Package: fastml
Type: Package
Title: Guarded Resampling Workflows for Leakage-Aware Machine Learning
        in R
Version: 0.7.10
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 (>= 1.0.0), 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 (>= 1.7.8)
Suggests: testthat (>= 3.0.0), withr, baguette, C50, DALEX, discrim,
        fairmodels, flexsurv, iBreakDown, iml, lime, modelStudio, pdp,
        plsmod, probably, ranger, rstpm2, survRM2, aorsf, censored,
        cli, crayon, ceterisParibus, kernlab, klaR, kknn, keras,
        lightgbm, bonsai, lme4, rstanarm, patchwork, GGally, glmnet,
        themis, DT, UpSetR, VIM, dbscan, gridExtra, htmlwidgets,
        kableExtra, modeldata, moments, naniar, nnet, plotly, rpart,
        scales, skimr, sparsediscrim, knitr, rmarkdown, pec
RoxygenNote: 7.3.3
Config/testthat/edition: 3
Config/Needs/website: selcukorkmaz/leakdown
Config/pak/sysreqs: cmake make libicu-dev libuv1-dev
Repository: https://selcukorkmaz.r-universe.dev
Date/Publication: 2026-09-29 10:19:59 UTC
RemoteUrl: https://github.com/selcukorkmaz/fastml
RemoteRef: HEAD
RemoteSha: f8ed80e9eb9b9323b0b377b2fe1119a4c65f1e90
NeedsCompilation: no
Packaged: 2026-09-29 16:17:00 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>