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added references and reworded introduction

James Darby requested to merge update into main

Hi @afekete,

Firstly, thanks very much for getting the notebook working as a tutorial.

This MR is meant to be very small and includes the following changes to the notebook:

  1. slight rewording of the introductory text
  2. added references
  3. changed the notebook name from kpca.ipynb to compressed-descriptor-maps.ipynb. I think it would be good to update the tutorial name to this as well.

Unfortunately the last change causes the pipeline to fail. I'm not sure how tricky this is to fix?

Thanks for any help.

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