You could do worse than the
Linux Pocket Guide. In general, O'Reilly is your go-to publisher for any books about linux, internet, or web programming topics.
I wouldn't suggest it as a "crash course" but the
Unix System Administration Handbook was always very valuable. (I haven't gotten a copy since they split off and did a separate Linux edition.)
bc, are you suggesting he's actually clueless?