🌿 Singapore Micro-Islands Vegetation Monitor Sentinel-2 L2A + iNaturalist

XGBoost pipeline predicting annual NDVI vegetation change across 6 micro-islands · 33% better RMSE vs naive persistence baseline.

Research Paper → Portfolio →
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Predicted 2026 NDVI change
● stable (≥ -3%)
● moderate (-3% to -8%)
● high risk (< -8%)
Model RMSE ≈ 0.15 — treat small changes as noise.