def return_estimator(self):
        """Returns base learner using its origin and the given hyperparameters

        Returns:
            est (estimator): Estimator object
        """
        estimator = self.base_learner_origin.return_estimator()
        estimator = estimator.set_params(**self.hyperparameters)
        return estimator