HPO Best Practices

Hyperparameter Optimization (HPO) algorithms are widely applied in automated machine learning (AutoML) frameworks. However, HPO approaches are still not widely applied as they could in practice. Our HPO Best Practice paper provides practical advice on how to perform HPO efficiently and the strengths and limitations of different HPO methods.