Package: fastml
Type: Package
Title: Guarded Resampling Workflows for Safe and Automated Machine
        Learning in R
Version: 0.7.8
Authors@R: c(person("Selcuk", "Korkmaz", email="selcukorkmaz@gmail.com", role=c("aut", "cre"),
                    comment = c(ORCID = "0000-0003-4632-6850")), 
             person("Dincer", "Goksuluk", email="dincer.goksuluk@gmail.com", role="aut",
                    comment = c(ORCID = "0000-0002-2752-7668")), 
             person("Eda", "Karaismailoglu", email="eda.karaismailoglu@sbu.edu.tr", role="aut",
                    comment = c(ORCID = "0000-0003-3085-7809")))
Description: Provides a guarded resampling workflow for training and
        evaluating machine-learning models. When the guarded resampling
        path is used, preprocessing and model fitting are re-estimated
        within each resampling split to reduce leakage risk. Supports
        multiple resampling schemes, integrates with established
        engines in the 'tidymodels' ecosystem, and aims to improve
        evaluation reliability by coordinating preprocessing, fitting,
        and evaluation within supported workflows. Offers a lightweight
        AutoML-style workflow by automating model training, resampling,
        and tuning across multiple algorithms, while keeping evaluation
        design explicit and user-controlled.
Encoding: UTF-8
License: MIT + file LICENSE
URL: https://selcukorkmaz.github.io/fastml-tutorial/,
        https://github.com/selcukorkmaz/fastml
BugReports: https://github.com/selcukorkmaz/fastml/issues
Depends: R (>= 4.1.0)
Imports: stats, recipes, dplyr, ggplot2, reshape2, rsample, parsnip,
        tune, workflows, yardstick, tibble, rlang, dials, RColorBrewer,
        doFuture, foreach, finetune, future, viridisLite, magrittr,
        pROC, janitor, stringr, broom, tidyr, purrr, survival, xgboost
Suggests: testthat (>= 3.0.0), withr, baguette, C50, DALEX, discrim,
        fairmodels, flexsurv, iBreakDown, iml, lime, modelStudio, pdp,
        plsmod, probably, ranger, rstpm2, survRM2, aorsf, censored,
        crayon, kernlab, klaR, kknn, keras, lightgbm, rstanarm,
        patchwork, GGally, glmnet, themis, DT, UpSetR, VIM, dbscan,
        gridExtra, htmlwidgets, kableExtra, moments, naniar, plotly,
        scales, skimr, sparsediscrim, knitr, rmarkdown, pec
RoxygenNote: 7.3.3
Config/testthat/edition: 3
Config/pak/sysreqs: cmake make libicu-dev libuv1-dev
Repository: https://selcukorkmaz.r-universe.dev
Date/Publication: 2026-03-17 23:08:40 UTC
RemoteUrl: https://github.com/selcukorkmaz/fastml
RemoteRef: HEAD
RemoteSha: 13564c7a25082105f0f42e5cf0bcff7326c4729a
NeedsCompilation: no
Packaged: 2026-07-15 05:52:13 UTC; root
Author: Selcuk Korkmaz [aut, cre] (ORCID:
    <https://orcid.org/0000-0003-4632-6850>),
  Dincer Goksuluk [aut] (ORCID: <https://orcid.org/0000-0002-2752-7668>),
  Eda Karaismailoglu [aut] (ORCID:
    <https://orcid.org/0000-0003-3085-7809>)
Maintainer: Selcuk Korkmaz <selcukorkmaz@gmail.com>