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mlr3learners

Recommended learners for mlr3

https://github.com/mlr-org/mlr3learners

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    2 of 24 committers (8.3%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (8.1%) to scientific vocabulary

Keywords

classification learners machine-learning mlr3 r r-package regression

Keywords from Contributors

multilabel-classification feature-selection predictive-modeling stacking survival-analysis hyperparameter-optimization hyperparameter-tuning mlr imbalance-correction hyperparameters-optimization
Last synced: 6 months ago · JSON representation

Repository

Recommended learners for mlr3

Basic Info
Statistics
  • Stars: 96
  • Watchers: 18
  • Forks: 20
  • Open Issues: 13
  • Releases: 24
Topics
classification learners machine-learning mlr3 r r-package regression
Created over 7 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog License

README.md

mlr3learners

Package website: release | dev

r-cmd-check Parameter Check CRAN Status Mattermost

This packages provides essential learners for mlr3, maintained by the mlr-org team. Additional learners can be found in the mlr3extralearners package on GitHub. Request additional learners over there.

:point_right: Table of all learners

Installation

```r

CRAN version:

install.packages("mlr3learners")

Development version:

pak::pak("mlr-org/mlr3learners") ```

If you also want to install all packages of the connected learners, set dependencies = TRUE:

```r

CRAN version:

install.packages("mlr3learners", dependencies = TRUE)

Development version:

pak::pak("mlr-org/mlr3learners", dependencies = TRUE) ```

Classification Learners

| ID | Learner | Package | | :------------------------------------------------------------------------------------------------------ | :---------------------------- | :---------------------------------------------------- | | classif.cv_glmnet | Penalized Logistic Regression | glmnet | | classif.glmnet | Penalized Logistic Regression | glmnet | | classif.kknn | k-Nearest Neighbors | kknn | | classif.lda | LDA | MASS | | classif.log_reg | Logistic Regression | stats | | classif.multinom | Multinomial log-linear model | nnet | | classif.naive_bayes | Naive Bayes | e1071 | | classif.nnet | Single Layer Neural Network | nnet | | classif.qda | QDA | MASS | | classif.ranger | Random Forest | ranger | | classif.svm | SVM | e1071 | | classif.xgboost | Gradient Boosting | xgboost |

Regression Learners

| ID | Learner | Package | | :-------------------------------------------------------------------------------------------- | :-------------------------- | :------------------------------------------------------------ | | regr.cv_glmnet | Penalized Linear Regression | glmnet | | regr.glmnet | Penalized Linear Regression | glmnet | | regr.kknn | k-Nearest Neighbors | kknn | | regr.km | Kriging | DiceKriging | | regr.lm | Linear Regression | stats | | regr.nnet | Single Layer Neural Network | nnet | | regr.ranger | Random Forest | ranger | | regr.svm | SVM | e1071 | | regr.xgboost | Gradient Boosting | xgboost |

Owner

  • Name: mlr-org
  • Login: mlr-org
  • Kind: organization
  • Location: Munich, Germany

GitHub Events

Total
  • Create event: 29
  • Release event: 5
  • Issues event: 26
  • Watch event: 4
  • Delete event: 21
  • Issue comment event: 25
  • Push event: 121
  • Pull request review comment event: 3
  • Pull request review event: 1
  • Pull request event: 51
  • Fork event: 4
Last Year
  • Create event: 29
  • Release event: 5
  • Issues event: 26
  • Watch event: 4
  • Delete event: 21
  • Issue comment event: 25
  • Push event: 121
  • Pull request review comment event: 3
  • Pull request review event: 1
  • Pull request event: 51
  • Fork event: 4

