Path	Lines of Code
CONTRIBUTING.md	174
README.md	206
advanced_functionality/README.md	16
advanced_functionality/autogluon-tabular-containers/AutoGluon_Tabular_SageMaker_Containers.ipynb	812
advanced_functionality/autogluon-tabular-containers/README.md	4
advanced_functionality/autogluon-tabular/AutoGluon_Tabular_SageMaker.ipynb	954
advanced_functionality/autogluon-tabular/README.md	6
advanced_functionality/custom-training-containers/README.md	25
advanced_functionality/custom-training-containers/basic-training-container/notebook/basic_training_container.ipynb	239
advanced_functionality/custom-training-containers/framework-container/notebook/framework-container.ipynb	456
advanced_functionality/custom-training-containers/script-mode-container-2/notebook/script-mode-container-2.ipynb	467
advanced_functionality/custom-training-containers/script-mode-container/notebook/script-mode-container.ipynb	254
advanced_functionality/data_distribution_types/data_distribution_types.ipynb	866
advanced_functionality/distributed_tensorflow_mask_rcnn/README.md	96
advanced_functionality/distributed_tensorflow_mask_rcnn/mask-rcnn-inference.ipynb	684
advanced_functionality/distributed_tensorflow_mask_rcnn/mask-rcnn-scriptmode-efs.ipynb	767
advanced_functionality/distributed_tensorflow_mask_rcnn/mask-rcnn-scriptmode-experiment-trials.ipynb	929
advanced_functionality/distributed_tensorflow_mask_rcnn/mask-rcnn-scriptmode-fsx.ipynb	775
advanced_functionality/distributed_tensorflow_mask_rcnn/mask-rcnn-scriptmode-s3.ipynb	669
advanced_functionality/fairseq_translation/README.md	10
advanced_functionality/fairseq_translation/fairseq_sagemaker_distributed_translate_de2en.ipynb	351
advanced_functionality/fairseq_translation/fairseq_sagemaker_pretrained_en2fr.ipynb	236
advanced_functionality/fairseq_translation/fairseq_sagemaker_translate_de2en.ipynb	347
advanced_functionality/fairseq_translation/fairseq_sagemaker_translate_en2fr.ipynb	340
advanced_functionality/fastai_oxford_pets/daemon.json	9
advanced_functionality/fastai_oxford_pets/fastai_lesson1_sagemaker_example.ipynb	406
advanced_functionality/handling_kms_encrypted_data/handling_kms_encrypted_data.ipynb	621
advanced_functionality/jax_bring_your_own/train_deploy_jax.ipynb	357
advanced_functionality/kmeans_bring_your_own_model/README.md	2
advanced_functionality/kmeans_bring_your_own_model/kmeans_bring_your_own_model.ipynb	421
advanced_functionality/multi-container-endpoint/direct-invocation/multi-container-direct-invocation.ipynb	936
advanced_functionality/multi-container-endpoint/direct-invocation/utils/config.json	3
advanced_functionality/multi_model_bring_your_own/multi_model_endpoint_bring_your_own.ipynb	582
advanced_functionality/multi_model_linear_learner_home_value/linear_learner_multi_model_endpoint_inf_pipeline.ipynb	1276
advanced_functionality/multi_model_pytorch/pytorch_multi_model_endpoint.ipynb	573
advanced_functionality/multi_model_sklearn_home_value/sklearn_multi_model_endpoint_home_value.ipynb	1613
advanced_functionality/multi_model_xgboost_home_value/xgboost_multi_model_endpoint_home_value.ipynb	1595
advanced_functionality/parquet_to_recordio_protobuf/parquet_to_recordio_protobuf.ipynb	401
advanced_functionality/pipe_bring_your_own/README.md	5
advanced_functionality/pipe_bring_your_own/pipe_bring_your_own.ipynb	333
advanced_functionality/pytorch_bring_your_own_gan/build_gan_with_pytorch.ipynb	928
advanced_functionality/pytorch_deploy_pretrained_bert_model/pytorch_deploy_pretrained_bert_model.ipynb	426
advanced_functionality/pytorch_extending_our_containers/pytorch_extending_our_containers.ipynb	719
advanced_functionality/pytorch_extending_our_containers/utils/daemon.json	9
advanced_functionality/scikit_bring_your_own/container/ReadMe.md	47
advanced_functionality/scikit_bring_your_own/container/local_test/test_dir/input/config/hyperparameters.json	1
advanced_functionality/scikit_bring_your_own/container/local_test/test_dir/input/config/resourceConfig.json	1
advanced_functionality/scikit_bring_your_own/scikit_bring_your_own.ipynb	643
advanced_functionality/scikit_learn_bring_your_own_model/scikit_learn_bring_your_own_model.ipynb	494
advanced_functionality/search/ml_experiment_management_using_search.ipynb	759
