dev/api/sklearn.kernel_approximation.html


<!DOCTYPE html>


<html lang="en" data-content_root="../" >

  <head>
    <meta charset="utf-8" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<meta property="og:title" content="sklearn.kernel_approximation" />
<meta property="og:type" content="website" />
<meta property="og:url" content="https://scikit-learn/stable/api/sklearn.kernel_approximation.html" />
<meta property="og:site_name" content="scikit-learn" />
<meta property="og:description" content="Approximate kernel feature maps based on Fourier transforms and count sketches. User guide. See the Kernel Approximation section for further details." />
<meta property="og:image" content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png" />
<meta property="og:image:alt" content="scikit-learn" />
<meta name="description" content="Approximate kernel feature maps based on Fourier transforms and count sketches. User guide. See the Kernel Approximation section for further details." />

    <title>sklearn.kernel_approximation &#8212; scikit-learn 1.6.dev0 documentation</title>
  
  
  <script data-cfasync="false">
    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
  </script>
  
  <!-- Loaded before other Sphinx assets -->
  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

  
  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />

    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
    <link rel="stylesheet" type="text/css" href="../_static/plot_directive.css" />
    <link rel="stylesheet" type="text/css" href="https://fonts.googleapis.com/css?family=Vibur" />
    <link rel="stylesheet" type="text/css" href="../_static/jupyterlite_sphinx.css?v=ca70e7f1" />
    <link rel="stylesheet" type="text/css" href="../_static/sg_gallery.css?v=d2d258e8" />
    <link rel="stylesheet" type="text/css" href="../_static/sg_gallery-binder.css?v=f4aeca0c" />
    <link rel="stylesheet" type="text/css" href="../_static/sg_gallery-dataframe.css?v=2082cf3c" />
    <link rel="stylesheet" type="text/css" href="../_static/sg_gallery-rendered-html.css?v=1277b6f3" />
    <link rel="stylesheet" type="text/css" href="../_static/sphinx-design.min.css?v=95c83b7e" />
    <link rel="stylesheet" type="text/css" href="../_static/styles/colors.css?v=cc94ab7d" />
    <link rel="stylesheet" type="text/css" href="../_static/styles/custom.css?v=e340c087" />
  
  <!-- Pre-loaded scripts that we'll load fully later -->
  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>

    <script src="../_static/documentation_options.js?v=d875d36e"></script>
    <script src="../_static/doctools.js?v=9a2dae69"></script>
    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
    <script src="../_static/copybutton.js?v=97f0b27d"></script>
    <script src="../_static/jupyterlite_sphinx.js?v=d6bdf5f8"></script>
    <script src="../_static/design-tabs.js?v=f930bc37"></script>
    <script data-domain="scikit-learn.org" defer="defer" src="https://views.scientific-python.org/js/script.js"></script>
    <script>DOCUMENTATION_OPTIONS.pagename = 'api/sklearn.kernel_approximation';</script>
    <script>
        DOCUMENTATION_OPTIONS.theme_version = '0.15.4';
        DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://scikit-learn.org/dev/_static/versions.json';
        DOCUMENTATION_OPTIONS.theme_switcher_version_match = '1.6.dev0';
        DOCUMENTATION_OPTIONS.show_version_warning_banner = true;
        </script>
    <script src="../_static/scripts/dropdown.js?v=e2048168"></script>
    <script src="../_static/scripts/version-switcher.js?v=a6dd8357"></script>
    <link rel="icon" href="../_static/favicon.ico"/>
    <link rel="author" title="About these documents" href="../about.html" />
    <link rel="search" title="Search" href="../search.html" />
    <link rel="next" title="AdditiveChi2Sampler" href="../modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html" />
    <link rel="prev" title="isotonic_regression" href="../modules/generated/sklearn.isotonic.isotonic_regression.html" />
  <meta name="viewport" content="width=device-width, initial-scale=1"/>
  <meta name="docsearch:language" content="en"/>
  </head>
  
  
  <body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">

  
  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
  
  <div id="pst-scroll-pixel-helper"></div>
  
  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
    <i class="fa-solid fa-arrow-up"></i>Back to top</button>

  
  <input type="checkbox"
          class="sidebar-toggle"
          id="pst-primary-sidebar-checkbox"/>
  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
  
  <input type="checkbox"
          class="sidebar-toggle"
          id="pst-secondary-sidebar-checkbox"/>
  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
  
  <div class="search-button__wrapper">
    <div class="search-button__overlay"></div>
    <div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
      action="../search.html"
      method="get">
  <i class="fa-solid fa-magnifying-glass"></i>
  <input type="search"
         class="form-control"
         name="q"
         id="search-input"
         placeholder="Search the docs ..."
         aria-label="Search the docs ..."
         autocomplete="off"
         autocorrect="off"
         autocapitalize="off"
         spellcheck="false"/>
  <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
  </div>

  <div class="pst-async-banner-revealer d-none">
  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>

  
    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
<div class="bd-header__inner bd-page-width">
  <button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
    <span class="fa-solid fa-bars"></span>
  </button>
  
  
  <div class=" navbar-header-items__start">
    
      <div class="navbar-item">

  
<a class="navbar-brand logo" href="../index.html">
  
  
    <img src="../_static/scikit-learn-logo-small.png" class="logo__image only-light" alt="scikit-learn homepage"/>
    <script>document.write(`<img src="../_static/scikit-learn-logo-small.png" class="logo__image only-dark" alt="scikit-learn homepage"/>`);</script>
  
