Question

On what basis we choose data scaling method (normalization/standardization)?

Answer 1

Before choosing the data scaling method, we need to check the distribution of data. If the data is normally/uniformly distributed, then Standardization is the suitable method for the scaling purpose. On the other hand, if the data is not normally distributed, we go with Normalization scaling method.