advanced_functionality/tensorflow_bring_your_own/tensorflow_bring_your_own.ipynb	649
advanced_functionality/tensorflow_bring_your_own/utils/daemon.json	9
advanced_functionality/tensorflow_iris_byom/tensorflow_BYOM_iris.ipynb	346
advanced_functionality/xgboost_bring_your_own_model/README.md	2
advanced_functionality/xgboost_bring_your_own_model/xgboost_bring_your_own_model.ipynb	513
async-inference/Async-Inference-Walkthrough.ipynb	683
async-inference/HuggingFace-Async-Inference-Walkthrough.ipynb	498
autopilot/autopilot_california_housing.ipynb	906
autopilot/autopilot_customer_churn_high_level_with_evaluation.ipynb	960
autopilot/custom-feature-selection/Feature_selection_autopilot.ipynb	855
autopilot/index.rst	17
autopilot/model-explainability/explaining_customer_churn_model.ipynb	470
autopilot/sagemaker_autopilot_abalone_parquet_input.ipynb	195
autopilot/sagemaker_autopilot_direct_marketing.ipynb	566
aws_marketplace/README.md	40
aws_marketplace/creating_marketplace_products/algorithms/Bring_Your_Own-Creating_Algorithm_and_Model_Package.ipynb	994
aws_marketplace/creating_marketplace_products/algorithms/container/ReadMe.md	47
aws_marketplace/creating_marketplace_products/algorithms/container/local_test/test_dir/input/config/hyperparameters.json	1
aws_marketplace/creating_marketplace_products/algorithms/container/local_test/test_dir/input/config/resourceConfig.json	1
aws_marketplace/creating_marketplace_products/models/build-model-package-for-listing-in-aws-marketplace.ipynb	1129
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/README.md	17
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/inference/input/batch/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/inference/input/real-time/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/inference/output/batch/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/inference/output/real-time/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/test/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/data/train/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm/Sample_Notebook_Template/title_of_your_product-Algorithm.ipynb	884
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/README.md	17
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/data/input/batch/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/data/input/real-time/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/data/output/batch/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/data/output/real-time/README.md	1
aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage/Sample_Notebook_Template/title_of_your_product-Model.ipynb	440
aws_marketplace/index.rst	94
aws_marketplace/using-open-source-model-packages/pytorch-ic-model/using-image-classification-models.ipynb	450
aws_marketplace/using_algorithms/amazon_demo_product/Using_Algorithm_Arn_From_AWS_Marketplace.ipynb	362
aws_marketplace/using_algorithms/autogluon/autogluon_tabular_marketplace.ipynb	426
aws_marketplace/using_algorithms/automl/AutoML_-_Train_multiple_models_in_parallel.ipynb	502
aws_marketplace/using_algorithms/automl/data/batch-transform/README.md	1
aws_marketplace/using_algorithms/automl/data/training/readme.md	1
aws_marketplace/using_algorithms/automl/model/Readme.md	1
aws_marketplace/using_algorithms/implicit_bpr/data/README.md	1
aws_marketplace/using_algorithms/implicit_bpr/recommender_system_with_implicit_bpr.ipynb	1010
aws_marketplace/using_data/image_classification_with_shutterstock_image_datasets/README.md	14
aws_marketplace/using_data/image_classification_with_shutterstock_image_datasets/image-classification-with-shutterstock-datasets.ipynb	532
aws_marketplace/using_model_packages/amazon_augmented_ai_with_aws_marketplace_ml_models/amazon_augmented_ai_with_aws_marketplace_ml_models.ipynb	785
aws_marketplace/using_model_packages/amazon_demo_product/Using_ModelPackage_Arn_From_AWS_Marketplace.ipynb	286
aws_marketplace/using_model_packages/auto_insurance/automating_auto_insurance_claim_processing.ipynb	456
aws_marketplace/using_model_packages/creative-writing-using-gpt-2-text-generation/creative-writing-using-gpt-2-text-generation.ipynb	1074
