Machine Learning, Artificial Intelligence, Data Science.
Y gives us all the information about X, the conditional entropy H(X|Y) is zero because there is no more information we needed on X. The mutual information I becomes H(X) (or H(Y)). On the other extreme, if knowing Y gives us no information about X, the conditional entropy is H(X) and the mutual