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Deep learning system for climate change analysis using satellite imagery and weather data. Predicts natural disasters, monitors deforestation, tracks glacier melting, and analyzes urban heat islands.
Data-curation levers (cross-dataset transfer and class-balanced sampling) for imbalanced high-resolution rural land-cover segmentation with FT-UNetFormer, and the label-quality ceiling that limits them.