aws_marketplace/using_model_packages/data_quality_monitoring/monitoring_data_quality_of_models.ipynb	805
aws_marketplace/using_model_packages/evaluating_aws_marketplace_models_for_person_counting_use_case/evaluating_aws_marketplace_models_for_person_counting_use_case.ipynb	1547
aws_marketplace/using_model_packages/generic_sample_notebook/A_generic_sample_notebook_to_perform_inference_on_ML_model_packages_from_AWS_Marketplace.ipynb	938
aws_marketplace/using_model_packages/improving_industrial_workplace_safety/improving_industrial_workplace_safety.ipynb	1119
aws_marketplace/using_model_packages/improving_industrial_workplace_safety/video/snapshots/readme.md	1
aws_marketplace/using_model_packages/preprocessing-audio-data-using-a-machine-learning-model/preprocessing-audio-data-using-a-machine-learning-model.ipynb	911
aws_sagemaker_studio/frameworks/keras_pipe_mode_horovod/keras_pipe_mode_horovod_cifar10.ipynb	613
aws_sagemaker_studio/frameworks/mxnet_gluon_sentiment/mxnet_sentiment_analysis_with_gluon.ipynb	224
aws_sagemaker_studio/frameworks/mxnet_mnist/mxnet_mnist_with_batch_transform.ipynb	337
aws_sagemaker_studio/frameworks/mxnet_onnx_ei/mxnet_onnx_ei.ipynb	344
aws_sagemaker_studio/frameworks/tensorflow_mnist/tensorflow_mnist.ipynb	296
aws_sagemaker_studio/getting_started/README.md	26
aws_sagemaker_studio/getting_started/xgboost_customer_churn_studio.ipynb	3831
aws_sagemaker_studio/index.rst	32
aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone.ipynb	591
aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone_dist_script_mode.ipynb	570
aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_managed_spot_training.ipynb	340
aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_parquet_input_training.ipynb	295
aws_sagemaker_studio/sagemaker_algorithms/linear_learner_mnist/linear_learner_mnist.ipynb	501
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/gluoncv_ssd_mobilenet_studio/gluoncv_ssd_mobilenet_neo_studio.ipynb	453
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/imageclassification_caltech/Image-classification-fulltraining-highlevel-neo-studio.ipynb	724
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/pytorch_torchvision/pytorch_torchvision_neo_studio.ipynb	279
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/pytorch_vgg19_bn/pytorch-vgg19-bn-studio.ipynb	439
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/tensorflow_unet/sagemaker-neo-tf-unet.ipynb	606
aws_sagemaker_studio/sagemaker_neo_compilation_jobs/xgboost_customer_churn/xgboost_customer_churn_neo_studio.ipynb	724
aws_sagemaker_studio/sagemaker_studio_image_build/README.md	9
aws_sagemaker_studio/sagemaker_studio_image_build/tensorflow_bring_your_own/tensorflow_bring_your_own.ipynb	844
aws_sagemaker_studio/sagemaker_studio_image_build/tensorflow_bring_your_own/utils/daemon.json	9
aws_sagemaker_studio/sagemaker_studio_image_build/xgboost_bring_your_own/Batch_Transform_BYO_XGB.ipynb	1009
boto3/built-in-frameworks/scikit-learn/boto3_scikit_retrain_model_and_deploy_to_existing_endpoint/boto3_scikit_retrain_model_and_deploy_to_existing_endpoint.ipynb	891
boto3/index.rst	7
code_snippets/README.md	2
code_snippets/index.rst	7
config.json	3
contrib/index.rst	14
contrib/inference_pipeline_custom_containers/create-stack.json	10
contrib/inference_pipeline_custom_containers/inference-pipeline.ipynb	1124
contrib/template.ipynb	281
end_to_end/fraud_detection/1-data-prep-e2e.ipynb	1311
end_to_end/fraud_detection/2-lineage-train-assess-bias-tune-registry-e2e.ipynb	961
end_to_end/fraud_detection/4-deploy-run-inference-e2e.ipynb	555
end_to_end/fraud_detection/README.md	2
end_to_end/fraud_detection/clarify_output/bias_1/analysis.json	126
end_to_end/fraud_detection/clarify_output/bias_2/analysis.json	126
end_to_end/fraud_detection/clarify_output/explainability/analysis.json	57
end_to_end/fraud_detection/config/analysis_config.json	1
end_to_end/fraud_detection/index.rst	21
end_to_end/fraud_detection/training_metrics.json	1
end_to_end/music_recommendation/00_overview_arch_data.ipynb	419
end_to_end/music_recommendation/02a_export_fg_tracks.ipynb	838
end_to_end/music_recommendation/02b_export_fg_5star_features.ipynb	762
end_to_end/music_recommendation/02c_export_fg_ratings.ipynb	706
