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Work

Case studies show how each system was tested and where it falls short. Every figure comes with the data it was measured on, or a Private work label.

1 item, tagged Agritech

Case studies

  1. Public code

    GEO-AI cropland mapping from satellite data

    Crop versus non-crop from Sentinel-1 and Sentinel-2 data in two regions, with an honest look at where the evaluation flattered the model.

    • ML
    • Data
    • Evaluation
    • Agritech

    0.745held-out accuracy, RandomForest200 points; majority-class baseline 0.703; random splitEvidence for held-out accuracy, RandomForest: Notebook with every run and its output (index.ipynb) (opens in new tab)