diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 68eea393f1221..6f5cdc50b84c5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -337,7 +337,6 @@ repos:
               ^airflow\/providers\/google\/cloud\/operators\/mlengine.py$|
               ^airflow\/providers\/google\/cloud\/operators\/cloud_storage_transfer_service.py$|
               ^airflow\/providers\/apache\/spark\/operators\/spark_submit.py\.py$|
-              ^airflow\/providers\/google\/cloud\/operators\/vertex_ai\/auto_ml\.py$|
               ^airflow\/providers\/apache\/spark\/operators\/spark_submit\.py$|
               ^airflow\/providers\/databricks\/operators\/databricks_sql\.py$|
           )$
diff --git a/airflow/providers/google/cloud/operators/vertex_ai/auto_ml.py b/airflow/providers/google/cloud/operators/vertex_ai/auto_ml.py
index d7eb3e01f7d5d..5269c4db25537 100644
--- a/airflow/providers/google/cloud/operators/vertex_ai/auto_ml.py
+++ b/airflow/providers/google/cloud/operators/vertex_ai/auto_ml.py
@@ -22,12 +22,14 @@
 
 from typing import TYPE_CHECKING, Sequence
 
+from deprecated import deprecated
 from google.api_core.exceptions import NotFound
 from google.api_core.gapic_v1.method import DEFAULT, _MethodDefault
 from google.cloud.aiplatform import datasets
 from google.cloud.aiplatform.models import Model
 from google.cloud.aiplatform_v1.types.training_pipeline import TrainingPipeline
 
+from airflow.exceptions import AirflowProviderDeprecationWarning
 from airflow.providers.google.cloud.hooks.vertex_ai.auto_ml import AutoMLHook
 from airflow.providers.google.cloud.links.vertex_ai import (
     VertexAIModelLink,
@@ -607,7 +609,7 @@ class DeleteAutoMLTrainingJobOperator(GoogleCloudBaseOperator):
     AutoMLTabularTrainingJob, AutoMLTextTrainingJob, or AutoMLVideoTrainingJob.
     """
 
-    template_fields = ("training_pipeline", "region", "project_id", "impersonation_chain")
+    template_fields = ("training_pipeline_id", "region", "project_id", "impersonation_chain")
 
     def __init__(
         self,
@@ -623,7 +625,7 @@ def __init__(
         **kwargs,
     ) -> None:
         super().__init__(**kwargs)
-        self.training_pipeline = training_pipeline_id
+        self.training_pipeline_id = training_pipeline_id
         self.region = region
         self.project_id = project_id
         self.retry = retry
@@ -632,6 +634,16 @@ def __init__(
         self.gcp_conn_id = gcp_conn_id
         self.impersonation_chain = impersonation_chain
 
+    @property
+    @deprecated(
+        reason="`training_pipeline` is deprecated and will be removed in the future. "
+        "Please use `training_pipeline_id` instead.",
+        category=AirflowProviderDeprecationWarning,
+    )
+    def training_pipeline(self):
+        """Alias for ``training_pipeline_id``, used for compatibility (deprecated)."""
+        return self.training_pipeline_id
+
     def execute(self, context: Context):
         hook = AutoMLHook(
             gcp_conn_id=self.gcp_conn_id,
diff --git a/tests/providers/google/cloud/operators/test_vertex_ai.py b/tests/providers/google/cloud/operators/test_vertex_ai.py
index a092cebafb80a..3f1452547144f 100644
--- a/tests/providers/google/cloud/operators/test_vertex_ai.py
+++ b/tests/providers/google/cloud/operators/test_vertex_ai.py
@@ -1028,6 +1028,30 @@ def test_execute(self, mock_hook):
             metadata=METADATA,
         )
 
+    @pytest.mark.db_test
+    def test_templating(self, create_task_instance_of_operator):
+        ti = create_task_instance_of_operator(
+            DeleteAutoMLTrainingJobOperator,
+            # Templated fields
+            training_pipeline_id="{{ 'training-pipeline-id' }}",
+            region="{{ 'region' }}",
+            project_id="{{ 'project-id' }}",
+            impersonation_chain="{{ 'impersonation-chain' }}",
+            # Other parameters
+            dag_id="test_template_body_templating_dag",
+            task_id="test_template_body_templating_task",
+            execution_date=timezone.datetime(2024, 2, 1, tzinfo=timezone.utc),
+        )
+        ti.render_templates()
+        task: DeleteAutoMLTrainingJobOperator = ti.task
+        assert task.training_pipeline_id == "training-pipeline-id"
+        assert task.region == "region"
+        assert task.project_id == "project-id"
+        assert task.impersonation_chain == "impersonation-chain"
+
+        with pytest.warns(AirflowProviderDeprecationWarning):
+            assert task.training_pipeline == "training-pipeline-id"
+
 
 class TestVertexAIListAutoMLTrainingJobOperator:
     @mock.patch(VERTEX_AI_PATH.format("auto_ml.AutoMLHook"))