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I would love to go with The Art of Computer Programming.. but I am already confused reading that page. Is this:

http://www.amazon.co.uk/Art-Computer-Programming-Fundamental...

part 1 or is this:

http://www.amazon.co.uk/Computer-Programming-Fascicle-MMIX-M...

You'll be wanting the first one, volume 1, and also Volume 2 for data structures. These are classics, still relevant, and will give you a good grounding to pursue the more recent offerings suggested by other answerers here.

Fascicles is a new effort by Knuth and is more hardware oriented.

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