deep_learning_with_satellite_imagery_and_geospatial_data

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deep_learning_with_satellite_imagery_and_geospatial_data

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Intro to Deep learning applied to satellite and geospatial imagery

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# Deep learning with satellite imagery and geospatial data

This course provides an introduction to Deep Learning applied to geospatial and remotely sensed data. Currently there are five exercises available:

1. temperature prediction and introduction to DNN [notebook for intro to dnn](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/temperature_predictions_DNN.ipynb)
2. introduction to image classification and CNN using CIFAR 10 [notebook for intro to cnn](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/intro_to_image_classification_with_CNN_cifar10.ipynb)
3. land cover scene image classification with Sentinel 2: under development  [notebook for sentinel2_land_cover_image_classification](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/land_cover_image_classification_sentinel2.ipynb)
4. introduction to semantic classification with remotely sensed data: building mapping [notebook for intro to semantic_segmentation](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/intro_image_semantic_segmentation.ipynb)
5. introduction to transfer for image classification [notebook for intro to transfer_learning_classification](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/intro_to_transfer_learning_with_CNN_cifar10.ipynb)
6. 3D hybrid CNN for hyperspectral classification [notebook for hyperspectral_application_in_deep_learning](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/hyperspectral_application_in_deep_learning.ipynb) 
7. boat detection using SAR imagery and yolov9 [notebook for SAR boat detection](https://github.com/bparment1/deep_learning_with_satellite_imagery_and_geospatial_data/blob/main/SAR_boat_detection_yolo.ipynb)

Upcoming exercises:

- deep learning flood mapping with sentinel 1
- intro to object detection

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