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<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<link rel="icon" href="/assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.2.3, mkdocs-material-8.1.11">
<title>AutoFL</title>
<link rel="stylesheet" href="/assets/stylesheets/main.50e68009.min.css">
<link rel="stylesheet" href="/assets/stylesheets/palette.e6a45f82.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,400,400i,700%7CRoboto+Mono&display=fallback">
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<script>__md_scope=new URL("/",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
</head>
<body dir="ltr" data-md-color-scheme="" data-md-color-primary="none" data-md-color-accent="none">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
</div>
<div data-md-component="announce">
</div>
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="/." title="AutoFL" class="md-header__button md-logo" aria-label="AutoFL" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54z"/></svg>
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
AutoFL
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
</span>
</div>
</div>
</div>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5z"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list"></ol>
</div>
</div>
</div>
</div>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-tabs__inner md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item">
<a href="/." class="md-tabs__link">
首页
</a>
</li>
<li class="md-tabs__item">
<a href="/machine_learning/" class="md-tabs__link">
机器学习
</a>
</li>
<li class="md-tabs__item">
<a href="/ui_component/" class="md-tabs__link">
UI组件
</a>
</li>
<li class="md-tabs__item">
<a href="/fate_component/" class="md-tabs__link">
FATE组件
</a>
</li>
<li class="md-tabs__item">
<a href="/log/" class="md-tabs__link">
Log
</a>
</li>
</ul>
</div>
</nav>
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="/." title="AutoFL" class="md-nav__button md-logo" aria-label="AutoFL" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54z"/></svg>
</a>
AutoFL
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/." class="md-nav__link">
首页
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2" type="checkbox" id="__nav_2" >
<div class="md-nav__link md-nav__link--index ">
<a href="/machine_learning/">机器学习</a>
<label for="__nav_2">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" aria-label="机器学习" data-md-level="1">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
机器学习
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_2" type="checkbox" id="__nav_2_2" >
<label class="md-nav__link" for="__nav_2_2">
学习算法
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="学习算法" data-md-level="2">
<label class="md-nav__title" for="__nav_2_2">
<span class="md-nav__icon md-icon"></span>
学习算法
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/machine_learning/model/feature_importance/" class="md-nav__link">
特征重要性
</a>
</li>
<li class="md-nav__item">
<a href="/machine_learning/model/linear_model/" class="md-nav__link">
线性模型
</a>
</li>
<li class="md-nav__item">
<a href="/machine_learning/model/tree_model/" class="md-nav__link">
树模型
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_3" type="checkbox" id="__nav_2_3" >
<div class="md-nav__link md-nav__link--index ">
<a href="/machine_learning/evaluation/">模型评估</a>
<label for="__nav_2_3">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" aria-label="模型评估" data-md-level="2">
<label class="md-nav__title" for="__nav_2_3">
<span class="md-nav__icon md-icon"></span>
模型评估
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/machine_learning/evaluation/metrics/" class="md-nav__link">
评估指标
</a>
</li>
<li class="md-nav__item">
<a href="/machine_learning/evaluation/graph/" class="md-nav__link">
评估图表
</a>
</li>
<li class="md-nav__item">
<a href="/machine_learning/evaluation/training_and_cross_validation/" class="md-nav__link">
训练与交叉验证
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3" type="checkbox" id="__nav_3" >
<div class="md-nav__link md-nav__link--index ">
<a href="/ui_component/">UI组件</a>
<label for="__nav_3">
<span class="md-nav__icon md-icon"></span>
</label>
</div>
<nav class="md-nav" aria-label="UI组件" data-md-level="1">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
UI组件
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_2" type="checkbox" id="__nav_3_2" >
<label class="md-nav__link" for="__nav_3_2">
数据样本
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="数据样本" data-md-level="2">
<label class="md-nav__title" for="__nav_3_2">
<span class="md-nav__icon md-icon"></span>
数据样本
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/ui_component/dataset_source/local/" class="md-nav__link">
自有样本
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/dataset_source/remote/" class="md-nav__link">
合作方样本
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/dataset_source/federated/" class="md-nav__link">
融合样本
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_3" type="checkbox" id="__nav_3_3" >
<label class="md-nav__link" for="__nav_3_3">
数据融合
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="数据融合" data-md-level="2">
<label class="md-nav__title" for="__nav_3_3">
<span class="md-nav__icon md-icon"></span>
数据融合
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/ui_component/dataset_option/intersection/" class="md-nav__link">
求交
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_4" type="checkbox" id="__nav_3_4" >
<label class="md-nav__link" for="__nav_3_4">
数据预处理
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="数据预处理" data-md-level="2">
<label class="md-nav__title" for="__nav_3_4">
<span class="md-nav__icon md-icon"></span>
数据预处理
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/ui_component/preprocess/missing/" class="md-nav__link">
缺失值
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/outlier/" class="md-nav__link">
异常值
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/standardization/" class="md-nav__link">
标准化
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/normalization/" class="md-nav__link">
归一化
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/encoder/" class="md-nav__link">
编码与哑变量
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/sampling/" class="md-nav__link">
采样
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/preprocess/statistic/" class="md-nav__link">
样本分析
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_5" type="checkbox" id="__nav_3_5" >
<label class="md-nav__link" for="__nav_3_5">
特征分箱
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="特征分箱" data-md-level="2">
<label class="md-nav__title" for="__nav_3_5">
<span class="md-nav__icon md-icon"></span>
特征分箱
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/ui_component/feature_binning/frequency/" class="md-nav__link">
等频分箱
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/feature_binning/distance/" class="md-nav__link">
等距分箱
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/feature_binning/chi2/" class="md-nav__link">
卡方分箱
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_6" type="checkbox" id="__nav_3_6" >
<label class="md-nav__link" for="__nav_3_6">
特征选择
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="特征选择" data-md-level="2">
<label class="md-nav__title" for="__nav_3_6">
<span class="md-nav__icon md-icon"></span>
特征选择
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="/ui_component/feature_selection/pearson/" class="md-nav__link">
皮尔逊
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/feature_selection/iv/" class="md-nav__link">
IV过滤
</a>
</li>
<li class="md-nav__item">
<a href="/ui_component/feature_selection/vif/" class="md-nav__link">
VIF过滤
</a>
</li>