Free Statistics Books

Statistics Books

• An Introduction to Statistical Learning (application based) by Trevor Hastie, et al.
• The Elements of Statistical Learning (math based) by Trevor Hastie, et al.
• Statistical Learning with Sparsity: The Lasso and Generalizations by Trevor Hastie, et al.
• Multivariate Statistics with R by Paul J. Hewson
• Multivariate Statistics: Old School by John I. Marden
• Mathematical Statistics: Old School by John I. Marden
• A First Course in Design and Analysis of Experiments by Gary W. Oehlert
• Mining of Massive Datasets by Jure Leskovec, et al.
• Advanced Data Analysis from an Elementary Point of View by Cosma Rohilla Shalizi

R Programming Books

• The R Inferno by Patrick Burns
• Advanced R by Hadley Wickham
• R Packages by Hadley Wickham
• R for Data Science by Hadley Wickham and Garrett Grolemund
• Other books related to R
• Various contributed documentation

Official R Manuals

• An Introduction to R
• R FAQ
• R Installation and Administration
• R Data Import/Export
• Writing R Extensions
• R Internals
• R Language Definition

Python Programming Books

• Think Python by Allen Downey
• Think Complexity by Allen Downey
• Learn Python the Hard Way by Zed Shaw
• Think Stats: Exploratory Data Analysis in Python by Allen Downey