PNL is a effective methodology for evaluating AI architectures. It provides a set of evaluate the performance of these complex architectures. Using PNL, we can derive understanding into how deep learning systems learn, allowing us to improve their effectiveness. Several key measures are used in PNL, comprising accuracy, precision, recall, and F1-s