├── CHANGELOG.md ├── LICENSE ├── README.md ├── sdkv1 ├── ch10 │ ├── debugger │ │ ├── Keras on Fashion-MNIST - Debugger.ipynb │ │ ├── XGBoost on Boston Housing Dataset.ipynb │ │ ├── fmnist-5.py │ │ └── housing.csv │ ├── model_tuning │ │ ├── Keras on Fashion-MNIST - Architecture Search.ipynb │ │ ├── Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb │ │ ├── Keras on Fashion-MNIST - Automatic Model Tuning.ipynb │ │ ├── Object Detection with Pascal VOC - Model Tuning.ipynb │ │ ├── fmnist-2.py │ │ ├── fmnist-3.py │ │ └── fmnist-4.py │ └── spot │ │ ├── Image Classification on Imagenet - Managed Spot Training.ipynb │ │ ├── Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb │ │ ├── Object Detection with Pascal VOC - Managed Spot Training.ipynb │ │ └── fmnist-1.py ├── ch11 │ ├── batch_transform │ │ ├── Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb │ │ ├── housing.csv │ │ └── sklearn-boston-housing.py │ ├── endpoints │ │ ├── Bring your own TensorFlow model.ipynb │ │ ├── Deploying two Production Variants.ipynb │ │ ├── Setting up Auto Scaling.ipynb │ │ └── fmnist-5.py │ ├── fargate │ │ ├── Keras and Fashion MNIST on SageMaker-Fargate.ipynb │ │ ├── inference-fargate-tf115-sagemaker.json │ │ └── mnist_keras_tf.py │ └── model_monitor │ │ ├── Linear Learner on Boston Housing Dataset.ipynb │ │ └── housing.csv ├── ch12 │ ├── cdk │ │ ├── app.py │ │ ├── cdk.json │ │ └── requirements.txt │ ├── cloudformation │ │ ├── Create and update stack with one model.ipynb │ │ ├── Predict Fashion MNIST images.ipynb │ │ ├── endpoint-one-model.yml │ │ └── endpoint-two-models.yml │ └── step_functions │ │ ├── Create Lambda function.ipynb │ │ ├── Scikit-Learn on Boston Housing - v1.ipynb │ │ ├── Scikit-Learn on Boston Housing - v2.ipynb │ │ ├── Scikit-Learn on Boston Housing - v3.ipynb │ │ ├── housing.csv │ │ ├── lambda.py │ │ ├── policy.json │ │ ├── sklearn-boston-housing.py │ │ └── trust-policy.json ├── ch13 │ ├── elastic_inference │ │ └── Image Classification on Dogs vs Cats (RecordIO).ipynb │ ├── multi_model │ │ ├── Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb │ │ ├── housing.csv │ │ └── sklearn-boston-housing.py │ └── neo │ │ └── Image Classification on Dogs vs Cats (RecordIO).ipynb ├── ch2 │ ├── cat │ │ ├── cat1.jpg │ │ ├── cat2.jpg │ │ └── cat3.jpg │ ├── ner │ │ ├── 1.txt │ │ ├── 2.txt │ │ ├── 3.txt │ │ └── 4.txt │ └── smprocessing │ │ ├── .ipynb_checkpoints │ │ └── DM processing-checkpoint.ipynb │ │ ├── DM processing.ipynb │ │ └── preprocessing.py ├── ch3 │ ├── example1.ipynb │ └── example2.ipynb ├── ch4 │ ├── Factorization Machines on MovieLens.ipynb │ ├── Linear Learner on Boston Housing Dataset.ipynb │ ├── PCA on MovieLens.ipynb │ ├── Random Cut Forest on Electric Power Consumption Dataset.ipynb │ ├── XGBoost on Boston Housing Dataset.ipynb │ ├── housing.csv │ └── item-demand-time.csv ├── ch5 │ ├── Image Classification on Caltech-256.ipynb │ ├── Image Classification on Dogs vs Cats (RecordIO).ipynb │ ├── Image Classification on Dogs vs Cats (image format).ipynb │ ├── Object Detection with Pascal VOC.ipynb │ └── Semantic Segmentation with Pascal VOC.ipynb ├── ch6 │ ├── blazingtext │ │ ├── BlazingText on Amazon Reviews - Classification.ipynb │ │ ├── BlazingText on Amazon Reviews - Word2Vec.ipynb │ │ ├── Preprocessing Amazon Reviews for Classification.ipynb │ │ ├── Preprocessing Amazon Reviews for Word2vec.ipynb │ │ ├── preprocessing-word2vec.py │ │ └── preprocessing.py │ └── lda-ntm │ │ ├── LDA on ABC Headlines.ipynb │ │ ├── NTM on ABC Headlines.ipynb │ │ ├── Preprocessing headlines for LDA and NTM.ipynb │ │ ├── abcnews-date-text.csv.gz │ │ └── preprocessing-lda-ntm.py ├── ch7 │ ├── Dependencies.ipynb │ ├── housing.csv │ ├── sklearn │ │ ├── Scikit-learn on Boston Housing Dataset.ipynb │ │ ├── housing.csv │ │ └── sklearn-boston-housing.py │ ├── spark │ │ └── Spam Detection.ipynb │ ├── tf │ │ ├── TensorFlow-Keras on Fashion-MNIST.ipynb │ │ ├── fmnist.py │ │ └── model.py │ └── xgb │ │ ├── XGBoost on Direct Marketing.ipynb │ │ └── xgb-dm.py ├── ch8 │ ├── R │ │ ├── Dockerfile │ │ ├── R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb │ │ ├── housing.csv │ │ ├── main.R │ │ ├── serve_function.R │ │ └── train_function.R │ ├── mlflow │ │ ├── load_dataset.py │ │ ├── predict-xgboost-local.py │ │ ├── predict-xgboost.py │ │ └── train-xgboost.py │ ├── sagify │ │ ├── Invoke endpoint.ipynb │ │ ├── requirements.txt │ │ └── src │ │ │ └── sagify_base │ │ │ ├── local_test │ │ │ └── test_dir │ │ │ │ ├── input │ │ │ │ └── config │ │ │ │ │ └── hyperparameters.json │ │ │ │ └── x_test.csv │ │ │ ├── prediction │ │ │ └── prediction.py │ │ │ └── training │ │ │ └── training.py │ └── sklearn │ │ ├── Dockerfile │ │ ├── Dockerfile-generic │ │ ├── Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb │ │ ├── Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb │ │ ├── housing.csv │ │ ├── sklearn-boston-housing-generic.py │ │ ├── sklearn-boston-housing-serve.py │ │ └── sklearn-boston-housing.py └── ch9 │ ├── dist_training │ ├── Image Classification on Imagenet - Distributed training.ipynb │ └── Object Detection with Pascal VOC - Distributed training.ipynb │ └── pipe_mode │ ├── Factorization Machines on MovieLens - Pipe Mode.ipynb │ ├── Object Detection with Pascal VOC - EFS.ipynb │ ├── Object Detection with Pascal VOC - FSx.ipynb │ └── Object Detection with Pascal VOC - Pipe Mode.ipynb └── sdkv2 ├── ch10 ├── debugger │ ├── Keras on Fashion-MNIST - Debugger.ipynb │ ├── XGBoost on Boston Housing Dataset.ipynb │ ├── fmnist-5.py │ └── housing.csv ├── model_tuning │ ├── Keras on Fashion-MNIST - Architecture Search.ipynb │ ├── Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb │ ├── Keras on Fashion-MNIST - Automatic Model Tuning.ipynb │ ├── Object Detection with Pascal VOC - Model Tuning.ipynb │ ├── fmnist-2.py │ ├── fmnist-3.py │ └── fmnist-4.py ├── sdk_version └── spot │ ├── Image Classification on Imagenet - Managed Spot Training.ipynb │ ├── Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb │ ├── Object Detection with Pascal VOC - Managed Spot Training.ipynb │ ├── classes.txt │ └── fmnist-1.py ├── ch11 ├── batch_transform │ ├── Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb │ ├── housing.csv │ └── sklearn-boston-housing.py ├── built_in │ └── Load MXNet model.ipynb ├── endpoints │ ├── Bring your own TensorFlow model.ipynb │ └── Deploying two Production Variants.ipynb ├── fargate │ ├── Keras and Fashion MNIST on SageMaker-Fargate.ipynb │ ├── inference-fargate-tf115-sagemaker.json │ └── mnist_keras_tf.py ├── model_monitor │ ├── Linear Learner on Boston Housing Dataset.ipynb │ └── housing.csv └── sdk_version ├── ch12 ├── cdk │ ├── app.py │ ├── cdk.json │ └── requirements.txt └── step_functions │ ├── Create Lambda function.ipynb │ ├── Scikit-Learn on Boston Housing - v1.ipynb │ ├── Scikit-Learn