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 <https://github.com/jakevdp/PythonDataScienceHandbook>

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).