Guide to Numerical Analysis by Peter R. Turner.
This book considers some of the most fundamental ideas of mathematical and in particular, numerical computing. These in turn form the basis of most of the techniques of scientific computing which are widely used in almost every branch of scientific work and in business and economic applications.
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