end_to_end/music_recommendation/04_deploy_infer_explain.ipynb	567
end_to_end/music_recommendation/05_model_monitor.ipynb	494
end_to_end/music_recommendation/06_pipeline.ipynb	1021
end_to_end/music_recommendation/07_clean_up.ipynb	187
end_to_end/music_recommendation/README.md	53
end_to_end/music_recommendation/index.rst	16
end_to_end/nlp_mlops_company_sentiment/01_nlp_setup_company_earnings_analysis.ipynb	286
end_to_end/nlp_mlops_company_sentiment/02_nlp_company_earnings_analysis_pipeline.ipynb	1208
end_to_end/nlp_mlops_company_sentiment/README.md	26
end_to_end/nlp_mlops_company_sentiment/index.rst	6
frameworks/mxnet/code/config.json	3
frameworks/mxnet/get_started_mnist_deploy.ipynb	541
frameworks/mxnet/get_started_mnist_train.ipynb	331
frameworks/pytorch/code/config.json	3
frameworks/pytorch/get_started_mnist_train.ipynb	370
frameworks/pytorch/utils/config.json	3
frameworks/tensorflow/code/config.json	3
frameworks/tensorflow/get_started_mnist_deploy.ipynb	300
frameworks/tensorflow/get_started_mnist_train.ipynb	385
frameworks/tensorflow/utils/config.json	3
frameworks/utils/config.json	3
get_started/index.rst	48
ground_truth_labeling_jobs/3d_point_cloud_demo/create-3D-pointcloud-labeling-job.ipynb	786
ground_truth_labeling_jobs/3d_point_cloud_input_data_processing/3D-point-cloud-input-data-processing.ipynb	1045
ground_truth_labeling_jobs/README.md	13
ground_truth_labeling_jobs/annotation_consolidation/ACSBlogPost.ipynb	1093
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning.ipynb	1091
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/container/local_test/input.json	3
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/container/local_test/test_dir/input/config/hyperparameters.json	1
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/container/local_test/test_dir/input/config/resourceConfig.json	1
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/src/README.md	32
ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/src/pytest.ini	2
ground_truth_labeling_jobs/data_analysis_of_ground_truth_image_classification_output/data_analysis_of_ground_truth_image_classification_output.ipynb	364
ground_truth_labeling_jobs/from_unlabeled_data_to_deployed_machine_learning_model_ground_truth_demo_image_classification/from_unlabeled_data_to_deployed_machine_learning_model_ground_truth_demo_image_classification.ipynb	1766
ground_truth_labeling_jobs/ground_truth_conversion_scripts/GT_semantic_segmentation_to_COCO.ipynb	418
ground_truth_labeling_jobs/ground_truth_object_detection_tutorial/object_detection_tutorial.ipynb	2054
ground_truth_labeling_jobs/ground_truth_streaming_labeling_jobs/ground_truth_create_chained_streaming_labeling_job.ipynb	1782
ground_truth_labeling_jobs/ground_truth_streaming_labeling_jobs/ground_truth_create_streaming_labeling_job.ipynb	1012
ground_truth_labeling_jobs/labeling_adjustment_job_adaptation/labeling_adjustment_job_adaptation.ipynb	272
ground_truth_labeling_jobs/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/README.md	56
ground_truth_labeling_jobs/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/sagemaker_ground_truth_workflows.ipynb	801
ground_truth_labeling_jobs/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/boto3_layer/README.md	12
ground_truth_labeling_jobs/object_detection_augmented_manifest_training/object_detection_augmented_manifest_training.ipynb	367
ground_truth_labeling_jobs/pretrained_model/pretrained_model_labeling_tutorial.ipynb	1403
ground_truth_labeling_jobs/video_annotations_quality_assessment/Ground_Truth_Video_Quality_Metrics.ipynb	1392
ground_truth_labeling_jobs/video_annotations_quality_assessment/README.md	7
ground_truth_labeling_jobs/worker_labeling_efficiency/Identify Worker Accuracy.ipynb	435
hyperparameter_tuning/analyze_results/HPO_Analyze_TuningJob_Results.ipynb	251
hyperparameter_tuning/blazingtext_text_classification_20_newsgroups/hpo_blazingtext_text_classification_20_newsgroups.ipynb	1139
hyperparameter_tuning/huggingface_multiclass_text_classification_20_newsgroups/hpo_huggingface_text_classification_20_newsgroups.ipynb	1377
hyperparameter_tuning/image_classification_early_stopping/hpo_image_classification_early_stopping.ipynb	410