  
</a></div>
    
  </div>
  
  <div class=" navbar-header-items">
    
    <div class="me-auto navbar-header-items__center">
      
        <div class="navbar-item">
<nav>
  <ul class="bd-navbar-elements navbar-nav">
    
<li class="nav-item ">
  <a class="nav-link nav-internal" href="../install.html">
    Install
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../user_guide.html">
    User Guide
  </a>
</li>


<li class="nav-item current active">
  <a class="nav-link nav-internal" href="index.html">
    API
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../auto_examples/index.html">
    Examples
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
    Community
  </a>
</li>

            <li class="nav-item dropdown">
                <button class="btn dropdown-toggle nav-item" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-controls="pst-nav-more-links">
                    More
                </button>
                <ul id="pst-nav-more-links" class="dropdown-menu">
                    
<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../getting_started.html">
    Getting Started
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../whats_new.html">
    Release History
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../glossary.html">
    Glossary
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../developers/index.html">
    Development
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../faq.html">
    FAQ
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../support.html">
    Support
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../related_projects.html">
    Related Projects
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../roadmap.html">
    Roadmap
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../governance.html">
    Governance
  </a>
</li>


<li class=" ">
  <a class="nav-link dropdown-item nav-internal" href="../about.html">
    About us
  </a>
</li>

                </ul>
            </li>
            
  </ul>
</nav></div>
      
    </div>
    
    
    <div class="navbar-header-items__end">
      
        <div class="navbar-item navbar-persistent--container">
          

<script>
document.write(`
  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
  </button>
`);
</script>
        </div>
      
      
        <div class="navbar-item">

<script>
document.write(`
  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
  </button>
`);
</script></div>
      
        <div class="navbar-item"><ul class="navbar-icon-links"
    aria-label="Icon Links">
        <li class="nav-item">
          
          
          <a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
            <span class="sr-only">GitHub</span></a>
        </li>
</ul></div>
      
        <div class="navbar-item">
<script>
document.write(`
  <div class="version-switcher__container dropdown">
    <button id="pst-version-switcher-button-2"
      type="button"
      class="version-switcher__button btn btn-sm dropdown-toggle"
      data-bs-toggle="dropdown"
      aria-haspopup="listbox"
      aria-controls="pst-version-switcher-list-2"
      aria-label="Version switcher list"
    >
      Choose version  <!-- this text may get changed later by javascript -->
      <span class="caret"></span>
    </button>
    <div id="pst-version-switcher-list-2"
      class="version-switcher__menu dropdown-menu list-group-flush py-0"
      role="listbox" aria-labelledby="pst-version-switcher-button-2">
      <!-- dropdown will be populated by javascript on page load -->
    </div>
  </div>
`);
</script></div>
      
    </div>
    
  </div>
  
  
    <div class="navbar-persistent--mobile">

<script>
document.write(`
  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
  </button>
`);
</script>
    </div>
  

</div>

    </header>
  

  <div class="bd-container">
    <div class="bd-container__inner bd-page-width">
      
      
      <div class="bd-sidebar-primary bd-sidebar">
        

  <div class="sidebar-header-items sidebar-primary__section">
    
    
      <div class="sidebar-header-items__center">
        
          
            <div class="navbar-item">
<nav>
  <ul class="bd-navbar-elements navbar-nav">
    
<li class="nav-item ">
  <a class="nav-link nav-internal" href="../install.html">
    Install
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../user_guide.html">
    User Guide
  </a>
</li>


<li class="nav-item current active">
  <a class="nav-link nav-internal" href="index.html">
    API
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../auto_examples/index.html">
    Examples
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
    Community
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../getting_started.html">
    Getting Started
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../whats_new.html">
    Release History
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../glossary.html">
    Glossary
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../developers/index.html">
    Development
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../faq.html">
    FAQ
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../support.html">
    Support
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../related_projects.html">
    Related Projects
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../roadmap.html">
    Roadmap
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../governance.html">
    Governance
  </a>
</li>


<li class="nav-item ">
  <a class="nav-link nav-internal" href="../about.html">
    About us
  </a>
</li>

  </ul>
</nav></div>
          
        
      </div>
    
    
      <div class="sidebar-header-items__end">
        
          <div class="navbar-item">

<script>
document.write(`
  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
  </button>
`);
</script></div>
        
          <div class="navbar-item"><ul class="navbar-icon-links"
    aria-label="Icon Links">
        <li class="nav-item">
          
          
          <a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
            <span class="sr-only">GitHub</span></a>
        </li>
</ul></div>
        
          <div class="navbar-item">
<script>
document.write(`
  <div class="version-switcher__container dropdown">
    <button id="pst-version-switcher-button-3"
      type="button"
      class="version-switcher__button btn btn-sm dropdown-toggle"
      data-bs-toggle="dropdown"
      aria-haspopup="listbox"
      aria-controls="pst-version-switcher-list-3"
      aria-label="Version switcher list"
    >
      Choose version  <!-- this text may get changed later by javascript -->
      <span class="caret"></span>
    </button>
    <div id="pst-version-switcher-list-3"
      class="version-switcher__menu dropdown-menu list-group-flush py-0"
      role="listbox" aria-labelledby="pst-version-switcher-button-3">
      <!-- dropdown will be populated by javascript on page load -->
    </div>
  </div>
`);
</script></div>
        
