Unlock: The Elements of Statistical Learning (Hastie, Tibshirani, Friedman)
Reading guide for ESL (2009, 2nd edition). The standard graduate statistics/ML textbook. Covers linear methods, trees, boosting, SVMs, ensemble methods. What to read, what to skip, and where it excels.
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