The operational stability of blue quantum dot light emitting diode (QLED) has been one of the most important obstacles to initialize the industrialization. Recently, we developed large ZnSe nanocrystals as alternative materials and demonstrate a machine learning assisted methodology to illustrate the operational stability of blue QLEDs by analyzing the measurements.