on Boston Housing - v2.ipynb │ └── Scikit-Learn on Boston Housing - v3.ipynb ├── ch13 ├── autoscaling │ └── Setting up Auto Scaling.ipynb ├── elastic_inference │ └── Image Classification on Dogs vs Cats (RecordIO).ipynb ├── multi_model │ ├── Scikit-learn 0.23 on Boston Housing Dataset - Multi-Model Endpoint.ipynb │ ├── Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb │ ├── housing.csv │ ├── sklearn-boston-housing-v2.py │ └── sklearn-boston-housing.py └── neo │ └── Image Classification on Dogs vs Cats (RecordIO).ipynb ├── ch2 ├── cat │ ├── cat1.jpg │ ├── cat2.jpg │ └── cat3.jpg ├── ner │ ├── 1.txt │ ├── 2.txt │ ├── 3.txt │ └── 4.txt ├── sdk_version └── smprocessing │ ├── DM processing.ipynb │ └── preprocessing.py ├── ch3 ├── example1.ipynb ├── example2.ipynb └── sdk_version ├── ch4 ├── Factorization Machines on MovieLens.ipynb ├── Linear Learner on Boston Housing Dataset.ipynb ├── PCA on MovieLens.ipynb ├── Random Cut Forest on Electric Power Consumption Dataset.ipynb ├── XGBoost on Boston Housing Dataset.ipynb ├── housing.csv ├── item-demand-time.csv └── sdk_version ├── ch5 ├── Image Classification on Caltech-256.ipynb ├── Image Classification on Dogs vs Cats (RecordIO).ipynb ├── Image Classification on Dogs vs Cats (image format).ipynb ├── Object Detection with Pascal VOC.ipynb ├── Semantic Segmentation with Pascal VOC.ipynb └── sdk_version ├── ch6 ├── blazingtext │ ├── BlazingText on Amazon Reviews - Classification.ipynb │ ├── BlazingText on Amazon Reviews - Word2Vec.ipynb │ ├── Preprocessing Amazon Reviews for Classification.ipynb │ ├── Preprocessing Amazon Reviews for Word2vec.ipynb │ ├── preprocessing-word2vec.py │ └── preprocessing.py ├── lda-ntm │ ├── LDA on ABC Headlines.ipynb │ ├── NTM on ABC Headlines.ipynb │ ├── Preprocessing headlines for LDA and NTM.ipynb │ ├── abcnews-date-text.csv.gz │ └── preprocessing-lda-ntm.py └── sdk_version ├── ch7 ├── Dependencies.ipynb ├── housing.csv ├── pytorch │ ├── DGL on Karate Club with SageMaker.ipynb │ ├── DGL on Karate Club.ipynb │ ├── edge_list.pickle │ └── karate_club_sagemaker.py ├── sdk_version ├── sklearn │ ├── Scikit-learn on Boston Housing Dataset.ipynb │ ├── housing.csv │ └── sklearn-boston-housing.py ├── spark │ ├── Spam Detection.ipynb │ ├── ham │ └── spam ├── src │ ├── printmetrics.py │ └── sklearn-boston-housing.py ├── tf │ ├── TensorFlow-Keras on Fashion-MNIST.ipynb │ ├── fmnist.py │ └── model.py └── xgb │ ├── XGBoost on Direct Marketing.ipynb │ └── xgb-dm.py ├── ch8 ├── R │ ├── Dockerfile │ ├── R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb │ ├── housing.csv │ ├── main.R │ ├── serve_function.R │ └── train_function.R ├── mlflow │ ├── Download dataset.ipynb │ ├── load_dataset.py │ ├── predict-xgboost-local.py │ ├── predict-xgboost.py │ └── train-xgboost.py ├── sagify │ ├── Invoke endpoint.ipynb │ ├── requirements.txt │ └── src │ │ └── sagify_base │ │ ├── local_test │ │ └── test_dir │ │ │ ├── input │ │ │ └── config │ │ │ │ └── hyperparameters.json │ │ │ └── x_test.csv │ │ ├── prediction │ │ └── prediction.py │ │ └── training │ │ └── training.py └── sklearn │ ├── Dockerfile │ ├── Dockerfile-generic │ ├── Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb │ ├── Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb │ ├── housing.csv │ ├── sdk_version │ ├── sklearn-boston-housing-generic.py │ ├── sklearn-boston-housing-serve.py │ └── sklearn-boston-housing.py └── ch9 ├── dist_training ├── Image Classification on Imagenet - Distributed training.ipynb └── Object Detection with Pascal VOC - Distributed training.ipynb ├── pipe_mode ├── Factorization Machines on MovieLens - Pipe Mode.ipynb ├── Object Detection with Pascal VOC - EFS.ipynb ├── Object Detection with Pascal VOC - FSx.ipynb └── Object Detection with Pascal VOC - Pipe Mode.ipynb └── sdk_version /CHANGELOG.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/CHANGELOG.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/README.md -------------------------------------------------------------------------------- /sdkv1/ch10/debugger/Keras on Fashion-MNIST - Debugger.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/debugger/Keras on Fashion-MNIST - Debugger.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/debugger/XGBoost on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/debugger/XGBoost on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/debugger/fmnist-5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/debugger/fmnist-5.py -------------------------------------------------------------------------------- /sdkv1/ch10/debugger/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/debugger/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Architecture Search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Architecture Search.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/Object Detection with Pascal VOC - Model Tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/Object Detection with Pascal VOC - Model Tuning.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/fmnist-2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/fmnist-2.py -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/fmnist-3.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/fmnist-3.py -------------------------------------------------------------------------------- /sdkv1/ch10/model_tuning/fmnist-4.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/model_tuning/fmnist-4.py -------------------------------------------------------------------------------- /sdkv1/ch10/spot/Image Classification on Imagenet - Managed Spot Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/spot/Image Classification on Imagenet - Managed Spot Training.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/spot/Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/spot/Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/spot/Object Detection with Pascal VOC - Managed Spot Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/spot/Object Detection with Pascal VOC - Managed Spot Training.ipynb -------------------------------------------------------------------------------- /sdkv1/ch10/spot/fmnist-1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch10/spot/fmnist-1.py -------------------------------------------------------------------------------- /sdkv1/ch11/batch_transform/Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/batch_transform/Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/batch_transform/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/batch_transform/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch11/batch_transform/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/batch_transform/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv1/ch11/endpoints/Bring your own TensorFlow model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/endpoints/Bring your own TensorFlow model.