Root mean square
To prevent the negative numbers from canceling out the positive we first need to take the absolute value of each of the differences. The average of the absolutes is called the Mean Absolute Error. The MAE treats all numbers as equal when it calculates the average, however, what if we care more about large differences and not so much about smaller ones.