一些与R语言有关的书籍、课程

文章转自：https://d.cosx.org/d/419391-r

• Biomedical Data Science 生物医学数据科学 视频 Rmd源文件 书 课程edX

• Analysis of Spatial and Temporal Data Lecture Slides、 JAGS和 R code

• Computational and Inferentinal Thinking: The Foundations of Data Science
  Github
  pdf
  online
  course

• The Elements of Statistical Learning: Data Mining, Inference, and Prediction (second edition)
  homepage
  pdf

• An Introduction to Statistical Learning with Applications in R
  homepage
  pdf
  course

• Statistical Learning with Sparsity: The Lasso and Generalizations
  homepage
  pdf

• Advanced Data Analysis from an Elementary Point of View
  pdf
  course

• Introduction to Probability, 2nd Edition
  homepage

• Statistical forecasting: notes on regression and time series analysis
  homepage

• Foundations of Graphical Models
  homepage

• Probabilistic Models of Discrete Data
  homepage

• Forecasting: Principles and Practice Rob J Hyndman George Athanasopoulos

• Spatial Microsimulation with R 免费在线书 提供pdf

• An Introduction to Spatial Econometrics in R 空间计量经济学

• Spatial Point Patterns: Methodology and Applications with R 配套网站（包含代码、勘误、样章） 类似Advanced R website的风格

• Applied Spatial Data Analysis with R 这本书家喻户晓 配套网站，基本同上

• Geocomputation with R 在线书

• A Whirlwind Tour of Python by Jake VanderPlas (O’Reilly)

• An Introduction to Statistical Learning 主页

• Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python

• Tidy Text Mining with R github
  Manuscript of the book "Tidy Text Mining with R" by Julia Silge and David Robinson

• The "Python Machine Learning" book code repository and info resource github

• Introduction to R for Data Science, Data Science Serbia + Startit Center, Belgrade, Autumn 2016.
  github

• Tutorial on text-mining and distributional semantics with {tm}, {openNLP}, and {topicmodels} in R. Based on my BelgradeR Meetup - Methods of Distributional Semantics in R - 11/30/2016, Startit Center, Savska 5, Belgrade.
  github

• Jupyter Notebooks for the Python Data Science Handbook  完整免费的书籍 打包在github

• Data Visualisation with R – 100 Examples  非常漂亮的图形绘制手册
  online

• Social Network Analysis in Education
  github
  online
  pdf

• Functional programming and unit testing for data munging with R
  online
  pdf

• Efficient R programming
  github
  online

• Modern Data Science with R
  homepage

• Bayesian Data Analysis (third edition)
  homepage

• Graphical Data Analysis with R
  homepage

• Extending the Linear Model with R (Second Edition)
  homepage

• Spatial Point Patterns: Methodology and Applications with R 
  homepage
  manual pdf

• Statistical Rethinking--A Bayesian Course with Examples in R and Stan
  homepage
  slides

• Practical Data Science with R
  homepage
  Manning Publications Co.
  github

• R Graphics (Second Edition)
  homepage

• R Graphics Cookbook
  homepage

• ThinkStats2
  github Text and supporting code for Think Stats, 2nd Edition

• Statistical Rethinking course and book package
  github rethinking R package accompanies a course and book on Bayesian data analysis (McElreath 2016. Statistical Rethinking. CRC Press.). It contains tools for conducting both MAP estimation and Hamiltonian Monte Carlo (through RStan - mc-stan.org).