Typo slain!
 local changes
 add ucb1 bandit
Simulate real world situations
Tight hidden probabilities
Many many bandits
Merge branch 'master' of https://github.com/adamilardi/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers