Online Textbooks

A collection of open-source textbooks and guides that are free and available online.

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Online Textbooks

66 Days of Data Literacy

By Alex Chisholm, DataKwery

Data Analysis Spreadsheets Statistical Analysis

Online Textbooks

A Beginner's Guide to Clean Data

By Benjamin Greve

Level: BeginnerSQL Algorithms Automation Classification Customer Analytics Dashboards

Online Textbooks

A Business Analyst’s Introduction to Business Analytics

By Adam Fleischhacker

Level: BeginnerDplyr R RStudio Tensorflow ggplot Bayesian Statistics Cloud Computing Data Analysis Data Analytics Data Modeling

Online Textbooks

A Compact Guide to Classical Inference

By Daniel Kaplan

Data Analysis Inference Statistical Analysis

Online Textbooks

Advanced R

By Hadley Wickham

Level: AdvancedR RStudio Programming

Online Textbooks

An Introduction to Statistical Learning

By Gareth James, Daniela Witten, Trevor Hastie, and Rob Tibshirani

Level: BeginnerR Data Analysis Data Collection Statistical Analysis

Online Textbooks

Authoring Books and Technical Documents with R Markdown

R R Markdown RStudio Automation

Online Textbooks

AutoML: Methods, Systems, Challenges

AutoML Data Analysis Data Sets Machine Learning Neural Networks

Online Textbooks

Bayes Rules! An Introduction to Applied Bayesian Modeling

By Alicia A. Johnson, Miles Q. Ott, Mine Dogucu

Level: BeginnerAlgorithms Bayesian Statistics Classification Confidence Intervals Data Analysis

Online Textbooks

Beginning Computer Science with R

Level: BeginnerR RStudio Data Analysis

Online Textbooks

Data Analysis and Visualization in R alpha

By Data Carpentry

R RStudio Data Analysis Data Visualization Databases Programming Statistical Analysis

Online Textbooks

Data Science at the Command Line

By Jeroen Janssens

Data Modeling Data Science Statistical Analysis

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Affiliations

Adam Fleischhacker

Alex Chisholm, DataKwery

Alicia A. Johnson, Miles Q. Ott, Mine Dogucu

Gareth James, Daniela Witten, Trevor Hastie, and Rob Tibshirani

Jeroen Janssens