├── README.md ├── module1 └── 1_model_creation_jupyter_notebook │ ├── models │ └── rf_v1 │ ├── random_forest_model.ipynb │ └── rent_apartments.csv ├── module2 ├── 10_cicd │ ├── .github │ │ ├── actions │ │ │ └── build-application │ │ │ │ └── action.yml │ │ └── workflows │ │ │ └── lint.yml │ ├── Makefile │ ├── poetry.lock │ ├── pyproject.toml │ ├── setup.cfg │ └── src │ │ ├── config │ │ ├── .env │ │ ├── __init__.py │ │ ├── db.py │ │ ├── logger.py │ │ └── model.py │ │ ├── db │ │ ├── db.sqlite │ │ └── db_model.py │ │ ├── logs │ │ ├── app.2023-12-14_19-42-06_115717.log.zip │ │ └── app.log │ │ ├── model │ │ ├── model_service.py │ │ ├── models │ │ │ ├── rf_db_v1 │ │ │ ├── rf_db_v2 │ │ │ └── rf_v1 │ │ └── pipeline │ │ │ ├── collection.py │ │ │ ├── model.py │ │ │ └── preparation.py │ │ └── runner.py ├── 1_from_jupyter_to_application │ ├── collection.py │ ├── model.py │ ├── model_service.py │ ├── models │ │ └── rf_v1 │ ├── preparation.py │ ├── rent_apartments.csv │ └── runner.py ├── 2_dependency_management │ ├── collection.py │ ├── model.py │ ├── model_service.py │ ├── models │ │ └── rf_v1 │ ├── poetry.lock │ ├── preparation.py │ ├── pyproject.toml │ ├── rent_apartments.csv │ └── runner.py ├── 3_parametrization │ ├── .env │ ├── collection.py │ ├── config.py │ ├── model.py │ ├── model_service.py │ ├── models │ │ └── rf_v1 │ ├── poetry.lock │ ├── preparation.py │ ├── pyproject.toml │ ├── rent_apartments.csv │ └── runner.py ├── 4_logging │ ├── .env │ ├── app.log │ ├── collection.py │ ├── config.py │ ├── model.py │ ├── model_service.py │ ├── models │ │ └── rf_v1 │ ├── poetry.lock │ ├── preparation.py │ ├── pyproject.toml │ ├── rent_apartments.csv │ └── runner.py ├── 5_database │ ├── .env │ ├── app.log │ ├── collection.py │ ├── config.py │ ├── db.sqlite │ ├── db_model.py │ ├── model.py │ ├── model_service.py │ ├── models │ │ ├── rf_db_v1 │ │ └── rf_v1 │ ├── poetry.lock │ ├── preparation.py │ ├── pyproject.toml │ └── runner.py ├── 6_codebase │ ├── poetry.lock │ ├── pyproject.toml │ └── src │ │ ├── config │ │ ├── .env │ │ └── config.py │ │ ├── db │ │ ├── db.sqlite │ │ └── db_model.py │ │ ├── logs │ │ └── app.log │ │ ├── model │ │ ├── model_service.py │ │ ├── models │ │ │ ├── rf_db_v1 │ │ │ ├── rf_db_v2 │ │ │ └── rf_v1 │ │ └── pipeline │ │ │ ├── collection.py │ │ │ ├── model.py │ │ │ └── preparation.py │ │ └── runner.py ├── 7_clean_code │ ├── poetry.lock │ ├── pyproject.toml │ ├── setup.cfg │ └── src │ │ ├── config │ │ ├── .env │ │ ├── __init__.py │ │ ├── db.py │ │ ├── logger.py │ │ └── model.py │ │ ├── db │ │ ├── db.sqlite │ │ └── db_model.py │ │ ├── logs │ │ └── app.log │ │ ├── model │ │ ├── model_service.py │ │ ├── models │ │ │ ├── rf_db_v1 │ │ │ ├── rf_db_v2 │ │ │ └── rf_v1 │ │ └── pipeline │ │ │ ├── collection.py │ │ │ ├── model.py │ │ │ └── preparation.py │ │ └── runner.py ├── 8_linters_formatters │ ├── poetry.lock │ ├── pyproject.toml │ ├── setup.cfg │ └── src │ │ ├── config │ │ ├── .env │ │ ├── __init__.py │ │ ├── db.py │ │ ├── logger.py │ │ └── model.py │ │ ├── db │ │ ├── db.sqlite │ │ └── db_model.py │ │ ├── logs │ │ └── app.log │ │ ├── model │ │ ├── model_service.py │ │ ├── models │ │ │ ├── rf_db_v1 │ │ │ ├── rf_db_v2 │ │ │ └── rf_v1 │ │ └── pipeline │ │ │ ├── collection.py │ │ │ ├── model.py │ │ │ └── preparation.py │ │ └── runner.py └── 9_makefiles │ ├── Makefile │ ├── poetry.lock │ ├── pyproject.toml │ ├── setup.cfg │ └── src │ ├── config │ ├── .env │ ├── __init__.py │ ├── db.py │ ├── logger.py │ └── model.py │ ├── db │ ├── db.sqlite │ └── db_model.py │ ├── logs │ ├── app.2023-12-14_19-42-06_115717.log.zip │ └── app.log │ ├── model │ ├── model_service.py │ ├── models │ │ ├── rf_db_v1 │ │ ├── rf_db_v2 │ │ └── rf_v1 │ └── pipeline │ │ ├── collection.py │ │ ├── model.py │ │ └── preparation.py │ └── runner.py └── module3 ├── 1_from_monolith_to_microservices ├── .github │ ├── actions │ │ └── build-application │ │ │ └── action.yml │ └── workflows │ │ └── lint.yml ├── Makefile ├── poetry.lock ├── pyproject.toml ├── setup.cfg └── src │ ├── config │ ├── .env │ ├── __init__.py │ ├── db.py │ ├── logger.py │ └── model.py │ ├── db │ ├── db.sqlite │ └── db_model.py │ ├── logs │ └── app.log │ ├── model │ ├── model_builder.py │ ├── model_inference.py │ ├── models │ │ ├── rf_db_v1 │ │ ├── rf_db_v2 │ │ ├── rf_db_v3 │ │ └── rf_v1 │ └── pipeline │ │ ├── collection.py │ │ ├── model.py │ │ └── preparation.py │ ├── runner_builder.py │ └── runner_inference.py └── 2_intro_to_flask_inference_api ├── .github ├── actions │ └── build-application │ │ └── action.yml └── workflows │ └── lint.yml ├── Makefile ├── app ├── api │ └── prediction.py ├── config │ ├── .env │ ├── __init__.py │ ├── logger.py │ └── model.py ├── logs │ └── app.log ├── model │ └── rf_db_v3 ├── run.py ├── schema │ └── apartment.py └── services │ ├── __init__.py │ └── model_inference.py ├── poetry.lock ├── pyproject.toml └── setup.cfg /README.md: -------------------------------------------------------------------------------- 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