├── Chapter 10 ├── 01_similarity_and_ratings.ipynb └── requirements.txt ├── Chapter 12 ├── 01_run_tests.ipynb ├── requirements.txt └── tests │ └── unit_test.py ├── Chapter01 ├── 01_data_distribution.ipynb ├── 02_correlation.ipynb ├── 03_regression.ipynb ├── 04_feature_importance.ipynb ├── 05_separability.ipynb ├── 06_dimensionality_reduction.ipynb └── requirements.txt ├── Chapter02 ├── 01_azure_ml.ipynb ├── 02_cognitive_service.ipynb ├── 03_custom_vision.ipynb ├── 04_azure_ml_tests.ipynb ├── code │ ├── __init__.py │ ├── keras_azure_ml_cb.py │ └── train.py ├── model.pkl └── requirements.txt ├── Chapter03 ├── .amlignore ├── 00_setup_env.sh ├── 01_setup_azure_ml_ws.sh ├── 02_run_experiment_kears.ipynb ├── 02_run_experiment_sklearn.ipynb ├── 03_run_experiment_local.ipynb ├── 04_setup_azure_ml_compute.sh ├── 05_run_experiment_remote.ipynb ├── 06_get_best_run.ipynb ├── code │ ├── __init__.py │ ├── __pycache__ │ │ └── keras_azure_ml_cb.cpython-36.pyc │ ├── cifar10_cnn_remote.py │ └── keras_azure_ml_cb.py └── requirements.txt ├── Chapter04 ├── .amlignore ├── 01_setup_azure_ml_ws.sh ├── 02_upload_and_register_dataset.sh ├── 03_azureml_dataset.ipynb ├── 04_dataset_to_pandas.sh ├── 05_dataset_to_spark.sh ├── 06_dataprep_io.ipynb ├── 07_dataprep_transformations.ipynb ├── data │ ├── .gitignore │ ├── _SUCCESS │ ├── parquet │ │ ├── _SUCCESS │ │ └── part-00000.parquet │ ├── part-00000.parquet │ ├── test.json │ ├── train.csv │ ├── train.parquet │ └── warehouse │ │ └── telemetry │ │ ├── date=20200101 │ │ ├── _SUCCESS │ │ └── part-00000.parquet │ │ └── date=20200102 │ │ ├── _SUCCESS │ │ └── part-00000.parquet ├── examples │ ├── load_dataset_to_pandas.py │ └── load_dataset_to_spark.py ├── jars │ └── .gitignore └── requirements.txt ├── Chapter05 ├── .gitignore ├── 01_encoders.ipynb ├── 02_bag_of_words.ipynb ├── 03_ngrams.ipynb ├── 04_embeddings.ipynb ├── 05_lstm.ipynb ├── requirements.txt └── word2vec.model ├── Chapter06 ├── 01_run_local.ipynb ├── 02_run_remote.ipynb ├── data │ ├── titanic_cleaned.csv │ └── train.csv ├── requirements.txt └── train_lightgbm.py ├── Chapter07 ├── 01_pretrained_forward_pass.ipynb ├── 02_mnis_local.ipynb ├── 03_augmentation.ipynb ├── 04_run_azureml.ipynb ├── 05_transfer_learning.ipynb ├── cnn.prototxt ├── data │ └── .gitignore ├── img │ ├── chili │ │ └── IMG_20191121_115324.jpg │ ├── nopal │ │ └── IMG_20191223_073810.jpg │ └── soup │ │ └── IMG_20191222_130619.jpg └── requirements.txt ├── Chapter08 ├── 01_run_local.ipynb ├── 01_run_remote.ipynb ├── 02_hyperdrive.ipynb ├── 03_automl.ipynb ├── azureml_automl.log ├── debug.log ├── model.pkl ├── titanic.zip └── titanic │ ├── gender_submission.csv │ ├── test.csv │ ├── train.csv │ └── train.py ├── Chapter09 ├── AML_Horovod_CPU.ipynb ├── AML_Horovod_GPU.ipynb └── code │ ├── __init__.py │ ├── cifar10_cnn_horovod.py │ └── keras_azure_ml_cb.py ├── LICENSE └── README.md /Chapter 10/01_similarity_and_ratings.ipynb: 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