Let's play this game again, but this time you can "Show Distributions". The red button below reveals the distribution of rewards for each button. Each reward you see, when you press a button, is sampled from this distribution. Try the game for about 20 actions first to see if you can infer information about the reward distributions before pressing "Show Distributions". This again helps you get a sense of what a bandit agent faces; now you are also trying to model rewards rather than just guess based on intuition. You might even want to be a bit systematic about what buttons you press. Let's play again. Remember, the "Show Distribution" button reveals the distribution of rewards for each button. Each reward you see, when you press a button, is sampled from this distribution. You can still press the buttons above, even while the statistics are being shown. Click here or one of the buttons above to dismiss this message.