Path	Lines of Code
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_logistic_regression_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.component.yaml	83
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_logistic_regression_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	47
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.component.yaml	114
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	60
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.component.yaml	132
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	71
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.component.yaml	115
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	62
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.component.yaml	257
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	130
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_linear_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.component.yaml	68
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_linear_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	39
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.component.yaml	97
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	50
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.component.yaml	116
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	62
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.component.yaml	99
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	53
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.component.yaml	238
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	118
community-content/alphafold_on_workbench/AlphaFold.ipynb	824
community-content/cpr-examples/timm_serving/build.py	74
community-content/cpr-examples/timm_serving/config.py	21
community-content/cpr-examples/timm_serving/timm_serving/__init__.py	1
community-content/cpr-examples/timm_serving/timm_serving/predictor.py	87
community-content/pipeline_components/ML_frameworks/Scikit_learn/Train_linear_regression_model/from_CSV/component.yaml	59
community-content/pipeline_components/ML_frameworks/Scikit_learn/Train_logistic_regression_model/from_CSV/component.yaml	143
community-content/pipeline_components/PyTorch/Create_PyTorch_Model_Archive/with_base_handler/component.yaml	35
community-content/pipeline_components/PyTorch/Create_fully_connected_network/component.yaml	106
community-content/pipeline_components/PyTorch/Train_PyTorch_model/from_CSV/component.yaml	191
community-content/pipeline_components/XGBoost/Predict/component.yaml	95
community-content/pipeline_components/XGBoost/Train/component.yaml	224
community-content/pipeline_components/dataset_manipulation/Split_rows_into_subsets/in_CSV/component.yaml	171
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Deploy_to_endpoint/component.yaml	213
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_PyTorch_model_archive/component.yaml	244
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_Scikit-learn_pickle_model/component.yaml	149
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_Tensorflow_model/component.yaml	160
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_XGBoost_model/component.yaml	149
community-content/pipeline_components/google-cloud/storage/download/component.yaml	31
community-content/pipeline_components/image_ml_model_training/load_image_classification_model/component.yaml	108
community-content/pipeline_components/image_ml_model_training/pipeline.py	45
community-content/pipeline_components/image_ml_model_training/preprocess_image_data/component.yaml	53
community-content/pipeline_components/image_ml_model_training/train_image_classification_model/component.yaml	86
community-content/pipeline_components/image_ml_model_training/transcode_tfrecord_image_dataset_from_csv/component.yaml	33
community-content/pipeline_components/image_ml_model_training/transcode_tfrecord_image_dataset_from_jsonl/component.yaml	35
community-content/pipeline_components/pandas/Binarize_column/in_CSV_format/component.yaml	92
community-content/pipeline_components/pandas/Fill_all_missing_values/in_CSV_format/component.yaml	69
community-content/pipeline_components/pandas/Select_columns/in_CSV_format/component.yaml	55
community-content/pipeline_components/tensorflow/Create_fully_connected_network/component.yaml	89
community-content/pipeline_components/tensorflow/Predict/on_CSV/component.yaml	88
community-content/pipeline_components/tensorflow/Train_model_using_Keras/on_CSV/component.yaml	147
community-content/prediction_featurestore_integration/prediction_featurestore_integration.ipynb	1507
community-content/pytorch_efficient_training/resnet.py	145
community-content/pytorch_efficient_training/resnet_ddp.py	179
community-content/pytorch_efficient_training/resnet_ddp_wds.py	188
community-content/pytorch_efficient_training/resnet_dp.py	154
community-content/pytorch_efficient_training/resnet_fsdp.py	184
community-content/pytorch_efficient_training/resnet_fsdp_wds.py	191
community-content/pytorch_efficient_training/shard_imagenet.py	59
community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/__init__.py	1
community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py	253
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/convert_b64.py	11
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/__init__.py	1
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/handler.py	3
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/model.py	4
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/trainer/__init__.py	1
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/trainer/task.py	194
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_prediction_with_custom_torchserve_container.ipynb	598
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_training_with_custom_container.ipynb	431
community-content/pytorch_pre_built_images_deployment/predictor/custom_handler.py	54
community-content/pytorch_pre_built_images_deployment/pytorch-text-classification-vertex-ai-deploy.ipynb	1615
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/__init__.py	1
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/experiment.py	69
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/metadata.py	5
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/model.py	8
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/task.py	53
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/utils.py	50
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/predictor/custom_handler.py	54
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/setup.py	19
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/__init__.py	1
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/experiment.py	69
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/metadata.py	5
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/model.py	8
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/task.py	53
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/utils.py	50
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/pytorch-text-classification-vertex-ai-pipelines.ipynb	2429
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/pytorch-text-classification-vertex-ai-train-tune-deploy.ipynb	4016
community-content/sklearn_text_classification_from_script_using_vertex_sdk/create_job.ipynb	290
community-content/sklearn_text_classification_from_script_using_vertex_sdk/task.py	80
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/mlops_pipeline_tf_agents_bandits_movie_recommendation.ipynb	1642
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/generator/component.yaml	311
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/generator/generator_component.py	140
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/ingester/component.yaml	201
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/ingester/ingester_component.py	78
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/logger/main.py	143
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/prediction_container/main.py	62
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/simulator/main.py	45
