My Data Science Reading List

Data Science Reading List

Everyone has hobbies. My hobby is in a big red bookcase. Currently my big red bookcase contains around ~200 dead-tree books on statistics, data science, research, and mathematics. I rarely travel anywhere without at least one book from this bookcase and on a lazy Sunday afternoon you will likely see to working my way through one of it's members.


Mathematics

Basics

Algebra

Calculus

Probability

Other


Traditional Statistics

Basic Statistics

Exploratory Data Analysis

Regression

Advanced Regression

Non-Parametric

Time Series

Event History

Survival Analysis

Other


Bayesian Statistics


Machine Learning


Algorithims


Other