@tidymodels
Guthub

tidymodels

Twitter logo Share LinkedIn logo Share Facebook logo Share
  • Stars
    star
    9,460
  • Global Org. Rank 2,506 (Top 0.8 %)
  • Registered over 7 years ago
  • Most used languages
    R
         86.8 %
    HTML
         5.7 %
    JavaScript
         3.8 %
    C
         1.9 %
    RMarkdown     1.9 %

Top repositories

1

broom

Convert statistical analysis objects from R into tidy format
R
1,445
star
2

tidymodels

Easily install and load the tidymodels packages
R
747
star
3

infer

An R package for tidyverse-friendly statistical inference
R
723
star
4

parsnip

A tidy unified interface to models
R
595
star
5

corrr

Explore correlations in R
R
588
star
6

TMwR

Code and content for "Tidy Modeling with R"
RMarkdown
585
star
7

recipes

Pipeable steps for feature engineering and data preprocessing to prepare for modeling
R
558
star
8

yardstick

Tidy methods for measuring model performance
R
367
star
9

rsample

Classes and functions to create and summarize resampling objects
R
335
star
10

stacks

An R package for tidy stacked ensemble modeling
R
294
star
11

tune

Tools for tidy parameter tuning
R
268
star
12

tidypredict

Run predictions inside the database
R
259
star
13

workflows

Modeling Workflows
R
201
star
14

textrecipes

Extra recipes for Text Processing
R
159
star
15

themis

Extra recipes steps for dealing with unbalanced data
R
141
star
16

embed

Extra recipes for predictor embeddings
R
141
star
17

butcher

Reduce the size of model objects saved to disk
R
130
star
18

censored

Parsnip wrappers for survival models
R
123
star
19

probably

Tools for post-processing class probability estimates
R
113
star
20

dials

Tools for creating tuning parameter values
R
111
star
21

tidyclust

A tidy unified interface to clustering models
R
107
star
22

tidyposterior

Bayesian comparisons of models using resampled statistics
R
102
star
23

hardhat

Construct Modeling Packages
R
100
star
24

aml-training

The most recent version of the Applied Machine Learning notes
HTML
100
star
25

tidymodels.org-legacy

Legacy Source of tidymodels.org
HTML
99
star
26

workshops

Website and materials for tidymodels workshops
JavaScript
92
star
27

workflowsets

Create a collection of modeling workflows
R
92
star
28

usemodels

Boilerplate Code for tidymodels
R
85
star
29

modeldb

Run models inside a database using R
R
80
star
30

multilevelmod

Parsnip wrappers for mixed-level and hierarchical models
R
74
star
31

spatialsample

Create and summarize spatial resampling objects πŸ—Ί
R
70
star
32

learntidymodels

Learn tidymodels with interactive learnr primers
R
68
star
33

brulee

High-Level Modeling Functions with 'torch'
R
67
star
34

finetune

Additional functions for model tuning
R
62
star
35

bonsai

parsnip wrappers for tree-based models
R
51
star
36

shinymodels

R
46
star
37

applicable

Quantify extrapolation of new samples given a training set
R
46
star
38

model-implementation-principles

recommendations for creating R modeling packages
HTML
41
star
39

rules

parsnip extension for rule-based models
R
40
star
40

planning

Documents to plan and discuss future development
37
star
41

discrim

Wrappers for discriminant analysis and naive Bayes models for use with the parsnip package
R
28
star
42

baguette

parsnip Model Functions for Bagging
R
24
star
43

modeldata

Data Sets Used by tidymodels Packages
R
22
star
44

poissonreg

parsnip wrappers for Poisson regression
R
22
star
45

agua

Create and evaluate models using 'tidymodels' and 'h2o'
R
21
star
46

extratests

Integration and other testing for tidymodels
R
20
star
47

tidymodels.org

Source of tidymodels.org
JavaScript
19
star
48

plsmod

Model Wrappers for Projection Methods
R
14
star
49

cloudstart

RStudio Cloud ☁️ resources to accompany tidymodels.org
12
star
50

orbital

Turn Tidymodels Workflows Into Series of Equations
R
12
star
51

desirability2

Desirability Functions for Multiparameter Optimization
R
10
star
52

modeldatatoo

More Data Sets Useful for Modeling Examples
R
7
star
53

.github

GitHub contributing guidelines for tidymodels packages
4
star
54

modelenv

Provide Tools to Register Models for use in Tidymodels
R
4
star
55

tailor

Sandbox for a postprocessor object.
R
2
star
56

survivalauc

What the Package Does (One Line, Title Case)
C
2
star