Explanation:
If there are 11 marbles in total and 7 of them are purple, then the probability of picking a purple marble on any given draw is 7/11. However, since we are drawing 11 times with replacement, each draw is independent of the others, and the probability of picking a purple marble is the same for each draw.
The number of purple marbles you pick on any given draw follows a binomial distribution with parameters n = 11 (the number of draws) and p = 7/11 (the probability of picking a purple marble on each draw). The expected value of a binomial distribution is given by n*p, so the best prediction for the number of times you will pick a purple marble is:
E(X) = np = 11(7/11) = 7
Therefore, the best prediction possible is that you will pick a purple marble approximately 7 times out of the 11 draws, on average. However, it's important to note that this is just a prediction based on probability, and the actual number of purple marbles you pick may vary from this expectation due to chance.