Systems, apparatuses, methods, and computer products for segregating flaring and/or venting volumes are provided, including for segregating flaring and/or venting into one or more classifications using machine learning approaches. For example, a method may include receiving sensor data associated with a flare from at least a first sensor, determining a first gas volume of a first gas associated with the flare, and determining, via a machine learning process, one or more classifications of the flare based on the sensor data and the first gas volume. The classifications may be chosen from a set of classifications including routine flaring, non-routine flaring, and safety flaring.