That book is about NumPy and not linear algebra. For actually learning linear algebra you need a math book, pen and paper.
NumPy is the worst way of abstracting linear algebra into a programming language. Octave is better in not obfuscating the concepts with OO boilerplate and having actually useful printed matrix output instead of ugly list representations. Even Fortran is better.