A lot of great books have been mentioned already but I'll reiterate some of the best and maybe add a few I like.
Fantasy: Wizard's First Rule Series by Terry Goodkind, Myst of Avalon by Bradley, and IMHO the best fantasy series of all time is A Song of Fire and Ice by Martin.
As for Scifi, I...