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/component.yaml	279
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/trainer_component.py	143
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/prediction/main.py	24
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/training/policy_util.py	72
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/training/task.py	161
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/multi_worker_vertex_training_on_cpu_with_custom_container.ipynb	363
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/multi_worker_vertex_training_on_gpu_with_custom_container.ipynb	367
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/__init__.py	1
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/distribution_utils.py	42
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/task.py	131
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/__init__.py	1
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/distribution_utils.py	14
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/task.py	206
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/vertex_training_with_local_mode_container.ipynb	380
community-content/vertex_cpr_samples/sklearn/predictor_Classifier.py	26
community-content/vertex_cpr_samples/sklearn/predictor_LinearRegression.py	26
community-content/vertex_cpr_samples/sklearn/predictor_SGDClassifier.py	26
community-content/vertex_cpr_samples/torch/predictor_resnet.py	27
community-content/vertex_cpr_samples/torch/predictor_transformers.py	61
community-content/vertex_cpr_samples/xgboost/predictor_Classifier.py	29
community-content/vertex_cpr_samples/xgboost/predictor_xgbranker.py	34
community-content/vertex_model_garden/model_oss/autogluon/serve.py	47
community-content/vertex_model_garden/model_oss/autogluon/train.py	108
community-content/vertex_model_garden/model_oss/cloudnerf/configs/accelerate_config.yaml	16
community-content/vertex_model_garden/model_oss/data_converter/common_lib.py	374
community-content/vertex_model_garden/model_oss/data_converter/convert_coco_label_map_iod.py	86
community-content/vertex_model_garden/model_oss/data_converter/convert_imagenet_label_map.py	64
community-content/vertex_model_garden/model_oss/data_converter/data_converter_icn_lib.py	111
community-content/vertex_model_garden/model_oss/data_converter/data_converter_iod_lib.py	284
community-content/vertex_model_garden/model_oss/data_converter/data_converter_isg_lib.py	215
community-content/vertex_model_garden/model_oss/data_converter/data_converter_main.py	153
community-content/vertex_model_garden/model_oss/data_converter/data_converter_vcn_lib.py	181
community-content/vertex_model_garden/model_oss/detectron2/__init__.py	1
community-content/vertex_model_garden/model_oss/detectron2/handler.py	115
community-content/vertex_model_garden/model_oss/detectron2/trainer_utils.py	88
community-content/vertex_model_garden/model_oss/diffusers/handler.py	209
community-content/vertex_model_garden/model_oss/imagebind/handler.py	185
community-content/vertex_model_garden/model_oss/jax_vision_transformer/vit_config_without_data.py	17
community-content/vertex_model_garden/model_oss/jax_vision_transformer/vit_jax2tf.py	1
community-content/vertex_model_garden/model_oss/keras/serve.py	133
community-content/vertex_model_garden/model_oss/keras/train.py	252
community-content/vertex_model_garden/model_oss/llava/handler.py	130
community-content/vertex_model_garden/model_oss/llava/model_handler_setup.py	33
community-content/vertex_model_garden/model_oss/movinet/serving/serving_main.py	102
community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py	261
community-content/vertex_model_garden/model_oss/movinet/train.py	162
community-content/vertex_model_garden/model_oss/notebook_util/common_util.py	419
community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py	323
community-content/vertex_model_garden/model_oss/open_clip/handler.py	140
community-content/vertex_model_garden/model_oss/peft/handler.py	309
community-content/vertex_model_garden/model_oss/peft/train/axolotl/train_entrypoint.py	64
community-content/vertex_model_garden/model_oss/peft/train/util/cluster_spec.py	44
community-content/vertex_model_garden/model_oss/peft/train/util/common_util.py	12
community-content/vertex_model_garden/model_oss/peft/train/util/dataset_stats.py	152
community-content/vertex_model_garden/model_oss/peft/train/util/device_stats.py	88
community-content/vertex_model_garden/model_oss/peft/train/vmg/callbacks.py	103
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/custom_loglikelihood.yaml	18
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/ddp_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/ddp_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero2_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero2_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero3_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero3_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/gemma2_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_128gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_16gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_24gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_32gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_16gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_24gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_32gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/qwen2_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/dockerfile/merge_env.yaml	41
community-content/vertex_model_garden/model_oss/peft/train/vmg/eval_lib.py	163
community-content/vertex_model_garden/model_oss/peft/train/vmg/instruct_lora.py	722
community-content/vertex_model_garden/model_oss/peft/train/vmg/merge_causal_language_model_lora.py	83
community-content/vertex_model_garden/model_oss/peft/train/vmg/train_entrypoint.py	210
community-content/vertex_model_garden/model_oss/peft/train/vmg/utils.py	261
community-content/vertex_model_garden/model_oss/peft/train/vmg/validate_dataset_with_template.py	66
community-content/vertex_model_garden/model_oss/pic2word/handler.py	122
community-content/vertex_model_garden/model_oss/tfvision/configs/__init__.py	2
community-content/vertex_model_garden/model_oss/tfvision/configs/backbones.py	15
community-content/vertex_model_garden/model_oss/tfvision/configs/hub_model.py	152
community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones/__init__.py	1
community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones/hub_model.py	107
community-content/vertex_model_garden/model_oss/tfvision/registry_imports.py	2
community-content/vertex_model_garden/model_oss/tfvision/serving/automl_constants.py	10
community-content/vertex_model_garden/model_oss/tfvision/serving/detection.py	298
community-content/vertex_model_garden/model_oss/tfvision/serving/export_oss_saved_model.py	219
community-content/vertex_model_garden/model_oss/tfvision/serving/export_oss_saved_model_lib.py	119
community-content/vertex_model_garden/model_oss/tfvision/serving/image_classification.py	107
community-content/vertex_model_garden/model_oss/tfvision/serving/semantic_segmentation_export_module_lib.py	26
community-content/vertex_model_garden/model_oss/tfvision/train_hpt_oss.py	283
community-content/vertex_model_garden/model_oss/timm/handler.py	65
community-content/vertex_model_garden/model_oss/transformers/biogpt_handler.py	71
community-content/vertex_model_garden/model_oss/transformers/handler.py	195
community-content/vertex_model_garden/model_oss/transformers/sam_handler.py	124
community-content/vertex_model_garden/model_oss/util/commons.py	60
community-content/vertex_model_garden/model_oss/util/constants.py	102
community-content/vertex_model_garden/model_oss/util/fileutils.py	252
community-content/vertex_model_garden/model_oss/util/gcs_syncer.py	98
community-content/vertex_model_garden/model_oss/util/hypertune_utils.py	15
community-content/vertex_model_garden/model_oss/util/image_format_converter.py	11