      </div>
    
  </div>
  
    <div class="sidebar-primary-items__start sidebar-primary__section">
        <div class="sidebar-primary-item">
<nav class="bd-docs-nav bd-links"
     aria-label="Section Navigation">
  <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.html">sklearn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.config_context.html">config_context</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.get_config.html">get_config</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.set_config.html">set_config</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.show_versions.html">show_versions</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.base.html">sklearn.base</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.BaseEstimator.html">BaseEstimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.BiclusterMixin.html">BiclusterMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.ClassNamePrefixFeaturesOutMixin.html">ClassNamePrefixFeaturesOutMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.ClassifierMixin.html">ClassifierMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.ClusterMixin.html">ClusterMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.DensityMixin.html">DensityMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.MetaEstimatorMixin.html">MetaEstimatorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.OneToOneFeatureMixin.html">OneToOneFeatureMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.OutlierMixin.html">OutlierMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.RegressorMixin.html">RegressorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.TransformerMixin.html">TransformerMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.clone.html">clone</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.is_classifier.html">is_classifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.is_clusterer.html">is_clusterer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.base.is_regressor.html">is_regressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.calibration.html">sklearn.calibration</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.calibration.CalibratedClassifierCV.html">CalibratedClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.calibration.calibration_curve.html">calibration_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.calibration.CalibrationDisplay.html">CalibrationDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.cluster.html">sklearn.cluster</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.AffinityPropagation.html">AffinityPropagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.AgglomerativeClustering.html">AgglomerativeClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.Birch.html">Birch</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.BisectingKMeans.html">BisectingKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.DBSCAN.html">DBSCAN</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.FeatureAgglomeration.html">FeatureAgglomeration</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.HDBSCAN.html">HDBSCAN</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.KMeans.html">KMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.MeanShift.html">MeanShift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.MiniBatchKMeans.html">MiniBatchKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.OPTICS.html">OPTICS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.SpectralBiclustering.html">SpectralBiclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.SpectralClustering.html">SpectralClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.SpectralCoclustering.html">SpectralCoclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.affinity_propagation.html">affinity_propagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.cluster_optics_dbscan.html">cluster_optics_dbscan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.cluster_optics_xi.html">cluster_optics_xi</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.compute_optics_graph.html">compute_optics_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/dbscan-function.html">dbscan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.estimate_bandwidth.html">estimate_bandwidth</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.k_means.html">k_means</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.kmeans_plusplus.html">kmeans_plusplus</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.mean_shift.html">mean_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.spectral_clustering.html">spectral_clustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cluster.ward_tree.html">ward_tree</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.compose.html">sklearn.compose</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.compose.ColumnTransformer.html">ColumnTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.compose.TransformedTargetRegressor.html">TransformedTargetRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.compose.make_column_selector.html">make_column_selector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.compose.make_column_transformer.html">make_column_transformer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.covariance.html">sklearn.covariance</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.EllipticEnvelope.html">EllipticEnvelope</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.EmpiricalCovariance.html">EmpiricalCovariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.GraphicalLasso.html">GraphicalLasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.GraphicalLassoCV.html">GraphicalLassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.LedoitWolf.html">LedoitWolf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.MinCovDet.html">MinCovDet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.OAS.html">OAS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.ShrunkCovariance.html">ShrunkCovariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.empirical_covariance.html">empirical_covariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.graphical_lasso.html">graphical_lasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.ledoit_wolf.html">ledoit_wolf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.ledoit_wolf_shrinkage.html">ledoit_wolf_shrinkage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/oas-function.html">oas</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.covariance.shrunk_covariance.html">shrunk_covariance</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.cross_decomposition.html">sklearn.cross_decomposition</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cross_decomposition.CCA.html">CCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cross_decomposition.PLSCanonical.html">PLSCanonical</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cross_decomposition.PLSRegression.html">PLSRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.cross_decomposition.PLSSVD.html">PLSSVD</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.datasets.html">sklearn.datasets</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.clear_data_home.html">clear_data_home</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.dump_svmlight_file.html">dump_svmlight_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_20newsgroups.html">fetch_20newsgroups</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_20newsgroups_vectorized.html">fetch_20newsgroups_vectorized</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_california_housing.html">fetch_california_housing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_covtype.html">fetch_covtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_file.html">fetch_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_kddcup99.html">fetch_kddcup99</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_lfw_pairs.html">fetch_lfw_pairs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_lfw_people.html">fetch_lfw_people</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_olivetti_faces.html">fetch_olivetti_faces</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_openml.html">fetch_openml</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_rcv1.html">fetch_rcv1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.fetch_species_distributions.html">fetch_species_distributions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.get_data_home.html">get_data_home</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_breast_cancer.html">load_breast_cancer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_diabetes.html">load_diabetes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_digits.html">load_digits</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_files.html">load_files</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_iris.html">load_iris</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_linnerud.html">load_linnerud</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_sample_image.html">load_sample_image</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_sample_images.html">load_sample_images</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_svmlight_file.html">load_svmlight_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_svmlight_files.html">load_svmlight_files</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.load_wine.html">load_wine</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_biclusters.html">make_biclusters</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_blobs.html">make_blobs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_checkerboard.html">make_checkerboard</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_circles.html">make_circles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_classification.html">make_classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_friedman1.html">make_friedman1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_friedman2.html">make_friedman2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_friedman3.html">make_friedman3</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_gaussian_quantiles.html">make_gaussian_quantiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_hastie_10_2.html">make_hastie_10_2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_low_rank_matrix.html">make_low_rank_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_moons.html">make_moons</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_multilabel_classification.html">make_multilabel_classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_regression.html">make_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_s_curve.html">make_s_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_sparse_coded_signal.html">make_sparse_coded_signal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_sparse_spd_matrix.html">make_sparse_spd_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_sparse_uncorrelated.html">make_sparse_