├── Chapter02 ├── README.md ├── datascience-vpc.yaml ├── notebook-instance-environment.yaml ├── studio-domain.yaml └── studio-environment.yaml ├── Chapter03 ├── LabelData.ipynb ├── utils │ ├── cognito-helper.py │ └── sagemaker-helper.py └── workflow │ ├── post-multiple.py │ ├── post.py │ ├── pre.py │ └── ui.liquid.html ├── Chapter04 ├── PrepareData.ipynb ├── scripts │ └── preprocess.py └── spark-example.ipynb ├── Chapter05 ├── feature_store_apis.ipynb └── feature_store_train_deploy_models.ipynb ├── Chapter06 ├── DistributedTraining │ └── distrbuted-training.ipynb ├── Experiments │ └── Experiments.ipynb ├── HPO │ └── HPO.ipynb ├── code │ ├── csv_loader.py │ ├── csv_loader_pd.py │ ├── csv_loader_simple.py │ ├── model_pytorch.py │ ├── train_pytorch-dist.py │ ├── train_pytorch.py │ ├── train_pytorch_dist.py │ └── train_pytorch_model_dist.py └── train.ipynb ├── Chapter07 ├── code │ ├── csv_loader.py │ ├── csv_loader_pd.py │ ├── csv_loader_simple.py │ ├── model_pytorch.py │ ├── train_pytorch-dist.py │ ├── train_pytorch.py │ └── train_pytorch_dist.py ├── images │ ├── LossNotDecreasingRule.png │ └── RulesSummary.png ├── rules │ └── custom_rule.py ├── weather-prediction-debugger-profiler-with-rules.ipynb ├── weather-prediction-debugger-profiler.ipynb └── weather-prediction-debugger.ipynb ├── Chapter08 └── register-model.ipynb ├── Chapter09 └── a_b_deployment_with_production_variants.ipynb ├── Chapter10 ├── optimize.ipynb └── scripts │ └── preprocess_param.py ├── Chapter11 ├── README.md ├── bias_drift_monitoring │ ├── WeatherPredictionBiasDrift.ipynb │ ├── data │ │ ├── data-drift-baseline-data.csv │ │ └── t_file.csv │ └── model │ │ ├── WeatherPredictionFeatureAttributionDrift.ipynb │ │ ├── data │ │ ├── data-drift-baseline-data.csv │ │ └── t_file.csv │ │ ├── model │ │ └── weather-prediction-model.tar.gz │ │ └── weather-prediction-model.tar.gz ├── data_drift_monitoring │ ├── .DS_Store │ ├── WeatherPredictionDataDriftModelMonitoring.ipynb │ ├── data │ │ ├── data-drift-baseline-data.csv │ │ └── t_file.csv │ └── model │ │ └── weather-prediction-model.tar.gz ├── feature_attribution_drift_monitoring │ ├── WeatherPredictionFeatureAttributionDrift.ipynb │ ├── data │ │ ├── data-drift-baseline-data.csv │ │ └── t_file.csv │ └── model │ │ └── weather-prediction-model.tar.gz ├── model │ └── weather-prediction-model.tar.gz └── model_quality_monitoring │ ├── WeatherPredictionModelQualityMonitoring (1).ipynb │ ├── WeatherPredictionModelQualityMonitoring.ipynb │ ├── data │ ├── model-quality-baseline-data.csv │ ├── t_file.csv │ └── validation_data.csv │ ├── images │ ├── r2_Alarm.png │ └── r2_InsufficientData.png │ ├── model │ └── weather-prediction-model.tar.gz │ └── model_quality_churn_sdk.ipynb ├── LICENSE └── README.md /Chapter02/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter02/README.md -------------------------------------------------------------------------------- /Chapter02/datascience-vpc.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter02/datascience-vpc.yaml -------------------------------------------------------------------------------- /Chapter02/notebook-instance-environment.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter02/notebook-instance-environment.yaml -------------------------------------------------------------------------------- /Chapter02/studio-domain.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter02/studio-domain.yaml -------------------------------------------------------------------------------- /Chapter02/studio-environment.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter02/studio-environment.yaml -------------------------------------------------------------------------------- /Chapter03/LabelData.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/LabelData.ipynb -------------------------------------------------------------------------------- /Chapter03/utils/cognito-helper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/utils/cognito-helper.py -------------------------------------------------------------------------------- /Chapter03/utils/sagemaker-helper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/utils/sagemaker-helper.py -------------------------------------------------------------------------------- /Chapter03/workflow/post-multiple.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/workflow/post-multiple.py -------------------------------------------------------------------------------- /Chapter03/workflow/post.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/workflow/post.py -------------------------------------------------------------------------------- /Chapter03/workflow/pre.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/workflow/pre.py -------------------------------------------------------------------------------- /Chapter03/workflow/ui.liquid.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter03/workflow/ui.liquid.html -------------------------------------------------------------------------------- /Chapter04/PrepareData.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter04/PrepareData.ipynb -------------------------------------------------------------------------------- /Chapter04/scripts/preprocess.