US Patent 12106662 Machine learning traffic determination

Apparatuses, systems, methods, and computer program products for machine learning traffic determination. A method includes receiving an image of vehicular traffic taken by an image sensor. A method includes receiving environmental data from a plurality of environmental sensors. A method includes determining a history of vehicular traffic in a geographic area associated with an image sensor. A method includes processing an image of vehicular traffic, environmental data, and a history of vehicular traffic using one or more machine learning models to predict a traffic level and a pollution level for a geographic area. A method includes communicating one or more of a predicted traffic level and a predicted pollution level to a user on an electronic display screen of a hardware computing device.