RandomizedSearchCV samples random parameter combinations from specified distributions to reduce computation time during hyperparameter tuning. It supports integration with pipelines and is suitable for large datasets and many hyperparameters, offering a balance between search thoroughness and efficiency compared to GridSearchCV.