├── .gitignore ├── 01_vector_data_preparation └── 01_vector_preparation.ipynb ├── 02_raster_data_preparation └── 02_raster_data_preparation.ipynb ├── 03_shallow_regression ├── 03_shallow_regression.ipynb ├── ada_boost.py ├── bagging.py ├── extra_trees.py └── grad_boost.py ├── 04_shallow_classification └── 04_shallow_classification.ipynb ├── 05_deep_regression_MLP └── 05_deep_regression.ipynb ├── 06_deep_classification_MLP └── 06_deep_classification.ipynb ├── 07_segment_anything └── 07_segment_anything_geo.ipynb ├── 08_cnn_segmentation ├── 08_1_train_model.py ├── 08_1_train_model.sh ├── 08_2_evaluation_and_inference.ipynb └── Readme.md ├── 09_object_detection ├── Readme.md ├── existing_model │ ├── 09_object_detection_batch_job.sh │ ├── 09_object_detection_existing_model.py │ └── Readme.md └── own_model_training │ ├── 09_0_download_sentinel2_data.ipynb │ ├── 09_1_data_preparation.ipynb │ ├── 09_2_train_model.py │ ├── 09_2_train_model.sh │ ├── 09_3_predict.py │ ├── 09_3_predict.sh │ ├── 09_4_evaluate.ipynb │ ├── Readme.md │ └── coordinates.py ├── LICENSE ├── README.md ├── environment.yml ├── images └── supervised_workflow.png ├── links.md ├── tensorboard.md └── tools.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/csc-training/GeoML/HEAD/.gitignore -------------------------------------------------------------------------------- /01_vector_data_preparation/01_vector_preparation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/csc-training/GeoML/HEAD/01_vector_data_preparation/01_vector_preparation.ipynb -------------------------------------------------------------------------------- /02_raster_data_preparation/02_raster_data_preparation.ipynb: -------------------------------------------------------------------------------- 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