About Feature Scaling and Normalization

I received a couple of questions in response to my previous article (Entry point: Data) where people asked me why I used Z-score standardization as feature scaling method prior to the PCA. I added additional information to the original article, however, I thought that it might be worthwhile to write a few more lines about this important topic in a separate article.