Machine Learning, Artificial Intelligence, Data Science.
variable. To calculate the value, we sum up all information content with a weight equal to its occurrence frequency. For example, in flipping a fair coin, P(X=head)=½ and P(X=tail)=½. Its entropy equals The average content is one bit. That is, we need an average of one bit to encode an event.