creates a new instance of the Upper confidence bound(UCB) algorithm. UCB is based on the principle of optimism in the face of uncertainty, which is to choose your actions as if the environment (in this case bandit) is as nice as is plausibly possible
single step trainning method
returns next action based off of the upper confidence bound
returns bound selection
training method for upper confidence bound calculations
Implementation of the Upper Confidence Bound algorithm
ml