Machine Learning, Artificial Intelligence, Data Science.
information content can also be viewed as the number of bits to encode the information most efficiently. Utilizing the event frequency, the optimal encoding scheme will be0b0 for head and 0b1for tail in a fair coin (or vice versa). For our discussion, we use base 2 for the log. Therefore, the