The GEE application was developed from existing JavaScript that had been developed by Andrew Mellor and Luke Collins in the interactive Google Earth Engine web editor for performing supervised image classification of fire severity using a machine learning algorithm (random forest) from pre and post fire Landsat imagery.
Help Document for GEE tool – users
The application is hosted at https://gee-fire-severity-maps.appspot.com/