Gradient Descent, Machine Learning.
class is represented as y = 0. Here, p is the probability of a sample belonging to the positive class. It is obvious to see that p=1 when y=1, and p=0 when y=0, will lead to zero loss. Cross entropy loss when negative class is represented as y = 0. Note that this form should not be used when the