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What advantage do Bayesian approaches, like the Hyperopt Tree of Parzen Estimators (TPE) algorithm, offer over grid search and random search in hyperparameter tuning?
A
Bayesian approaches are faster but less accurate
B
Bayesian approaches explore fewer hyperparameters
C
Bayesian approaches are suitable only for small datasets
D
Bayesian approaches are generally more efficient, allowing exploration of more hyperparameters and larger ranges