community-content/vertex_model_garden/model_oss/vot/handler.py	151
community-content/vertex_model_garden/model_oss/vot/visualization_utils.py	113
community-content/vertex_pipeline_kfpv2/async_prediction.py	28
community-content/vertex_pipeline_kfpv2/batch_prediction.py	40
community-content/vertex_pipeline_kfpv2/create-endpoint.py	22
community-content/vertex_pipeline_kfpv2/customjob.py	37
community-content/vertex_pipeline_kfpv2/deploy-model.py	39
community-content/vertex_pipeline_kfpv2/evaluate-model.py	30
community-content/vertex_pipeline_kfpv2/pipelinejob.py	33
community-content/vertex_pipeline_kfpv2/run-experiment.py	26
community-content/vertex_pipeline_kfpv2/train-model.py	24
notebooks/community/bigquery_ml/Anomaly_detection_in_Cloud_Audit_logs_with_BQML.ipynb	1103
notebooks/community/bigquery_ml/bqml-online-prediction.ipynb	1118
notebooks/community/cohere/cohere_embedding_with_matching_engine.ipynb	1434
notebooks/community/experiments/vertex_ai_model_experimentation.ipynb	1756
notebooks/community/explainable_ai/SDK_Custom_Container_XAI.ipynb	1536
notebooks/community/exploratory_data_analysis/eda_with_r_and_bigquery.ipynb	682
notebooks/community/feature_store/gapic-feature-store.ipynb	1546
notebooks/community/feature_store/get_started_vertex_feature_store.ipynb	1930
notebooks/community/feature_store/mobile_gaming/mobile_gaming_feature_store.ipynb	2449
notebooks/community/feature_store/sdk-feature-store.ipynb	1254
notebooks/community/gapic/automl/showcase_automl_image_classification_batch.ipynb	1827
notebooks/community/gapic/automl/showcase_automl_image_classification_export_edge.ipynb	1468
notebooks/community/gapic/automl/showcase_automl_image_classification_online.ipynb	1587
notebooks/community/gapic/automl/showcase_automl_image_classification_online_proxy.ipynb	1766
notebooks/community/gapic/automl/showcase_automl_image_object_detection_batch.ipynb	1839
notebooks/community/gapic/automl/showcase_automl_image_object_detection_export_edge.ipynb	1471
notebooks/community/gapic/automl/showcase_automl_image_object_detection_online.ipynb	1593
notebooks/community/gapic/automl/showcase_automl_image_segmentation_batch.ipynb	1815
notebooks/community/gapic/automl/showcase_automl_image_segmentation_online.ipynb	1574
notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb	1780
notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_online.ipynb	1687
notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch.ipynb	1766
notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch_explain.ipynb	1765
notebooks/community/gapic/automl/showcase_automl_tabular_classification_export_cloud.ipynb	1618
notebooks/community/gapic/automl/showcase_automl_tabular_classification_online.ipynb	1664
notebooks/community/gapic/automl/showcase_automl_tabular_classification_online_explain.ipynb	1839
notebooks/community/gapic/automl/showcase_automl_tabular_forecasting_batch.ipynb	1761
notebooks/community/gapic/automl/showcase_automl_tabular_regression_online_bq.ipynb	1633
notebooks/community/gapic/automl/showcase_automl_text_classification_batch.ipynb	1778
notebooks/community/gapic/automl/showcase_automl_text_classification_online.ipynb	1552
notebooks/community/gapic/automl/showcase_automl_text_multi-label_classification_batch.ipynb	1779
notebooks/community/gapic/automl/showcase_automl_text_multi-label_classification_online.ipynb	1552
notebooks/community/gapic/automl/showcase_automl_text_sentiment_analysis_batch.ipynb	1777
notebooks/community/gapic/automl/showcase_automl_text_sentiment_analysis_online.ipynb	1553
notebooks/community/gapic/automl/showcase_automl_video_action_recognition_batch.ipynb	1771
notebooks/community/gapic/automl/showcase_automl_video_classification_batch.ipynb	1764
notebooks/community/gapic/automl/showcase_automl_video_object_tracking_batch.ipynb	1772
notebooks/community/gapic/custom/showcase_custom_image_classification_batch.ipynb	2254
notebooks/community/gapic/custom/showcase_custom_image_classification_batch_explain.ipynb	2462
notebooks/community/gapic/custom/showcase_custom_image_classification_online.ipynb	2189
notebooks/community/gapic/custom/showcase_custom_image_classification_online_ab_testing.ipynb	2440
notebooks/community/gapic/custom/showcase_custom_image_classification_online_container.ipynb	2291
notebooks/community/gapic/custom/showcase_custom_image_classification_online_explain.ipynb	2511
notebooks/community/gapic/custom/showcase_custom_image_classification_online_explain_example_based_api.ipynb	3294
notebooks/community/gapic/custom/showcase_custom_image_classification_online_exported_ds.ipynb	2792
notebooks/community/gapic/custom/showcase_custom_image_classification_online_pipeline.ipynb	2255
notebooks/community/gapic/custom/showcase_custom_image_classification_online_raw.ipynb	2179
notebooks/community/gapic/custom/showcase_custom_image_classification_online_tfserving.ipynb	2266
notebooks/community/gapic/custom/showcase_custom_image_super_resolution_online_post.ipynb	2185
notebooks/community/gapic/custom/showcase_custom_tabular_classification_online_exported_ds.ipynb	2339
notebooks/community/gapic/custom/showcase_custom_tabular_regression_batch.ipynb	2143
notebooks/community/gapic/custom/showcase_custom_tabular_regression_batch_explain.ipynb	2342
notebooks/community/gapic/custom/showcase_custom_tabular_regression_online.ipynb	2121
notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_container.ipynb	2215
notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_explain.ipynb	2498
notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_pipeline.ipynb	2187
notebooks/community/gapic/custom/showcase_custom_tabular_regression_online_tfserving.ipynb	2190
notebooks/community/gapic/custom/showcase_custom_text_binary_classification_batch.ipynb	2112
notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online.ipynb	2090
notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online_container.ipynb	2192
notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online_pipeline.ipynb	2159
notebooks/community/gapic/custom/showcase_custom_text_binary_classification_online_tfserving.ipynb	2169
notebooks/community/gapic/custom/showcase_custom_text_classification_online_exported_ds.ipynb	1305
notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_image_classification.ipynb	2081
notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_tabular_regression.ipynb	2104
notebooks/community/gapic/custom/showcase_hyperparmeter_tuning_text_binary_classification.ipynb	2079
notebooks/community/gapic/custom/showcase_local_image_classification_online.ipynb	1737
notebooks/community/gapic/custom/showcase_local_tabular_regression_online.ipynb	1658
notebooks/community/gapic/custom/showcase_local_text_binary_classification_online.ipynb	1635
notebooks/community/gapic/custom/showcase_tfhub_image_classification_online.ipynb	1490
notebooks/community/generative_ai/backoff_and_retry_for_LLMs.ipynb	663
notebooks/community/generative_ai/bq_dataframes_llm_code_generation.ipynb	894
notebooks/community/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb	989
notebooks/community/generative_ai/text_embedding_api_cloud_next_new_models.ipynb	363
notebooks/community/hyperparameter_tuning/distributed-hyperparameter-tuning.ipynb	975
notebooks/community/managed_notebooks/recommender_systems/recommender-system-on-retail-data.ipynb	963
notebooks/community/matching_engine/matching_engine_for_indexing.ipynb	2069
notebooks/community/matching_engine/sdk_matching_engine_create_text_to_image_embeddings.ipynb	1332
notebooks/community/matching_engine/stream_update_for_matching_engine.ipynb	1426
notebooks/community/migration/UJ10 Custom Training Prebuilt Container SKLearn.ipynb	2649
notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb	1942
notebooks/community/migration/UJ11 HyperParameter Tuning Training Job with TensorFlow.ipynb	1373
notebooks/community/migration/UJ11 legacy HyperParameter Tuning Training Job with TensorFlow.ipynb	1398
notebooks/community/migration/UJ13 Data Labeling task.ipynb	1463
notebooks/community/migration/UJ13 legacy Data Labeling task.ipynb	1485
