Bayesian Bandits explained simply

Would you stick to a particular machine that has an okayish probability(exploitation) or would you keep searching for better machines(exploration)? It is the exploration-exploitation tradeoff. And the question is how do we balance this tradeoff such that we get maximum profits? The answer is Baye