Abstract: Working with Machine Learning algorithms and Big Data, one may be tempted to skip the process of hyperparameter tuning, since algorithms generally take longer to train on larger datasets.

Abstract: Although the class-imbalance classification problem has caught a huge amount of attention, hyperparameter optimisation has not been studied in detail in this field. Both classification ...

Hydro is a system that automatically applies the hyperparameter transfer theory together with multiple system techniques to jointly improve the tuning efficiency. To learn more about how Hydro works, ...