In other words, MAE is the average absolute difference between X and Y. MAE is fundamentally easier to understand than the square root of the average of the sum of squared deviations.
In other words, it is the average absolute difference between x and "y". This is fundamentally easier to understand than the square root of the average of the sum of squared deviations.