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Despite the last word in the name, you might consider Bernard Kolman's Linear Algebra with Applications. Most of it is not applications and you can ignore the parts that are (tending to be at the ends of chapters or exercise sessions), and just get help with the basics. FWIW, I find it incredibly easy and gentle. Almost entirely requires no calculus, for ...

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