notebooks/community/migration/UJ14 legacy AutoML Vision Video Classification.ipynb	1554
notebooks/community/migration/UJ15 legacy AutoML Vision Video Object Tracking.ipynb	1625
notebooks/community/migration/UJ4 AutoML for structured data with Vertex AI Regression.ipynb	2482
notebooks/community/migration/UJ5 AutoML for vision with Vertex AI Video Classification.ipynb	2480
notebooks/community/migration/UJ6 AutoML for natural language with Vertex AI Text Classification.ipynb	2535
notebooks/community/migration/UJ6 legacy AutoML Natural Language Text Classification.ipynb	1691
notebooks/community/migration/UJ8 AutoML for natural language with Vertex AI - Text Sentiment Analysis.ipynb	2355
notebooks/community/migration/UJ8 legacy AutoML Natural Language Text Sentiment Analysis.ipynb	1634
notebooks/community/migration/UJ9 Custom Training Prebuilt Container XGBoost.ipynb	2063
notebooks/community/migration/UJ9 legacy Custom Training Prebuilt Container XGBoost.ipynb	1542
notebooks/community/ml_ops/setup.py	76
notebooks/community/ml_ops/stage1/get_started_bq_datasets.ipynb	991
notebooks/community/ml_ops/stage1/get_started_dataflow.ipynb	1101
notebooks/community/ml_ops/stage1/get_started_vertex_datasets.ipynb	1752
notebooks/community/ml_ops/stage1/get_started_with_data_labeling.ipynb	1076
notebooks/community/ml_ops/stage1/get_started_with_visionapi_and_vertex_datasets.ipynb	1005
notebooks/community/ml_ops/stage1/mlops_data_management.ipynb	1645
notebooks/community/ml_ops/stage2/get_started_automl_training.ipynb	2485
notebooks/community/ml_ops/stage2/get_started_bqml_training.ipynb	1417
notebooks/community/ml_ops/stage2/get_started_vertex_distributed_training.ipynb	1996
notebooks/community/ml_ops/stage2/get_started_vertex_experiments.ipynb	1573
notebooks/community/ml_ops/stage2/get_started_vertex_feature_store.ipynb	1287
notebooks/community/ml_ops/stage2/get_started_vertex_hpt_r_kernel.ipynb	1123
notebooks/community/ml_ops/stage2/get_started_vertex_hpt_xgboost.ipynb	1230
notebooks/community/ml_ops/stage2/get_started_vertex_tensorboard.ipynb	1376
notebooks/community/ml_ops/stage2/get_started_vertex_training.ipynb	1962
notebooks/community/ml_ops/stage2/get_started_vertex_training_lightgbm.ipynb	2063
notebooks/community/ml_ops/stage2/get_started_vertex_training_pytorch.ipynb	1394
notebooks/community/ml_ops/stage2/get_started_vertex_training_r.ipynb	1446
notebooks/community/ml_ops/stage2/get_started_vertex_training_r_using_r_kernel.ipynb	1150
notebooks/community/ml_ops/stage2/get_started_vertex_training_sklearn.ipynb	1197
notebooks/community/ml_ops/stage2/get_started_vertex_training_xgboost.ipynb	1133
notebooks/community/ml_ops/stage2/get_started_vertex_vizier.ipynb	1724
notebooks/community/ml_ops/stage2/get_started_with_cmek_training.ipynb	1078
notebooks/community/ml_ops/stage2/get_started_with_distributed_training_xgboost.ipynb	1446
notebooks/community/ml_ops/stage2/get_started_with_logging.ipynb	710
notebooks/community/ml_ops/stage2/get_started_with_tabnet.ipynb	1442
notebooks/community/ml_ops/stage2/get_started_with_tfhub_models.ipynb	1400
notebooks/community/ml_ops/stage2/get_started_with_vertex_experiments_autologging_tf.ipynb	1113
notebooks/community/ml_ops/stage2/get_started_with_vertex_experiments_autologging_xgboost.ipynb	929
notebooks/community/ml_ops/stage2/mlops_experimentation.ipynb	3284
notebooks/community/ml_ops/stage3/get_started_vertex_pipelines_sklearn_with_prediction.ipynb	1415
notebooks/community/ml_ops/stage3/get_started_vertex_pipelines_xgboost_with_experiments.ipynb	1373
notebooks/community/ml_ops/stage3/get_started_vertex_pipelines_xgboost_with_prediction.ipynb	1352
notebooks/community/ml_ops/stage3/get_started_with_airflow_and_vertex_pipelines.ipynb	1410
notebooks/community/ml_ops/stage3/get_started_with_automl_pipeline_components.ipynb	1238
notebooks/community/ml_ops/stage3/get_started_with_automl_tabular_pipeline_workflow.ipynb	1357
notebooks/community/ml_ops/stage3/get_started_with_bq_tfdv_pipeline_components.ipynb	1079
notebooks/community/ml_ops/stage3/get_started_with_bqml_pipeline_components.ipynb	1341
notebooks/community/ml_ops/stage3/get_started_with_custom_training_pipeline_components.ipynb	2097
notebooks/community/ml_ops/stage3/get_started_with_dataflow_flex_template_component.ipynb	832
notebooks/community/ml_ops/stage3/get_started_with_dataflow_pipeline_components.ipynb	1277
notebooks/community/ml_ops/stage3/get_started_with_dataproc_serverless_pipeline_components.ipynb	1686
notebooks/community/ml_ops/stage3/get_started_with_hpt_pipeline_components.ipynb	1549
notebooks/community/ml_ops/stage3/get_started_with_kubeflow_pipelines.ipynb	1606
notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb	1352
notebooks/community/ml_ops/stage3/get_started_with_model_registry.ipynb	1196
notebooks/community/ml_ops/stage3/get_started_with_rapid_prototyping_bqml_automl.ipynb	1858
notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb	3704
notebooks/community/ml_ops/stage3/mlops_formalization.ipynb	3602
notebooks/community/ml_ops/stage3/src/hello_world.yaml	35
notebooks/community/ml_ops/stage4/get_started_with_google_artifact_registry.ipynb	609
notebooks/community/ml_ops/stage4/get_started_with_model_evaluation.ipynb	2581
notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata.ipynb	1405
notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb	1487
notebooks/community/ml_ops/stage4/get_started_with_vertex_xai.ipynb	5970
notebooks/community/ml_ops/stage5/get_started_with_autoscaling.ipynb	1376
notebooks/community/ml_ops/stage5/get_started_with_vertex_endpoint_and_shared_vm.ipynb	1595
notebooks/community/ml_ops/stage5/get_started_with_vertex_endpoints.ipynb	1679
notebooks/community/ml_ops/stage5/get_started_with_vertex_private_endpoints.ipynb	1334
notebooks/community/ml_ops/stage6/get_started_with_automl_image_model_batch.ipynb	1125
notebooks/community/ml_ops/stage6/get_started_with_automl_image_model_online.ipynb	1141
notebooks/community/ml_ops/stage6/get_started_with_automl_tabular_exported_deploy.ipynb	879
notebooks/community/ml_ops/stage6/get_started_with_automl_tabular_model_batch.ipynb	1850
notebooks/community/ml_ops/stage6/get_started_with_automl_tabular_model_online.ipynb	1401
notebooks/community/ml_ops/stage6/get_started_with_automl_text_model_batch.ipynb	1091
notebooks/community/ml_ops/stage6/get_started_with_automl_text_model_online.ipynb	1112
notebooks/community/ml_ops/stage6/get_started_with_automl_video_model_batch.ipynb	1075
notebooks/community/ml_ops/stage6/get_started_with_cpr.ipynb	2625
notebooks/community/ml_ops/stage6/get_started_with_custom_image_model_batch.ipynb	1465
notebooks/community/ml_ops/stage6/get_started_with_custom_tabular_model_batch.ipynb	1517
notebooks/community/ml_ops/stage6/get_started_with_custom_text_model_batch.ipynb	1208
notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb	1470
notebooks/community/ml_ops/stage6/get_started_with_matching_engine.ipynb	1468
notebooks/community/ml_ops/stage6/get_started_with_matching_engine_swivel.ipynb	1914
notebooks/community/ml_ops/stage6/get_started_with_optimized_tfe_bert.ipynb	1240
notebooks/community/ml_ops/stage6/get_started_with_raw_predict.ipynb	921
notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb	1479
notebooks/community/ml_ops/stage6/get_started_with_tf_serving_function.ipynb	1070
notebooks/community/ml_ops/stage6/get_started_with_tf_serving_tabular.ipynb	1096
notebooks/community/ml_ops/stage6/get_started_with_xai_and_custom_server.ipynb	1754
notebooks/community/ml_ops/stage6/get_started_with_xgboost_model_online.ipynb	1423
notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_automl.ipynb	1535
notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom.ipynb	1657
notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom_tf_serving.ipynb	1873
notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_setup.ipynb	1712
notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_xgboost.ipynb	1484
notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb	1431
