caret

caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models

Subscribe to updates I use caret


Statistics on caret

Number of watchers on Github 794
Number of open issues 85
Average time to close an issue 18 days
Main language R
Average time to merge a PR 6 days
Open pull requests 26+
Closed pull requests 26+
Last commit 4 months ago
Repo Created about 4 years ago
Repo Last Updated 4 months ago
Size 325 MB
Homepage http://topepo.git...
Organization / Authortopepo
Latest Release6.0-78
Contributors25
Page Updated
Do you use caret? Leave a review!
View open issues (85)
View caret activity
View TODOs for caret (22)
View on github
Latest Open Source Launches
Trendy new open source projects in your inbox! View examples

Subscribe to our mailing list

Evaluating caret for your project? Score Explanation
Commits Score (?)
Issues & PR Score (?)

Build Status Coverage Status CRAN_Status_Badge Downloads

Classification and Regression Training

Miscellaneous functions for training and plotting classification and regression models. Detailed documentation is at http://topepo.github.io/caret/index.html

Install the current release from CRAN:

install.packages('caret')

Install the development version from GitHub:

devtools::install_github('topepo/caret/pkg/caret')
caret open issues Ask a question     (View All Issues)
  • over 1 year Error in train function of caret "Error in `[.data.frame`(data, , all.vars(Terms), drop = FALSE) : undefined columns selected"
  • over 1 year Wrong reference in http://topepo.github.io/caret/model-training-and-tuning.html
  • over 1 year Feature request: resamples-type function for predictions on test set
  • over 1 year xgboost class probabilities inaccurate if `objective = "binary:logitraw"`
  • almost 2 years Breaking Backward Compatibility
  • almost 2 years xgbtree for poisson regression with offset
  • almost 2 years Gini and logLoss Goodness of Fit function
  • almost 2 years [New Model]: kernDeepStackNet: Kernel Deep Stacking Networks
  • almost 2 years [New Model]: monmlp: Monotone Multi-Layer Perceptron Neural Network
  • almost 2 years Ability to send additional data to trainControl's summaryFunction
  • almost 2 years Sparse Matrix in caret
  • almost 2 years feature request: fast frugal trees
  • almost 2 years createFolds is very slow when y is a character with many values
  • almost 2 years Feature proposal - multiple input mulitple output
  • almost 2 years Feature Request - Label K-fold cross validation
  • almost 2 years Feature suggestion - LIME
  • almost 2 years scaling preds to original outcome distribution when down/upsampling
  • about 2 years parallelizing preprocess
  • about 2 years Feature Request: place ... in evalSummaryFunction() for train()
  • about 2 years Feature request: rBayesian
  • about 2 years Feature proposal: time partition for time series classification/regression
  • about 2 years Change default arguments of ROC computation (pROC) in the RFE process (caret)
  • about 2 years Y-aware PCA for preprocessing
  • about 2 years [New Model]: kinn (an Implementation of 'kinn' Algorithm, a Graph Based Regression Model)
  • about 2 years [New Model]: fuzzyforest
  • about 2 years Add warning with OOB and custom summary metric
  • about 2 years preProcess zv and nzv for factors
  • over 2 years LLVM static code analysis shows ten bugs
  • over 2 years look into deep learning package
  • over 2 years write makefile for html builds
caret open pull requests (View All Pulls)
  • added an issue template
  • Fix minor typo
  • Restrict generation of confusion matrix for resamples when number of classes is large
  • Confusion matrix normalization
  • Variable importance with predictor shuffling
  • Tuning grid fix
  • predict.train documentation fix for type="prob"
  • Added forceRefit option in update.train - Fixes #445
  • Add tuning params to rlm model: intercept, psi
  • Update lm.R
  • replaced pROC metrics and optimized sections of code
  • Add RWeka Tuning Parameters
  • Add Patient Rule Induction Method
  • doRedis: could not find outcome_conversion function
  • Fix undefined cross-reference
  • Fix `tuneGrid` problems with method = 'none'
  • Optimize createTimeSlices and add tests
  • converting binary:logitraw to prob closes #511
  • Code
  • Switch to non-formula interface in ranger
  • Fixing error message
  • Adding MAE as a standard output for regression tasks
  • Fixed xgbDART bug
  • Added feature to show training progress
  • Fixed typo
  • Typo in 04-Basic.Rmd
caret questions on Stackoverflow (View All Questions)
  • How to call GetGUIThreadInfo() method of WinApi Using JNI to get caret position in Window
  • Change visual studio caret color
  • Visual Studio adds caret to command line when run without debugging
  • Error in train function of caret package (R language) - Invalid argument type: 'sim' & 'obs' have to be of class: c('integer', 'numeric', 'ts', 'zoo')
  • How can I use caret to train models and give the classification metrics over a validation set?
  • Multiclass classification with R and caret: How do I know which strategy the classifier uses?
  • There are no fitted values for the final model when using train from CARET
  • R rfe feature selection caret
  • Why caret preProcess impute method scales data automatically
  • Java | Pass caret through regex
  • caret train not outputting progress
  • How can I use line-height without affecting caret height?
  • Eclipse text editor get caret position
  • Placing the caret (cursor) in a specific position in a contenteditable field — problems during click
  • Caret location/position Inside any Application
  • Error with predict on svmRadial from caret in R
  • How to solve toolbar back caret not showing
  • Solved) How to know current position of caret in TextBox(TextBlock) to select a certain word programmatically
  • NetBeans 7 - How to remove Marked Occurrences when caret is moved away from variable?
  • Set caret position in javafx.scene.control.TextArea and javafx.scene.control.TextField
  • Insert override generated code at caret position?
  • set caret position to contenteditable div
  • Error when I try to predict class probabilities in R - caret
  • Split string into 2 parts with caret
  • What is the difference between pipe (|) and caret (^) selectors?
  • caret - random-forests not working: "Something is wrong; all the Accuracy metric values are missing:"
  • Why is this regex allowing a caret?
  • Switching between Android Navigation Drawer image and Up caret when using fragments
  • What's the deal with "Trials" in C5.0 ruleModels when trained with caret?
  • how to hide the insert caret in a JTextField?
caret list of languages used
Other projects in R