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Explain the role of the fmin function in Hyperopt and how it interacts with the Trials object to optimize hyperparameters. Provide a detailed example of how you would use fmin in a practical scenario.
A
The fmin function is used to initialize the hyperparameter search but does not interact with the Trials object.
B
The fmin function defines the objective function and interacts with the Trials object to record and optimize the hyperparameter search across trials.
C
The fmin function is only used for sequential trials and cannot be parallelized.
D
The fmin function is not necessary when using Hyperopt for hyperparameter tuning.
