• Stars
    star
    1,561
  • Rank 27,396 (Top 0.6 %)
  • Language
    R
  • Created over 9 years ago
  • Updated 8 months ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

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

R-CMD-check 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:

pak::pak('topepo/caret/pkg/caret')

More Repositories

1

FES

Code and Resources for "Feature Engineering and Selection: A Practical Approach for Predictive Models" by Kuhn and Johnson
HTML
684
star
2

APM_Exercises

Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)
TeX
193
star
3

rstudio-conf-2019

Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2019
HTML
151
star
4

rstudio-conf-2018

Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2018
JavaScript
76
star
5

aml-london-2019

Course materials for Applied Machine Learning course in 2019 in London
HTML
65
star
6

C5.0

An R package for fitting Quinlan's C5.0 classification model
C
50
star
7

tidy-apm

tidymodels code for the book Applied Predictive Modeling
R
40
star
8

Cubist

An R package for fitting Quinlan's Cubist regression model
C
38
star
9

useR2016

Slides and code for the 2016 useR! tutorial "Never Tell Me the Odds! Machine Learning with Class Imbalances"
R
38
star
10

tidyAPM

tidymodels code for Applied Predictive Modeling
R
34
star
11

user2018

Slides and code for the 2018 useR! tutorial "Recipes for Data Processing"
JavaScript
32
star
12

shinylive-in-book-test

testing shiny in quarto docs
Lua
30
star
13

AppliedPredictiveModeling

Data and code from Applied Predictive Modeling (2013)
R
29
star
14

DC-ML-2018

Materials for the Applied Machine Learning Workshop in Washington DC
JavaScript
28
star
15

XIjuR-2019

Presentations for Madrid R conference
HTML
25
star
16

sdss-2019

Slides and code for the "Modeling in the Tidyverse" short course on Wednesday, May 29 2019 at SDSS (Symposium on Data Science and Statistics).
JavaScript
24
star
17

nyr-2020

Materials for the 2020 NYR Machine Learning workshop
HTML
21
star
18

cars

Another fuel economy data set but updated
R
20
star
19

FES_Selection_Simulation

Feature Selection Simulation Files
R
17
star
20

R-Ladies-London

Code and Slides for "Whose Scat Is That? An 'Easily Digestible' Introduction to Predictive Modeling in R and the caret Package"
R
16
star
21

odsc-2019

Notes and code for "Modeling in the tidyverse" 90m workshop at ODSC East
JavaScript
15
star
22

Optimization-Methods-for-Tuning-Predictive-Models

Code and slides from a 2016 talk at the Cambridge UK RUG
R
15
star
23

NY-ML-2018

Materials for the Applied Machine Learning Workshop in New York
JavaScript
14
star
24

AmesHousing

Ames IA Housing data from De Cock (2011)
R
12
star
25

odsc_rules

Notes and code for the workshop "Rule-Based Models for Regression and Classificationโ€
R
12
star
26

an-introduction-to-tidymodels

Overview of our packages
HTML
11
star
27

par-caret-bench

parallel processing benchmarks for caret
R
10
star
28

2022-nyr-workshop

Code and notes for the tidymodels workshop
HTML
10
star
29

2021-NYR

R
10
star
30

DC-ML-2019

Materials for the Applied Machine Learning Workshop in Washington DC
HTML
9
star
31

2020-r-pharma

Slides and sources for 2020 R/Pharma talk
HTML
9
star
32

nyr-2019

Workshop notes for NYR conference workshop
JavaScript
8
star
33

ICHPS2015_Class_Imbalance

Data and code for "Predictive Modeling on Data with Severe Class Imbalance: Applications on Electronic Health Records"
R
8
star
34

2021-Cleveland-RUG

Talk slides
JavaScript
8
star
35

RPharma-2019-Workshop

Course notes and code for the workshop
HTML
8
star
36

APM_Figures

Figures for the book Applied Predictive Modeling
8
star
37

dummies-vs-factors

Simulation studies to compare tree- and rule-based models for different encodings
R
8
star
38

sparselda

R package to perform sparse linear discriminant analysis for gaussians and mixture of gaussians models.
R
7
star
39

2021-nyr-workshop

Machine Learning 1 day workshop
JavaScript
7
star
40

conformal_sim

simulations to measure interval coverage
R
7
star
41

2020-earl-workshop

Notes and code for "A Quick Introduction to tidymodels"
JavaScript
7
star
42

characterize

Inspect structural characteristics of a fitted model, such as the number of active features, the number of terminal notes, and so on.
R
6
star
43

nyr-2020-talk

Slides
HTML
6
star
44

2021_11_HDSI_RUG

Slides and code for "Cooking Your Data with Recipes"
HTML
6
star
45

R-Pharma-2019

conference slides for R/Pharma 2019 talk
HTML
5
star
46

2021-LA-RUG

An introduction to workflow sets
HTML
5
star
47

posit-2023-conformal

Slides and code for "Conformal Inference with Tidymodels"
SCSS
4
star
48

2023-latinR

Slides for the 2023 LatinR Keynote
SCSS
4
star
49

2023_Shell_bootcamp

JavaScript
4
star
50

2023-07-NYR

Talk: The Post-Modeling Model to Fix the Model
SCSS
4
star
51

2020-CT-ASA

Slide for ASA miniconference talk "What Inferential Statistics Can Utilize from Predictive Models"
HTML
3
star
52

ncb-2019-shiny

materials for shiny workshop at the 2019 Nonclinical Biostatistics Conference
HTML
3
star
53

stanford-stat-352

tidymodels slides for "Topics in Computing for Data Science"
HTML
3
star
54

2021_NY_RUG

What's New and Upcoming in tidymodels
HTML
3
star
55

ongoal

Data for several Pittsburgh Penguins seasons on whether a shots was on goal or not.
R
3
star
56

2021-r-pharma

Public Slides and sources for 2021 R/Pharma talk
HTML
3
star
57

2022-06-NYR

Monitor Your Data As Well As Your Model
HTML
2
star
58

deploycaret

Version, Pin, and Deploy 'caret' Models with 'pins' and 'plumber'
R
2
star
59

2022-r-pharma

Slides for the 2022 conference
HTML
2
star
60

filterdb

Methods for Supervised Filtering of Predictors
R
2
star
61

agua-h2o-benchmark

R
2
star
62

2023_AstraZeneca

Slides and code for the tidymodels tutorial for AstraZeneca
JavaScript
2
star
63

2023-r-pharma

Slides for "Serverless Shiny in Quarto Documents"
SCSS
2
star
64

2022-AZ-keynote

Slides for AstraZeneca R Conference
HTML
2
star
65

stacking_characterizations

Sandbox to looking into parameters affecting model stacking
R
2
star
66

ggplots-in-quarto-table

quarto test repo
HTML
2
star
67

2020-EARL

Talk slide for EARL 2020 keynote
JavaScript
2
star
68

Grants

Grant Data
1
star
69

desirability

S3 classes for multivariate optimization using the desirability function by Derringer and Suich (1980)
R
1
star
70

bookdown-chunk-option-test

TeX
1
star
71

parallel-printing

small scripts to test logging via different parallel processing techniques
R
1
star
72

beans

Data on dry beans from Koklu and Ozkan (2020)
R
1
star
73

IFCS-2017

Workshop Slides for International Federation of Classification Societies (IFCS)
R
1
star
74

2023_work_week

charactizerize slides
JavaScript
1
star
75

2019-R-Ladies-Miami

Totally Tidy Tuning Tools Talk
JavaScript
1
star
76

quarto-book-test

template for testing a quarto book
HTML
1
star