Statistics

Statistics is the study of the collection, analysis, interpretation, presentation, and organization of data.

Naked Statistics: Stripping the Dread from the Data
How to Lie with Statistics
The Signal and the Noise: Why So Many Predictions Fail—But Some Don't
The Art of Statistics: How to Learn from Data
An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
The Black Swan: The Impact of the Highly Improbable
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
Freakonomics: A Rogue Economist Explores the Hidden Side of Everything
How to Make the World Add Up: Ten Rules for Thinking Differently About Numbers
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets (Incerto)
The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century
The Book of Why: The New Science of Cause and Effect
The Drunkard's Walk: How Randomness Rules Our Lives
Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think
Statistics Done Wrong: The Woefully Complete Guide
Jennifer Lynn Barnes
Sloane slipped an arm around my waist. "There are fourteen varieties of hugs," she said. "This is one of them. ...more
Jennifer Lynn Barnes, The Naturals

The combination of Bayes and Markov Chain Monte Carlo has been called "arguably the most powerful mechanism ever created for processing data and knowledge." Almost instantaneously MCMC and Gibbs sampling changed statisticians' entire method of attacking problems. In the words of Thomas Kuhn, it was a paradigm shift. MCMC solved real problems, used computer algorithms instead of theorems, and led statisticians and scientists into a worked where "exact" meant "simulated" and repetitive computer op ...more
Sharon Bertsch McGrayne, The Theory That Would Not Die: How Bayes' Rule Cracked the Enigma Code, Hunted Down Russian Submarines, and Emerged Triumphant from Two Centuries of Controversy

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Data Science Books written to educate the technical professional on the science of working with data.
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