I'd offer up Horowitz and Hill's immortal, though increasingly out-of-date masterpiece, The Art of Electronics, which has the distinction of being the only electronics textbook that is readable and interesting. Most other books treat the subject in a very mathematical way - they take a circuit, state some axioms and then derive their way down the page. H&H actually tells you what you want to know about a particular circuit, and then explains why it works.
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