├── .gitignore ├── LICENSE ├── README.md ├── anomaly-detection └── PaDiM │ ├── 0-preparation │ └── preparation.ipynb │ ├── 1-training │ ├── source │ │ ├── mvtec.py │ │ ├── requirements2.txt │ │ └── training.py │ └── training.ipynb │ ├── 2-inference │ ├── Dockerfile │ ├── aws │ │ └── config │ ├── inference.ipynb │ └── source │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── mvtec.py │ │ ├── mytime.py │ │ ├── nginx.conf │ │ ├── predictor.py │ │ ├── requirements.txt │ │ ├── serve │ │ ├── test.py │ │ └── wsgi.py │ ├── LICENSE │ ├── README.md │ └── images │ └── detection_example.png ├── distributed-training ├── PyTorch │ ├── README.md │ ├── code │ │ ├── mnist.py │ │ └── requirements.txt │ └── pytorch_mnist.ipynb └── TensorFlow │ └── data-parallel │ ├── README.md │ ├── code │ ├── requirements.txt │ └── train_tensorflow_smdataparallel_mnist.py │ └── tensorflow2_smdataparallel_mnist_demo.ipynb ├── encapsulation ├── Dockerfile ├── LICENSE ├── README.md ├── hyperparameter-tuning.ipynb ├── inference-custom-image.ipynb ├── inference-default-image.ipynb ├── nginx.conf ├── source │ ├── export_model.py │ ├── processing.py │ ├── requirements.txt │ └── train.py ├── test │ ├── cat.681.jpg │ └── dog.592.jpg └── train.ipynb ├── hyperspectral └── DeepHyperX │ ├── 1-preparation │ ├── explore_data.ipynb │ ├── preparation.ipynb │ └── preprocess.py │ ├── 2-training │ ├── source │ │ ├── custom_datasets.py │ │ ├── datasets.py │ │ ├── inference.py │ │ ├── main.py │ │ ├── models.py │ │ ├── requirements2.txt │ │ └── utils.py │ └── training.ipynb │ ├── 3-inference │ └── inference.ipynb │ ├── LICENSE │ └── README.md ├── image-classification ├── Image-classification-lst-format.ipynb ├── LICENSE ├── README.md └── im2rec.py ├── images └── sagemaker_notebook.png ├── object-detection └── yolov5-on-sagemaker │ ├── 0-preparation │ └── preparation.ipynb │ ├── 1-training │ ├── container │ │ ├── Dockerfile │ │ ├── changehostname.c │ │ ├── local_test │ │ │ └── input │ │ │ │ ├── config │ │ │ │ ├── hyperparameters.json │ │ │ │ └── resourceconfig.json │ │ │ │ └── data │ │ │ │ └── training │ │ │ │ ├── cfg │ │ │ │ ├── hyp.yaml │ │ │ │ └── yolov5s.yaml │ │ │ │ └── weights │ │ │ │ └── yolov5s.pt │ │ ├── sources.list │ │ ├── start_with_right_hostname.sh │ │ └── train │ ├── training-build.ipynb │ └── training.ipynb │ ├── 2-inference │ ├── Dockerfile │ ├── aws │ │ └── config │ ├── inference-build.ipynb │ ├── inference.ipynb │ └── source │ │ ├── detect.py │ │ ├── models │ │ ├── __init__.py │ │ ├── common.py │ │ ├── experimental.py │ │ ├── export.py │ │ ├── hub │ │ │ ├── yolov3-spp.yaml │ │ │ ├── yolov5-fpn.yaml │ │ │ └── yolov5-panet.yaml │ │ ├── yolo.py │ │ ├── yolov5l.yaml │ │ ├── yolov5m.yaml │ │ ├── yolov5s.yaml │ │ └── yolov5x.yaml │ │ ├── nginx.conf │ │ ├── predictor.py │ │ ├── requirements.txt │ │ ├── serve │ │ ├── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── datasets.py │ │ ├── evolve.sh │ │ ├── general.py │ │ ├── google_app_engine │ │ │ ├── Dockerfile │ │ │ ├── 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