Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
fuckingawesomeR
A curated list of awesome R packages, frameworks and software. With repository stars⭐ and forks🍴
https://github.com/Correiajpv/fuckingawesomeR
Last synced: 3 days ago
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Podcasts

Book/monograph Lists and Reviews
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R World News  R World News helps you keep up with happenings within the R community.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.
 R Talk  News and discussions of statistical software and language R.


2020
 gt  Easily generate informationrich, publicationquality tables from R

2019

Parallel Computing
 sparklyr  R interface for Apache Spark from RStudio.
 parallel  R started with release 2.14.0 which includes a new package parallel incorporating (slightly revised) copies of packages [multicore](http://cran.rproject.org/web/packages/multicore/index.html) and [snow](http://cran.rproject.org/web/packages/snow/index.html).
 Rmpi  Rmpi provides an interface (wrapper) to MPI APIs. It also provides interactive R slave environment.
 foreach <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Executing the loop in parallel.

Lists

Book/monograph Lists and Reviews
 Natural Language Processing <img src="https://assetscdn.github.com/images/icons/emoji/unicode/1f1e81f1f3.png" width="20" heigth="20" align="absmiddle" class="emoji" alt=":cn:">  NLP related resources in R. @Chinese
 Network Analysis  Network Analysis related resources.
 Posts  Great R blog posts or Rticles.
 Books  List of R Books.


Integrated Development Environments
 Deducer  A Menu driven data analysis GUI with a spreadsheet like data editor.
 StatET  An Eclipse based IDE for R.
 R Commander  A package that provides a basic graphical user interface.

Data Manipulation
 ff  Data structures designed to store large datasets.

Graphic Displays

Language API
 R.matlab  Read and write of MAT files together with RtoMATLAB connectivity.
 htmlwidgets  Bring the best of JavaScript data visualization to R.
 rJava  Lowlevel R to Java interface.
 rJython  R interface to Python via Jython.
 rPython  Package allowing R to call Python.

Machine Learning
 arules  Mining Association Rules and Frequent Itemsets
 bigrf  Big Random Forests: Classification and Regression Forests for
 bigRR  Generalized Ridge Regression (with special advantage for p >> n
 ahaz  Regularization for semiparametric additive hazards regression.
 bmrm  Bundle Methods for Regularized Risk Minimization Package
 Boruta  A wrapper algorithm for allrelevant feature selection
 bst  Gradient Boosting
 C50  C5.0 Decision Trees and RuleBased Models
 svmpath  svmpath: the SVM Path algorithm
 tgp  Bayesian treed Gaussian process models
 tree  Classification and regression trees
 varSelRF  Variable selection using random forests
 xgboost <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  eXtreme Gradient Boosting Tree model, well known for its speed and performance.
 caret <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Classification and Regression Training
 CORElearn  Classification, regression, feature evaluation and ordinal
 CoxBoost  Cox models by likelihood based boosting for a single survival
 Cubist  Rule and InstanceBased Regression Modeling
 e1071  Misc Functions of the Department of Statistics (e1071), TU Wien
 earth  Multivariate Adaptive Regression Spline Models
 elasticnet  ElasticNet for Sparse Estimation and Sparse PCA
 ElemStatLearn  Data sets, functions and examples from the book: "The Elements
 evtree  Evolutionary Learning of Globally Optimal Trees
 frbs  Fuzzy Rulebased Systems for Classification and Regression Tasks
 GAMBoost  Generalized linear and additive models by likelihood based
 gamboostLSS  Boosting Methods for GAMLSS
 gbm  Generalized Boosted Regression Models
 glmnet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Lasso and elasticnet regularized generalized linear models
 glmpath  L1 Regularization Path for Generalized Linear Models and Cox
 GMMBoost  Likelihoodbased Boosting for Generalized mixed models
 grplasso  Fitting user specified models with Group Lasso penalty
 grpreg  Regularization paths for regression models with grouped
 h2o <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Deeplearning, Random forests, GBM, KMeans, PCA, GLM
 hda  Heteroscedastic Discriminant Analysis
 ipred  Improved Predictors
 kernlab  kernlab: Kernelbased Machine Learning Lab
 klaR  Classification and visualization
 kohonen  Supervised and Unsupervised SelfOrganising Maps.
 lars  Least Angle Regression, Lasso and Forward Stagewise
 lasso2  L1 constrained estimation aka ‘lasso’
 LiblineaR  Linear Predictive Models Based On The Liblinear C/C++ Library
 LogicReg  Logic Regression
 maptree  Mapping, pruning, and graphing tree models
 mboost  ModelBased Boosting
 mvpart  Multivariate partitioning
 MXNet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  MXNet brings flexible and efficient GPU computing and stateofart deep learning to R.
 ncvreg  Regularization paths for SCAD and MCPpenalized regression
 nnet  eedforward Neural Networks and Multinomial LogLinear Models
 oblique.tree  Oblique Trees for Classification Data
 pamr  Pam: prediction analysis for microarrays
 party  A Laboratory for Recursive Partytioning
 partykit  A Toolkit for Recursive Partytioning
 penalized  L1 (lasso and fused lasso) and L2 (ridge) penalized estimation
 penalizedLDA  Penalized classification using Fisher's linear discriminant
 penalizedSVM  Feature Selection SVM using penalty functions
 quantregForest  quantregForest: Quantile Regression Forests
 randomForest  randomForest: Breiman and Cutler's random forests for classification and regression.
 randomForestSRC  randomForestSRC: Random Forests for Survival, Regression and Classification (RFSRC).
 rattle  Graphical user interface for data mining in R.
 rda  Shrunken Centroids Regularized Discriminant Analysis
 rdetools  Relevant Dimension Estimation (RDE) in Feature Spaces
 REEMtree  Regression Trees with Random Effects for Longitudinal (Panel)
 relaxo  Relaxed Lasso
 rgenoud  R version of GENetic Optimization Using Derivatives
 rgp  R genetic programming framework
 Rmalschains  Continuous Optimization using Memetic Algorithms with Local
 rminer  Simpler use of data mining methods (e.g. NN and SVM) in
 ROCR  Visualizing the performance of scoring classifiers
 RoughSets  Data Analysis Using Rough Set and Fuzzy Rough Set Theories
 rpart  Recursive Partitioning and Regression Trees
 RPMM  Recursively Partitioned Mixture Model
 RSNNS  Neural Networks in R using the Stuttgart Neural Network
 RWeka  R/Weka interface
 RXshrink  RXshrink: Maximum Likelihood Shrinkage via Generalized Ridge or Least
 sda  Shrinkage Discriminant Analysis and CAT Score Variable Selection
 SDDA  Stepwise Diagonal Discriminant Analysis

