The version in the notebook is just for simple text-based PDFs. I wrote some posts on our company blog[1] about the sheer agonies of dealing with PDF as a data format, so wanted to stick with as simple as possible for now.
That said, I'm planning future notebooks where you can perform text-to-image or image-to-image search, integrate OCR, scale it up, serve it, deploy it, etc.