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1. Hands-on-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow Hands-on-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow Public

   Notes & exercise solutions of Part I from the book: "Hands-On ML with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems" by Aurelien Geron

   Jupyter Notebook 992 420

2. microsoft/building-damage-assessment microsoft/building-damage-assessment Public

   A toolkit that enables building damage assessments from remotely sensed imagery.

   Python 137 26

3. microsoft/data-centric-satellite-segmentation microsoft/data-centric-satellite-segmentation Public

   Contains implementations of data-centric approaches for improving semantic segmentation on satellite imagery.

   Python 53 3

4. microsoft/pytorch-cloud-geotiff-optimization microsoft/pytorch-cloud-geotiff-optimization Public

   A toolkit for optimizing cloud GeoTIFF streaming in PyTorch. Achieves 20x throughput and 90% GPU utilization through optimized data loading and compression. Paper: https://arxiv.org/pdf/2506.06235

   Python 49 4

5. microsoft/Sims microsoft/Sims Public

   A lightweight web client for Interactive Geospatial Feature Discovery.

   Python 45 4

6. microsoft/rice-irrigation-mapping-s1s2 microsoft/rice-irrigation-mapping-s1s2 Public

   A framework for classifying rice field irrigation methods (AWD vs CF) and sowing practices (DSR vs PTR) using Sentinel-1/2 satellite time series and machine learning. Paper: https://arxiv.org/pdf/2…

   Python 4 1