Hyperparameter Optimisation with Early Termination of Poor Performers

Dobromir Marinov, Daniel Karapetyan

It is typical for a machine learning system to have numerous hyperparameters that affect its learning rate and prediction quality. Finding a good combination of the hyperparameters…