diff --git a/components/google-cloud/google_cloud_pipeline_components/aiplatform/__init__.py b/components/google-cloud/google_cloud_pipeline_components/aiplatform/__init__.py
index 2dc8ac4b742..663ec9b8c38 100644
--- a/components/google-cloud/google_cloud_pipeline_components/aiplatform/__init__.py
+++ b/components/google-cloud/google_cloud_pipeline_components/aiplatform/__init__.py
@@ -17,17 +17,36 @@
 from google_cloud_pipeline_components.aiplatform import utils
 
 __all__ = [
-    'ImageDatasetCreateOp', 'TabularDatasetCreateOp', 'TextDatasetCreateOp',
-    'VideoDatasetCreateOp', 'ImageDatasetExportDataOp',
-    'TabularDatasetExportDataOp', 'TextDatasetExportDataOp',
-    'VideoDatasetExportDataOp', 'ImageDatasetImportDataOp',
-    'TextDatasetImportDataOp', 'VideoDatasetImportDataOp',
-    'CustomContainerTrainingJobRunOp', 'CustomPythonPackageTrainingJobRunOp',
-    'AutoMLImageTrainingJobRunOp', 'AutoMLTextTrainingJobRunOp',
-    'AutoMLTabularTrainingJobRunOp', 'AutoMLVideoTrainingJobRunOp',
-    'ModelDeployOp', 'ModelBatchPredictOp', 'ModelUploadOp', 'EndpointCreateOp'
+    'ImageDatasetCreateOp',
+    'TabularDatasetCreateOp',
+    'TextDatasetCreateOp',
+    'VideoDatasetCreateOp',
+    'ImageDatasetExportDataOp',
+    'TabularDatasetExportDataOp',
+    'TextDatasetExportDataOp',
+    'VideoDatasetExportDataOp',
+    'ImageDatasetImportDataOp',
+    'TextDatasetImportDataOp',
+    'VideoDatasetImportDataOp',
+    'CustomContainerTrainingJobRunOp',
+    'CustomPythonPackageTrainingJobRunOp',
+    'AutoMLImageTrainingJobRunOp',
+    'AutoMLTextTrainingJobRunOp',
+    'AutoMLTabularTrainingJobRunOp',
+    'AutoMLVideoTrainingJobRunOp',
+    'ModelDeployOp',
+    'ModelBatchPredictOp',
+    'ModelUploadOp',
+    'EndpointCreateOp',
+    'TimeSeriesDatasetCreateOp',
+    'TimeSeriesDatasetExportDataOp',
+    'AutoMLForecastingTrainingJobRunOp',
 ]
 
+TimeSeriesDatasetCreateOp = utils.convert_method_to_component(
+    aiplatform_sdk.TimeSeriesDataset, aiplatform_sdk.TimeSeriesDataset.create
+)
+
 ImageDatasetCreateOp = utils.convert_method_to_component(
     aiplatform_sdk.ImageDataset, aiplatform_sdk.ImageDataset.create
 )
@@ -54,6 +73,11 @@
     aiplatform_sdk.TabularDataset.export_data,
 )
 
+TimeSeriesDatasetExportDataOp = utils.convert_method_to_component(
+    aiplatform_sdk.TimeSeriesDataset,
+    aiplatform_sdk.TimeSeriesDataset.export_data,
+)
+
 TextDatasetExportDataOp = utils.convert_method_to_component(
     aiplatform_sdk.TextDataset,
     aiplatform_sdk.TextDataset.export_data,
@@ -104,6 +128,11 @@
     aiplatform_sdk.AutoMLTabularTrainingJob.run,
 )
 
+AutoMLForecastingTrainingJobRunOp = utils.convert_method_to_component(
+    aiplatform_sdk.AutoMLForecastingTrainingJob,
+    aiplatform_sdk.AutoMLForecastingTrainingJob.run,
+)
+
 AutoMLVideoTrainingJobRunOp = utils.convert_method_to_component(
     aiplatform_sdk.AutoMLVideoTrainingJob,
     aiplatform_sdk.AutoMLVideoTrainingJob.run,