@darshan-majithiya had opened #15429 to add the hyperparameter tuning PR but it's gone stale. I'm adding this issue to see if they want to pick it back up, or if not, if someone wants to pick up where they left off in the spirit of open source 😄 
airflow/providers/google/cloud/operators/mlengine.py
if not self._model_name:
            raise AirflowException("The model_name parameter could not be empty.")
        if not self._version:
            raise AirflowException("The version parameter could not be empty.")
    def execute(self, context):
        hook = MLEngineHook(
            gcp_conn_id=self._gcp_conn_id,
            delegate_to=self._delegate_to,
            impersonation_chain=self._impersonation_chain,
        )
        return hook.create_version(
            project_id=self._project_id, model_name=self._model_name, version_spec=self._version
        )
class MLEngineSetDefaultVersionOperator(BaseOperator):