Mean Absolute Error (MAE)
Mean Absolute Error Formula
Pros of MAE
- Easy to calculate
- Errors are weighted on the same scale
- Used for training with outliers as don't give high error
Cons of MAE
- Not differentiable at 0.
- Challenging to computer Gradient