The choice of search algorithm in Hyperopt has no impact on the efficiency or effectiveness of hyperparameter tuning.

Random search is always the most efficient and effective algorithm for hyperparameter tuning.

Different algorithms like TPE and annealing offer varying levels of efficiency and effectiveness, with TPE often providing a good balance between exploration and exploitation.

Annealing is the only effective algorithm for hyperparameter tuning in Hyperopt.