Python Data Science Handbook: Essential Tools for Working with Data by Jake VanderPlas (Paperback, 2016)

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Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all-IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.