uncorrelated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_spd_matrix.html">make_spd_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.datasets.make_swiss_roll.html">make_swiss_roll</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.decomposition.html">sklearn.decomposition</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.DictionaryLearning.html">DictionaryLearning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.FactorAnalysis.html">FactorAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.FastICA.html">FastICA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.IncrementalPCA.html">IncrementalPCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.KernelPCA.html">KernelPCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.LatentDirichletAllocation.html">LatentDirichletAllocation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html">MiniBatchDictionaryLearning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.MiniBatchNMF.html">MiniBatchNMF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html">MiniBatchSparsePCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.NMF.html">NMF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.PCA.html">PCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.SparseCoder.html">SparseCoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.SparsePCA.html">SparsePCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.TruncatedSVD.html">TruncatedSVD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.dict_learning.html">dict_learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.dict_learning_online.html">dict_learning_online</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/fastica-function.html">fastica</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.non_negative_factorization.html">non_negative_factorization</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.decomposition.sparse_encode.html">sparse_encode</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.discriminant_analysis.html">sklearn.discriminant_analysis</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysis.html">LinearDiscriminantAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.html">QuadraticDiscriminantAnalysis</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.dummy.html">sklearn.dummy</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.dummy.DummyClassifier.html">DummyClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.dummy.DummyRegressor.html">DummyRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.ensemble.html">sklearn.ensemble</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.AdaBoostClassifier.html">AdaBoostClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.AdaBoostRegressor.html">AdaBoostRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.BaggingClassifier.html">BaggingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.BaggingRegressor.html">BaggingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.ExtraTreesClassifier.html">ExtraTreesClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.ExtraTreesRegressor.html">ExtraTreesRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.GradientBoostingClassifier.html">GradientBoostingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.GradientBoostingRegressor.html">GradientBoostingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html">HistGradientBoostingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html">HistGradientBoostingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.IsolationForest.html">IsolationForest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.RandomForestClassifier.html">RandomForestClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.RandomForestRegressor.html">RandomForestRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.RandomTreesEmbedding.html">RandomTreesEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.StackingClassifier.html">StackingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.StackingRegressor.html">StackingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.VotingClassifier.html">VotingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.ensemble.VotingRegressor.html">VotingRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.exceptions.html">sklearn.exceptions</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.ConvergenceWarning.html">ConvergenceWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.DataConversionWarning.html">DataConversionWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.DataDimensionalityWarning.html">DataDimensionalityWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.EfficiencyWarning.html">EfficiencyWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.FitFailedWarning.html">FitFailedWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.InconsistentVersionWarning.html">InconsistentVersionWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.NotFittedError.html">NotFittedError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.exceptions.UndefinedMetricWarning.html">UndefinedMetricWarning</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.experimental.html">sklearn.experimental</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.experimental.enable_halving_search_cv.html">enable_halving_search_cv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.experimental.enable_iterative_imputer.html">enable_iterative_imputer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.feature_extraction.html">sklearn.feature_extraction</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.DictVectorizer.html">DictVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.FeatureHasher.html">FeatureHasher</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.image.PatchExtractor.html">PatchExtractor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.image.extract_patches_2d.html">extract_patches_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.image.grid_to_graph.html">grid_to_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.image.img_to_graph.html">img_to_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.image.reconstruct_from_patches_2d.html">reconstruct_from_patches_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.text.CountVectorizer.html">CountVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html">HashingVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.text.TfidfTransformer.html">TfidfTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html">TfidfVectorizer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.feature_selection.html">sklearn.feature_selection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.GenericUnivariateSelect.html">GenericUnivariateSelect</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.RFE.html">RFE</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.RFECV.html">RFECV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectFdr.html">SelectFdr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectFpr.html">SelectFpr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectFromModel.html">SelectFromModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectFwe.html">SelectFwe</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectKBest.html">SelectKBest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectPercentile.html">SelectPercentile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SelectorMixin.html">SelectorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.SequentialFeatureSelector.html">SequentialFeatureSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.VarianceThreshold.html">VarianceThreshold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.chi2.html">chi2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.f_classif.html">f_classif</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.f_regression.html">f_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.mutual_info_classif.html">mutual_info_classif</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.mutual_info_regression.html">mutual_info_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.feature_selection.r_regression.html">r_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.frozen.html">sklearn.frozen</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.frozen.FrozenEstimator.html">FrozenEstimator</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.gaussian_process.html">sklearn.gaussian_process</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.html">GaussianProcessClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html">GaussianProcessRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.html">CompoundKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.html">ConstantKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.DotProduct.html">DotProduct</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.ExpSineSquared.html">ExpSineSquared</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Exponentiation.html">Exponentiation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.html">Hyperparameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Kernel.html">Kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Matern.html">Matern</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.PairwiseKernel.html">PairwiseKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Product.html">Product</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.RBF.html">RBF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html">RationalQuadratic</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.Sum.html">Sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.html">WhiteKernel</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.impute.html">sklearn.impute</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.impute.IterativeImputer.html">IterativeImputer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.impute.KNNImputer.html">KNNImputer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.impute.MissingIndicator.html">MissingIndicator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.impute.SimpleImputer.html">SimpleImputer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.inspection.html">sklearn.inspection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.inspection.partial_dependence.html">partial_dependence</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.inspection.permutation_importance.html">permutation_importance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html">DecisionBoundaryDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.inspection.PartialDependenceDisplay.html">PartialDependenceDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.isotonic.html">sklearn.isotonic</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.isotonic.IsotonicRegression.html">IsotonicRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.isotonic.check_increasing.html">check_increasing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.isotonic.isotonic_regression.html">isotonic_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">sklearn.kernel_approximation</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html">AdditiveChi2Sampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.Nystroem.html">Nystroem</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html">PolynomialCountSketch</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.RBFSampler.html">RBFSampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.SkewedChi2Sampler.html">SkewedChi2Sampler</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.kernel_ridge.html">sklearn.kernel_ridge</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.kernel_ridge.KernelRidge.html">KernelRidge</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.linear_model.html">sklearn.linear_model</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LogisticRegression.html">LogisticRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LogisticRegressionCV.html">LogisticRegressionCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html">PassiveAggressiveClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.Perceptron.html">Perceptron</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.RidgeClassifier.html">RidgeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.RidgeClassifierCV.html">RidgeClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.SGDClassifier.html">SGDClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.SGDOneClassSVM.html">SGDOneClassSVM</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LinearRegression.html">LinearRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.Ridge.html">Ridge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.RidgeCV.html">RidgeCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.SGDRegressor.html">SGDRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.ElasticNet.html">ElasticNet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.ElasticNetCV.html">ElasticNetCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.Lars.html">Lars</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LarsCV.html">LarsCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.Lasso.html">Lasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LassoCV.html">LassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LassoLars.html">LassoLars</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LassoLarsCV.html">LassoLarsCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.LassoLarsIC.html">LassoLarsIC</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html">OrthogonalMatchingPursuit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.OrthogonalMatchingPursuitCV.html">OrthogonalMatchingPursuitCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.ARDRegression.html">ARDRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.BayesianRidge.html">BayesianRidge</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.MultiTaskElasticNet.html">MultiTaskElasticNet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.MultiTaskElasticNetCV.html">MultiTaskElasticNetCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.MultiTaskLasso.html">MultiTaskLasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.MultiTaskLassoCV.html">MultiTaskLassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.HuberRegressor.html">HuberRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.QuantileRegressor.html">QuantileRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.RANSACRegressor.html">RANSACRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.TheilSenRegressor.html">TheilSenRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.GammaRegressor.html">GammaRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.PoissonRegressor.html">PoissonRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.TweedieRegressor.html">TweedieRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.PassiveAggressiveRegressor.html">PassiveAggressiveRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.enet_path.html">enet_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.lars_path.html">lars_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.lars_path_gram.html">lars_path_gram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.lasso_path.html">lasso_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.orthogonal_mp.html">orthogonal_mp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.orthogonal_mp_gram.html">orthogonal_mp_gram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.linear_model.ridge_regression.html">ridge_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.manifold.html">sklearn.manifold</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.Isomap.html">Isomap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.LocallyLinearEmbedding.html">LocallyLinearEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.MDS.html">MDS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.SpectralEmbedding.html">SpectralEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.TSNE.html">TSNE</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.locally_linear_embedding.html">locally_linear_embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.smacof.html">smacof</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.spectral_embedding.html">spectral_embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.manifold.trustworthiness.html">trustworthiness</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.metrics.html">sklearn.metrics</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.check_scoring.html">check_scoring</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.get_scorer.html">get_scorer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.get_scorer_names.html">get_scorer_names</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.make_scorer.html">make_scorer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.accuracy_score.html">accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.auc.html">auc</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.average_precision_score.html">average_precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.balanced_accuracy_score.html">balanced_accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.brier_score_loss.html">brier_score_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.class_likelihood_ratios.html">class_likelihood_ratios</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.classification_report.html">classification_report</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.cohen_kappa_score.html">cohen_kappa_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.confusion_matrix.html">confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.d2_log_loss_score.html">d2_log_loss_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.dcg_score.html">dcg_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.det_curve.html">det_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.f1_score.html">f1_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.fbeta_score.html">fbeta_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.hamming_loss.html">hamming_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.hinge_loss.html">hinge_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.jaccard_score.html">jaccard_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.log_loss.html">log_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.matthews_corrcoef.html">matthews_corrcoef</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.multilabel_confusion_matrix.html">multilabel_confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.ndcg_score.html">ndcg_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.precision_recall_curve.html">precision_recall_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.precision_recall_fscore_support.html">precision_recall_fscore_support</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.precision_score.html">precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.recall_score.html">recall_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.roc_auc_score.html">roc_auc_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.roc_curve.html">roc_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.top_k_accuracy_score.html">top_k_accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.zero_one_loss.html">zero_one_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.d2_absolute_error_score.html">d2_absolute_error_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.d2_pinball_score.html">d2_pinball_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.d2_tweedie_score.html">d2_tweedie_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.explained_variance_score.html">explained_variance_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.max_error.html">max_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_absolute_error.html">mean_absolute_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_absolute_percentage_error.html">mean_absolute_percentage_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_gamma_deviance.html">mean_gamma_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_pinball_loss.html">mean_pinball_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_poisson_deviance.html">mean_poisson_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_squared_error.html">mean_squared_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_squared_log_error.html">mean_squared_log_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mean_tweedie_deviance.html">mean_tweedie_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.median_absolute_error.html">median_absolute_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.r2_score.html">r2_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.root_mean_squared_error.html">root_mean_squared_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.root_mean_squared_log_error.html">root_mean_squared_log_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.coverage_error.html">coverage_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.label_ranking_average_precision_score.html">label_ranking_average_precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.label_ranking_loss.html">label_ranking_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.adjusted_mutual_info_score.html">adjusted_mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.adjusted_rand_score.html">adjusted_rand_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.calinski_harabasz_score.html">calinski_harabasz_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.cluster.contingency_matrix.html">contingency_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.html">pair_confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.completeness_score.html">completeness_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.davies_bouldin_score.html">davies_bouldin_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.fowlkes_mallows_score.html">fowlkes_mallows_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html">homogeneity_completeness_v_measure</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.homogeneity