Overview of the most important libraries for hyperparameter optimization - how to use them, what are the most important features, what are drawbacks, backed by performance review and recommendations.
82. Scikit-Optimize Optuna HpBandSter Hyperopt
API/ease of use Great Great Difficult Good
Documentation Great Great Ok(ish) Bad
Speed/Parallelization Fast if
sequential/None
Great Good Ok
Visualizations Amazing None Very lib specific Some
*Experimental results 0.8566 (100) 0.8419 (100)
0.8597 (10000)
0.8629 (100) 0.8420 (100)