nomad 4

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

statlml

Statistical Learning Models Library

soogo

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

blackboxoptim

Solve black-box optimization problems using surrogate-based algorithms

sklearn-surrogatesearchcv

Surrogate adaptive randomized search for hyper-parameters tuning in sklearn.