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105 Free Online Data Science Textbooks

概述

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

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105 学习机会
Free Online Data Science Textbooks
DataKwery
66 Days of Data Literacy
Alex Chisholm

初学者
Free Online Data Science Textbooks
A Beginner's Guide to Clean Data
Benjamin Greve

初学者
SQL
Free Online Data Science Textbooks
A Business Analyst’s Introduction to Business Analytics
Adam Fleischhacker

初学者
Dplyr R Programming RStudio Tensorflow ggplot
Free Online Data Science Textbooks
A Compact Guide to Classical Inference
Daniel Kaplan
Free Online Data Science Textbooks
Advanced R
Hadley Wickham

先进的
RStudio
Free Online Data Science Textbooks
AI and Machine Learning For Finance
Michela Cameletti
RStudio ggplot
Free Online Data Science Textbooks
Analyzing US Census Data: Methods, Maps, and Models in R
Kyle Walker
R Programming tidyverse
Free Online Data Science Textbooks
An Introduction to Statistical Learning
Gareth James, Daniela Witten, Trevor Hastie, and Rob Tibshirani

初学者
Data Analysis Data Collection Statistical Analysis
Free Online Data Science Textbooks
Authoring Books and Technical Documents with R Markdown
Yihui Xie
R Markdown RStudio
Free Online Data Science Textbooks
AutoML: Methods, Systems, Challenges
Free Online Data Science Textbooks
A Very Short Course on Time Series Analysis
Roger D. Peng
Lubridate tidyverse
Free Online Data Science Textbooks
Bayesian Reasoning and Machine Learning
David Barber

中间的
Free Online Data Science Textbooks
Bayes Rules! An Introduction to Applied Bayesian Modeling
Alicia A. Johnson, Miles Q. Ott, Mine Dogucu

初学者
Free Online Data Science Textbooks
BBC
BBC Visual and Data Journalism cookbook for R graphics
ggplot
Free Online Data Science Textbooks
Beginning Computer Science with R
Homer White

初学者
RStudio
Free Online Data Science Textbooks
Beyond Multiple Linear Regression
Paul Roback 和 Julie Legler
Github
Free Online Data Science Textbooks
Data Analysis and Visualization in R alpha
Data Carpentry
RStudio
Free Online Data Science Textbooks
Data Science: A First Introduction

初学者
Github Jupyter Microsoft Excel ggplot tidymodels
Free Online Data Science Textbooks
Data Science at the Command Line
Jeroen Janssens
Free Online Data Science Textbooks
Data Science for Psychologists
Hansjörg Neth
C Dplyr Lubridate R Markdown ggplot
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