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BayesO

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BayesO

Free

MIT-licensed Python package

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Acquisition functions
Included acquisition functions include probability of improvement, expected improvement, and Gaussian process upper confidence bound.bayeso.readthedocs.io · read 12 Oct 2026
Bayesian analysis
Yesbayeso.readthedocs.io · read 23 Sep 2026
Hyperparameter optimization
An example uses BayesO to optimize max_depth and n_estimators for an XGBoost classifier.bayeso.readthedocs.io · read 12 Oct 2026
Installation
The package can be installed from PyPI with pip install bayeso or from source, including in editable development mode.bayeso.readthedocs.io · read 12 Oct 2026
Integrations
The documentation includes a script and example for optimizing a function with WandB.bayeso.readthedocs.io · read 12 Oct 2026
Intended users
The documentation describes use for application-specific modifications and for running Bayesian optimization in various applications.bayeso.readthedocs.io · read 12 Oct 2026
License
BayesO is licensed under the MIT License.bayeso.readthedocs.io · read 12 Oct 2026
Optimization use
Bayesian optimization is presented as a strategy for global optimization of black-box and expensive-to-evaluate functions.bayeso.readthedocs.io · read 12 Oct 2026
Optional packages
Optional, development, and example dependencies can be installed with the optional, dev, and examples extras.bayeso.readthedocs.io · read 12 Oct 2026
Other acquisition options
The API also lists log expected improvement, augmented expected improvement, pure exploitation, and pure exploration.bayeso.readthedocs.io · read 12 Oct 2026
Purpose
BayesO is a Python package for Bayesian optimization, designed for advanced or straightforward use across applications.bayeso.readthedocs.io · read 12 Oct 2026
Scripting support
Yesbayeso.readthedocs.io · read 23 Sep 2026
Security and compliance
The opened documentation pages do not state security or compliance certifications.bayeso.readthedocs.io · read 12 Oct 2026
Supported Python
The project says it tests Python versions 3.8 through 3.12.bayeso.readthedocs.io · read 12 Oct 2026
Surrogate models
The package includes Gaussian process regression and Student-t process regression surrogate functions.bayeso.readthedocs.io · read 12 Oct 2026

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