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All of Statistics

A Concise Course in Statistical Inference
Book โ€ข 2004
Taken literally, the title 'All of Statistics' is an exaggeration, but in spirit it is apt, as the book covers a much broader range of topics than a typical introductory book on mathematical statistics.

It includes modern topics like nonparametric curve estimation, bootstrapping, and classification, and is suitable for those who want to learn probability and statistics quickly.

The reader is presumed to know calculus and a little linear algebra; no previous knowledge of probability and statistics is required.

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John Myles White
as essential reading for learning statistics and rigorous thinking.
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