hyperparameter_tuning/image_classification_warmstart/hpo_image_classification_warmstart.ipynb	724
hyperparameter_tuning/keras_bring_your_own/hpo_bring_your_own_keras_container.ipynb	475
hyperparameter_tuning/mxnet_mnist/hpo_mxnet_mnist.ipynb	305
hyperparameter_tuning/r_bring_your_own/tune_r_bring_your_own.ipynb	381
hyperparameter_tuning/rapids_bring_your_own/rapids_sagemaker_hpo.ipynb	1390
hyperparameter_tuning/tensorflow2_mnist/hpo_tensorflow2_mnist.ipynb	366
hyperparameter_tuning/tensorflow_mnist/hpo_tensorflow_mnist.ipynb	368
hyperparameter_tuning/xgboost_direct_marketing/hpo_xgboost_direct_marketing_sagemaker_APIs.ipynb	516
hyperparameter_tuning/xgboost_direct_marketing/hpo_xgboost_direct_marketing_sagemaker_python_sdk.ipynb	478
index.rst	96
inference/bring_your_own_container.rst	28
inference/data_types.rst	22
inference/endpoints.rst	14
inference/index.rst	59
ingest_data/011_Ingest_tabular_data_v1.ipynb	245
ingest_data/012_Ingest_text_data_v2.ipynb	1034
ingest_data/013_Ingest_image_data_v1.ipynb	249
ingest_data/02_Ingest_data_with_Athena_v1.ipynb	582
ingest_data/03_Ingest_data_with_Redshift_v3.ipynb	1184
ingest_data/04_Ingest_data_with_EMR.ipynb	188
ingest_data/index.rst	42
introduction_to_amazon_algorithms/README.md	21
introduction_to_amazon_algorithms/blazingtext_hosting_pretrained_fasttext/blazingtext_hosting_pretrained_fasttext.ipynb	557
introduction_to_amazon_algorithms/blazingtext_text_classification_dbpedia/blazingtext_text_classification_dbpedia.ipynb	550
introduction_to_amazon_algorithms/blazingtext_word2vec_subwords_text8/blazingtext_word2vec_subwords_text8.ipynb	566
introduction_to_amazon_algorithms/blazingtext_word2vec_text8/blazingtext_word2vec_text8.ipynb	521
introduction_to_amazon_algorithms/deepar_electricity/DeepAR-Electricity.ipynb	1194
introduction_to_amazon_algorithms/deepar_synthetic/deepar_synthetic.ipynb	553
introduction_to_amazon_algorithms/factorization_machines_mnist/factorization_machines_mnist.ipynb	445
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining-elastic-inference.ipynb	893
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining-highlevel.ipynb	687
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining.ipynb	1276
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-incremental-training-highlevel.ipynb	711
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-lst-format-highlevel.ipynb	725
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-lst-format.ipynb	1400
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-transfer-learning-highlevel.ipynb	652
introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-transfer-learning.ipynb	1283
introduction_to_amazon_algorithms/imageclassification_caltech/README.md	12
introduction_to_amazon_algorithms/imageclassification_mscoco_multi_label/Image-classification-multilabel-lst.ipynb	517
introduction_to_amazon_algorithms/imageclassification_mscoco_multi_label/README.md	2
introduction_to_amazon_algorithms/ipinsights_login/ipinsights-tutorial.ipynb	1075
introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb	617
introduction_to_amazon_algorithms/lda_topic_modeling/README.md	19
introduction_to_amazon_algorithms/linear_learner_abalone/Linear_Learner_Regression_csv_format.ipynb	643
introduction_to_amazon_algorithms/linear_learner_mnist/linear_learner_mnist.ipynb	419
introduction_to_amazon_algorithms/linear_learner_mnist/linear_learner_mnist_with_file_system_data_source.ipynb	182
introduction_to_amazon_algorithms/ntm_synthetic/ntm_synthetic.ipynb	559
introduction_to_amazon_algorithms/object2vec_movie_recommendation/object2vec_movie_recommendation.ipynb	1201
introduction_to_amazon_algorithms/object2vec_sentence_similarity/object2vec_sentence_similarity.ipynb	1748
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sagemaker-python-sdk/dgl_gcmc/mxnet_gcmc_hypertune.ipynb	305
sagemaker-python-sdk/dgl_gcn/README.md	30
sagemaker-python-sdk/dgl_gcn/mxnet_gcn.ipynb	166
sagemaker-python-sdk/dgl_gcn/mxnet_gcn_hypertune.ipynb	291
sagemaker-python-sdk/dgl_gcn/pytorch_gcn.ipynb	151
sagemaker-python-sdk/dgl_gcn/pytorch_gcn_hypertune.ipynb	285
sagemaker-python-sdk/dgl_gcn_tox21/README.md	25
