There are many good textbooks on linear algebra. The text by Strang is particularly popular among computer vision researchers, because it has a practical, computational and engineering emphasis, but assumes a reasonably mature reader.
The numerical analysis page contains references explaining how to implement algorithms involving matrices and linear algebra.
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