fastml

0.7.8

Guarded Resampling Workflows for Safe and Automated Machine Learning in R

0packages depend

9.7Kdownloads / year

–test coverage

12/13checks pass

Overview

About

Maintained by Selcuk KorkmazFirst published 2024-11-1213 releasesCRAN page ↗GitHub ↗

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.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("fastml", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("selcukorkmaz/fastml")

Development version from selcukorkmaz/fastml. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-fastml

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-fastml

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-fastml

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

1NOTE12OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 9.5 min · r-devel-linux-x86_64-fedora-clang

Code health

Yes

Tests · ratio 0.22

not tracked

Coverage

100%

Documentation · exports

Dependencies · direct

Check history

NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-25
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Show 1 earlier snapshots

OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 944 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 18%
Documented parameters: 98%
Return-value docs: 93%
References docs: 0%

Downloads

9.7K

CRAN downloads in the past year

Rank #6,062 · ~27/day · ~812/mo

Releases R versions

Daily download trend is not available in this view yet.

33930 days

1.5K90 days

9.7K1 year

Compare downloads with other packages →

Also on149 r2u2 autocran

Repository

GitHub ↗ selcukorkmaz/fastml

109Stars

8Forks

10Open issues

0Open PRs

5Releases

537Commits

3Contributors

537 commits · Last activity 2026-03-17 · 0% stars, 30d

Stars over time

2025-06-28 · 992026-07-07 · 109

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/selcukorkmaz/fastml on 2026-07-31.

Lint, format, editor (1)

RStudio project

Git structural (1)

.gitattributes

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

73 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (28)

statsrecipes dplyr ggplot2 reshape2 rsample parsnip tune workflows yardstick tibble rlang dials RColorBrewer doFuture foreach finetune future viridisLite magrittr pROC janitor stringr broom tidyr purrrsurvivalxgboost

LinkingTo (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (3)

Maintainer (1)

Selcuk Korkmaz

Author, Maintainer

Authors (3)

Selcuk Korkmaz

Author, Maintainer

Dincer Goksuluk

Author

Eda Karaismailoglu

Author · added in 0.4.0

Package Timeline

13 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
0.7.8Latest
2026-03-18 · current release · diff ↗
0.7.7
2026-01-27 · diff ↗
0.7.6
2026-01-10 · diff ↗
0.7.5
2025-12-22 · diff ↗
0.7.0
2025-10-29 · diff ↗
0.6.2
2025-07-24 · diff ↗
0.6.1
2025-06-11 · diff ↗
0.6.0
2025-06-10 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.5.0
2025-03-07 · diff ↗
0.4.0
2025-01-08 · diff ↗
0.3.0
2024-12-16 · diff ↗
0.2.0
2024-12-01 · diff ↗
0.1.0
2024-11-12
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2024-11-12
Total releases: 13 / 2 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1.0
Download size: 325 KB
Installed size: not tracked yet
With dependencies: not tracked yet

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