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/endpoints/Deploying two Production Variants.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/endpoints/Deploying two Production Variants.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/endpoints/Setting up Auto Scaling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/endpoints/Setting up Auto Scaling.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/endpoints/fmnist-5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/endpoints/fmnist-5.py -------------------------------------------------------------------------------- /sdkv1/ch11/fargate/Keras and Fashion MNIST on SageMaker-Fargate.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/fargate/Keras and Fashion MNIST on SageMaker-Fargate.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/fargate/inference-fargate-tf115-sagemaker.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/fargate/inference-fargate-tf115-sagemaker.json -------------------------------------------------------------------------------- /sdkv1/ch11/fargate/mnist_keras_tf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/fargate/mnist_keras_tf.py -------------------------------------------------------------------------------- /sdkv1/ch11/model_monitor/Linear Learner on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/model_monitor/Linear Learner on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch11/model_monitor/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch11/model_monitor/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch12/cdk/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cdk/app.py -------------------------------------------------------------------------------- /sdkv1/ch12/cdk/cdk.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cdk/cdk.json -------------------------------------------------------------------------------- /sdkv1/ch12/cdk/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cdk/requirements.txt -------------------------------------------------------------------------------- /sdkv1/ch12/cloudformation/Create and update stack with one model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cloudformation/Create and update stack with one model.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/cloudformation/Predict Fashion MNIST images.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cloudformation/Predict Fashion MNIST images.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/cloudformation/endpoint-one-model.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cloudformation/endpoint-one-model.yml -------------------------------------------------------------------------------- /sdkv1/ch12/cloudformation/endpoint-two-models.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/cloudformation/endpoint-two-models.yml -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/Create Lambda function.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/Create Lambda function.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v1.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v2.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/Scikit-Learn on Boston Housing - v3.ipynb -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/lambda.py -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/policy.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/policy.json -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv1/ch12/step_functions/trust-policy.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch12/step_functions/trust-policy.json -------------------------------------------------------------------------------- /sdkv1/ch13/elastic_inference/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch13/elastic_inference/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv1/ch13/multi_model/Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch13/multi_model/Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb -------------------------------------------------------------------------------- /sdkv1/ch13/multi_model/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch13/multi_model/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch13/multi_model/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch13/multi_model/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv1/ch13/neo/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch13/neo/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv1/ch2/cat/cat1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/cat/cat1.jpg -------------------------------------------------------------------------------- /sdkv1/ch2/cat/cat2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/cat/cat2.jpg -------------------------------------------------------------------------------- /sdkv1/ch2/cat/cat3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/cat/cat3.jpg -------------------------------------------------------------------------------- /sdkv1/ch2/ner/1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/ner/1.txt -------------------------------------------------------------------------------- /sdkv1/ch2/ner/2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/ner/2.txt -------------------------------------------------------------------------------- /sdkv1/ch2/ner/3.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/ner/3.txt -------------------------------------------------------------------------------- /sdkv1/ch2/ner/4.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/ner/4.txt -------------------------------------------------------------------------------- /sdkv1/ch2/smprocessing/.ipynb_checkpoints/DM processing-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/smprocessing/.ipynb_checkpoints/DM processing-checkpoint.ipynb -------------------------------------------------------------------------------- /sdkv1/ch2/smprocessing/DM processing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/smprocessing/DM processing.ipynb -------------------------------------------------------------------------------- /sdkv1/ch2/smprocessing/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch2/smprocessing/preprocessing.py -------------------------------------------------------------------------------- /sdkv1/ch3/example1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch3/example1.ipynb -------------------------------------------------------------------------------- /sdkv1/ch3/example2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch3/example2.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/Factorization Machines on MovieLens.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/Factorization Machines on MovieLens.