Credit for this problem goes to mrussell. Thanks!

Unfair coin

You have a probably-unfair coin, but you have no idea what the probability it will come up heads is. More precisely, you think that P(H) could be anything between 0 and 1 and that all values are equally likely.

You then flip the coin 4 times and it comes up HHTH.