Data analysis : a gentle introduction for future data scientists / Graham Upton and Dan Brawn.
This slim volume provides a very approachable guide to the techniques and basic ideas of probability and statistics and more advanced techniques such as generalised linear models, classification using logistic regression, and support-vector machines.
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