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The Elements of Statistical Learning
by Trevor Hastie, Robert Tibshirani, Jerome Friedman
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Comprehensive treatment of statistical learning covering supervised and unsupervised learning, neural networks, SVMs, and ensemble methods with mathematical rigor.
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