Machine Learning, Deep Learning, Mathematics, Data Science, Neural Networks.
each represent completely different classes. So when Y_pred is 0 when Y is 1, the loss will have to be very high in order for the network to learn it’s mistakes more effectively. Binary Classification Loss Comparisons We can mathematically represent the entire loss function into one equation as