maximum regret

Have you watched the lecture? (There is no point in using the course notes without the lectures - I go through the example in the lecture and explain it). I cannot type out the entire lecture here. We produce the regret table. Since they are regrets (losses) the worst outcome in each case is the maximum (i.e. biggest) regret.