i nd the hyperparameter combinations in the hyperparameter space that maximises some performance function on a holdout dataset. • Some example performance functions for binary classi f i cation problems are Accuracy, ROC AUC, precision, recall etc. x⋆ X f(x) 4 x⋆ = arg max x∈X f(x)