Winners Built With ML

A space-weather analysis system for power grid operators: it predicts grid failures triggered by solar flares and serves up 7-day forecasts, risk thresholds and recommended actions, applying data engineering and ML to critical-infrastructure resilience.

A real-time ambulance routing engine on Microsoft Fabric: dispatch events landing in a mirrored Azure SQL database trigger a notebook via Activator, which combines the Google Routes API with an ML model predicting the speed advantage of siren privilege, surfaced to control rooms on a Power BI map. Built by an Italian developer.

Analyzes live microphone speech with machine learning to flag obscene, toxic, threatening or insulting language.