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/Linear Learner on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/Linear Learner on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/PCA on MovieLens.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/PCA on MovieLens.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/Random Cut Forest on Electric Power Consumption Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/Random Cut Forest on Electric Power Consumption Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/XGBoost on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/XGBoost on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch4/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch4/item-demand-time.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch4/item-demand-time.csv -------------------------------------------------------------------------------- /sdkv1/ch5/Image Classification on Caltech-256.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch5/Image Classification on Caltech-256.ipynb -------------------------------------------------------------------------------- /sdkv1/ch5/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch5/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv1/ch5/Image Classification on Dogs vs Cats (image format).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch5/Image Classification on Dogs vs Cats (image format).ipynb -------------------------------------------------------------------------------- /sdkv1/ch5/Object Detection with Pascal VOC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch5/Object Detection with Pascal VOC.ipynb -------------------------------------------------------------------------------- /sdkv1/ch5/Semantic Segmentation with Pascal VOC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch5/Semantic Segmentation with Pascal VOC.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/BlazingText on Amazon Reviews - Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/BlazingText on Amazon Reviews - Classification.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/BlazingText on Amazon Reviews - Word2Vec.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/BlazingText on Amazon Reviews - Word2Vec.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/Preprocessing Amazon Reviews for Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/Preprocessing Amazon Reviews for Classification.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/Preprocessing Amazon Reviews for Word2vec.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/Preprocessing Amazon Reviews for Word2vec.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/preprocessing-word2vec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/preprocessing-word2vec.py -------------------------------------------------------------------------------- /sdkv1/ch6/blazingtext/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/blazingtext/preprocessing.py -------------------------------------------------------------------------------- /sdkv1/ch6/lda-ntm/LDA on ABC Headlines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/lda-ntm/LDA on ABC Headlines.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/lda-ntm/NTM on ABC Headlines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/lda-ntm/NTM on ABC Headlines.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/lda-ntm/Preprocessing headlines for LDA and NTM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/lda-ntm/Preprocessing headlines for LDA and NTM.ipynb -------------------------------------------------------------------------------- /sdkv1/ch6/lda-ntm/abcnews-date-text.csv.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/lda-ntm/abcnews-date-text.csv.gz -------------------------------------------------------------------------------- /sdkv1/ch6/lda-ntm/preprocessing-lda-ntm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch6/lda-ntm/preprocessing-lda-ntm.py -------------------------------------------------------------------------------- /sdkv1/ch7/Dependencies.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/Dependencies.ipynb -------------------------------------------------------------------------------- /sdkv1/ch7/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch7/sklearn/Scikit-learn on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/sklearn/Scikit-learn on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv1/ch7/sklearn/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/sklearn/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch7/sklearn/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/sklearn/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv1/ch7/spark/Spam Detection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/spark/Spam Detection.ipynb -------------------------------------------------------------------------------- /sdkv1/ch7/tf/TensorFlow-Keras on Fashion-MNIST.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/tf/TensorFlow-Keras on Fashion-MNIST.ipynb -------------------------------------------------------------------------------- /sdkv1/ch7/tf/fmnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/tf/fmnist.py -------------------------------------------------------------------------------- /sdkv1/ch7/tf/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/tf/model.py -------------------------------------------------------------------------------- /sdkv1/ch7/xgb/XGBoost on Direct Marketing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/xgb/XGBoost on Direct Marketing.ipynb -------------------------------------------------------------------------------- /sdkv1/ch7/xgb/xgb-dm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch7/xgb/xgb-dm.py -------------------------------------------------------------------------------- /sdkv1/ch8/R/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/Dockerfile -------------------------------------------------------------------------------- /sdkv1/ch8/R/R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb -------------------------------------------------------------------------------- /sdkv1/ch8/R/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch8/R/main.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/main.R -------------------------------------------------------------------------------- /sdkv1/ch8/R/serve_function.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/serve_function.R -------------------------------------------------------------------------------- /sdkv1/ch8/R/train_function.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/R/train_function.R -------------------------------------------------------------------------------- /sdkv1/ch8/mlflow/load_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/mlflow/load_dataset.py -------------------------------------------------------------------------------- /sdkv1/ch8/mlflow/predict-xgboost-local.