├── .dvc ├── .gitignore ├── config └── plots │ ├── confusion.json │ ├── confusion_normalized.json │ ├── default.json │ ├── linear.json │ ├── scatter.json │ └── smooth.json ├── .dvcignore ├── .github └── workflows │ ├── basic.yaml │ └── build_docker_image.yaml ├── .gitignore ├── LICENSE ├── README.md ├── images ├── basic_flow.png ├── docker_flow.png ├── dvc.png ├── ecr_flow.png ├── hydra.png ├── kibana_flow.png ├── lambda_flow.png ├── onnx.jpeg ├── pl.jpeg ├── summary.png └── wandb.png ├── week_0_project_setup ├── README.md ├── data.py ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── model.py ├── requirements.txt └── train.py ├── week_1_wandb_logging ├── README.md ├── data.py ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── model.py ├── requirements.txt └── train.py ├── week_2_hydra_config ├── README.md ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── data.py ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── model.py ├── requirements.txt └── train.py ├── week_3_dvc ├── README.md ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── data.py ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── model.py ├── models │ └── .gitignore ├── requirements.txt └── train.py ├── week_4_onnx ├── README.md ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── convert_model_to_onnx.py ├── data.py ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── inference_onnx.py ├── model.py ├── requirements.txt ├── train.py └── utils.py ├── week_5_docker ├── Dockerfile ├── README.md ├── app.py ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── convert_model_to_onnx.py ├── data.py ├── docker-compose.yml ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── inference_onnx.py ├── model.py ├── requirements.txt ├── requirements_inference.txt ├── train.py └── utils.py ├── week_6_github_actions ├── Dockerfile ├── README.md ├── app.py ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── convert_model_to_onnx.py ├── data.py ├── docker-compose.yml ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── inference_onnx.py ├── model.py ├── parse_json.py ├── requirements.txt ├── requirements_inference.txt ├── train.py └── utils.py ├── week_7_ecr ├── Dockerfile ├── README.md ├── app.py ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── convert_model_to_onnx.py ├── data.py ├── docker-compose.yml ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── inference_onnx.py ├── model.py ├── parse_json.py ├── requirements.txt ├── requirements_inference.txt ├── train.py └── utils.py ├── week_8_serverless ├── Dockerfile ├── README.md ├── app.py ├── configs │ ├── config.yaml │ ├── model │ │ └── default.yaml │ ├── processing │ │ └── default.yaml │ └── training │ │ └── default.yaml ├── convert_model_to_onnx.py ├── data.py ├── docker-compose.yml ├── dvcfiles │ └── trained_model.dvc ├── experimental_notebooks │ └── data_exploration.ipynb ├── inference.py ├── inference_onnx.py ├── lambda_handler.py ├── model.py ├── parse_json.py ├── requirements.txt ├── requirements_inference.txt ├── train.py └── utils.py └── week_9_monitoring ├── Dockerfile ├── README.md ├── app.py ├── configs ├── 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