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter04/scripts/preprocess.py -------------------------------------------------------------------------------- /Chapter04/spark-example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter04/spark-example.ipynb -------------------------------------------------------------------------------- /Chapter05/feature_store_apis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter05/feature_store_apis.ipynb -------------------------------------------------------------------------------- /Chapter05/feature_store_train_deploy_models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter05/feature_store_train_deploy_models.ipynb -------------------------------------------------------------------------------- /Chapter06/DistributedTraining/distrbuted-training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/DistributedTraining/distrbuted-training.ipynb -------------------------------------------------------------------------------- /Chapter06/Experiments/Experiments.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/Experiments/Experiments.ipynb -------------------------------------------------------------------------------- /Chapter06/HPO/HPO.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/HPO/HPO.ipynb -------------------------------------------------------------------------------- /Chapter06/code/csv_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/csv_loader.py -------------------------------------------------------------------------------- /Chapter06/code/csv_loader_pd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/csv_loader_pd.py -------------------------------------------------------------------------------- /Chapter06/code/csv_loader_simple.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/csv_loader_simple.py -------------------------------------------------------------------------------- /Chapter06/code/model_pytorch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/model_pytorch.py -------------------------------------------------------------------------------- /Chapter06/code/train_pytorch-dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/train_pytorch-dist.py -------------------------------------------------------------------------------- /Chapter06/code/train_pytorch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/train_pytorch.py -------------------------------------------------------------------------------- /Chapter06/code/train_pytorch_dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/train_pytorch_dist.py -------------------------------------------------------------------------------- /Chapter06/code/train_pytorch_model_dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/code/train_pytorch_model_dist.py -------------------------------------------------------------------------------- /Chapter06/train.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter06/train.ipynb -------------------------------------------------------------------------------- /Chapter07/code/csv_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/csv_loader.py -------------------------------------------------------------------------------- /Chapter07/code/csv_loader_pd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/csv_loader_pd.py -------------------------------------------------------------------------------- /Chapter07/code/csv_loader_simple.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/csv_loader_simple.py -------------------------------------------------------------------------------- /Chapter07/code/model_pytorch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/model_pytorch.py -------------------------------------------------------------------------------- /Chapter07/code/train_pytorch-dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/train_pytorch-dist.py -------------------------------------------------------------------------------- /Chapter07/code/train_pytorch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/train_pytorch.py -------------------------------------------------------------------------------- /Chapter07/code/train_pytorch_dist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/code/train_pytorch_dist.py -------------------------------------------------------------------------------- /Chapter07/images/LossNotDecreasingRule.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/images/LossNotDecreasingRule.png -------------------------------------------------------------------------------- /Chapter07/images/RulesSummary.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/images/RulesSummary.png -------------------------------------------------------------------------------- /Chapter07/rules/custom_rule.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/rules/custom_rule.py -------------------------------------------------------------------------------- /Chapter07/weather-prediction-debugger-profiler-with-rules.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/weather-prediction-debugger-profiler-with-rules.ipynb -------------------------------------------------------------------------------- /Chapter07/weather-prediction-debugger-profiler.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/weather-prediction-debugger-profiler.ipynb -------------------------------------------------------------------------------- /Chapter07/weather-prediction-debugger.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter07/weather-prediction-debugger.ipynb -------------------------------------------------------------------------------- /Chapter08/register-model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter08/register-model.ipynb -------------------------------------------------------------------------------- /Chapter09/a_b_deployment_with_production_variants.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter09/a_b_deployment_with_production_variants.ipynb -------------------------------------------------------------------------------- /Chapter10/optimize.