Systems and methods are disclosed for configuring a light integrated device, and include receiving sensed data from a first sensor, providing the sensed data from the first sensor to a machine learning model, receiving a machine learning output from the machine learning model based on the sensed data from the first sensor, the machine learning output comprising a light integrated device configuration, wherein the light integrated device configuration comprises a dual light emitting diodes (LED) setting, and configuring the light integrated device based on the light integrated device configuration.