notebooks/community/model_evaluation/automl_tabular_regression_model_evaluation.ipynb	1483
notebooks/community/model_garden/gke_model_ui_deployment_notebook.ipynb	862
notebooks/community/model_garden/gke_model_ui_deployment_notebook_auto.ipynb	465
notebooks/community/model_garden/model_garden_advanced_features.ipynb	1611
notebooks/community/model_garden/model_garden_camp_zipnerf.ipynb	692
notebooks/community/model_garden/model_garden_camp_zipnerf_gradio.ipynb	3182
notebooks/community/model_garden/model_garden_codegemma_deployment_on_vertex.ipynb	832
notebooks/community/model_garden/model_garden_deployment_tutorial.ipynb	422
notebooks/community/model_garden/model_garden_e5.ipynb	503
notebooks/community/model_garden/model_garden_gemma3_deployment_on_vertex.ipynb	961
notebooks/community/model_garden/model_garden_gemma_deployment_on_gke.ipynb	396
notebooks/community/model_garden/model_garden_gemma_deployment_on_vertex.ipynb	1019
notebooks/community/model_garden/model_garden_gemma_evaluation.ipynb	406
notebooks/community/model_garden/model_garden_gemma_fine_tuning_batch_deployment_on_rov.ipynb	2230
notebooks/community/model_garden/model_garden_gemma_kerasnlp_to_vertexai.ipynb	2336
notebooks/community/model_garden/model_garden_gradio_streaming_chat_completions.ipynb	595
notebooks/community/model_garden/model_garden_hf_paligemma2_deployment.ipynb	492
notebooks/community/model_garden/model_garden_huggingface_local_inference.ipynb	484
notebooks/community/model_garden/model_garden_huggingface_pytorch_inference_deployment.ipynb	357
notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb	379
notebooks/community/model_garden/model_garden_jax_fvlm.ipynb	1540
notebooks/community/model_garden/model_garden_jax_paligemma_deployment.ipynb	962
notebooks/community/model_garden/model_garden_jax_stable_diffusion_xl.ipynb	419
notebooks/community/model_garden/model_garden_jax_vision_transformer.ipynb	886
notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb	756
notebooks/community/model_garden/model_garden_keras_yolov8.ipynb	656
notebooks/community/model_garden/model_garden_llama3_2_deployment_on_gke.ipynb	517
notebooks/community/model_garden/model_garden_llama3_2_evaluation.ipynb	420
notebooks/community/model_garden/model_garden_llama_guard_deployment.ipynb	859
notebooks/community/model_garden/model_garden_mammut.ipynb	759
notebooks/community/model_garden/model_garden_mediapipe_gesture_recognition.ipynb	643
notebooks/community/model_garden/model_garden_mediapipe_image_classification.ipynb	604
notebooks/community/model_garden/model_garden_mediapipe_image_generation.ipynb	1006
notebooks/community/model_garden/model_garden_movinet_clip_classification.ipynb	914
notebooks/community/model_garden/model_garden_nvidia_cosmos_deployment.ipynb	639
notebooks/community/model_garden/model_garden_ollama_deployment.ipynb	449
notebooks/community/model_garden/model_garden_openai_api_llama3_1.ipynb	1256
notebooks/community/model_garden/model_garden_openai_api_llama3_2.ipynb	1039
notebooks/community/model_garden/model_garden_openai_api_llama4.ipynb	1062
notebooks/community/model_garden/model_garden_phi3_deployment.ipynb	902
notebooks/community/model_garden/model_garden_phi4_deployment.ipynb	789
notebooks/community/model_garden/model_garden_pipeline_templates_bert.ipynb	881
notebooks/community/model_garden/model_garden_pipeline_templates_t5x.ipynb	879
notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb	687
notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb	760
notebooks/community/model_garden/model_garden_pytorch_autogluon.ipynb	443
notebooks/community/model_garden/model_garden_pytorch_biogpt_serve.ipynb	437
notebooks/community/model_garden/model_garden_pytorch_biomedclip.ipynb	408
notebooks/community/model_garden/model_garden_pytorch_blip2.ipynb	470
notebooks/community/model_garden/model_garden_pytorch_blip_image_captioning.ipynb	350
notebooks/community/model_garden/model_garden_pytorch_blip_vqa.ipynb	330
notebooks/community/model_garden/model_garden_pytorch_clip.ipynb	313
notebooks/community/model_garden/model_garden_pytorch_codellama.ipynb	571
notebooks/community/model_garden/model_garden_pytorch_codellama_evaluation.ipynb	434
notebooks/community/model_garden/model_garden_pytorch_controlnet.ipynb	329
notebooks/community/model_garden/model_garden_pytorch_csm_deployment.ipynb	353
notebooks/community/model_garden/model_garden_pytorch_deepseek_deployment.ipynb	1244
notebooks/community/model_garden/model_garden_pytorch_deployed_model_agent_engine.ipynb	612
notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb	611
notebooks/community/model_garden/model_garden_pytorch_detectron2.ipynb	1295
notebooks/community/model_garden/model_garden_pytorch_dolly_v2.ipynb	612
notebooks/community/model_garden/model_garden_pytorch_falcon_evaluation.ipynb	374
notebooks/community/model_garden/model_garden_pytorch_falcon_instruct_deployment.ipynb	387
notebooks/community/model_garden/model_garden_pytorch_falcon_instruct_finetuning.ipynb	605
notebooks/community/model_garden/model_garden_pytorch_falcon_instruct_peft.ipynb	1551
notebooks/community/model_garden/model_garden_pytorch_falcon_instruct_quantization.ipynb	685
notebooks/community/model_garden/model_garden_pytorch_fill_mask.ipynb	302
notebooks/community/model_garden/model_garden_pytorch_flux.ipynb	392
notebooks/community/model_garden/model_garden_pytorch_flux_gradio.ipynb	466
notebooks/community/model_garden/model_garden_pytorch_hidream_i1.ipynb	366
notebooks/community/model_garden/model_garden_pytorch_imagebind.ipynb	633
notebooks/community/model_garden/model_garden_pytorch_instant_id.ipynb	563
notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb	581
notebooks/community/model_garden/model_garden_pytorch_instructpix2pix.ipynb	357
notebooks/community/model_garden/model_garden_pytorch_lama.ipynb	485
notebooks/community/model_garden/model_garden_pytorch_layoutml_document_qa.ipynb	405
notebooks/community/model_garden/model_garden_pytorch_llama2_deployment.ipynb	594
notebooks/community/model_garden/model_garden_pytorch_llama2_evaluation.ipynb	831
notebooks/community/model_garden/model_garden_pytorch_llama2_quantization.ipynb	646
notebooks/community/model_garden/model_garden_pytorch_llama3_1_agent_engine.ipynb	1301
notebooks/community/model_garden/model_garden_pytorch_llama3_1_deployment.ipynb	1688
notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen2_5_deployment_tpu.ipynb	516
notebooks/community/model_garden/model_garden_pytorch_llama3_1_reasoning_engine.ipynb	1300
notebooks/community/model_garden/model_garden_pytorch_llama3_2_deployment.ipynb	1626
notebooks/community/model_garden/model_garden_pytorch_llama3_3_deployment.ipynb	701
notebooks/community/model_garden/model_garden_pytorch_llama3_deployment.ipynb	653
notebooks/community/model_garden/model_garden_pytorch_llama3_finetuning.ipynb	855
notebooks/community/model_garden/model_garden_pytorch_llama4_deployment.ipynb	743
notebooks/community/model_garden/model_garden_pytorch_llava.ipynb	485
notebooks/community/model_garden/model_garden_pytorch_mistral_deployment.ipynb	581
notebooks/community/model_garden/model_garden_pytorch_mixtral_deployment.ipynb	843
notebooks/community/model_garden/model_garden_pytorch_nllb.ipynb	397
notebooks/community/model_garden/model_garden_pytorch_open_clip.ipynb	682
notebooks/community/model_garden/model_garden_pytorch_openllama_peft.ipynb	1522
notebooks/community/model_garden/model_garden_pytorch_owlvit.ipynb	339
notebooks/community/model_garden/model_garden_pytorch_peft.ipynb	1047
notebooks/community/model_garden/model_garden_pytorch_pic2word.ipynb	411
notebooks/community/model_garden/model_garden_pytorch_prompt_guard_deployment.ipynb	427
notebooks/community/model_garden/model_garden_pytorch_qwen2_deployment.ipynb	825
notebooks/community/model_garden/model_garden_pytorch_qwen3_deployment.ipynb	762
notebooks/community/model_garden/model_garden_pytorch_qwq_deployment.ipynb	534
notebooks/community/model_garden/model_garden_pytorch_sam.ipynb	395
notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb	548
notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb	550
notebooks/community/model_garden/model_garden_pytorch_sd_2_1_local_finetuning_dreambooth.ipynb	293
notebooks/community/model_garden/model_garden_pytorch_sd_xl_finetuning_dreambooth_lora.ipynb	577
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_custom.ipynb	374
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_deployment_1_5.ipynb	493
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_finetuning_dreambooth_1_5.ipynb	508
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_finetuning_dreambooth_lora_1_5.ipynb	608
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_finetuning_lora_1_5.ipynb	547
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_gradio.ipynb	1662
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_inpainting.ipynb	334
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_upscaler.ipynb	342
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_1_0.ipynb	493
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lcm.ipynb	390
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lightning.ipynb	437
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_lora.ipynb	436
notebooks/community/model_garden/model_garden_pytorch_stable_diffusion_xl_turbo.ipynb	357
notebooks/community/model_garden/model_garden_pytorch_stable_video_diffusion_img2vid_xt.ipynb	575
notebooks/community/model_garden/model_garden_pytorch_starcoder.ipynb	391
notebooks/community/model_garden/model_garden_pytorch_text_to_video_zero_shot.ipynb	290
notebooks/community/model_garden/model_garden_pytorch_vicuna.ipynb	502
notebooks/community/model_garden/model_garden_pytorch_vilt_vqa.ipynb	329
notebooks/community/model_garden/model_garden_pytorch_vit_gpt2_image_captioning.ipynb	401
notebooks/community/model_garden/model_garden_pytorch_whisper_large_v3_deployment.ipynb	360
notebooks/community/model_garden/model_garden_pytorch_wizard_coder.ipynb	439
notebooks/community/model_garden/model_garden_pytorch_wizard_lm.ipynb	438
notebooks/community/model_garden/model_garden_pytorch_zipnerf.ipynb	991
notebooks/community/model_garden/model_garden_rag.ipynb	890
notebooks/community/model_garden/model_garden_recursion_mae_local_inference.ipynb	368
notebooks/community/model_garden/model_garden_recursion_mae_pytorch_inference_deployment.ipynb	269
notebooks/community/model_garden/model_garden_reservations_spotvm.ipynb	1089
notebooks/community/model_garden/model_garden_shieldgemma2_local_inference.ipynb	228
notebooks/community/model_garden/model_garden_tfvision_image_classification.ipynb	927
notebooks/community/model_garden/model_garden_tfvision_image_object_detection.ipynb	1051
notebooks/community/model_garden/model_garden_tgi_llama3_1_deployment_on_gke.ipynb	382
notebooks/community/model_garden/model_garden_tgi_mistral_deployment_on_gke.ipynb	388
notebooks/community/model_garden/model_garden_timesfm_deployment_on_vertex.ipynb	997
notebooks/community/model_garden/model_garden_translation_llm_translation_and_evaluation.ipynb	497
notebooks/community/model_garden/model_garden_video_object_tracking_serve.ipynb	900
notebooks/community/model_garden/model_garden_vllm_multimodal_tutorial.ipynb	692
notebooks/community/model_garden/model_garden_vllm_text_only_tutorial.ipynb	1332
notebooks/community/model_garden/model_garden_weather_prediction_on_vertex.ipynb	557
notebooks/community/model_garden/model_garden_xdit_cogvideox_2b.ipynb	380
notebooks/community/model_garden/synthetic_data_generation_using_llama3_1.ipynb	489
notebooks/community/model_registry/bqml_vertexai_model_registry.ipynb	758
notebooks/community/model_registry/get_started_with_vertex_ai_deployer.ipynb	981
notebooks/community/model_registry/vertex_ai_model_registry_automl_model_versioning.ipynb	2145
notebooks/community/model_registry/vertex_ai_model_registry_bqml_custom_model_versioning.ipynb	2759
notebooks/community/neo4j/graph_paysim.ipynb	1123
notebooks/community/persistent_resource/training_code/mpg_container/trainer/train.py	66
notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_anomaly_detection.ipynb	1496
notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb	1481
notebooks/community/pipelines/google_cloud_pipeline_components_cloud_natural_language_pipeline.ipynb	870
notebooks/community/pipelines/google_cloud_pipeline_components_dataproc_tabular.ipynb	2720
notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Predict_SDK_Integration.ipynb	1812
notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Predict_and_Handler_SDK_Integration.ipynb	1919
notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb	1829
notebooks/community/prediction/custom_prediction_routines/SDK_Pytorch_Custom_Predict.ipynb	1972
notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb	1888
notebooks/community/prediction/feature_store_integration/prediction_feature_store_integration.ipynb	1750
notebooks/community/reduction_server/distributed-training-reduction-server.ipynb	1154
notebooks/community/sdk/SDK_AutoML_Forecasting_Model_Training_Example.ipynb	547
notebooks/community/sdk/SDK_AutoML_Image_Classification_Training_with_CMEK.ipynb	522
notebooks/community/sdk/SDK_AutoML_Video_Action_Recognition.ipynb	501
notebooks/community/sdk/SDK_BigQuery_Custom_Container_Training.ipynb	977
notebooks/community/sdk/SDK_Custom_Model_Training_AutoML_Tabular_Model_Training.ipynb	452
notebooks/community/sdk/SDK_Custom_Training_with_Unmanaged_Image_Dataset.ipynb	396
notebooks/community/sdk/SDK_End_to_End_Tabular_Custom_Training.ipynb	335
notebooks/community/sdk/SDK_Explainable_AI_Custom_Tabular.ipynb	608
notebooks/community/sdk/SDK_FBProphet_Forecasting_Online.ipynb	1561
notebooks/community/sdk/SDK_Tabular_Custom_Model_Training_asynchronous.ipynb	357
notebooks/community/sdk/Vertex_AI_SDK_AutoML_Forecasting_Model_Training_Example.ipynb	547
notebooks/community/sdk/sdk_automl_forecasting_evaluating_a_model.ipynb	491
notebooks/community/sdk/sdk_automl_image_classification_batch.ipynb	1093
notebooks/community/sdk/sdk_automl_image_classification_online.ipynb	1009
notebooks/community/sdk/sdk_automl_image_classification_online_export_edge.ipynb	1042
notebooks/community/sdk/sdk_automl_image_object_detection_batch.ipynb	1097
notebooks/community/sdk/sdk_automl_image_object_detection_online.ipynb	1011
notebooks/community/sdk/sdk_automl_image_object_detection_online_export_edge.ipynb	1040
notebooks/community/sdk/sdk_automl_tabular_binary_classification_batch.ipynb	1041
notebooks/community/sdk/sdk_automl_tabular_binary_classification_batch_explain.ipynb	1043
notebooks/community/sdk/sdk_automl_tabular_binary_classification_online.ipynb	1015
notebooks/community/sdk/sdk_automl_tabular_binary_classification_online_export_cloud.ipynb	1174
notebooks/community/sdk/sdk_automl_tabular_classification_online_explain.ipynb	1180
notebooks/community/sdk/sdk_automl_tabular_forecasting_batch.ipynb	1075
notebooks/community/sdk/sdk_automl_tabular_regression_online_bq.ipynb	982
notebooks/community/sdk/sdk_automl_text_classification_batch.ipynb	1057
notebooks/community/sdk/sdk_automl_text_classification_online.ipynb	984
notebooks/community/sdk/sdk_automl_text_sentiment_analysis_batch.ipynb	1058
notebooks/community/sdk/sdk_custom_image_classification_batch.ipynb	1620
notebooks/community/sdk/sdk_custom_image_classification_batch_explain.ipynb	1814
notebooks/community/sdk/sdk_custom_image_classification_online.ipynb	1563
notebooks/community/sdk/sdk_custom_image_classification_online_custom_training_container.ipynb	1698
notebooks/community/sdk/sdk_custom_image_classification_online_explain.ipynb	1854
notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb	1554
notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb	1503
notebooks/community/sdk/sdk_custom_tabular_regression_batch_explain.ipynb	1688
notebooks/community/sdk/sdk_custom_tabular_regression_online.ipynb	1446
notebooks/community/sdk/sdk_custom_tabular_regression_online_explain.ipynb	1820
notebooks/community/sdk/sdk_custom_tabular_regression_online_explain_get_metadata.ipynb	1808
notebooks/community/sdk/sdk_private_endpoint.ipynb	1013
