Subjects / Statistics

Best books to learn Statistics, in order

Statistics is where intuition and formalism must meet. The right order builds a feel for uncertainty first, then the machinery of inference, then applied and Bayesian perspectives.

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Reading paths for statistics

The Best Books to Learn Bayesian Statistics, In Order

Beginner9books124 hrs4 stages
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How to learn Statistics

Beginner10books128 hrs5 stages
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Best Books to Learn Multivariate Statistics, in Order

Beginner13books185 hrs4 stages
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Popular statistics books

Bayesian data analysisAndrew Gelman · 1995
Multivariate data analysisJoseph F. Hair · 1992
Modern multivariate statistical techniquesAlan Julian Izenman · 2008
Using multivariate statisticsBarbara G. Tabachnick · 1989
The Elements of Statistical LearningTrevor Hastie · 2001
Pattern Recognition and Machine Learning (Information Science and Statistics)Christopher M. Bishop · 2008

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Frequently asked questions

How should I approach learning statistics?
Statistics is where intuition and formalism must meet. The right order builds a feel for uncertainty first, then the machinery of inference, then applied and Bayesian perspectives.
What's a good book to start statistics with?
A strong starting point is Bayesian data analysis by Andrew Gelman. The ordered reading paths above show exactly where it fits and what to read next.
What should I read after statistics?
Once you have the fundamentals, explore closely related subjects like Machine learning, Economics, Mathematics.

Related subjects

Machine learningEconomicsMathematics