├── LICENSE ├── README.md ├── chapter01 ├── README.md ├── first_dl.py ├── requirements-gpu-additional.txt └── requirements.txt ├── chapter02 ├── README.md ├── first_dl_with_mlflow.py └── requirements.txt ├── chapter03 ├── README.md ├── dl_model-non-auto-tracking.ipynb ├── dl_model_tracking.ipynb ├── mlflow_docker_setup │ ├── .env │ ├── docker-compose.yml │ ├── mlflow │ │ └── Dockerfile │ ├── nginx │ │ ├── Dockerfile │ │ ├── minio.conf │ │ ├── mlflow.conf │ │ └── nginx.conf │ ├── start_mlflow.sh │ └── stop_mlflow.sh └── requirements.txt ├── chapter04 ├── MLproject ├── README.md ├── conda.yaml ├── main.py ├── notebooks │ ├── fine_tuning.py │ └── fine_tuning_databricks.py ├── pipeline │ ├── download_data.py │ ├── fine_tuning_model.py │ └── register_model.py └── requirements.txt ├── chapter05 ├── MLproject ├── README.md ├── cluster_spec.json ├── conda.yaml ├── main.py ├── pipeline │ ├── download_data.py │ ├── fine_tuning_model.py │ └── register_model.py └── requirements.txt ├── chapter06 ├── MLproject ├── README.md ├── conda.yaml ├── main.py ├── pipeline │ ├── download_data.py │ ├── hpo_finetuning_model.py │ └── hpo_finetuning_model_optuna.py └── requirements.txt ├── chapter07 ├── MLproject ├── README.md ├── conda.yaml ├── main.py ├── notebooks │ ├── basic_custom_dl_model.py │ └── multistep_inference_model.py └── pipeline │ ├── download_data.py │ ├── fine_tuning_model.py │ ├── inference_pipeline_model.py │ └── register_model.py ├── chapter08 ├── Dockerfile ├── MLproject ├── README.md ├── batch │ └── batch_inference.py ├── cluster_spec.json ├── conda-batch-inference.yaml ├── conda.yaml ├── data │ └── imdb │ │ ├── predict.csv │ │ ├── test.csv │ │ ├── train.csv │ │ └── valid.csv ├── main.py ├── pipeline │ ├── download_data.py │ ├── fine_tuning_model.py │ ├── inference_pipeline_model.py │ └── register_model.py ├── ray_serve │ └── query_ray_serve_endpoint.py └── sagemaker │ ├── deploy_to_sagemaker.py │ └── query_sagemaker_endpoint.py ├── chapter09 ├── README.md ├── 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