├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── course-content-report.md ├── .gitignore ├── Jenkinsfile ├── Jenkinsfile_data_pipeline ├── Jenkinsfile_model_serving ├── LICENSE ├── README.md ├── data_pipeline ├── .dockerignore ├── .gitignore ├── Makefile ├── README.md ├── dags │ ├── db_to_offline_store.py │ ├── materialize_offline_to_online.py │ ├── stream_to_stores.py │ └── utils.py ├── data_sources │ └── driver_stats.parquet ├── deployment │ ├── .env │ ├── Dockerfile │ ├── deploy.sh │ └── requirements.txt ├── dev_requirements.txt ├── examples │ ├── get_historical_features.py │ └── get_online_features.py ├── feature_repo │ ├── data_sources.py │ ├── entities.py │ ├── feature_store.yaml │ └── features.py ├── scripts │ ├── feast_helper.sh │ └── utils │ │ └── logger.py └── src │ ├── db_to_offline_store │ ├── clean.py │ ├── explore_and_validate.py │ └── ingest.py │ ├── stream_to_stores │ ├── ingest.py │ └── processor.py │ └── utils │ ├── __init__.py │ └── logger.py ├── model_serving ├── .dockerignore ├── .env ├── .gitignore ├── Makefile ├── README.md ├── artifacts │ └── .gitkeep ├── dags │ ├── batch_serving_dag.py │ └── utils.py ├── data │ └── batch_request.csv ├── deployment │ ├── .env │ ├── Dockerfile │ ├── deploy.sh │ ├── docker-compose.yml │ └── requirements.txt ├── dev_requirements.txt ├── scripts │ └── bentoml_helper.sh └── src │ ├── batch_prediction.py │ ├── bentoml_service.py │ ├── data_extraction.py │ └── utils.py ├── monitoring_service ├── .dockerignore ├── .gitignore ├── Makefile ├── README.md ├── dashboards │ ├── bentoml_dashboard.json │ ├── classification_performance.json │ └── data_drift.json ├── data │ ├── .gitkeep │ └── orig_driver_stats.parquet ├── deployment │ ├── .env │ ├── Dockerfile │ ├── deploy.sh │ ├── docker-compose.yml │ └── requirements.txt ├── dev_requirements.txt ├── nbs │ ├── prepare_datasets.ipynb │ └── test_datasets.ipynb └── src │ ├── mock_request.py │ ├── monitoring_service.py │ └── utils.py ├── stream_emitting ├── Dockerfile ├── README.md ├── data │ └── driver_stats_stream.parquet ├── deploy.sh ├── dev_requirements.txt ├── docker-compose.yaml └── stream_emitting.py └── training_pipeline ├── .dockerignore ├── .env ├── .gitignore ├── Makefile ├── README.md ├── artifacts └── .gitkeep ├── dags ├── training_dag.py └── utils.py ├── data └── driver_orders.csv ├── deployment ├── .env ├── Dockerfile ├── deploy.sh └── requirements.txt ├── dev_requirements.txt ├── nbs ├── data │ ├── exp_driver_orders.csv │ └── exp_driver_stats.parquet ├── poc-integrate-mlflow.ipynb └── poc-training-code.ipynb └── src ├── data_extraction.py ├── data_preparation.py ├── data_validation.py ├── model_evaluation.py ├── model_training.py ├── model_validation.py └── utils.py /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MLOpsVN/mlops-crash-course-code/HEAD/.github/ISSUE_TEMPLATE/bug_report.md 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