PNL stands a robust framework for assessing neural networks. It provides tools for evaluate the performance of these complex systems. Using PNL, we can gain insights into how deep learning systems learn, allowing us to optimize their performance. Several key indicators are used in PNL, such as accuracy, precision, recall, and F1-score. Each metric