Validation curves for the determination of the best hyperparameter ranges for reducing the possible values of each hyperparameter. The CV scores refer to accuracy as a function of each hyperparameter. The red line is the average accuracy calculated using the k-fold CV method (k = 5), while the shaded gray area is the standard deviation (1σ) of the k-scores for each value of the hyperparameter under examination.