_score.html">homogeneity_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.mutual_info_score.html">mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.normalized_mutual_info_score.html">normalized_mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.rand_score.html">rand_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.silhouette_samples.html">silhouette_samples</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.silhouette_score.html">silhouette_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.v_measure_score.html">v_measure_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.consensus_score.html">consensus_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.DistanceMetric.html">DistanceMetric</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.additive_chi2_kernel.html">additive_chi2_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.chi2_kernel.html">chi2_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.cosine_distances.html">cosine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.cosine_similarity.html">cosine_similarity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.distance_metrics.html">distance_metrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.euclidean_distances.html">euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.haversine_distances.html">haversine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.kernel_metrics.html">kernel_metrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.laplacian_kernel.html">laplacian_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.linear_kernel.html">linear_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.manhattan_distances.html">manhattan_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.nan_euclidean_distances.html">nan_euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.html">paired_cosine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.paired_distances.html">paired_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.paired_euclidean_distances.html">paired_euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.paired_manhattan_distances.html">paired_manhattan_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.pairwise_kernels.html">pairwise_kernels</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.polynomial_kernel.html">polynomial_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.rbf_kernel.html">rbf_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise.sigmoid_kernel.html">sigmoid_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise_distances.html">pairwise_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise_distances_argmin.html">pairwise_distances_argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise_distances_argmin_min.html">pairwise_distances_argmin_min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.pairwise_distances_chunked.html">pairwise_distances_chunked</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html">ConfusionMatrixDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.DetCurveDisplay.html">DetCurveDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.PrecisionRecallDisplay.html">PrecisionRecallDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.PredictionErrorDisplay.html">PredictionErrorDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.metrics.RocCurveDisplay.html">RocCurveDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.mixture.html">sklearn.mixture</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.mixture.BayesianGaussianMixture.html">BayesianGaussianMixture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.mixture.GaussianMixture.html">GaussianMixture</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.model_selection.html">sklearn.model_selection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.GroupKFold.html">GroupKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.GroupShuffleSplit.html">GroupShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.KFold.html">KFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.LeaveOneGroupOut.html">LeaveOneGroupOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.LeaveOneOut.html">LeaveOneOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.LeavePGroupsOut.html">LeavePGroupsOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.LeavePOut.html">LeavePOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.PredefinedSplit.html">PredefinedSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.RepeatedKFold.html">RepeatedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html">RepeatedStratifiedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.ShuffleSplit.html">ShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.StratifiedGroupKFold.html">StratifiedGroupKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.StratifiedKFold.html">StratifiedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html">StratifiedShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.TimeSeriesSplit.html">TimeSeriesSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.check_cv.html">check_cv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.train_test_split.html">train_test_split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.GridSearchCV.html">GridSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.HalvingGridSearchCV.html">HalvingGridSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html">HalvingRandomSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.ParameterGrid.html">ParameterGrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.ParameterSampler.html">ParameterSampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.RandomizedSearchCV.html">RandomizedSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.FixedThresholdClassifier.html">FixedThresholdClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html">TunedThresholdClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.cross_val_predict.html">cross_val_predict</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.cross_val_score.html">cross_val_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.cross_validate.html">cross_validate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.learning_curve.html">learning_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.permutation_test_score.html">permutation_test_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.validation_curve.html">validation_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.LearningCurveDisplay.html">LearningCurveDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.model_selection.ValidationCurveDisplay.html">ValidationCurveDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.multiclass.html">sklearn.multiclass</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multiclass.OneVsOneClassifier.html">OneVsOneClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multiclass.OneVsRestClassifier.html">OneVsRestClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multiclass.OutputCodeClassifier.html">OutputCodeClassifier</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.multioutput.html">sklearn.multioutput</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multioutput.ClassifierChain.html">ClassifierChain</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multioutput.MultiOutputClassifier.html">MultiOutputClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multioutput.MultiOutputRegressor.html">MultiOutputRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.multioutput.RegressorChain.html">RegressorChain</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.naive_bayes.html">sklearn.naive_bayes</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.naive_bayes.BernoulliNB.html">BernoulliNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.naive_bayes.CategoricalNB.html">CategoricalNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.naive_bayes.ComplementNB.html">ComplementNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.naive_bayes.GaussianNB.html">GaussianNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.naive_bayes.MultinomialNB.html">MultinomialNB</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.neighbors.html">sklearn.neighbors</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.BallTree.html">BallTree</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.KDTree.html">KDTree</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.KNeighborsClassifier.html">KNeighborsClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.KNeighborsRegressor.html">KNeighborsRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.KNeighborsTransformer.html">KNeighborsTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.KernelDensity.html">KernelDensity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.LocalOutlierFactor.html">LocalOutlierFactor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.NearestCentroid.html">NearestCentroid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.NearestNeighbors.html">NearestNeighbors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.html">NeighborhoodComponentsAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html">RadiusNeighborsClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.RadiusNeighborsRegressor.html">RadiusNeighborsRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.html">RadiusNeighborsTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.kneighbors_graph.html">kneighbors_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.radius_neighbors_graph.html">radius_neighbors_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neighbors.sort_graph_by_row_values.html">sort_graph_by_row_values</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.neural_network.html">sklearn.neural_network</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neural_network.BernoulliRBM.html">BernoulliRBM</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neural_network.MLPClassifier.html">MLPClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.neural_network.MLPRegressor.html">MLPRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.pipeline.html">sklearn.pipeline</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.pipeline.FeatureUnion.html">FeatureUnion</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.pipeline.Pipeline.html">Pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.pipeline.make_pipeline.html">make_pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.pipeline.make_union.html">make_union</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.preprocessing.html">sklearn.preprocessing</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.Binarizer.html">Binarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.FunctionTransformer.html">FunctionTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.KBinsDiscretizer.html">KBinsDiscretizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.KernelCenterer.html">KernelCenterer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.LabelBinarizer.html">LabelBinarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.LabelEncoder.html">LabelEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.MaxAbsScaler.html">MaxAbsScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.MinMaxScaler.html">MinMaxScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html">MultiLabelBinarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.Normalizer.html">Normalizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.OneHotEncoder.html">OneHotEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.OrdinalEncoder.html">OrdinalEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.PolynomialFeatures.html">PolynomialFeatures</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.PowerTransformer.html">PowerTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.QuantileTransformer.html">QuantileTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.RobustScaler.html">RobustScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.SplineTransformer.html">SplineTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.StandardScaler.html">StandardScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.TargetEncoder.html">TargetEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.add_dummy_feature.html">add_dummy_feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.binarize.html">binarize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.label_binarize.html">label_binarize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.maxabs_scale.html">maxabs_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.minmax_scale.html">minmax_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.normalize.html">normalize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.power_transform.html">power_transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.quantile_transform.html">quantile_transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.robust_scale.html">robust_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.preprocessing.scale.html">scale</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.random_projection.html">sklearn.random_projection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.random_projection.GaussianRandomProjection.html">GaussianRandomProjection</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.random_projection.SparseRandomProjection.html">SparseRandomProjection</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim.html">johnson_lindenstrauss_min_dim</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.semi_supervised.html">sklearn.semi_supervised</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.semi_supervised.LabelPropagation.html">LabelPropagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.semi_supervised.LabelSpreading.html">LabelSpreading</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.html">SelfTrainingClassifier</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.svm.html">sklearn.svm</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.LinearSVC.html">LinearSVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.LinearSVR.html">LinearSVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.NuSVC.html">NuSVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.NuSVR.html">NuSVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.OneClassSVM.html">OneClassSVM</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.SVC.html">SVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.SVR.html">SVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.svm.l1_min_c.html">l1_min_c</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.tree.html">sklearn.tree</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.DecisionTreeClassifier.html">DecisionTreeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.DecisionTreeRegressor.html">DecisionTreeRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.ExtraTreeClassifier.html">ExtraTreeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.ExtraTreeRegressor.html">ExtraTreeRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.export_graphviz.html">export_graphviz</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.export_text.html">export_text</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.tree.plot_tree.html">plot_tree</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sklearn.utils.html">sklearn.utils</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.Bunch.html">Bunch</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils._safe_indexing.html">_safe_indexing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.as_float_array.html">as_float_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.assert_all_finite.html">assert_all_finite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.deprecated.html">deprecated</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.estimator_html_repr.html">estimator_html_repr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.gen_batches.html">gen_batches</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.gen_even_slices.html">gen_even_slices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.indexable.html">indexable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.murmurhash3_32.html">murmurhash3_32</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.resample.html">resample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.safe_mask.html">safe_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.safe_sqr.html">safe_sqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.shuffle.html">shuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.Tags.html">Tags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.InputTags.html">InputTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.TargetTags.html">TargetTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.ClassifierTags.html">ClassifierTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.RegressorTags.html">RegressorTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.TransformerTags.html">TransformerTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.default_tags.html">default_tags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.get_tags.html">get_tags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.check_X_y.html">check_X_y</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.check_array.html">check_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.check_consistent_length.html">check_consistent_length</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.check_random_state.html">check_random_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.check_scalar.html">check_scalar</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.check_is_fitted.html">check_is_fitted</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.check_memory.html">check_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.check_symmetric.html">check_symmetric</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.column_or_1d.html">column_or_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.has_fit_parameter.html">has_fit_parameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.validation.validate_data.html">validate_data</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metaestimators.available_if.html">available_if</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.class_weight.compute_class_weight.html">compute_class_weight</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.class_weight.compute_sample_weight.html">compute_sample_weight</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.multiclass.is_multilabel.html">is_multilabel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.multiclass.type_of_target.html">type_of_target</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.multiclass.unique_labels.html">unique_labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.density.html">density</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.fast_logdet.html">fast_logdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.randomized_range_finder.html">randomized_range_finder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.randomized_svd.html">randomized_svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.safe_sparse_dot.html">safe_sparse_dot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.extmath.weighted_mode.html">weighted_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.html">incr_mean_variance_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html">inplace_column_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.inplace_csr_column_scale.html">inplace_csr_column_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.inplace_row_scale.html">inplace_row_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.inplace_swap_column.html">inplace_swap_column</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.inplace_swap_row.html">inplace_swap_row</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs.mean_variance_axis.html">mean_variance_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1.html">inplace_csr_row_normalize_l1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2.html">inplace_csr_row_normalize_l2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.graph.single_source_shortest_path_length.html">single_source_shortest_path_length</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.random.sample_without_replacement.html">sample_without_replacement</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.arrayfuncs.min_pos.html">min_pos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metadata_routing.MetadataRequest.html">MetadataRequest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metadata_routing.MetadataRouter.html">MetadataRouter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metadata_routing.MethodMapping.html">MethodMapping</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metadata_routing.get_routing_for_object.html">get_routing_for_object</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.metadata_routing.process_routing.html">process_routing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.discovery.all_displays.html">all_displays</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.discovery.all_estimators.html">all_estimators</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.discovery.all_functions.html">all_functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.estimator_checks.check_estimator.html">check_estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks.html">parametrize_with_checks</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.parallel.Parallel.html">Parallel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.parallel.delayed.html">delayed</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="deprecated.html">Recently Deprecated</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.parallel_backend.html">parallel_backend</a></li>
<li class="toctree-l2"><a class="reference internal" href="../modules/generated/sklearn.utils.register_parallel_backend.html">register_parallel_backend</a></li>
</ul>
</details></li>
</ul>
</div>
</nav></div>
    </div>
  
