Complex sentence: 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.
Split into simpler sentences: 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.