sagemaker-python-sdk/dgl_gcn_tox21/pytorch-gcn-tox21-hypertune.ipynb	269
sagemaker-python-sdk/dgl_gcn_tox21/pytorch-gcn-tox21.ipynb	214
sagemaker-python-sdk/keras_script_mode_pipe_mode_horovod/tensorflow_keras_CIFAR10.ipynb	715
sagemaker-python-sdk/managed_spot_training_mxnet/managed_spot_training_mxnet.ipynb	195
sagemaker-python-sdk/managed_spot_training_tensorflow_estimator/managed_spot_training_tensorflow_estimator.ipynb	201
sagemaker-python-sdk/mxnet_gluon_embedding_server/mxnet_embedding_server.ipynb	650
sagemaker-python-sdk/mxnet_gluon_mnist/daemon.json	9
sagemaker-python-sdk/mxnet_gluon_mnist/mxnet_mnist_with_gluon.ipynb	291
sagemaker-python-sdk/mxnet_gluon_mnist/mxnet_mnist_with_gluon_local_mode.ipynb	323
sagemaker-python-sdk/mxnet_gluon_sentiment/mxnet_sentiment_analysis_with_gluon.ipynb	224
sagemaker-python-sdk/mxnet_horovod_fasterrcnn/horovod_deployment_notebook.ipynb	415
sagemaker-python-sdk/mxnet_horovod_maskrcnn/horovod_deployment_notebook.ipynb	415
sagemaker-python-sdk/mxnet_mnist/mxnet_mnist_elastic_inference.ipynb	331
sagemaker-python-sdk/mxnet_mnist/mxnet_mnist_elastic_inference_local.ipynb	354
sagemaker-python-sdk/mxnet_mnist/mxnet_mnist_with_batch_transform.ipynb	337
sagemaker-python-sdk/mxnet_onnx_eia/mxnet_onnx_eia.ipynb	364
sagemaker-python-sdk/mxnet_onnx_export/mxnet_onnx_export.ipynb	178
sagemaker-python-sdk/mxnet_onnx_superresolution/mxnet_onnx.ipynb	359
sagemaker-python-sdk/pytorch_batch_inference/sagemaker_batch_inference_torchserve.ipynb	300
sagemaker-python-sdk/pytorch_cnn_cifar10/daemon.json	9
sagemaker-python-sdk/pytorch_cnn_cifar10/pytorch_local_mode_cifar10.ipynb	307
sagemaker-python-sdk/pytorch_horovod_mnist/pytorch_mnist_horovod.ipynb	311
sagemaker-python-sdk/pytorch_lstm_word_language_model/pytorch_rnn.ipynb	387
sagemaker-python-sdk/pytorch_mnist/pytorch_mnist_elastic_inference.ipynb	535
sagemaker-python-sdk/scikit_learn_inference_pipeline/Inference Pipeline with Scikit-learn and Linear Learner.ipynb	563
sagemaker-python-sdk/scikit_learn_iris/scikit_learn_estimator_example_with_batch_transform.ipynb	477
sagemaker-python-sdk/scikit_learn_model_registry_batch_transform/scikit_learn_model_registry_batch_transform.ipynb	733
sagemaker-python-sdk/scikit_learn_randomforest/Sklearn_on_SageMaker_end2end.ipynb	637
sagemaker-python-sdk/sparkml_serving_emr_mleap_abalone/sparkml_serving_emr_mleap_abalone.ipynb	674
sagemaker-python-sdk/tensorflow-eager-script-mode/tf-eager-sm-scriptmode.ipynb	427
sagemaker-python-sdk/tensorflow_moving_from_framework_mode_to_script_mode/tensorflow_moving_from_framework_mode_to_script_mode.ipynb	276
sagemaker-python-sdk/tensorflow_script_mode_horovod/tensorflow_script_mode_horovod.ipynb	598
sagemaker-python-sdk/tensorflow_script_mode_horovod/vpc_infra_cfn.json	230
sagemaker-python-sdk/tensorflow_script_mode_pipe_mode/tensorflow_script_mode_pipe_mode.ipynb	195
sagemaker-python-sdk/tensorflow_script_mode_quickstart/daemon.json	9
sagemaker-python-sdk/tensorflow_script_mode_quickstart/tensorflow_script_mode_quickstart.ipynb	365
sagemaker-python-sdk/tensorflow_script_mode_training_and_serving/tensorflow_script_mode_training_and_serving.ipynb	368
sagemaker-python-sdk/tensorflow_script_mode_using_shell_commands/daemon.json	9
sagemaker-python-sdk/tensorflow_script_mode_using_shell_commands/tensorflow_script_mode_using_shell_commands.ipynb	367
sagemaker-python-sdk/tensorflow_serving_container/tensorflow_serving_container.ipynb	603
sagemaker-python-sdk/tensorflow_serving_using_elastic_inference_with_your_own_model/tensorflow_neo_compiled_model_elastic_inference.ipynb	229
sagemaker-python-sdk/tensorflow_serving_using_elastic_inference_with_your_own_model/tensorflow_serving_pretrained_model_elastic_inference.ipynb	226
sagemaker-python-sdk/upgrade_to_v2/upgrade_to_v2.ipynb	173
sagemaker-script-mode/index.rst	12
sagemaker-script-mode/sagemaker-script-mode.ipynb	660
sagemaker-spark/README.md	4
sagemaker-spark/index.rst	12
sagemaker-spark/pyspark_mnist/pyspark_mnist_custom_estimator.ipynb	351
sagemaker-spark/pyspark_mnist/pyspark_mnist_kmeans.ipynb	572
sagemaker-spark/pyspark_mnist/pyspark_mnist_pca_kmeans.ipynb	383
sagemaker-spark/pyspark_mnist/pyspark_mnist_pca_mllib_kmeans.ipynb	380