  
  <div class="sidebar-primary-items__end sidebar-primary__section">
  </div>
  
  <div id="rtd-footer-container"></div>


      </div>
      
      <main id="main-content" class="bd-main" role="main">
        
        
          <div class="bd-content">
            <div class="bd-article-container">
              
              <div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
  
    <div class="header-article-items__start">
      
        <div class="header-article-item">


<nav aria-label="Breadcrumb" class="d-print-none">
  <ul class="bd-breadcrumbs">
    
    <li class="breadcrumb-item breadcrumb-home">
      <a href="../index.html" class="nav-link" aria-label="Home">
        <i class="fa-solid fa-home"></i>
      </a>
    </li>
    
    <li class="breadcrumb-item"><a href="index.html" class="nav-link">API Reference</a></li>
    
    <li class="breadcrumb-item active" aria-current="page">sklearn.kern...</li>
  </ul>
</nav>
</div>
      
    </div>
  
  
</div>
</div>
              
              
<div id="searchbox"></div>
                <article class="bd-article">
                  
  <section id="module-sklearn.kernel_approximation">
<span id="sklearn-kernel-approximation"></span><span id="kernel-approximation-ref"></span><h1>sklearn.kernel_approximation<a class="headerlink" href="#module-sklearn.kernel_approximation" title="Link to this heading">#</a></h1>
<p>Approximate kernel feature maps based on Fourier transforms and count sketches.</p>
<p><strong>User guide.</strong> See the <a class="reference internal" href="../modules/kernel_approximation.html#kernel-approximation"><span class="std std-ref">Kernel Approximation</span></a> section for further details.</p>
<div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html#sklearn.kernel_approximation.AdditiveChi2Sampler" title="sklearn.kernel_approximation.AdditiveChi2Sampler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AdditiveChi2Sampler</span></code></a></p></td>
<td><p>Approximate feature map for additive chi2 kernel.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.Nystroem.html#sklearn.kernel_approximation.Nystroem" title="sklearn.kernel_approximation.Nystroem"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Nystroem</span></code></a></p></td>
<td><p>Approximate a kernel map using a subset of the training data.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html#sklearn.kernel_approximation.PolynomialCountSketch" title="sklearn.kernel_approximation.PolynomialCountSketch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PolynomialCountSketch</span></code></a></p></td>
<td><p>Polynomial kernel approximation via Tensor Sketch.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.RBFSampler.html#sklearn.kernel_approximation.RBFSampler" title="sklearn.kernel_approximation.RBFSampler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RBFSampler</span></code></a></p></td>
<td><p>Approximate a RBF kernel feature map using random Fourier features.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="../modules/generated/sklearn.kernel_approximation.SkewedChi2Sampler.html#sklearn.kernel_approximation.SkewedChi2Sampler" title="sklearn.kernel_approximation.SkewedChi2Sampler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SkewedChi2Sampler</span></code></a></p></td>
<td><p>Approximate feature map for &quot;skewed chi-squared&quot; kernel.</p></td>
</tr>
</tbody>
</table>
</div>
</section>


                </article>
              
              
                <footer class="bd-footer-article">
                  <div class="footer-article-items footer-article__inner">
  
    <div class="footer-article-item">
<div class="prev-next-area">
    <a class="left-prev"
       href="../modules/generated/sklearn.isotonic.isotonic_regression.html"
       title="previous page">
      <i class="fa-solid fa-angle-left"></i>
      <div class="prev-next-info">
        <p class="prev-next-subtitle">previous</p>
        <p class="prev-next-title">isotonic_regression</p>
      </div>
    </a>
    <a class="right-next"
       href="../modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html"
       title="next page">
      <div class="prev-next-info">
        <p class="prev-next-subtitle">next</p>
        <p class="prev-next-title">AdditiveChi2Sampler</p>
      </div>
      <i class="fa-solid fa-angle-right"></i>
    </a>
</div></div>
  
</div>
                </footer>
              
              
            </div>
            
            
          </div>
          <footer class="bd-footer-content">
            
          </footer>
        
      </main>
    </div>
  </div>
  
  <!-- Scripts loaded after <body> so the DOM is not blocked -->
  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>

  <footer class="bd-footer">
<div class="bd-footer__inner bd-page-width">
  
    <div class="footer-items__start">
      
        <div class="footer-item">

  <p class="copyright">
    
      © Copyright 2007 - 2024, scikit-learn developers (BSD License).
      <br/>
    
  </p>
</div>
      
    </div>
  
  
</div>

  </footer>
  </body>
</html>