Predicting 14-day average temperatures across 514 US locations using climate and atmospheric data. LightGBM model achieves 90% RMSE reduction over NMME ensemble baseline.
How it knows: Scored against the NMME physics-based ensemble rather than a null model - a 90% RMSE reduction measured against the baseline meteorologists actually use.
Nicholas Smith - all work