sagemaker-spark/pyspark_mnist/pyspark_mnist_xgboost.ipynb	295
sagemaker-training-compiler/huggingface/pytorch_multiple_gpu_multiple_node/language-modeling-multi-gpu-multi-node.ipynb	723
sagemaker-training-compiler/huggingface/pytorch_multiple_gpu_single_node/language-modeling-multi-gpu-single-node.ipynb	710
sagemaker-training-compiler/huggingface/pytorch_single_gpu_single_node/albert-base-v2/albert-base-v2.ipynb	1092
sagemaker-training-compiler/huggingface/pytorch_single_gpu_single_node/roberta-base/roberta-base.ipynb	863
sagemaker-training-compiler/index.rst	24
sagemaker-triton/nlp_bert/triton_nlp_bert.ipynb	727
sagemaker-triton/resnet50/triton_resnet50.ipynb	732
sagemaker_batch_transform/batch_transform_associate_predictions_with_input/Batch Transform - breast cancer prediction with high level SDK.ipynb	825
sagemaker_batch_transform/batch_transform_associate_predictions_with_input/Batch Transform - breast cancer prediction with lowel level SDK.ipynb	1257
sagemaker_batch_transform/index.rst	39
sagemaker_batch_transform/introduction_to_batch_transform/batch_transform_pca_dbscan_movie_clusters.ipynb	1032
sagemaker_batch_transform/pytorch_flores_batch_transform/docker/config.properties	8
sagemaker_batch_transform/pytorch_flores_batch_transform/sagemaker_batch_transform_torchserve.ipynb	361
sagemaker_batch_transform/tensorflow_cifar-10_with_inference_script/tensorflow-serving-cifar10-python-sdk.ipynb	514
sagemaker_batch_transform/working_with_tfrecords/tfrecord-transformer-container/ecr_policy.json	17
sagemaker_batch_transform/working_with_tfrecords/working-with-tfrecords.ipynb	384
sagemaker_edge_manager/README.md	11
sagemaker_edge_manager/sagemaker_edge_example/sagemaker_edge_example.ipynb	1696
sagemaker_edge_manager/sagemaker_edge_example/sagemaker_edge_greengrass_example.ipynb	1241
sagemaker_endpoints/a_b_testing/README.md	6
sagemaker_endpoints/a_b_testing/a_b_testing.ipynb	1442
sagemaker_model_monitor/fairness_and_explainability/SageMaker-Model-Monitor-Fairness-and-Explainability.ipynb	1265
sagemaker_model_monitor/index.rst	20
sagemaker_model_monitor/introduction/SageMaker-ModelMonitoring.ipynb	779
sagemaker_model_monitor/model_quality/model_quality_churn_sdk.ipynb	1103
sagemaker_model_monitor/tensorflow/SageMaker-Model-Monitor-tensorflow.ipynb	950
sagemaker_model_monitor/visualization/SageMaker-Model-Monitor-Visualize.ipynb	192
sagemaker_neo_compilation_jobs/README.md	8
sagemaker_neo_compilation_jobs/deploy_mxnet_model_on_Inf1_instance/mxnet_distributed_mnist_neo_inf1.ipynb	282
sagemaker_neo_compilation_jobs/deploy_pytorch_model_on_Inf1_instance/pytorch_torchvision_neo_on_Inf1.ipynb	516
sagemaker_neo_compilation_jobs/gluoncv_ssd_mobilenet/gluoncv_ssd_mobilenet_neo.ipynb	443
sagemaker_neo_compilation_jobs/gluoncv_yolo/gluoncv_yolo_neo.ipynb	483
sagemaker_neo_compilation_jobs/imageclassification_caltech/Image-classification-fulltraining-highlevel-neo.ipynb	724
sagemaker_neo_compilation_jobs/index.rst	23
sagemaker_neo_compilation_jobs/mxnet_mnist/mxnet_mnist_neo.ipynb	299
sagemaker_neo_compilation_jobs/pytorch_torchvision/pytorch_torchvision_neo.ipynb	269
sagemaker_neo_compilation_jobs/tensorflow_distributed_mnist/tensorflow_distributed_mnist_neo.ipynb	345
sagemaker_neo_compilation_jobs/tensorflow_unet/sagemaker-neo-tf-unet.ipynb	624
sagemaker_neo_compilation_jobs/xgboost_customer_churn/xgboost_customer_churn_neo.ipynb	950
sagemaker_processing/basic_sagemaker_data_processing/basic_sagemaker_processing.ipynb	166
sagemaker_processing/computer_vision/explainability_image_classification.ipynb	672
sagemaker_processing/fairness_and_explainability/fairness_and_explainability.ipynb	674
sagemaker_processing/fairness_and_explainability/fairness_and_explainability_byoc.ipynb	1310
sagemaker_processing/fairness_and_explainability/fairness_and_explainability_jsonlines_format.ipynb	705
sagemaker_processing/fairness_and_explainability/fairness_and_explainability_spark.ipynb	768
sagemaker_processing/fairness_and_explainability/text_explainability/text_explainability.ipynb	830
sagemaker_processing/feature_transformation_with_sagemaker_processing/container/hadoop-config/core-site.xml	19
sagemaker_processing/feature_transformation_with_sagemaker_processing/container/hadoop-config/hdfs-site.xml	16
