Statistics, Machine Learning, Data Science, Central Limit Theorem, Sample.
US citizens). That is, we want to calculate: Here, I have replaced A_i with x_i to keep the notation consistent with the Normal equation. In the most general case, we are stuck here. However, recall we have made an important assumption: the i.i.d. assumption, meaning all the data-points are