{"id":13857615,"url":"https://github.com/tidymodels/tune","last_synced_at":"2025-05-14T08:09:16.967Z","repository":{"id":35489478,"uuid":"201538545","full_name":"tidymodels/tune","owner":"tidymodels","description":"Tools for tidy parameter tuning","archived":false,"fork":false,"pushed_at":"2025-05-01T16:02:55.000Z","size":139837,"stargazers_count":301,"open_issues_count":93,"forks_count":43,"subscribers_count":13,"default_branch":"main","last_synced_at":"2025-05-14T01:54:56.171Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://tune.tidymodels.org","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tidymodels.png","metadata":{"files":{"readme":"README.Rmd","changelog":"NEWS.md","contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":".github/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-08-09T20:49:40.000Z","updated_at":"2025-05-01T15:28:25.000Z","dependencies_parsed_at":"2023-10-10T21:36:29.447Z","dependency_job_id":"28065643-07aa-4dff-a6ea-20ff3445fbe7","html_url":"https://github.com/tidymodels/tune","commit_stats":{"total_commits":1182,"total_committers":30,"mean_commits":39.4,"dds":0.5321489001692048,"last_synced_commit":"d62199a91337d003fbc31265aa87047ad3888b7f"},"previous_names":[],"tags_count":18,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftune","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftune/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftune/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tidymodels%2Ftune/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tidymodels","download_url":"https://codeload.github.com/tidymodels/tune/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254099821,"owners_count":22014772,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-05T03:01:42.024Z","updated_at":"2025-05-14T08:09:11.959Z","avatar_url":"https://github.com/tidymodels.png","language":"R","readme":"---\noutput: github_document\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r, include = FALSE}\nknitr::opts_chunk$set(\n  collapse = TRUE,\n  comment = \"#\u003e\",\n  fig.path = \"man/figures/README-\",\n  out.width = \"100%\"\n)\n```\n\n# tune \u003ca href='https://tune.tidymodels.org'\u003e\u003cimg src='man/figures/logo.png' alt='Package hex logo. A black sticker with technicolor dials representing varying parameter values.' align=\"right\" height=\"139\" /\u003e\u003c/a\u003e\n\n\u003c!-- badges: start --\u003e\n[![R-CMD-check](https://github.com/tidymodels/tune/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/tune/actions/workflows/R-CMD-check.yaml)\n[![Codecov test coverage](https://codecov.io/gh/tidymodels/tune/branch/main/graph/badge.svg)](https://app.codecov.io/gh/tidymodels/tune?branch=main)\n[![Lifecycle: experimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html)\n[![CRAN status](https://www.r-pkg.org/badges/version/tune)](https://CRAN.R-project.org/package=tune)\n[![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html#stable)\n\u003c!-- badges: end --\u003e\n\n## Overview\n\nThe goal of tune is to facilitate hyperparameter tuning for the tidymodels packages. It relies heavily on [recipes](https://recipes.tidymodels.org/), [parsnip](https://parsnip.tidymodels.org/), and [dials](https://dials.tidymodels.org/). \n\n## Installation\n\nInstall from CRAN:\n\n```r\ninstall.packages(\"tune\", repos = \"http://cran.r-project.org\") #or your local mirror\n```\n\nor you can install the current development version using:\n\n```r\n# install.packages(\"pak\")\npak::pak(\"tidymodels/tune\")\n```\n\n## Examples\n\nThere are several package vignettes, as well as articles available at [tidymodels.org](https://www.tidymodels.org/), demonstrating how to use tune.\n\nGood places to begin include:\n\n- [Getting started with cell segmentation data](https://www.tidymodels.org/start/tuning/)\n- [Getting started with Ames housing data](https://tune.tidymodels.org/articles/getting_started.html)\n\nMore advanced resources available are:\n\n - [Basic grid search for an SVM model](https://www.tidymodels.org/learn/work/tune-svm/)\n - [Iterative Bayesian optimization of a classification model](https://www.tidymodels.org/learn/work/bayes-opt/)\n - [Advanced text mining example](https://tune.tidymodels.org/articles/extras/text_analysis.html)\n - [Notes on optimizations and parallel processing](https://tune.tidymodels.org/articles/extras/optimizations.html)\n - [Details on acquisition function for scoring parameter combinations](https://tune.tidymodels.org/articles/acquisition_functions.html)\n \n\n## Contributing\n\nThis project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/1/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.\n\n- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on Posit Community](https://community.rstudio.com/new-topic?category_id=15\u0026tags=tidymodels,question).\n\n- If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/tune/issues).\n\n- Either way, learn how to create and share a [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) (a minimal, reproducible example), to clearly communicate about your code.\n\n- Check out further details on [contributing guidelines for tidymodels packages](https://www.tidymodels.org/contribute/) and [how to get help](https://www.tidymodels.org/help/).\n\n","funding_links":[],"categories":["R"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftidymodels%2Ftune","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftidymodels%2Ftune","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftidymodels%2Ftune/lists"}