├── .gitignore ├── 01-dataset-management.ipynb ├── 02-experimentation.ipynb ├── 03-training-formalization.ipynb ├── 04-pipeline-deployment.ipynb ├── 05-continuous-training.ipynb ├── 06-model-deployment.ipynb ├── 07-prediction-serving.ipynb ├── 08-model-monitoring.ipynb ├── Dockerfile ├── LICENSE ├── README.md ├── mlops.png ├── provision ├── README.md └── terraform │ ├── gcs-bucket.tf │ ├── main.tf │ ├── notebook-instance.tf │ ├── service-accounts.tf │ ├── services.tf │ ├── terraform.tfvars │ └── variables.tf ├── requirements.txt ├── setup.py └── src ├── __init__.py ├── common ├── __init__.py ├── datasource_utils.py └── features.py ├── model_training ├── __init__.py ├── data.py ├── defaults.py ├── exporter.py ├── model.py ├── runner.py ├── task.py └── trainer.py ├── pipeline_triggering ├── __init__.py ├── main.py └── requirements.txt ├── preprocessing ├── __init__.py ├── etl.py └── transformations.py ├── raw_schema └── schema.pbtxt ├── tests ├── __init__.py ├── datasource_utils_tests.py ├── etl_tests.py ├── model_deployment_tests.py ├── model_tests.py └── pipeline_deployment_tests.py └── tfx_pipelines ├── __init__.py ├── components.py ├── config.py ├── prediction_pipeline.py ├── runner.py └── training_pipeline.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ksalama/ucaip-labs/HEAD/.gitignore -------------------------------------------------------------------------------- /01-dataset-management.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ksalama/ucaip-labs/HEAD/01-dataset-management.ipynb -------------------------------------------------------------------------------- /02-experimentation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ksalama/ucaip-labs/HEAD/02-experimentation.ipynb 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