Spearmint

Spearmint is a Python-based open-source software package for performing Bayesian optimization, primarily aimed at automating and optimizing machine learning experiments. It is particularly suited for academic researchers and practitioners who wish to minimize experimental runs while tuning parameters to reach optimal results. Spearmint supports advanced features such as multi-task optimization, input warping, and handling unknown constraints, and outputs results for direct analysis or database access.