Mathematical Formula for the Loss Function in Convolutional Neural Networks In the domain of convolutional neural networks (CNNs), the loss function is a critical component that quantifies the difference between the predicted output and the actual target values. The choice of the loss function directly impacts the training process and the performance of the neural