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You're probably best with something very applied (duh), but I want to give a plug for ISLR: http://www-bcf.usc.edu/~gareth/ISL/. This book is really useful for understanding the statistical underpinnnings of most ML things while being approachable enough for someone who doesn't care (that much) about the math.



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