docs: def predict(self,param_dict):
          """ predict new waveforms using multivar fit """
          encoder_dict = self._designmatrix_object.encoder
          X, col_names = self._designmatrix_object.run_encoder(param_dict, encoder_dict)
          # compute predictions
          Y_pred = self._compute_prediction(X)
          return Y_pred