Database Management
 RODBC  ODBC database access for R.
 RMySQL  R interface to the MySQL database.
 ROracle  OCI based Oracle database interface for R.
 RSQLite  SQLite interface for R
 RJDBC  Provides access to databases through the JDBC interface.
 RCassandra  Direct interface (not Java) to the most basic functionality of Apache Cassandra.

Natural Language Processing

Finance
 pedquant  Public Economic Data and Quantitative Analysis
 quantmod <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Quantitative Financial Modelling & Trading Framework for R.
 TTR  Functions and data to construct technical trading rules with R.
 PerformanceAnalytics  Econometric tools for performance and risk analysis.
 zoo <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  S3 Infrastructure for Regular and Irregular Time Series.
 xts  eXtensible Time Series.
 tseries  Time series analysis and computational finance.
 fAssets  Analysing and Modelling Financial Assets.

Bayesian

Bioinformatics and Biostatistics

Other Interpreters

Books

Paid
 _Use R!_ Series by Springer  This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp.

Free and Online
 _R Cookbook_ by Winston Chang  A problemoriented online book that supports his [R Graphics Cookbook, 2nd ed. (2018)](http://shop.oreilly.com/product/0636920063704.do).
 _Introduction to Statistical Learning with Application in R_ by Gareth James et al. (2017)  A simplified and "operational" version of *The Elements of Statistical Learning*. Free softcopy provided by its authors.


Websites

Manuals
 Rproject  The R Project for Statistical Computing.

Tools and References
 CRAN Task Views  Task Views for CRAN packages.


Reference Cards

Book/monograph Lists and Reviews
 Regression Analysis Refcard  R Reference Card for Regression Analysis.
 R Reference Card 2.0  Material from R for Beginners by permission of Emmanuel Paradis (Version 2 by Matt Baggott).


MOOCs

Book/monograph Lists and Reviews
 HarvardX Biomedical Data Science  Introduction to R for the Life Sciences.


R Ecosystems

Book/monograph Lists and Reviews


Source

Book/monograph Lists and Reviews


2017

Book/monograph Lists and Reviews


R Development
 Rocker <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  R configurations for 🌎 [Docker](www.docker.com/).

Reproducible Research

Web Technologies and Services
 RCurl  General network (HTTP/FTP/...) client interface for R.
 XML <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesomeR@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">  Tools for parsing and generating XML within R.
Categories
Machine Learning
75
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Lists
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