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).