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What makes Tree of Parzen Estimators (TPE) in Hyperopt stand out for hyperparameter tuning?
A
It ensures finding the global minimum for the objective function without fail.
B
It conducts a random exploration within the hyperparameter space.
C
It sequentially produces hyperparameter configurations without prior insights.
D
It explores the hyperparameter space iteratively, leveraging insights from past results to guide future searches.
