Ads CTR optimisation using UCB Algorithm (reinforcement learning)

The Upper Confidence Bound (UCB) Algorithm Rather than performing exploration by simply selecting an arbitrary action, chosen with a probability that remains constant. The UCB algorithm changes its exploration-exploitation balance as it gathers more knowledge of the environment.