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The Art of Electronics.

I can't say I've read it cover-to-cover, but it really is an excellent, approachable electronics resource for enthusiasts and professionals alike.

I took a course that used it in college. It is really excellent, but probably hard for a first exposure to electronics unless you are very committed.