The two most commonly used methods are grid search and random search. Grid search is the process of defining a search space grid, and after you’ve selected hyperparameter values, grid search searches for the optimal combination.
Random search uses a wide range of hyperparam values and randomly iterates combinations. With random search, you specify the number of iterations (which you do not do in grid search).
