A human visual system can identify and validate currency notes. But because human vision is limited, it can occasionally be challenging for individuals to tell the difference between genuine money and counterfeit without the use of technology. For many applications, deep learning approaches have been shown to be more successful. This research presents a deep learning convolutional neural network system aimed at enhancing the identification accuracy of large denomination Nigerian banknotes.