├── .github └── workflows │ └── github-actions-basic.yml ├── .gitignore ├── .vscode └── launch.json ├── Chapter01 ├── classifying │ ├── bank.zip │ ├── bank_data │ │ ├── bank-full.csv │ │ ├── bank-names.txt │ │ └── bank.csv │ └── classify_example.py ├── clustering │ ├── clustering_example.py │ ├── taxi-labels.json │ ├── taxi-rides.csv │ └── taxi-rides.png ├── forecasting │ ├── forecasting_example.ipynb │ ├── forecasting_example.py │ ├── mlewp-chapter01-hotfix.yml │ ├── rossman_store_data │ │ ├── store.csv │ │ ├── test.csv │ │ └── train.csv │ ├── store.csv │ ├── store_data_forecast.png │ ├── test.csv │ └── train.csv ├── mlewp-chapter01-hotfix-requirements.txt ├── mlewp-chapter01.yml └── requirements.txt ├── Chapter02 ├── bad-git │ └── pipeline.py ├── ml-models │ ├── plot_outlier_detection_wine.py │ ├── simple_classifier.py │ └── simple_huggingface_classifier.py ├── mlewp-chapter02.yml ├── mlflow │ ├── mlflow_basic.py │ └── mlflow_forecasting.py ├── requirements.txt ├── rfc.joblib └── testing │ ├── helper.py │ ├── model.py │ ├── test_basic.py │ ├── test_model_performance.py │ └── test_taxi_cluster_basic.py ├── Chapter03 ├── automl │ ├── Dockerfile │ ├── README.md │ ├── autosklearn_example.py │ └── run_autosklearn_example.sh ├── drift │ ├── README.md │ ├── data_drift_report.html │ ├── data_drift_report.json │ ├── edition1-alibi-detect-examples │ │ ├── alibi-detect-adult-data.ipynb │ │ └── alibi-detect-wine-data.ipynb │ ├── edition2-alibi-detect-examples │ │ ├── ed2-alibi-detect-ch3.ipynb │ │ └── ed2-alibi-detect.yaml │ ├── evidently-drift-detection.ipynb │ └── mlewp-chapter03-drift.yml ├── features │ ├── feature-engineering-simple.py │ ├── feature-engineering.ipynb │ └── feature-engineering.py ├── hyperparameter-opt │ ├── hyperopt-example.ipynb │ ├── hyperopt_example.py │ ├── optuna-example.ipynb │ ├── optuna_example.py │ └── skoptimize_example.py ├── mlewp-chapter03.yml ├── mlflow-advanced │ ├── mlflow-feature-engineering.py │ ├── mlflow.db │ ├── model_registry_retrieve.py │ └── start-mlflow-server.sh ├── pipelines │ ├── dummy.py │ ├── sklearn_pipeline.py │ ├── sklearn_pipeline_basic.py │ ├── sparkmllib_pipeline.ipynb │ ├── sparkmllib_pipeline.py │ └── sparkmllib_pipeline_mlflow.py └── requirements.txt ├── Chapter04 ├── logging_examples │ ├── advanced_logging_error_handling_example.py │ ├── exception_handling_examples.py │ └── logging_example.py ├── mlewp-chapter04.yml ├── my-ml-package │ ├── README.md │ ├── my_ml_package │ │ └── __init__.py │ ├── poetry.lock │ ├── pyproject.toml │ └── tests │ │ └── __init__.py ├── outlier_package │ ├── LICENSE │ ├── Makefile │ ├── Makefile.help │ ├── README.md │ ├── __init__.py │ ├── configure_project.sh │ ├── environment-linux.yml │ ├── environment.macOS-13.3.1-arm64-arm-64bit.lock.yml │ ├── environment.yml │ ├── mlewp-chapter04.yml │ ├── outliers │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── configs │ │ │ ├── __init__.py │ │ │ └── model_config.json │ │ ├── definitions.