notebooks/community/sdk/sdk_pytorch_lightning_custom_container_training.ipynb	1544
notebooks/community/sdk/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb	1872
notebooks/community/tensorboard/get_started.ipynb	477
notebooks/community/vertex_endpoints/find_ideal_machine_type/find_ideal_machine_type.ipynb	1085
notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/benchmark.py	118
notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/bert_optimized_online_prediction.ipynb	2124
notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/t5x_base_optimized_online_prediction.ipynb	1569
notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/tabular_optimized_online_prediction.ipynb	2618
notebooks/community/vertex_endpoints/tf_hub_obj_detection/deploy_tfhub_object_detection_on_vertex_endpoints.ipynb	1317
notebooks/community/vertex_endpoints/torchserve/dreambooth_stablediffusion.ipynb	987
notebooks/community/vision/image_warehouse_sdk.ipynb	1115
notebooks/community/vision/video_warehouse_curl.ipynb	2046
notebooks/community/vision/video_warehouse_sdk.ipynb	831
notebooks/community/vizier/conversions_vertex_vizier_and_open_source_vizier.ipynb	619
notebooks/community/workbench/telecom-subscriber-churn-prediction.ipynb	1614
notebooks/notebook_template.ipynb	231
notebooks/notebook_template_review.py	1000
notebooks/official/automl/automl-tabular-classification.ipynb	581
notebooks/official/automl/automl-text-classification.ipynb	920
notebooks/official/automl/automl_forecasting_on_vertex_pipelines.ipynb	1801
notebooks/official/automl/automl_image_classification_batch_prediction.ipynb	822
notebooks/official/automl/automl_image_classification_online_prediction.ipynb	737
notebooks/official/automl/automl_image_object_detection_export_edge.ipynb	843
notebooks/official/automl/automl_image_object_detection_online_prediction.ipynb	853
notebooks/official/automl/automl_tabular_on_vertex_pipelines.ipynb	935
notebooks/official/automl/automl_text_sentiment_analysis_batch_prediction.ipynb	834
notebooks/official/automl/get_started_automl_training.ipynb	2329
notebooks/official/automl/sdk_automl_forecasting_hierarchical_batch.ipynb	1015
notebooks/official/automl/sdk_automl_image_object_detection_batch.ipynb	939
notebooks/official/automl/sdk_automl_tabular_forecasting_batch.ipynb	866
notebooks/official/automl/sdk_automl_tabular_regression_batch_bq.ipynb	771
notebooks/official/automl/sdk_automl_tabular_regression_online_bq.ipynb	702
notebooks/official/automl/sdk_automl_text_sentiment_analysis_online.ipynb	773
notebooks/official/automl/sdk_automl_video_action_recognition_batch.ipynb	787
notebooks/official/automl/sdk_automl_video_classification_batch.ipynb	810
notebooks/official/automl/sdk_automl_video_object_tracking_batch.ipynb	819
notebooks/official/bigquery_ml/get_started_with_bqml_training.ipynb	1264
notebooks/official/custom/SDK_Custom_Container_Prediction.ipynb	1155
notebooks/official/custom/custom-tabular-bq-managed-dataset.ipynb	952
notebooks/official/custom/custom_training_container_and_model_registry.ipynb	954
notebooks/official/custom/custom_training_tensorboard_profiler.ipynb	927
notebooks/official/custom/get_started_vertex_training_xgboost.ipynb	941
notebooks/official/custom/get_started_with_vertex_endpoint_and_shared_vm.ipynb	1355
notebooks/official/custom/sdk-custom-image-classification-batch.ipynb	943
notebooks/official/custom/sdk-custom-image-classification-online.ipynb	863
notebooks/official/datasets/get_started_bq_datasets.ipynb	1045
notebooks/official/datasets/get_started_with_data_labeling.ipynb	945
notebooks/official/experiments/build_model_experimentation_lineage_with_prebuild_code.ipynb	1030
notebooks/official/experiments/comparing_local_trained_models.ipynb	790
notebooks/official/experiments/comparing_pipeline_runs.ipynb	910
notebooks/official/experiments/delete_outdated_tensorboard_experiments.ipynb	569
notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb	826
notebooks/official/experiments/get_started_with_vertex_experiments.ipynb	1470
notebooks/official/experiments/get_started_with_vertex_experiments_autologging.ipynb	1151
notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb	751
notebooks/official/explainable_ai/sdk_automl_tabular_classification_online_explain.ipynb	859
notebooks/official/explainable_ai/sdk_custom_image_classification_batch_explain.ipynb	1551
notebooks/official/explainable_ai/sdk_custom_image_classification_online_explain.ipynb	1597
notebooks/official/explainable_ai/sdk_custom_tabular_regression_batch_explain.ipynb	1420
notebooks/official/explainable_ai/sdk_custom_tabular_regression_online_explain.ipynb	1537
notebooks/official/explainable_ai/sdk_custom_tabular_regression_online_explain_get_metadata.ipynb	1463
notebooks/official/explainable_ai/xai_image_classification_feature_attributions.ipynb	914
notebooks/official/feature_store/feature_monitoring_with_feature_registry.ipynb	953
notebooks/official/feature_store/offline_feature_serving_from_bigquery_with_feature_registry.ipynb	598
notebooks/official/feature_store/online_feature_serving_and_vector_retrieval_bigquery_data_with_feature_store.ipynb	1213
notebooks/official/feature_store/online_feature_serving_fetching_multiple_entities.ipynb	1047
notebooks/official/feature_store/vertex_ai_feature_store_based_llm_grounding_tutorial.ipynb	1190
notebooks/official/feature_store/vertex_ai_feature_store_feature_view_service_agents.ipynb	829
notebooks/official/feature_store/vertex_ai_feature_store_iam_policy.ipynb	709
notebooks/official/feature_store/vertex_ai_feature_store_update_feature_monitor_feature_group_iam_and_service_agent.ipynb	660
notebooks/official/feature_store_legacy/feature_store_streaming_ingestion_sdk.ipynb	710
notebooks/official/feature_store_legacy/sdk-feature-store-pandas.ipynb	1147
notebooks/official/feature_store_legacy/sdk-feature-store.ipynb	1292
notebooks/official/forecasting/starry_net_pipeline.ipynb	1085
notebooks/official/generative_ai/ai21labs_intro.ipynb	831
notebooks/official/generative_ai/anthropic_claude_3_intro.ipynb	988
notebooks/official/generative_ai/cambai_intro.ipynb	815
notebooks/official/generative_ai/mistralai_intro.ipynb	1353
notebooks/official/generative_ai/nvidia_nim_vertexai.ipynb	764
notebooks/official/generative_ai/qodo_intro.ipynb	984
notebooks/official/generative_ai/text_embedding_api_semantic_search_with_scann.ipynb	513
notebooks/official/generative_ai/text_embedding_new_api.ipynb	392
notebooks/official/generative_ai/text_embeddings.ipynb	430
notebooks/official/generative_ai/tuned_text-embeddings.ipynb	589
notebooks/official/generative_ai/vertex_sdk_llm_snippets.ipynb	701
notebooks/official/migration/sdk-automl-image-classification-batch-online.ipynb	1220
notebooks/official/migration/sdk-automl-tabular-binary-classification-online-prediction.ipynb	1187
notebooks/official/migration/sdk-automl-text-classification-batch-prediction.ipynb	1212
notebooks/official/migration/sdk-automl-text-sentiment-analysis-batch-prediction.ipynb	1436
notebooks/official/migration/sdk-custom-image-classification-custom-container.ipynb	1721
notebooks/official/migration/sdk-custom-scikit-learn-prebuilt-container.ipynb	1397
notebooks/official/migration/sdk-custom-xgboost-prebuilt-container.ipynb	1170
notebooks/official/migration/sdk-hyperparameter-tuning.ipynb	1111
notebooks/official/ml_metadata/get_started_with_google_artifact_registry.ipynb	481
notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb	804
notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-locally-trained-models.ipynb	717
notebooks/official/ml_metadata/vertex-pipelines-ml-metadata.ipynb	1180
notebooks/official/model_evaluation/automl_tabular_classification_model_evaluation.ipynb	988
notebooks/official/model_evaluation/automl_tabular_regression_model_evaluation.ipynb	1003
notebooks/official/model_evaluation/automl_text_classification_model_evaluation.ipynb	1381
notebooks/official/model_evaluation/automl_video_classification_model_evaluation.ipynb	952
notebooks/official/model_evaluation/custom_tabular_classification_model_evaluation.ipynb	1576
