Add support for (optional) preprocessing of inputs

[anwai98]

It would be nice to add different normalization scheme supports for users to try them out, without the need of manually rescaling them. Ideally, this would just be click of a button for the users inside our widgets!

[constantinpape]

See draft PR for this: #1058