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/mlflow/predict-xgboost-local.py -------------------------------------------------------------------------------- /sdkv1/ch8/mlflow/predict-xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/mlflow/predict-xgboost.py -------------------------------------------------------------------------------- /sdkv1/ch8/mlflow/train-xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/mlflow/train-xgboost.py -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/Invoke endpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sagify/Invoke endpoint.ipynb -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/requirements.txt: -------------------------------------------------------------------------------- 1 | sklearn 2 | pandas 3 | numpy 4 | xgboost 5 | -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/src/sagify_base/local_test/test_dir/input/config/hyperparameters.json: -------------------------------------------------------------------------------- 1 | { 2 | "test-size": 0.1, 3 | "random-state": 123 4 | } 5 | -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/src/sagify_base/local_test/test_dir/x_test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sagify/src/sagify_base/local_test/test_dir/x_test.csv -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/src/sagify_base/prediction/prediction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sagify/src/sagify_base/prediction/prediction.py -------------------------------------------------------------------------------- /sdkv1/ch8/sagify/src/sagify_base/training/training.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sagify/src/sagify_base/training/training.py -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/Dockerfile -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/Dockerfile-generic: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/Dockerfile-generic -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/housing.csv -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/sklearn-boston-housing-generic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/sklearn-boston-housing-generic.py -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/sklearn-boston-housing-serve.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/sklearn-boston-housing-serve.py -------------------------------------------------------------------------------- /sdkv1/ch8/sklearn/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch8/sklearn/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv1/ch9/dist_training/Image Classification on Imagenet - Distributed training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/dist_training/Image Classification on Imagenet - Distributed training.ipynb -------------------------------------------------------------------------------- /sdkv1/ch9/dist_training/Object Detection with Pascal VOC - Distributed training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/dist_training/Object Detection with Pascal VOC - Distributed training.ipynb -------------------------------------------------------------------------------- /sdkv1/ch9/pipe_mode/Factorization Machines on MovieLens - Pipe Mode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/pipe_mode/Factorization Machines on MovieLens - Pipe Mode.ipynb -------------------------------------------------------------------------------- /sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - EFS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - EFS.ipynb -------------------------------------------------------------------------------- /sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - FSx.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - FSx.ipynb -------------------------------------------------------------------------------- /sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - Pipe Mode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv1/ch9/pipe_mode/Object Detection with Pascal VOC - Pipe Mode.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/debugger/Keras on Fashion-MNIST - Debugger.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/debugger/Keras on Fashion-MNIST - Debugger.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/debugger/XGBoost on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/debugger/XGBoost on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/debugger/fmnist-5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/debugger/fmnist-5.py -------------------------------------------------------------------------------- /sdkv2/ch10/debugger/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/debugger/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Architecture Search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Architecture Search.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning + Callbacks.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/Keras on Fashion-MNIST - Automatic Model Tuning.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/Object Detection with Pascal VOC - Model Tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/Object Detection with Pascal VOC - Model Tuning.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/fmnist-2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/fmnist-2.py -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/fmnist-3.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/fmnist-3.py -------------------------------------------------------------------------------- /sdkv2/ch10/model_tuning/fmnist-4.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/model_tuning/fmnist-4.py -------------------------------------------------------------------------------- /sdkv2/ch10/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch10/spot/Image Classification on Imagenet - Managed Spot Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/spot/Image Classification on Imagenet - Managed Spot Training.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/spot/Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/spot/Keras on Fashion-MNIST - Managed Spot Training with checkpointing.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/spot/Object Detection with Pascal VOC - Managed Spot Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/spot/Object Detection with Pascal VOC - Managed Spot Training.ipynb -------------------------------------------------------------------------------- /sdkv2/ch10/spot/classes.