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tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.

R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable

Overview

The goal of tune is to facilitate hyperparameter tuning for the tidymodels packages. It relies heavily on recipes, parsnip, and dials.

Installation

Install from CRAN:

install.packages("tune", repos="http://cran.r-project.org") #or your local mirror

or you can install the current development version using:

# install.packages("pak")pak::pak("tidymodels/tune")

Examples

There are several package vignettes, as well as articles available at tidymodels.org, demonstrating how to use tune.

Good places to begin include:

More advanced resources available are:

Contributing

This project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.

About

Tools for tidy parameter tuning

tune.tidymodels.org

Resources

Readme

Code of conduct

Code of conduct

Contributing

Contributing
Activity
Custom properties

Stars

343 stars

Watchers

12 watching

Forks

53 forks
Report repository

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
BranchesTags
Repository files navigation
tune Package hex logo. A black sticker with technicolor dials representing varying parameter values.
R-CMD-checkCodecov test coverageLifecycle: experimentalCRAN statusLifecycle: stable
Overview
The goal of tune is to facilitate hyperparameter tuning for the
tidymodels packages. It relies heavily on
recipes,
parsnip, and
dials.
Installation
Install from CRAN:
install.packages("tune", repos="http://cran.r-project.org") #or your local mirror
or you can install the current development version using:
# install.packages("pak")pak::pak("tidymodels/tune")
Examples
There are several package vignettes, as well as articles available at
tidymodels.org, demonstrating how to use
tune.
Good places to begin include:
More advanced resources available are:
Contributing
This project is released with a Contributor Code of
Conduct.
By contributing to this project, you agree to abide by its terms.
About
Tools for tidy parameter tuning
tune.tidymodels.org
Resources
Readme
Code of conduct
Code of conduct
Contributing
Contributing
Activity
Custom properties
Stars
343 stars
Watchers
12 watching
Forks
53 forks
Report repository
Releases
Packages
Used by
Contributors
Languages