Applied Statistics References
Plane Answers to Complex Questions. A great (but slightly classical) treatment of linear models. Free for Stanford students from the link provided.
Introduction to Statistical Learning. A very short, quick introduction to statistical learning methods. Because this book doesn't contain much math, it can be read quickly, and it provides a lot of good intuition for very little overhead. Free online from the link provided.
Elements of Statistical Learning. This is useful for reviewing linear models (Ch. 3, Ch. 4, and Ch. 18), data splitting and subsampling (Ch. 6), and unsupervised learning (Ch. 12 and Ch. 13). Free online from the link provided.
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