Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges

Bernd Bischl, Martin Binder, Michel Lang +9

Most machine learning algorithms are configured by one or several hyperparameters that must be carefully chosen and often considerably impact performance. To avoid a time consuming…