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{"documenter":{"julia_version":"1.6.7","generation_timestamp":"2023-10-05T04:10:29","documenter_version":"1.1.0"}}
{"documenter":{"julia_version":"1.6.7","generation_timestamp":"2023-10-05T05:01:06","documenter_version":"1.1.0"}}
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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Classification - IRIS · EvoTrees.jl</title><meta name="title" content="Classification - IRIS · EvoTrees.jl"/><meta property="og:title" content="Classification - IRIS · EvoTrees.jl"/><meta property="twitter:title" content="Classification - IRIS · EvoTrees.jl"/><meta name="description" content="Documentation for EvoTrees.jl."/><meta property="og:description" content="Documentation for EvoTrees.jl."/><meta property="twitter:description" content="Documentation for EvoTrees.jl."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script><link href="../../assets/style.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../"><img src="../../assets/logo.png" alt="EvoTrees.jl logo"/></a><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Introduction</a></li><li><a class="tocitem" href="../../models/">Models</a></li><li><a class="tocitem" href="../../api/">API</a></li><li><span class="tocitem">Tutorials</span><ul><li><a class="tocitem" href="../regression-boston/">Regression - Boston</a></li><li><a class="tocitem" href="../logistic-regression-titanic/">Logistic Regression - Titanic</a></li><li class="is-active"><a class="tocitem" href>Classification - IRIS</a><ul class="internal"><li><a class="tocitem" href="#Getting-started"><span>Getting started</span></a></li><li><a class="tocitem" href="#Preprocessing"><span>Preprocessing</span></a></li><li><a class="tocitem" href="#Training"><span>Training</span></a></li></ul></li><li><a class="tocitem" href="../ranking-LTRC/">Ranking - Yahoo! LTRC</a></li><li><a class="tocitem" href="../examples-API/">Internal API</a></li><li><a class="tocitem" href="../examples-MLJ/">MLJ API</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Tutorials</a></li><li class="is-active"><a href>Classification - IRIS</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Classification - IRIS</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/Evovest/EvoTrees.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/Evovest/EvoTrees.jl/blob/main/docs/src/tutorials/classification-iris.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Classification-on-Iris-dataset"><a class="docs-heading-anchor" href="#Classification-on-Iris-dataset">Classification on Iris dataset</a><a id="Classification-on-Iris-dataset-1"></a><a class="docs-heading-anchor-permalink" href="#Classification-on-Iris-dataset" title="Permalink"></a></h1><p>We will use the iris dataset, which is included in the MLDatasets package. This dataset consists of measurements of the sepal length, sepal width, petal length, and petal width for three different types of iris flowers: Setosa, Versicolor, and Virginica.</p><h2 id="Getting-started"><a class="docs-heading-anchor" href="#Getting-started">Getting started</a><a id="Getting-started-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-started" title="Permalink"></a></h2><p>To begin, we will load the required packages and the dataset:</p><pre><code class="language-julia hljs">using EvoTrees
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Classification - IRIS · EvoTrees.jl</title><meta name="title" content="Classification - IRIS · EvoTrees.jl"/><meta property="og:title" content="Classification - IRIS · EvoTrees.jl"/><meta property="twitter:title" content="Classification - IRIS · EvoTrees.jl"/><meta name="description" content="Documentation for EvoTrees.jl."/><meta property="og:description" content="Documentation for EvoTrees.jl."/><meta property="twitter:description" content="Documentation for EvoTrees.jl."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script><link href="../../assets/style.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../"><img src="../../assets/logo.png" alt="EvoTrees.jl logo"/></a><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Introduction</a></li><li><a class="tocitem" href="../../models/">Models</a></li><li><span class="tocitem">API</span><ul><li><a class="tocitem" href="../../api/">Public</a></li><li><a class="tocitem" href="../../internals/">Internals</a></li></ul></li><li><span class="tocitem">Tutorials</span><ul><li><a class="tocitem" href="../regression-boston/">Regression - Boston</a></li><li><a class="tocitem" href="../logistic-regression-titanic/">Logistic Regression - Titanic</a></li><li class="is-active"><a class="tocitem" href>Classification - IRIS</a><ul class="internal"><li><a class="tocitem" href="#Getting-started"><span>Getting started</span></a></li><li><a class="tocitem" href="#Preprocessing"><span>Preprocessing</span></a></li><li><a class="tocitem" href="#Training"><span>Training</span></a></li></ul></li><li><a class="tocitem" href="../ranking-LTRC/">Ranking - Yahoo! LTRC</a></li><li><a class="tocitem" href="../examples-API/">Internal API</a></li><li><a class="tocitem" href="../examples-MLJ/">MLJ API</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Tutorials</a></li><li class="is-active"><a href>Classification - IRIS</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Classification - IRIS</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/Evovest/EvoTrees.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/Evovest/EvoTrees.jl/blob/main/docs/src/tutorials/classification-iris.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Classification-on-Iris-dataset"><a class="docs-heading-anchor" href="#Classification-on-Iris-dataset">Classification on Iris dataset</a><a id="Classification-on-Iris-dataset-1"></a><a class="docs-heading-anchor-permalink" href="#Classification-on-Iris-dataset" title="Permalink"></a></h1><p>We will use the iris dataset, which is included in the MLDatasets package. This dataset consists of measurements of the sepal length, sepal width, petal length, and petal width for three different types of iris flowers: Setosa, Versicolor, and Virginica.</p><h2 id="Getting-started"><a class="docs-heading-anchor" href="#Getting-started">Getting started</a><a id="Getting-started-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-started" title="Permalink"></a></h2><p>To begin, we will load the required packages and the dataset:</p><pre><code class="language-julia hljs">using EvoTrees
using MLDatasets
using DataFrames
using Statistics: mean
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1.0

julia&gt; mean(idx_eval .== levelcode.(y_eval))
0.9333333333333333</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../logistic-regression-titanic/">« Logistic Regression - Titanic</a><a class="docs-footer-nextpage" href="../ranking-LTRC/">Ranking - Yahoo! LTRC »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.0 on <span class="colophon-date" title="Thursday 5 October 2023 04:10">Thursday 5 October 2023</span>. Using Julia version 1.6.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
0.9333333333333333</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../logistic-regression-titanic/">« Logistic Regression - Titanic</a><a class="docs-footer-nextpage" href="../ranking-LTRC/">Ranking - Yahoo! LTRC »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.0 on <span class="colophon-date" title="Thursday 5 October 2023 05:01">Thursday 5 October 2023</span>. Using Julia version 1.6.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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