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I have read the third chapter of least square method, which is quite helpful. And this book is a recommended book for our subject "computational method". Hence I think it is a very good introductory level book, which also gives literature review for further reading.
Review: Scientific ComputingUser Review - Tieta - Goodreads
Great book about numerical analysis. Favorite quote: "We cannot live without approximations"! :) Read full review