I have a question about standardization (subtract mean, divide by standard deviation) of data consisting of different features with different ranges.
I read some information that seemed to be contradictory.
- does not alter the fundamental shape of the data
- but it gives the data the properties of a normal distribution: mean of 0 and standard deviation of 1
So, does it change the normal distribution or not?