├── LICENSE
├── README.md <- The top-level README for developers using this project.
├── data
│ ├── training <- training data.
│ └── test <- test data.
│
├── docs <- A default Sphinx project; see sphinx-doc.org for details
│
├── trained_models (anstatt models?) <- Trained and serialized models, model predictions, or model summaries
│ ├── efficientnet_surface <-
│ │ ├── checkpoints
│ │ └── efficientnet_v1.pt
│ │
│ ├── vgg16_surface <- Data from third party sources.
│
├── notebooks <- Jupyter notebooks. Naming convention is a number (for ordering),
│ the creator's initials, and a short - delimited description, e.g.
│ 1.0-jqp-initial-data-exploration.
│
│
│
├── evaluations <- model evaluation
│
├── experiments <- run_efficientnet.py / run_experiments.py
│
├── references <- Data dictionaries, manuals, and all other explanatory materials.
│
├── reports <- Generated analysis as HTML, PDF, LaTeX, etc.
│ └── figures <- Generated graphics and figures to be used in reporting
│
├── requirements.txt <- The requirements file for reproducing the analysis environment, e.g.
│ generated with pip freeze > requirements.txt
│
├── results <- track model performance, wandb folder?
│
├── setup.py <- makes project pip installable (pip install -e .) so src can be imported
├── src <- Source code for use in this project.
│ ├── init.py (?) <- Makes src a Python module
│ │
│ ├── constants.py <-
│ │
│ ├── config <-
│ │ ├── train_config.py
│ │ └── general_config
│ │
│ ├── data (not here -> dataset_creation) <- Scripts to download or generate data
│ │ └── make_dataset.py
│ │
│ ├── features (we don't have this) <- Scripts to turn raw data into features for modeling
│ │ └── build_features.py
│ │
│ ├── models <- Scripts to train models and then use trained models to make
│ │ │ predictions
│ │ ├── predict_surface.py incl. main()
│ │ └── train_surface.py incl main()
│ │
│ ├── architecture <-
│ │ ├── vgg16.py <- model classes? or in config? model_config in models?
│ │ └── efficientnet.py
│ │
│ ├── utils <-
│ │ ├── preprocessing.py
│ │ ├── param_config.py
│ │ ├── str_conv.py <- model, optimizer, etc. name conversion to classes or dicts
│ │ └── helper.py
│ │
│ └── visualization <- Scripts to create exploratory and results oriented visualizations
│ └── visualize.py
│
│
├── tests <- Unit tests, integration tests, and validation tests contribute to the reliability and robustness of the project. Organized based │
│ on their purpose or the specific components they target.
│
└── tox.ini (?) <- tox file with settings for running tox; see tox.readthedocs.io