Package: manymodelr 0.3.8.9000

manymodelr: Build and Tune Several Models

Frequently one needs a convenient way to build and tune several models in one go.The goal is to provide a number of machine learning convenience functions. It provides the ability to build, tune and obtain predictions of several models in one function. The models are built using functions from 'caret' with easier to read syntax. Kuhn(2014) <arxiv:1405.6974>.

Authors:Nelson Gonzabato [aut, cre]

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NEWS

# Install 'manymodelr' in R:
install.packages('manymodelr', repos = c('https://nelson-gon.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/nelson-gon/manymodelr/issues

Datasets:

On CRAN:

analysis-of-varianceanovacorrelationcorrelation-coefficientgeneralized-linear-modelsgradient-boosting-decision-treesknn-classificationlinear-modelslinear-regressionmachine-learningmissing-valuesmodelsr-programmingrandom-forest-algorithmregression-models

23 exports 2 stars 0.94 score 81 dependencies 50 scripts 322 downloads

Last updated 3 years agofrom:29c73d4c55. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 26 2024
R-4.5-winOKAug 26 2024
R-4.5-linuxOKAug 26 2024
R-4.4-winOKAug 26 2024
R-4.4-macOKAug 26 2024
R-4.3-winOKAug 26 2024
R-4.3-macOKAug 26 2024

Exports:add_model_predictionsadd_model_residualsagg_by_groupdrop_non_numericextract_model_infofit_modelfit_modelsget_data_Statsget_exponentget_modeget_statsget_thisget_var_corrget_var_corr_multi_model_1multi_model_2na_replacena_replace_groupedplot_corrreport_modelrowdiffselect_colselect_percentile

Dependencies:bootcaretclasscliclockcodetoolscolorspacecpp11data.tablediagramdigestdplyre1071fansifarverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlme4lubridatemagrittrMASSMatrixMetricsmgcvminqaModelMetricsmunsellnlmenloptrnnetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6RColorBrewerRcppRcppEigenrecipesreshape2rlangrpartscalesshapeSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr

Building predictive models with manymodelr

Rendered frommodeling.rmdusingknitr::rmarkdownon Aug 26 2024.

Last update: 2021-12-11
Started: 2021-04-17

Extra functions in manymodelr

Rendered frommisc.rmdusingknitr::rmarkdownon Aug 26 2024.

Last update: 2021-11-12
Started: 2021-04-17

manymodelr: Build and Tune Several Models

Rendered frommanymodelr_vignette.rmdusingknitr::rmarkdownon Aug 26 2024.

Last update: 2021-11-12
Started: 2020-04-19

Correlation Analysis with manymodelr

Rendered fromcorrelations.rmdusingknitr::rmarkdownon Aug 26 2024.

Last update: 2021-11-12
Started: 2021-04-17