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/spot/classes.txt -------------------------------------------------------------------------------- /sdkv2/ch10/spot/fmnist-1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch10/spot/fmnist-1.py -------------------------------------------------------------------------------- /sdkv2/ch11/batch_transform/Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/batch_transform/Scikit-learn on Boston Housing Dataset - Batch Transform.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/batch_transform/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/batch_transform/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch11/batch_transform/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/batch_transform/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv2/ch11/built_in/Load MXNet model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/built_in/Load MXNet model.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/endpoints/Bring your own TensorFlow model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/endpoints/Bring your own TensorFlow model.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/endpoints/Deploying two Production Variants.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/endpoints/Deploying two Production Variants.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/fargate/Keras and Fashion MNIST on SageMaker-Fargate.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/fargate/Keras and Fashion MNIST on SageMaker-Fargate.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/fargate/inference-fargate-tf115-sagemaker.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/fargate/inference-fargate-tf115-sagemaker.json -------------------------------------------------------------------------------- /sdkv2/ch11/fargate/mnist_keras_tf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/fargate/mnist_keras_tf.py -------------------------------------------------------------------------------- /sdkv2/ch11/model_monitor/Linear Learner on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/model_monitor/Linear Learner on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch11/model_monitor/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch11/model_monitor/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch11/sdk_version: -------------------------------------------------------------------------------- 1 | 2.20.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch12/cdk/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/cdk/app.py -------------------------------------------------------------------------------- /sdkv2/ch12/cdk/cdk.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/cdk/cdk.json -------------------------------------------------------------------------------- /sdkv2/ch12/cdk/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/cdk/requirements.txt -------------------------------------------------------------------------------- /sdkv2/ch12/step_functions/Create Lambda function.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/step_functions/Create Lambda function.ipynb -------------------------------------------------------------------------------- /sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v1.ipynb -------------------------------------------------------------------------------- /sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v2.ipynb -------------------------------------------------------------------------------- /sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch12/step_functions/Scikit-Learn on Boston Housing - v3.ipynb -------------------------------------------------------------------------------- /sdkv2/ch13/autoscaling/Setting up Auto Scaling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/autoscaling/Setting up Auto Scaling.ipynb -------------------------------------------------------------------------------- /sdkv2/ch13/elastic_inference/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/elastic_inference/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv2/ch13/multi_model/Scikit-learn 0.23 on Boston Housing Dataset - Multi-Model Endpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/multi_model/Scikit-learn 0.23 on Boston Housing Dataset - Multi-Model Endpoint.ipynb -------------------------------------------------------------------------------- /sdkv2/ch13/multi_model/Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/multi_model/Scikit-learn on Boston Housing Dataset - Multi-Model Endpoint.ipynb -------------------------------------------------------------------------------- /sdkv2/ch13/multi_model/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/multi_model/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch13/multi_model/sklearn-boston-housing-v2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/multi_model/sklearn-boston-housing-v2.py -------------------------------------------------------------------------------- /sdkv2/ch13/multi_model/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/multi_model/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv2/ch13/neo/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch13/neo/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv2/ch2/cat/cat1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/cat/cat1.jpg -------------------------------------------------------------------------------- /sdkv2/ch2/cat/cat2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/cat/cat2.jpg -------------------------------------------------------------------------------- /sdkv2/ch2/cat/cat3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/cat/cat3.jpg -------------------------------------------------------------------------------- /sdkv2/ch2/ner/1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/ner/1.txt -------------------------------------------------------------------------------- /sdkv2/ch2/ner/2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/ner/2.txt -------------------------------------------------------------------------------- /sdkv2/ch2/ner/3.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/ner/3.txt -------------------------------------------------------------------------------- /sdkv2/ch2/ner/4.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/ner/4.txt -------------------------------------------------------------------------------- /sdkv2/ch2/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch2/smprocessing/DM processing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/smprocessing/DM processing.ipynb -------------------------------------------------------------------------------- /sdkv2/ch2/smprocessing/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch2/smprocessing/preprocessing.py -------------------------------------------------------------------------------- /sdkv2/ch3/example1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch3/example1.ipynb -------------------------------------------------------------------------------- /sdkv2/ch3/example2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch3/example2.ipynb -------------------------------------------------------------------------------- /sdkv2/ch3/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch4/Factorization Machines on MovieLens.