Reddit reviews Introduction to Mathematical Statistics (8th Edition) (What's New in Statistics)
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Amazon links to books mentioned (no affiliate). Warning: A lot of high textbook prices here...look for eBooks and/or used copies of earlier versions:
Introduction to Mathematical Statistics (Hogg, McKean, & Craig)
All of Statistics (Wasserman)
Statistical Inference (Casella & Berger)
Pattern Recognition and Machine Learning (Bishop) (only reasonably priced as an eBook)
Hitchhiker's Guide to Python