code: def return_estimator(self):
          
          estimator = self.base_learner_origin.return_estimator()
          estimator = estimator.set_params(**self.hyperparameters)
          return estimator
docs: Returns base learner using its origin and the given hyperparameters
  
          Returns:
              est (estimator): Estimator object