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter10/optimize.ipynb -------------------------------------------------------------------------------- /Chapter10/scripts/preprocess_param.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter10/scripts/preprocess_param.py -------------------------------------------------------------------------------- /Chapter11/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/README.md -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/WeatherPredictionBiasDrift.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/WeatherPredictionBiasDrift.ipynb -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/data/data-drift-baseline-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/data/data-drift-baseline-data.csv -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/data/t_file.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/data/t_file.csv -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/model/WeatherPredictionFeatureAttributionDrift.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/model/WeatherPredictionFeatureAttributionDrift.ipynb -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/model/data/data-drift-baseline-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/model/data/data-drift-baseline-data.csv -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/model/data/t_file.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/model/data/t_file.csv -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/model/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/model/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/bias_drift_monitoring/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/bias_drift_monitoring/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/data_drift_monitoring/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/data_drift_monitoring/.DS_Store -------------------------------------------------------------------------------- /Chapter11/data_drift_monitoring/WeatherPredictionDataDriftModelMonitoring.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/data_drift_monitoring/WeatherPredictionDataDriftModelMonitoring.ipynb -------------------------------------------------------------------------------- /Chapter11/data_drift_monitoring/data/data-drift-baseline-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/data_drift_monitoring/data/data-drift-baseline-data.csv -------------------------------------------------------------------------------- /Chapter11/data_drift_monitoring/data/t_file.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/data_drift_monitoring/data/t_file.csv -------------------------------------------------------------------------------- /Chapter11/data_drift_monitoring/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/data_drift_monitoring/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/feature_attribution_drift_monitoring/WeatherPredictionFeatureAttributionDrift.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/feature_attribution_drift_monitoring/WeatherPredictionFeatureAttributionDrift.ipynb -------------------------------------------------------------------------------- /Chapter11/feature_attribution_drift_monitoring/data/data-drift-baseline-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/feature_attribution_drift_monitoring/data/data-drift-baseline-data.csv -------------------------------------------------------------------------------- /Chapter11/feature_attribution_drift_monitoring/data/t_file.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/feature_attribution_drift_monitoring/data/t_file.csv -------------------------------------------------------------------------------- /Chapter11/feature_attribution_drift_monitoring/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/feature_attribution_drift_monitoring/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/WeatherPredictionModelQualityMonitoring (1).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/WeatherPredictionModelQualityMonitoring (1).ipynb -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/WeatherPredictionModelQualityMonitoring.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/WeatherPredictionModelQualityMonitoring.ipynb -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/data/model-quality-baseline-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/data/model-quality-baseline-data.csv -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/data/t_file.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/data/t_file.csv -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/data/validation_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/data/validation_data.csv -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/images/r2_Alarm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/images/r2_Alarm.png -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/images/r2_InsufficientData.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/images/r2_InsufficientData.png -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/model/weather-prediction-model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/model/weather-prediction-model.tar.gz -------------------------------------------------------------------------------- /Chapter11/model_quality_monitoring/model_quality_churn_sdk.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/Chapter11/model_quality_monitoring/model_quality_churn_sdk.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Amazon-SageMaker-Best-Practices/HEAD/README.md --------------------------------------------------------------------------------