N° 01 / 042025Geospatial ML
Receding Coastlines
- Languages
- Python
- Frameworks
- Flask · GeoPandas · PyTorch · Transformer
- Data
- Google Earth Engine
Geospatial forecasting platform that overlays four decades of Florida coastline change with a transformer’s projection of where the shoreline ends up by 2096.
- Built a geospatial forecasting platform that visualizes 40 years of Florida coastline data alongside transformer-based predictions.
- Reduced query latency below 10 ms with a Stripe-inspired spatial tree backend for coastline retrieval.
- Trained an 8-layer, 8-head transformer with positional encoding to forecast shoreline evolution through 2096.