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Getting started Jay Alammar's Visual Intro to Numpy is a perfect first stop. Finxter's NumPy Tutorial provides a complementary approach. Nicolas Rougier's collection of 100 NumPy exercises gives an excellent opportunity to learn the mechanics of NumPy. There are problems for learners of all levels. Together with Machine Learning Plus' NumPy Exercises these provide a fantastic companion to the introductory tutorials. 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