Cross-Entropy Demystified

What is it? Is there any relation to the entropy concept? Why is it used for classification loss? What about the binary cross-entropy?

Some of us might have used the cross-entropy for calculating classification losses and wondered why we use the natural logarithm. Some might have seen the binary cross-entropy and wondered whether it is fundamentally different from the cross-entropy or not. If so, reading this article…