Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
fucking-awesome-R
A curated list of awesome R packages, frameworks and software. With repository stars⭐ and forks🍴
https://github.com/Correia-jpv/fucking-awesome-R
Last synced: 3 days ago
JSON representation
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Podcasts
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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.
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Books
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Paid
- The Art of R Programming - It's a good resource for systematically learning fundamentals such as types of objects, control statements, variable scope, classes and debugging in R.
- _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.
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Free and Online
- _R Cookbook_ by Winston Chang - A problem-oriented 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.
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Network Analysis
- statnet - The project behind many R network analysis packages.
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2020
- gt - Easily generate information-rich, publication-quality tables from R
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2019
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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.r-project.org/web/packages/multicore/index.html) and [snow](http://cran.r-project.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/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> - Executing the loop in parallel.
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Lists
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Book/monograph Lists and Reviews
- Natural Language Processing <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f1e8-1f1f3.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.
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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.
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Data Manipulation
- ff - Data structures designed to store large datasets.
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Graphic Displays
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Language API
- R.matlab - Read and write of MAT files together with R-to-MATLAB connectivity.
- htmlwidgets - Bring the best of JavaScript data visualization to R.
- rJava - Low-level R to Java interface.
- rJython - R interface to Python via Jython.
- rPython - Package allowing R to call Python.
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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 all-relevant feature selection
- bst - Gradient Boosting
- C50 - C5.0 Decision Trees and Rule-Based 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/awesome-R@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/awesome-R@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 Instance-Based Regression Modeling
- e1071 - Misc Functions of the Department of Statistics (e1071), TU Wien
- earth - Multivariate Adaptive Regression Spline Models
- elasticnet - Elastic-Net 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 Rule-based 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/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> - Lasso and elastic-net regularized generalized linear models
- glmpath - L1 Regularization Path for Generalized Linear Models and Cox
- GMMBoost - Likelihood-based 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/awesome-R@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: Kernel-based Machine Learning Lab
- klaR - Classification and visualization
- kohonen - Supervised and Unsupervised Self-Organising 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 - Model-Based Boosting
- mvpart - Multivariate partitioning
- MXNet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> - MXNet brings flexible and efficient GPU computing and state-of-art deep learning to R.
- ncvreg - Regularization paths for SCAD- and MCP-penalized regression
- nnet - eed-forward Neural Networks and Multinomial Log-Linear 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 (RF-SRC).
- 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
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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.
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Natural Language Processing
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Finance
- pedquant - Public Economic Data and Quantitative Analysis
- quantmod <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@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/awesome-R@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.
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Bayesian
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Bioinformatics and Biostatistics
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Other Interpreters
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Websites
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Manuals
- R-project - The R Project for Statistical Computing.
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Tools and References
- CRAN Task Views - Task Views for CRAN packages.
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Reference Cards
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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).
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MOOCs
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Book/monograph Lists and Reviews
- HarvardX Biomedical Data Science - Introduction to R for the Life Sciences.
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R Ecosystems
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Book/monograph Lists and Reviews
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Source
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Book/monograph Lists and Reviews
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2017
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Book/monograph Lists and Reviews
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R Development
- Rocker <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> - R configurations for 🌎 [Docker](www.docker.com/).
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Reproducible Research
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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/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> - Tools for parsing and generating XML within R.
Categories
Machine Learning
75
Podcasts
30
Finance
8
Bayesian
6
Database Management
6
Natural Language Processing
5
Language API
5
Bioinformatics and Biostatistics
4
Lists
4
Books
4
Parallel Computing
4
2019
3
Integrated Development Environments
3
Graphic Displays
3
R Ecosystems
2
Web Technologies and Services
2
Websites
2
Reproducible Research
2
2017
2
Reference Cards
2
Other Interpreters
2
Source
1
Network Analysis
1
R Development
1
MOOCs
1
Data Manipulation
1
2020
1
Sub Categories
Keywords
r
3
awesome
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awesome-list
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list
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rstats
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tsv
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fixed-width-text
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1
visualization
1
ggplot2
1
ggplot-extension
1
summary-tables
1
rtf
1
latex
1
html
1
easy-to-use
1
docx
1
tsv-parser
1
complex-networks
1
disease-networks
1
graph-theory
1
historical-networks
1
network-analysis
1
network-science
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network-visualization
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political-networks
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semantic-networks
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sna
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social-network-analysis
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social-networks
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data-analysis
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data-science
1