Statistical Science


Probability: An Introduction
Time Series: A Data Analysis Approach Using R
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Statistical Methods
Statistical Analysis of Network Data with R (Use R!)
Understanding Probability
Stochastic Processes (Wiley Classics Library)
Poisson Processes (Oxford Studies in Probability)
Forecasting, Structural Time Series Models and the Kalman Filter
Probability and Bayesian Modeling
Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability Book 138)
Principles of Uncertainty (Chapman & Hall/CRC Texts in Statistical Science)
Optimal Statistical Decisions (Wiley Classics Library)
Methods of Information Geometry (Translations of Mathematical Monographs)
Numerical Analysis for Statisticians (Statistics and Computing)
Introduction to Algorithms by Thomas H. CormenAlgorithms by Robert SedgewickConcrete Mathematics by Ronald GrahamThe Algorithm Design Manual by Steven S. SkienaDesigning Data-Intensive Applications by Martin Kleppmann
Computer Science Year 2 (MCSL)
19 books — 10 voters
Statistical Rethinking by Richard McElreathProbability by Geoffrey R. GrimmettIntroduction to Probability by Joseph K. BlitzsteinFirst Course in Probability, A by Sheldon M. RossTime Series by Robert H. Shumway
Statistical Science Year 1 (MCSL)
12 books — 11 voters

Calculus by Michael SpivakHow to Solve It  by George PólyaHow to Prove It by Daniel J. VellemanUnderstanding Analysis by Stephen AbbottIntroduction to Linear Algebra by Gilbert Strang
Mathematics Year 1 (MCSL)
44 books — 14 voters
Foundations of Data Science by Avrim BlumStochastic Differential Equations by Bernt ØksendalAlgebraic Geometry and Statistical Learning Theory by Sumio WatanabeProbability on Trees and Networks by Russell LyonsAlgebraic Statistics by Seth Sullivant
Statistical Science Year 4 (MCSL)
20 books — 9 voters

Abstract Algebra by David S. DummitLinear Algebra and Its Applications by Gilbert StrangLinear Algebra Done Right by Sheldon AxlerA Book of Abstract Algebra by Charles C. PinterContemporary Abstract Algebra by Joseph A. Gallian
Mathematics Year 2 (MCSL)
51 books — 10 voters
Structure and Interpretation of Computer Programs by Harold AbelsonIntroduction to the Theory of Computation by Michael SipserLearn You a Haskell for Great Good! by Miran LipovačaThe Little Schemer by Daniel P. FriedmanFunctional Programming in Scala by Rúnar Bjarnason
Computer Science Year 3 (MCSL)
56 books — 9 voters

Ronald Fisher was a genius who almost single-handedly created the foundations for modern statistical science. ...more
Anders Hald, A History of Mathematical Statistics from 1750 to 1930

Amit Ray
Science of yoga and ayurveda is subtler than the science of medicine, because science of medicine is often victim of statistical manipulation.
Amit Ray

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