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/Factorization Machines on MovieLens.ipynb -------------------------------------------------------------------------------- /sdkv2/ch4/Linear Learner on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/Linear Learner on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch4/PCA on MovieLens.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/PCA on MovieLens.ipynb -------------------------------------------------------------------------------- /sdkv2/ch4/Random Cut Forest on Electric Power Consumption Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/Random Cut Forest on Electric Power Consumption Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch4/XGBoost on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/XGBoost on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch4/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch4/item-demand-time.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch4/item-demand-time.csv -------------------------------------------------------------------------------- /sdkv2/ch4/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch5/Image Classification on Caltech-256.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch5/Image Classification on Caltech-256.ipynb -------------------------------------------------------------------------------- /sdkv2/ch5/Image Classification on Dogs vs Cats (RecordIO).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch5/Image Classification on Dogs vs Cats (RecordIO).ipynb -------------------------------------------------------------------------------- /sdkv2/ch5/Image Classification on Dogs vs Cats (image format).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch5/Image Classification on Dogs vs Cats (image format).ipynb -------------------------------------------------------------------------------- /sdkv2/ch5/Object Detection with Pascal VOC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch5/Object Detection with Pascal VOC.ipynb -------------------------------------------------------------------------------- /sdkv2/ch5/Semantic Segmentation with Pascal VOC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch5/Semantic Segmentation with Pascal VOC.ipynb -------------------------------------------------------------------------------- /sdkv2/ch5/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/BlazingText on Amazon Reviews - Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/BlazingText on Amazon Reviews - Classification.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/BlazingText on Amazon Reviews - Word2Vec.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/BlazingText on Amazon Reviews - Word2Vec.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/Preprocessing Amazon Reviews for Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/Preprocessing Amazon Reviews for Classification.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/Preprocessing Amazon Reviews for Word2vec.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/Preprocessing Amazon Reviews for Word2vec.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/preprocessing-word2vec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/preprocessing-word2vec.py -------------------------------------------------------------------------------- /sdkv2/ch6/blazingtext/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/blazingtext/preprocessing.py -------------------------------------------------------------------------------- /sdkv2/ch6/lda-ntm/LDA on ABC Headlines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/lda-ntm/LDA on ABC Headlines.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/lda-ntm/NTM on ABC Headlines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/lda-ntm/NTM on ABC Headlines.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/lda-ntm/Preprocessing headlines for LDA and NTM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/lda-ntm/Preprocessing headlines for LDA and NTM.ipynb -------------------------------------------------------------------------------- /sdkv2/ch6/lda-ntm/abcnews-date-text.csv.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/lda-ntm/abcnews-date-text.csv.gz -------------------------------------------------------------------------------- /sdkv2/ch6/lda-ntm/preprocessing-lda-ntm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch6/lda-ntm/preprocessing-lda-ntm.py -------------------------------------------------------------------------------- /sdkv2/ch6/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch7/Dependencies.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/Dependencies.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch7/pytorch/DGL on Karate Club with SageMaker.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/pytorch/DGL on Karate Club with SageMaker.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/pytorch/DGL on Karate Club.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/pytorch/DGL on Karate Club.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/pytorch/edge_list.pickle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/pytorch/edge_list.pickle -------------------------------------------------------------------------------- /sdkv2/ch7/pytorch/karate_club_sagemaker.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/pytorch/karate_club_sagemaker.py -------------------------------------------------------------------------------- /sdkv2/ch7/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch7/sklearn/Scikit-learn on Boston Housing Dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/sklearn/Scikit-learn on Boston Housing Dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/sklearn/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/sklearn/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch7/sklearn/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/sklearn/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv2/ch7/spark/Spam Detection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/spark/Spam Detection.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/spark/ham: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/spark/ham -------------------------------------------------------------------------------- /sdkv2/ch7/spark/spam: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/spark/spam -------------------------------------------------------------------------------- /sdkv2/ch7/src/printmetrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/src/printmetrics.py -------------------------------------------------------------------------------- /sdkv2/ch7/src/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/src/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv2/ch7/tf/TensorFlow-Keras on Fashion-MNIST.