sagemaker_processing/feature_transformation_with_sagemaker_processing/container/hadoop-config/yarn-site.xml	58
sagemaker_processing/feature_transformation_with_sagemaker_processing/feature_transformation_with_sagemaker_processing.ipynb	501
sagemaker_processing/feature_transformation_with_sagemaker_processing_dask/feature_transformation_with_sagemaker_processing_dask.ipynb	481
sagemaker_processing/index.rst	13
sagemaker_processing/scikit_learn_data_processing_and_model_evaluation/README.md	8
sagemaker_processing/scikit_learn_data_processing_and_model_evaluation/scikit_learn_data_processing_and_model_evaluation.ipynb	719
sagemaker_processing/spark_distributed_data_processing/sagemaker-spark-processing.ipynb	616
scientific_details_of_algorithms/README.md	5
scientific_details_of_algorithms/index.rst	24
scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb	1094
scientific_details_of_algorithms/lda_topic_modeling/README.md	19
scientific_details_of_algorithms/ntm_topic_modeling/ntm_wikitext.ipynb	717
scientific_details_of_algorithms/streaming_median/streamingMedian.py.ipynb	433
serverless-inference/Serverless-Inference-Walkthrough.ipynb	468
step-functions-data-science-sdk/automate_model_retraining_workflow/automate_model_retraining_workflow.ipynb	984
step-functions-data-science-sdk/hello_world_workflow/hello_world_workflow.ipynb	710
step-functions-data-science-sdk/index.rst	10
step-functions-data-science-sdk/machine_learning_workflow_abalone/machine_learning_workflow_abalone.ipynb	747
step-functions-data-science-sdk/step_functions_mlworkflow_processing/step_functions_mlworkflow_scikit_learn_data_processing_and_model_evaluation.ipynb	984
step-functions-data-science-sdk/training_pipeline_pytorch_mnist/training_pipeline_pytorch_mnist.ipynb	433
tox.ini	29
training/algorithms.rst	143
training/bring_your_own_container.rst	28
training/data_types.rst	23
training/distributed_training/index.rst	125
training/distributed_training/pytorch/data_parallel/bert/pytorch_smdataparallel_bert_demo.ipynb	324
training/distributed_training/pytorch/data_parallel/maskrcnn/pytorch_smdataparallel_maskrcnn_demo.ipynb	312
training/distributed_training/pytorch/data_parallel/mnist/infer_pytorch.ipynb	207
training/distributed_training/pytorch/data_parallel/mnist/pytorch_smdataparallel_mnist_demo.ipynb	205
training/distributed_training/pytorch/data_parallel/rnnt/RNNT_notebook.ipynb	372
training/distributed_training/pytorch/model_parallel/bert/README.md	2
training/distributed_training/pytorch/model_parallel/bert/bert_example/bert_config.json	13
training/distributed_training/pytorch/model_parallel/bert/smp_bert_tutorial.ipynb	361
training/distributed_training/pytorch/model_parallel/gpt2/smp-train-gpt-simple.ipynb	716
training/distributed_training/tensorflow/data_parallel/bert/tensorflow2_smdataparallel_bert_demo.ipynb	348
training/distributed_training/tensorflow/data_parallel/efficientnet/EfficientNet_Notebook.ipynb	400
training/distributed_training/tensorflow/data_parallel/maskrcnn/tensorflow2_smdataparallel_maskrcnn_demo.ipynb	347
training/distributed_training/tensorflow/data_parallel/mnist/tensorflow2_smdataparallel_mnist_demo.ipynb	271
training/distributed_training/tensorflow/model_parallel/mnist/tensorflow_smmodelparallel_mnist.ipynb	252
training/frameworks.rst	72
training/management.rst	21
training/tuning.rst	57
use-cases/computer_vision/2-metastases-detection-lineage-registry.ipynb	367
use-cases/computer_vision/4-metastases-detection-pipeline.ipynb	455
use-cases/computer_vision/README.md	13
use-cases/customer_churn/0_cust_churn_overview_dw.ipynb	1012
use-cases/customer_churn/1_cust_churn_dataprep.ipynb	1033
use-cases/customer_churn/README.md	46
use-cases/index.rst	35
use-cases/predictive_maintenance/0_usecase_and_architecture_predmaint.ipynb	167
use-cases/predictive_maintenance/1_dataprep_dw_job_predmaint.ipynb	476
use-cases/predictive_maintenance/3_train_tune_predict_predmaint.ipynb	1526
use-cases/predictive_maintenance/dw_flow/dw_job.ipynb	417
use-cases/product_ratings_with_pipelines/README.md	26
use-cases/retail_recommend/2_retail_recommend_train_tune.ipynb	920
use-cases/retail_recommend/README.md	59