In reply to TheDrunkenBakers:
What are you using to make the PDF?
If Word, then insert picture, choose compress from the Format menu and compress for screen/print/etc. Then PDF.
If you're on Linux then you can use command line tools in ImageMagick
You could also reduce the image resolution on the camera, probably.