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/tf/TensorFlow-Keras on Fashion-MNIST.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/tf/fmnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/tf/fmnist.py -------------------------------------------------------------------------------- /sdkv2/ch7/tf/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/tf/model.py -------------------------------------------------------------------------------- /sdkv2/ch7/xgb/XGBoost on Direct Marketing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/xgb/XGBoost on Direct Marketing.ipynb -------------------------------------------------------------------------------- /sdkv2/ch7/xgb/xgb-dm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch7/xgb/xgb-dm.py -------------------------------------------------------------------------------- /sdkv2/ch8/R/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/Dockerfile -------------------------------------------------------------------------------- /sdkv2/ch8/R/R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/R on Boston Housing Dataset - Train and predict with Generic Estimator.ipynb -------------------------------------------------------------------------------- /sdkv2/ch8/R/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch8/R/main.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/main.R -------------------------------------------------------------------------------- /sdkv2/ch8/R/serve_function.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/serve_function.R -------------------------------------------------------------------------------- /sdkv2/ch8/R/train_function.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/R/train_function.R -------------------------------------------------------------------------------- /sdkv2/ch8/mlflow/Download dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/mlflow/Download dataset.ipynb -------------------------------------------------------------------------------- /sdkv2/ch8/mlflow/load_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/mlflow/load_dataset.py -------------------------------------------------------------------------------- /sdkv2/ch8/mlflow/predict-xgboost-local.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/mlflow/predict-xgboost-local.py -------------------------------------------------------------------------------- /sdkv2/ch8/mlflow/predict-xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/mlflow/predict-xgboost.py -------------------------------------------------------------------------------- /sdkv2/ch8/mlflow/train-xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/mlflow/train-xgboost.py -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/Invoke endpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sagify/Invoke endpoint.ipynb -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/requirements.txt: -------------------------------------------------------------------------------- 1 | sklearn 2 | pandas 3 | numpy 4 | xgboost 5 | -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/src/sagify_base/local_test/test_dir/input/config/hyperparameters.json: -------------------------------------------------------------------------------- 1 | { 2 | "test-size": 0.1, 3 | "random-state": 123 4 | } 5 | -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/src/sagify_base/local_test/test_dir/x_test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sagify/src/sagify_base/local_test/test_dir/x_test.csv -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/src/sagify_base/prediction/prediction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sagify/src/sagify_base/prediction/prediction.py -------------------------------------------------------------------------------- /sdkv2/ch8/sagify/src/sagify_base/training/training.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sagify/src/sagify_base/training/training.py -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/Dockerfile -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/Dockerfile-generic: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/Dockerfile-generic -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with Generic Estimator.ipynb -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/Scikit-learn on Boston Housing Dataset - Train with SKLearn Estimator.ipynb -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/housing.csv -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/sklearn-boston-housing-generic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/sklearn-boston-housing-generic.py -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/sklearn-boston-housing-serve.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/sklearn-boston-housing-serve.py -------------------------------------------------------------------------------- /sdkv2/ch8/sklearn/sklearn-boston-housing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch8/sklearn/sklearn-boston-housing.py -------------------------------------------------------------------------------- /sdkv2/ch9/dist_training/Image Classification on Imagenet - Distributed training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/dist_training/Image Classification on Imagenet - Distributed training.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/dist_training/Object Detection with Pascal VOC - Distributed training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/dist_training/Object Detection with Pascal VOC - Distributed training.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/pipe_mode/Factorization Machines on MovieLens - Pipe Mode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/pipe_mode/Factorization Machines on MovieLens - Pipe Mode.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - EFS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - EFS.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - FSx.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - FSx.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - Pipe Mode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Learn-Amazon-SageMaker/HEAD/sdkv2/ch9/pipe_mode/Object Detection with Pascal VOC - Pipe Mode.ipynb -------------------------------------------------------------------------------- /sdkv2/ch9/sdk_version: -------------------------------------------------------------------------------- 1 | 2.19.0 2 | --------------------------------------------------------------------------------