Machine Learning (CPSC 540): Bayesian optimization and multi-armed bandits

I want to know more about four acquisition functions PI, EI, GP-UCB, Thompson sampling.
After I understand these things, I will post this on my blog. I think these are important.
(Question, Machine Learning (CPSC 540))