Climate data, grid-ready, open NOAA/NASA/USDA inputs for electric utility predictive maintenance.

AI photogrammetry for utility poles: non-contact width/diameter estimation from video and tilt angle measurement from field images. YOLO-World + EfficientSAM + Hough transform pipeline.

Professional energy data science portfolio — wildfire risk modeling, grid investment optimization, load forecasting, and energy economics research tools built for utility infrastructure analytics.

AI-powered wildfire risk scoring and asset failure prediction for Southern California utility infrastructure. Random Forest model with interactive risk map, asset deep dive, and budget optimization engine.