Binary cross-entropy and logistic regression

Ever wondered why we use it, where it comes from and how to optimize it efficiently? Here is one explanation (code included).

Although it finds its roots in statistics, logistic regression is a fairly standard approach to solve binary classification problems in machine learning. It is actually so standard…