Preprocessing / Normalization
Centering
make rows/columns more comparable and subtract out rating bias
Mean rating per user/item

This lets us center the data:

Variance Normalization
Then the noramlized scores or z-scores are:
Mean rating per user/item

This lets us center the data:

Then the noramlized scores or z-scores are: