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I recently purchased a copy of this book : An Introduction to Numerical Analysis by Suli and Mayers. It assumes a background of only a first course in analysis, and the presentation of the material is intuitive, rigorous & clear - no hand-waving. I find it to be such a nicely written undergraduate level intro.