PCA first or normalization first?

Question

When doing regression or classification, what is the correct (or better) way to preprocess the data?

1. Normalize the data -> PCA -> training
2. PCA -> norm

Answer 1

You need to normalize the data first always. Otherwise, PCA or other techniques that are used to reduce dimensions will give different results.