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 712
  • Total Committers: 24
  • Avg Commits per committer: 29.667
  • Development Distribution Score (DDS): 0.544
Past Year
  • Commits: 71
  • Committers: 9
  • Avg Commits per committer: 7.889
  • Development Distribution Score (DDS): 0.535
Top Committers
Name Email Commits
Michel Lang m****g@g****m 325
pat-s p****z@g****m 159
Marc Becker 3****c 74
Raphael Sonabend r****5@u****k 28
Coorsaa s****s@g****t 25
Sebastian Fischer s****r@g****m 19
QuayAu q****u@g****m 16
john b****n@g****m 15
dependabot[bot] 4****] 10
Marvin Böcker m****r@t****e 9
Lennart Schneider l****h@w****e 5
Maximilian Muecke m****n@g****m 5
Lukas Burk j****2 3
github-actions[bot] 4****] 3
henrifnk 5****k 3
mb706 m****6 3
Jakob Richter c****e@j****e 2
Janek Thomas j****s@w****e 2
Andrea Bommert b****t 1
Andreas Bender b****R@g****m 1
Damian Gola g****n@g****m 1
Stephen A Lauer s****r 1
Sebastian Fischer s****6@w****e 1
xenor x****l@g****m 1
Committer Domains (Top 20 + Academic)
jakob-r.de: 1 tu-dortmund.de: 1 gmx.net: 1 ucl.ac.uk: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 67
  • Total pull requests: 130
  • Average time to close issues: 9 months
  • Average time to close pull requests: 28 days
  • Total issue authors: 35
  • Total pull request authors: 16
  • Average comments per issue: 2.18
  • Average comments per pull request: 0.55
  • Merged pull requests: 111
  • Bot issues: 0
  • Bot pull requests: 14
Past Year
  • Issues: 13
  • Pull requests: 39
  • Average time to close issues: 24 days
  • Average time to close pull requests: 17 days
  • Issue authors: 7
  • Pull request authors: 6
  • Average comments per issue: 0.46
  • Average comments per pull request: 0.31
  • Merged pull requests: 34
  • Bot issues: 0
  • Bot pull requests: 9
View more stats
Top Authors
Issue Authors
  • be-marc (11)
  • mb706 (9)
  • sebffischer (5)
  • mllg (4)
  • pat-s (4)
  • pfistfl (2)
  • edsantor (2)
  • MislavSag (2)
  • salauer (1)
  • hadigilan (1)
  • GitHubGeniusOverlord (1)
  • RaphaelS1 (1)
  • ElsaVazquez29 (1)
  • anticmason (1)
  • henrifnk (1)
Pull Request Authors
  • be-marc (59)
  • sebffischer (22)
  • dependabot[bot] (19)
  • mllg (19)
  • m-muecke (12)
  • pat-s (10)
  • bblodfon (6)
  • sumny (4)
  • jemus42 (3)
  • statist-bhfz (2)
  • bommert (2)
  • mb706 (2)
  • ja-thomas (1)
  • salauer (1)
  • dagola (1)
Top Labels
Issue Labels
Type: Learner Request (7) Priority: Low (6) Type: Enhancement (6) Priority: Medium (5) Status: Pending (5) Status: Available (4) Type: Bug (4) Status: Review Needed (2) Status: In Progress (2) Learner Status: Bugs (2) Type: Documentation (2) Priority: High (1) Type: Question (1) Status: On Hold (1) Type: Optimization (1) Status: Accepted (1) Status: Blocked (1)
Pull Request Labels
dependencies (19) github_actions (2)

Packages

  • Total packages: 2
  • Total downloads:
    • cran 6,450 last-month
  • Total docker downloads: 42,385
  • Total dependent packages: 28
    (may contain duplicates)
  • Total dependent repositories: 48
    (may contain duplicates)
  • Total versions: 55
  • Total maintainers: 1
cran.r-project.org: mlr3learners

Recommended Learners for 'mlr3'

  • Versions: 30
  • Dependent Packages: 28
  • Dependent Repositories: 48
  • Downloads: 6,450 Last month
  • Docker Downloads: 42,385
Rankings
Dependent packages count: 2.6%
Dependent repos count: 3.6%
Stargazers count: 4.7%
Forks count: 4.9%
Average: 5.1%
Downloads: 7.4%
Docker downloads count: 7.5%
Maintainers (1)
marcbecker@posteo.de
Last synced: 6 months ago
proxy.golang.org: github.com/mlr-org/mlr3learners
  • Versions: 25
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 5.5%
Average: 5.7%
Dependent repos count: 5.9%
Last synced: 6 months ago

Dependencies

.github/workflows/dev-cmd-check.yml actions
  • actions/checkout v3 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/param-test.yml actions
  • actions/checkout v3 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/pkgdown.yml actions
  • JamesIves/github-pages-deploy-action v4.4.1 composite
  • actions/checkout v3 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/r-cmd-check.yml actions
  • actions/checkout v3 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
DESCRIPTION cran
  • R >= 3.1.0 depends
  • mlr3 >= 0.14.1 depends
  • R6 * imports
  • checkmate * imports
  • data.table * imports
  • mlr3misc >= 0.9.4 imports
  • paradox * imports
  • DiceKriging * suggests
  • MASS * suggests
  • e1071 * suggests
  • glmnet * suggests
  • kknn * suggests
  • knitr * suggests
  • lgr * suggests
  • nnet * suggests
  • pracma * suggests
  • ranger * suggests
  • rgenoud * suggests
  • rmarkdown * suggests
  • testthat >= 3.0.0 suggests
  • xgboost >= 1.6.0 suggests