A base station device may include a memory configured to store instructions and a processor configured to execute the instructions to obtain one or more radio signal quality parameter values associated with a user equipment (UE) device and determine a channel quality class associated with the UE device based on the obtained one or more radio signal quality parameter values using a machine learning model. The processor may be further configured to identify an application data stream associated with the UE device, select an application bandwidth for the application data stream based on the determined channel quality class, and send application data associated with the application data stream to the UE device based on the selected application bandwidth.