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We finished up approximation by discussing the kind of questions where there is no suitable approximation. We then moved one to sampling. We discussed the idea behind sampling, the unbiased estimators for population mean and variance. We discussed in great details, the difference between sample variance, estimator for population variance and population variance. We then started on Central Limit Theorem (CLT).