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20 Free Online Data Science Textbooks

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

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Free Online Data Science Textbooks
DataKwery
Free
66 Days of Data Literacy
Alex Chisholm

Beginner
Data Analysis Data Literacy Spreadsheets Statistical Analysis
Free Online Data Science Textbooks
Free
A Beginner's Guide to Clean Data
Benjamin Greve

Beginner
SQL Algorithms Automation Classification Customer Analytics Dashboards
Free Online Data Science Textbooks
Free
A Business Analyst’s Introduction to Business Analytics
Adam Fleischhacker

Beginner
Dplyr R Programming RStudio Tensorflow ggplot Bayesian Statistics Cloud Computing Data Analysis Data Analytics Data Modeling
Free Online Data Science Textbooks
Free
A Compact Guide to Classical Inference
Daniel Kaplan
Data Analysis Inference Statistical Analysis
Free Online Data Science Textbooks
Free
Advanced R
Hadley Wickham

Advanced
R Programming RStudio Programming
Free Online Data Science Textbooks
Free
AI and Machine Learning For Finance
Michela Cameletti
RStudio ggplot Artificial Intelligence Classification Data Analysis Distributions Functions
Free Online Data Science Textbooks
Free
Analyzing US Census Data: Methods, Maps, and Models in R
Kyle Walker
R Programming tidyverse Data Analysis Data Modeling Data Visualization Programming
Free Online Data Science Textbooks
Free
An Introduction to Statistical Learning
Gareth James, Daniela Witten, Trevor Hastie, and Rob Tibshirani

Beginner
R Programming Data Analysis Data Collection Statistical Analysis
Free Online Data Science Textbooks
Free
Authoring Books and Technical Documents with R Markdown
Yihui Xie
R Markdown R Programming RStudio Automation
Free Online Data Science Textbooks
Free
AutoML: Methods, Systems, Challenges
AutoML Data Analysis Data Sets Machine Learning Neural Networks
Free Online Data Science Textbooks
Free
A Very Short Course on Time Series Analysis
Roger D. Peng
Lubridate tidyverse Data Analysis Data Modeling Healthcare Analytics Regression Time Series Analysis
Free Online Data Science Textbooks
Free
Bayesian Reasoning and Machine Learning
David Barber

Intermediate
Algorithms Bayesian Statistics Classification Data Analysis Data Modeling
Free Online Data Science Textbooks
Free
Bayes Rules! An Introduction to Applied Bayesian Modeling
Alicia A. Johnson, Miles Q. Ott, Mine Dogucu

Beginner
Algorithms Bayesian Statistics Classification Confidence Intervals Data Analysis
Free Online Data Science Textbooks
BBC
Free
BBC Visual and Data Journalism cookbook for R graphics
ggplot Data Visualization
Free Online Data Science Textbooks
Free
Beginning Computer Science with R
Homer White

Beginner
R Programming RStudio Data Analysis
Free Online Data Science Textbooks
Free
Beyond Multiple Linear Regression
Paul Roback and Julie Legler
Github R Programming Correlation Data Analysis Data Modeling Decision Trees Distributions
Free Online Data Science Textbooks
Free
Data Analysis and Visualization in R alpha
Data Carpentry
R Programming RStudio Data Analysis Data Visualization Databases Programming Statistical Analysis
Free Online Data Science Textbooks
Free
Data Science: A First Introduction

Beginner
Github Jupyter Microsoft Excel ggplot tidymodels Classification Cluster Analysis Data Analysis Data Cleaning Data Modeling
Free Online Data Science Textbooks
Free
Data Science at the Command Line
Jeroen Janssens
Data Modeling Data Science Statistical Analysis
Free Online Data Science Textbooks
Free
Data Science for Psychologists
Hansjörg Neth
C Dplyr Lubridate R Markdown R Programming Data Literacy Data Science Data Sets Data Types Data Visualization
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