Package: mlS3 0.1.1
mlS3: Unified S3 Interface to Machine Learning Models
Provides a unified and consistent S3 interface for training and predicting with a variety of machine learning models in R. The package wraps popular algorithms (e.g., from 'glmnet', 'lightgbm', 'ranger', 'e1071', and 'caret') under a common workflow based on simple wrap_*() and predict() functions, allowing users to switch between models without changing their code structure. It supports both classification and regression tasks and facilitates rapid experimentation, benchmarking, and comparison of models. By abstracting away package-specific APIs while preserving flexibility in parameter specification, the package streamlines machine learning workflows and promotes reproducibility.
Authors:
mlS3_0.1.1.tar.gz
mlS3_0.1.1.zip(r-4.7)mlS3_0.1.1.zip(r-4.6)mlS3_0.1.1.zip(r-4.5)
mlS3_0.1.1.tgz(r-4.6-any)mlS3_0.1.1.tgz(r-4.5-any)
mlS3_0.1.1.tar.gz(r-4.7-any)mlS3_0.1.1.tar.gz(r-4.6-any)
mlS3_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mlS3/json (API)
NEWS
| # Install 'mlS3' in R: |
| install.packages('mlS3', repos = c('https://techtonique.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/techtonique/mls3/issues
Last updated from:72bf8db043. Checks:9 OK. Indexed: no.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 113 | ||
| source / vignettes | OK | 190 | ||
| linux-release-x86_64 | OK | 1427 | ||
| macos-release-arm64 | OK | 133 | ||
| macos-oldrel-arm64 | OK | 77 | ||
| windows-devel | OK | 101 | ||
| windows-release | OK | 101 | ||
| windows-oldrel | OK | 113 | ||
| wasm-release | OK | 107 |
Exports:wrap_caretwrap_glmnetwrap_lightgbmwrap_rangerwrap_svm
Dependencies:classcodetoolsdata.tablee1071foreachglmnetiteratorsjsonlitelatticelightgbmMASSMatrixproxyR6rangerRcppRcppEigenshapesurvival
Introduction to R package mlS3
Rendered frommlS3-vignette.Rmdusingknitr::rmarkdownon May 27 2026.Last update: 2026-04-23
Started: 2026-04-05
Introduction to R package mlS3 -- with caret
Rendered frommlS3-wrap_caret-vignette.Rmdusingknitr::rmarkdownon May 27 2026.Last update: 2026-04-24
Started: 2026-04-09
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Predict method for mlS3 caret wrapper | predict.wrap_caret |
| Print method for wrap_caret objects | print.wrap_caret |
| Wrap caret models for mlS3 | wrap_caret |
| S3 wrapper for glmnet | predict.wrap_glmnet print.wrap_glmnet wrap_glmnet |
| S3 wrapper for lightgbm | predict.wrap_lightgbm print.wrap_lightgbm wrap_lightgbm |
| S3 wrapper for ranger | predict.wrap_ranger print.wrap_ranger wrap_ranger |
| S3 wrapper for e1071 SVM | predict.wrap_svm print.wrap_svm wrap_svm |
