君子生非异也，善假于物也。
希望这篇会成为帮助到各位。

这一篇文章总结了数据科学，NLP和机器学习的R教程和包的精选列表。
可以作为几种常见数据分析任务的参考指南，

Learning R

网上课程

网上课程
* tryR on Codeschool
* Introduction to R for Data Science - Microsoft | edX
* Introduction to R on DataCamp
* Data Analysis with R

Free resources for learning R
R for Data Science - Hadley Wickham
Advanced R - Hadley Wickham
swirl: Learn R, in R
Data Analysis and Visualization Using R
MANY R PROGRAMMING TUTORIALS
A Handbook of Statistical Analyses Using R, Find Other Chapters
Cookbook for R
Learning R in 7 simple steps

重要的问题

In R, why is bracket better than subset?
Subsetting Data in R
Vectorization in R: Why?
Quickly reading very large tables as dataframes in R
Using R to show data
How can I view the source code for a function?
How to make a great R reproducible example?
R Grouping functions: sapply vs. lapply vs. apply. vs. tapply vs. by vs. aggregate
Tricks to manage the available memory in an R session
Difference between Assignment operators '=' and '<-' in R
What is the difference between require() and library()?
How can I view the source code for a function?
How can I change fonts for graphs in R?

数据框的操作

Create an empty data.frame
Sort a dataframe by column(s)
Merge/Join data frames (inner, outer, left, right)
Drop data frame columns by name
Remove rows with NAs in data.frame
Quickly reading very large tables as dataframes in R
Drop factor levels in a subsetted data frame
Convert R list to data frame
Convert data.frame columns from factors to characters
Extracting specific columns from a data frame

Caret 包介绍

Ensembling Models with caret
Model Training and Tuning
Caret Model List
relationship-between-data-splitting-and-traincontrol
Specify model generation parameters
Tutorial, Paper
Ensembling models with R, Ensembling Regression Models in R

R Cheatsheets

R Reference Card
R Reference Card 2.0
Data Wrangling in R
ggplot2 Cheatsheet
Shiny Cheatsheet
devtools Cheatsheet
markdown Cheatsheet, reference
Data Exploration Cheatsheet

幻灯片

R Reference Card
Association Rule Mining
Time Series Analysis
Data Exploration and Visualisation
Regression and Classification
Text Mining on Twitter Data

多变量分析

Little Book of R for Multivariate Analysis!
THE FREQPARCOORD PACKAGE FOR MULTIVARIATE VISUALIZATION
Use of freqparcoord for Regression Diagnostics

时间序列分析

Time Series Forecasting (Online Book)
A Little Book of Time Series Analysis in R
Quick R: Time Series and Forecasting
Components of Time Series Data
Unobserved Component Models using R
The Holt-Winters Forecasting Method
CRAN Task View: Time Series Analysis

贝叶斯

Packages for Bayesian Inference
Bayesian Inference in R: Video
R and Bayesian Statistics

机器学习

Machine Learning with R
Using R for Multivariate Analysis (Online Book)
CRAN Task View: Machine Learning & Statistical Learning
Machine Learning Using R (Online Book)
Linear Regression and Regularization Code
Cheatsheet
Multinomial and Ordinal Logistic Regression in R
Evaluating Logistic Regression Models in R

神经网络与机器学习

Visualizing Neural Nets in R
nnet package
Fitting a neural network in R; neuralnet package
Neural Networks with R – A Simple Example
NeuralNetTools 1.0.0 now on CRAN
Introduction to Neural Networks in R
Step by Step Neural Networks using R
R for Deep Learning
Neural Networks using package neuralnet, Paper

情绪分析

Different Approaches
Sentiment analysis with machine learning in R
First shot: Sentiment Analysis in R
qdap package, code
sentimentr package
tm.plugin.sentiment package
Packages other than sentiment
Sentiment Analysis and Opinion Mining
tm_term_score
vaderSentiment Paper, vaderSentiment code

数值计算

Imputation in R
Imputation with Random Forests
How to Identify and Impute Multiple Missing Values using R
MICE
- error in implementation of random forest in mice r package
- mice.impute.rf {mice}

自然语言处理

What algorithm I need to find n-grams?
NLP R Tutorial
Introduction to the tm Package Text Mining in R
Adding stopwords in R tm
Text Mining
Word Stemming in R
Classification of Documents using Text Mining Package “tm”
Text mining tools techniques and applications
Text Mining: Overview,Applications and Issues
Text Mining pdf
Text Mining Another pdf
Good PPT
Scraping Twitter and Web Data Using R

可视化

ggplot2 tutorial
SHINY EXAMPLES
Top 50 ggplot2 Visualizations
Comprehensive Guide to Data Visualization in R
Interactive visualizations with R – a minireview
Beginner's guide to R: Painless data visualization
Data Visualization in R with ggvis
Multiple Visualization Articles in R

统计

Using R for Biomedical Statistics (Online Book)
Elementary Statistics with R
A Hands-on Introduction to Statistics with R
Quick R: Basic Statistics
Quick R: Descriptive Statistics
Explore Statistics with R | edX

常用的包

TIDY DATA HADLEY PAPER
- Package ‘tidyr’: tidyr is an evolution of reshape2. It's design specifically for data tidying (not general reshaping or aggregating) and works well with dplyr data pipelines.
BROOM
plyr, stringr, reshape2 tutorial Video, CODE
dplyr
- Code Files in this Repo
- dplyr tutorial 1, dplyr tutorial 2
- Do your "data janitor work" like a boss with dplyr
ggplot2
- ggplot2 tutorial
- Good Tutorial!
- Introduction to ggplot2, GitHub
- A quick introduction to ggplot()
- R Graphics cookbook
- ggplot2 Version of Figures in “Lattice: Multivariate Data Visualization with R”
A speed test comparison of plyr, data.table, and dplyr
data.table
- Introduction to the data.table package in R
- Fast summary statistics in R with data.table
Other Packages
- Package 'e1071'
- Package ‘AppliedPredictiveModeling’
- Package ‘stringr’: stringr is a set of simple wrappers that make R's string functions more consistent, simpler and easier to use.
- Package ‘stringdist’: Implements an approximate string matching version of R's native 'match' function. Can calculate various string distances based on edits (damerau-levenshtein, hamming, levenshtein, optimal sting alignment), qgrams or heuristic metrics
- Package ‘FSelector’: This package provides functions for selecting attributes from a given dataset
- Ryacas – an R interface to the yacas computer algebra system
- Scatterplot3d – an R package for Visualizing Multivariate Data
- tm.plugin.webmining intro
- Solving Differential Equations in R - ODE examples
- Structural Equation Modeling With the sem Package in R
- prettyScree - prettyGraphs

关联分析

Market Basket Analysis with R
Step by Step explanation of Market Basket

R Data Science Tutorials