PNL represents a effective methodology for assessing neural networks. It provides a set of measure the performance of these sophisticated systems. By PNL, we can derive understanding into how neural networks operate, permitting us to enhance their effectiveness. Many key metrics are used in PNL, comprising accuracy, precision, recall, and F1-score