Machine Learning, Cross Validation, K Fold, Grid Search, Random Search.
the highest cross-validated performance. Random Search: Instead of searching through all possible combinations of hyperparameters like in grid search, random search samples random combinations of hyperparameters within a predefined range, evaluating each using cross-validation. This method is less