notebooks/official/model_evaluation/custom_tabular_regression_model_evaluation.ipynb	1640
notebooks/official/model_evaluation/get_started_with_custom_model_evaluation_import.ipynb	798
notebooks/official/model_evaluation/model_based_llm_evaluation/autosxs_llm_evaluation_for_summarization_task.ipynb	784
notebooks/official/model_monitoring/batch_prediction_model_monitoring.ipynb	902
notebooks/official/model_monitoring/get_started_with_model_monitoring_automl.ipynb	1298
notebooks/official/model_monitoring/get_started_with_model_monitoring_custom.ipynb	1432
notebooks/official/model_monitoring/get_started_with_model_monitoring_custom_tf_serving.ipynb	1646
notebooks/official/model_monitoring/get_started_with_model_monitoring_setup.ipynb	1466
notebooks/official/model_monitoring/get_started_with_model_monitoring_xgboost.ipynb	1255
notebooks/official/model_monitoring/model_monitoring.ipynb	1249
notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_batch_prediction_job.ipynb	1285
notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb	1550
notebooks/official/model_monitoring_v2/model_monitoring_for_model_outside_vertex.ipynb	1240
notebooks/official/model_registry/get_started_with_model_registry.ipynb	1023
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_logistic_regression_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	47
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	60
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	71
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	62
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	130
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_linear_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	39
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	50
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	62
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	53
notebooks/official/pipelines/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	118
notebooks/official/pipelines/automl_tabular_classification_beans.ipynb	972
notebooks/official/pipelines/challenger_vs_blessed_deployment_method.ipynb	1187
notebooks/official/pipelines/control_flow_kfp.ipynb	668
notebooks/official/pipelines/custom_model_training_and_batch_prediction.ipynb	1157
notebooks/official/pipelines/custom_tabular_train_batch_pred_bq_pipeline.ipynb	1236
notebooks/official/pipelines/get_started_with_hpt_pipeline_components.ipynb	1445
notebooks/official/pipelines/get_started_with_machine_management.ipynb	1133
notebooks/official/pipelines/google_cloud_pipeline_components_TPU_model_train_upload_deploy.ipynb	1262
notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb	726
notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb	701
notebooks/official/pipelines/google_cloud_pipeline_components_automl_text.ipynb	739
notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb	1511
notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb	751
notebooks/official/pipelines/google_cloud_pipeline_components_model_upload_predict_evaluate.ipynb	890
notebooks/official/pipelines/lightweight_functions_component_io_kfp.ipynb	801
notebooks/official/pipelines/metrics_viz_run_compare_kfp.ipynb	943
notebooks/official/pipelines/multicontender_vs_champion_deployment_method.ipynb	1262
notebooks/official/pipelines/pipelines_intro_kfp.ipynb	1027
notebooks/official/pipelines/rapid_prototyping_bqml_automl.ipynb	1634
notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb	1406
notebooks/official/prediction/get_started_with_psc_private_endpoint.ipynb	757
notebooks/official/prediction/get_started_with_raw_predict.ipynb	701
notebooks/official/prediction/get_started_with_tf_serving.ipynb	1288
notebooks/official/prediction/get_started_with_vertex_private_endpoints.ipynb	1194
notebooks/official/prediction/llm_streaming_prediction.ipynb	759
notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb	842
notebooks/official/prediction/pytorch_train_deploy_models_with_prebuilt_containers.ipynb	1107
notebooks/official/prediction/sdk_private_endpoint.ipynb	975
notebooks/official/ray_on_vertex_ai/get_started_with_pytorch_rov.ipynb	1582
notebooks/official/ray_on_vertex_ai/ray_cluster_management.ipynb	745
notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb	1442
notebooks/official/reduction_server/pytorch_distributed_training_reduction_server.ipynb	953
notebooks/official/sdk/SDK_AutoML_Video_Classification.ipynb	814
notebooks/official/sdk/SDK_Custom_Training_Python_Package_Managed_Text_Dataset_Tensorflow_Serving_Container.ipynb	1519
notebooks/official/tabnet/ai-explanations-tabnet-algorithm.ipynb	544
notebooks/official/tabular_workflows/bqml_arima_plus.ipynb	1127
notebooks/official/tabular_workflows/prophet_on_vertex_pipelines.ipynb	1184
notebooks/official/tabular_workflows/tabnet_on_vertex_pipelines.ipynb	1108
notebooks/official/tabular_workflows/wide_and_deep_on_vertex_pipelines.ipynb	977
notebooks/official/tensorboard/tensorboard_custom_training_with_custom_container.ipynb	860
notebooks/official/tensorboard/tensorboard_custom_training_with_prebuilt_container.ipynb	809
notebooks/official/tensorboard/tensorboard_hyperparameter_tuning_with_hparams.ipynb	632
notebooks/official/tensorboard/tensorboard_profiler_custom_training.ipynb	918
notebooks/official/tensorboard/tensorboard_profiler_custom_training_with_prebuilt_container.ipynb	852
notebooks/official/tensorboard/tensorboard_vertex_ai_pipelines_integration.ipynb	866
notebooks/official/training/distributed_hyperparameter_tuning.ipynb	720
notebooks/official/training/get_started_vertex_training_lightgbm.ipynb	1803
notebooks/official/training/get_started_with_vertex_distributed_training.ipynb	1933
notebooks/official/training/hyperparameter_tuning_tensorflow.ipynb	1035
notebooks/official/training/hyperparameter_tuning_xgboost.ipynb	981
notebooks/official/training/multi_node_ddp_gloo_vertex_training_with_custom_container.ipynb	1272
notebooks/official/training/multi_node_ddp_nccl_vertex_training_with_custom_container.ipynb	1264
notebooks/official/training/pytorch-text-sentiment-classification-custom-train-deploy.ipynb	1830
notebooks/official/training/pytorch_gcs_data_training.ipynb	1019
notebooks/official/training/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb	1832
notebooks/official/training/tpuv5e_gemma_peft_finetuning_and_serving.ipynb	1443
notebooks/official/training/tpuv5e_llama2_pytorch_finetuning_and_serving.ipynb	1537
notebooks/official/training/xgboost_data_parallel_training_on_cpu_using_dask.ipynb	1133
notebooks/official/vector_search/sdk_vector_search_create_multimodal_embeddings.ipynb	1389
notebooks/official/vector_search/sdk_vector_search_create_stack_overflow_embeddings.ipynb	1146
notebooks/official/vector_search/sdk_vector_search_create_stack_overflow_embeddings_vertex.ipynb	1001
notebooks/official/vector_search/sdk_vector_search_for_indexing.ipynb	1058
notebooks/official/vizier/gapic-vizier-multi-objective-optimization.ipynb	533
notebooks/official/vizier/get_started_vertex_vizier.ipynb	1544
notebooks/official/workbench/ads_targetting/training-multi-class-classification-model-for-ads-targeting-usecase.ipynb	859
notebooks/official/workbench/chicago_taxi_fare_prediction/chicago_taxi_fare_prediction.ipynb	1486
notebooks/official/workbench/demand_forecasting/forecasting-retail-demand.ipynb	2256
notebooks/official/workbench/exploratory_data_analysis/explore_data_in_bigquery_with_workbench.ipynb	1852
notebooks/official/workbench/fraud_detection/fraud-detection-model.ipynb	1099
notebooks/official/workbench/gaming_churn_prediction/churn_prediction_for_game_developers.ipynb	2183
notebooks/official/workbench/inventory-prediction/inventory_prediction.ipynb	1493
notebooks/official/workbench/predictive_maintainance/predictive_maintenance_usecase.ipynb	1238
notebooks/official/workbench/pricing_optimization/pricing-optimization.ipynb	1770
notebooks/official/workbench/sentiment_analysis/Sentiment_Analysis.ipynb	1144
notebooks/official/workbench/spark/spark_bigquery.ipynb	1220
notebooks/official/workbench/spark/spark_ml.ipynb	1517