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── detection_models.py │ │ │ └── pipelines.py │ │ ├── feature │ │ │ ├── __init__.py │ │ │ ├── categorical │ │ │ │ ├── __init__.py │ │ │ │ └── analyze.py │ │ │ └── numerical │ │ │ │ ├── __init__.py │ │ │ │ └── analyze.py │ │ ├── tests │ │ │ ├── test_create_data.py │ │ │ └── test_detectors.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── data.py │ ├── requirements.txt │ ├── setup.cfg │ └── setup.py └── simple_examples │ ├── args_kwargs_example.py │ ├── class_example.py │ ├── functional_example.py │ ├── generators_and_lists_example.py │ ├── import_module_example.py │ ├── lint_example.py │ └── module.py ├── Chapter05 ├── edition1-airflow │ ├── README.md │ ├── airflow-env.yaml │ └── dags │ │ └── classification_pipeline_dag.py ├── going_with_the_kubeflow │ ├── README.md │ ├── going_with_the_kubeflow │ │ ├── __init__.py │ │ ├── deploy_kubeflow_pipelines.zsh │ │ ├── kfp_port_forward.zsh │ │ ├── pipeline_basic.py │ │ └── pipeline_basic_v1.py │ ├── poetry.lock │ ├── pyproject.toml │ └── tests │ │ └── __init__.py ├── microservices │ └── mlewp2-web-service │ │ ├── LICENSE │ │ ├── README.md │ │ ├── app │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── app.py │ │ ├── requirements.txt │ │ └── resources │ │ │ ├── __init__.py │ │ │ └── forecast.py │ │ ├── build_and_test.sh │ │ ├── ecr_setup.sh │ │ └── ecs_test.sh ├── mlewp-chapter05-mwaa.yml ├── mlewp-chapter05.yml ├── mlewp2-airflow │ └── mwaa-example │ │ ├── LICENSE │ │ ├── README.md │ │ ├── config │ │ ├── AmazonMWAAWebServerAccess_POLICY │ │ ├── create_web_token.sh │ │ ├── mwaa_public_network.yaml │ │ ├── requirements.txt │ │ └── requirements_test_dag.txt │ │ └── dags │ │ ├── basic_dag.py │ │ ├── classification_pipeline_dag.py │ │ └── test_dag.py ├── reaching_zen │ ├── README.md │ ├── poetry.lock │ ├── pyproject.toml │ ├── reaching_zen │ │ ├── .copier-answers.yml │ │ ├── .dockerignore │ │ ├── .zen │ │ │ └── config.yaml │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── artifacts │ │ │ ├── __init__.py │ │ │ └── model_metadata.py │ │ ├── materializers │ │ │ ├── __init__.py │ │ │ └── model_metadata.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ └── model_training.py │ │ ├── requirements.txt │ │ ├── run.py │ │ └── steps │ │ │ ├── __init__.py │ │ │ ├── data_loaders.py │ │ │ └── model_trainers.py │ └── tests │ │ └── __init__.py ├── requirements-mwaa.txt └── requirements.txt ├── Chapter06 ├── README.md ├── microservices │ └── mlewp-sam-ml-api │ │ ├── .aws-sam │ │ └── build.toml │ │ ├── .gitignore │ │ ├── README.md │ │ ├── __init__.py │ │ ├── app │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── app.py │ │ ├── model │ │ └── requirements.txt │ │ ├── events │ │ └── event.json │ │ ├── samconfig.toml │ │ ├── template.yaml │ │ └── test-curl.sh ├── mlewp-chapter06.yml ├── mlewp2-ray │ ├── README.md │ ├── mlewp2_ray │ │ ├── .ipynb_checkpoints │ │ │ ├── getting_started_with_ray_basic_lgbm-checkpoint.ipynb │ │ │ └── getting_started_with_ray_xgboost-checkpoint.ipynb │ │ ├── __init__.py │ │ ├── getting_started_with_ray.ipynb │ │ ├── getting_started_with_ray_basic_lgbm.ipynb │ │ ├── getting_started_with_ray_xgboost.ipynb │ │ └── ray_air_basic.py │ ├── poetry.lock │ ├── pyproject.toml │ └── tests │ │ └── __init__.py ├── mlewp2-spark │ ├── data │ │ ├── .DS_Store │ │ ├── bank-additional │ │ │ └── bank-additional │ │ │ │ ├── bank-additional-full.csv │ │ │ │ ├── bank-additional-names.txt │ │ │ │ └── bank-additional.csv │ │ ├── bank.zip │ │ └── bank │ │ │ ├── bank-full.csv │ │ │ ├── bank-names.txt │ │ │ └── bank.csv │ ├── emr_submit.zsh │ ├── mlewp-chapter06-spark.yml │ ├── output1.json │ ├── set_env_vars_for_session.sh │ ├── spark_example_emr.py │ ├── spark_example_mlflow_pandas_udfs.py │ ├── spark_example_pandas_udf.py │ └── spark_example_udfs.py └── requirements.txt ├── Chapter07 ├── example_scripts │ ├── copilot_examples.py │ ├── gpt3-turbo-example.py │ └── transfer_learning.py ├── llms-langchain │ ├── README.md │ ├── llms_langchain │ │ ├── __init__.py │ │ └── gpt3-turbo-example.py │ ├── poetry.lock │ ├── pyproject.toml │ └── tests │ │ └── __init__.py ├── mlewp-chapter07.yml ├── notebooks │ ├── data │ │ ├── training_set_rel3.tsv │ │ └── training_set_rel3.tsv.zip │ ├── text_summary_example.ipynb │ ├── transfer_learning_example.ipynb │ └── transfer_learning_example2.ipynb └── requirements.txt ├── Chapter08 ├── .DS_Store ├── README.md ├── cluster-configuration │ ├── .DS_Store │ ├── cluster-config-ch08.yaml │ ├── direct-kube-deploy.yaml │ ├── lab-notes.md │ └── other-examples │ │ ├── .DS_Store │ │ ├── cluster-config-v1.yaml │ │ ├── cluster-config-v2.yaml │ │ ├── create-kind-cluster.sh │ │ ├── kind-test2-config.yaml │ │ ├── kserve │ │ ├── kserve-custom-endpoint.yaml │ │ ├── on-prem-call-kserve-basic.sh │ │ └── simplified-quick-kserve-install.sh │ │ ├── kubeconfig.yaml │ │ └── test-kubeconfig.yaml ├── forecasting-at-scale-prophet-2017.pdf ├── iris-input.json ├── mlflow.db ├── register │ ├── mlewp-chapter08-register.yml │ ├── mlflow.db │ ├── mlruns │ │ └── 0 │ │ │ └── meta.yaml │ ├── requirements-chapter08-register.txt │ └── start-mlflow-server.sh ├── requirements.txt ├── serve │ ├── __init__.py │ ├── mlewp-chapter07-serve.yml │ ├── mlewp-chapter08-serve.yml │ ├── requirements-chapter08-serve.txt │ ├── requirements.txt │ └── src │ │ ├── __init__.py │ │ ├── app-test.py │ │ ├── app.py │ │ ├── app2.py │ │ ├── forecaster │ │ ├── __init__.py │ │ └── kserve │ │ │ ├── config.py │ │ │ └── handler.py │ │ ├── helpers │ │ └── request.py │ │ ├── mlruns │ │ └── 0 │ │ │ └── meta.yaml │ │ └── registry │ │ ├── __init__.py │ │ └── mlflow │ │ ├── __init__.py │ │ └── handler.py └── train │ ├── mlewp-chapter07-train.yml │ ├── mlewp-chapter08-train.yml │ ├── mlruns │ └── 0 │ │ └── meta.yaml │ ├── requirements-chapter08-train.txt │ ├── requirements.txt │ ├── rossman_store_data │ ├── store.csv │ ├── test.csv │ └── train.csv │ ├── test_forecast_inference.py │ ├── train.csv │ ├── train_forecasters_basic.py │ ├── train_forecasters_ray.py │ ├── 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