Randomized Search

Similar to Grid Search using K-Fold Cross Validation to tune Hyperparameters. But this time not from a fixed list of values but by sampling from a Distribution of values.

The randomized search is not fixed to a grid and can thus find combinations that the Grid Search might have not found.