opensource/ai-edu
3
0
Fork 0
mirror of https://github.com/microsoft/ai-edu.git synced 2026-08-28 17:41:25 +08:00
Code Issues Packages Projects Releases Wiki Activity
Files
567f29de6ac04271b497d443f4841de9384a73a8
ai-edu/Test/index.html
T

3119 lines
102 KiB
HTML
Raw Blame History

<!doctype html>
<html lang="zh" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="微软人工智能教育与学习共建社区(简称AI_Edu)是一个涵盖人工智能、深度学习等内容的开源知识社区，帮助用户在学与实践中掌握人工智能的知识。">
<meta name="author" content="AI-Edu Team">
<link rel="icon" href="../assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.3.0, mkdocs-material-7.1.8">
<title>缩写扩展 - AI-EDU</title>
<link rel="stylesheet" href="../assets/stylesheets/main.ca7ac06f.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.f1a3b89f.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-family:"Roboto";--md-code-font-family:"Roboto Mono"}</style>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="blue" data-md-color-accent="blue">
<script>function __prefix(e){return new URL("..",location).pathname+"."+e}function __get(e,t=localStorage){return JSON.parse(t.getItem(__prefix(e)))}</script>
<script>var palette=__get("__palette");if(null!==palette&&"object"==typeof palette.color)for(var key in palette.color)document.body.setAttribute("data-md-color-"+key,palette.color[key])</script>
<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">
<a href="#_1" class="md-skip">
跳转至
</a>
</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="AI-EDU" class="md-header__button md-logo" aria-label="AI-EDU" 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">
AI-EDU
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
缩写扩展
</span>
</div>
</div>
</div>
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="(prefers-color-scheme: light)" data-md-color-scheme="default" data-md-color-primary="blue" data-md-color-accent="blue" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_2" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 7a5 5 0 0 1 5 5 5 5 0 0 1-5 5 5 5 0 0 1-5-5 5 5 0 0 1 5-5m0 2a3 3 0 0 0-3 3 3 3 0 0 0 3 3 3 3 0 0 0 3-3 3 3 0 0 0-3-3m0-7 2.39 3.42C13.65 5.15 12.84 5 12 5c-.84 0-1.65.15-2.39.42L12 2M3.34 7l4.16-.35A7.2 7.2 0 0 0 5.94 8.5c-.44.74-.69 1.5-.83 2.29L3.34 7m.02 10 1.76-3.77a7.131 7.131 0 0 0 2.38 4.14L3.36 17M20.65 7l-1.77 3.79a7.023 7.023 0 0 0-2.38-4.15l4.15.36m-.01 10-4.14.36c.59-.51 1.12-1.14 1.54-1.86.42-.73.69-1.5.83-2.29L20.64 17M12 22l-2.41-3.44c.74.27 1.55.44 2.41.44.82 0 1.63-.17 2.37-.44L12 22z"/></svg>
</label>
<input class="md-option" data-md-color-media="(prefers-color-scheme: dark)" data-md-color-scheme="slate" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_2">
<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_1" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m17.75 4.09-2.53 1.94.91 3.06-2.63-1.81-2.63 1.81.91-3.06-2.53-1.94L12.44 4l1.06-3 1.06 3 3.19.09m3.5 6.91-1.64 1.25.59 1.98-1.7-1.17-1.7 1.17.59-1.98L15.75 11l2.06-.05L18.5 9l.69 1.95 2.06.05m-2.28 4.95c.83-.08 1.72 1.1 1.19 1.85-.32.45-.66.87-1.08 1.27C15.17 23 8.84 23 4.94 19.07c-3.91-3.9-3.91-10.24 0-14.14.4-.4.82-.76 1.27-1.08.75-.53 1.93.36 1.85 1.19-.27 2.86.69 5.83 2.89 8.02a9.96 9.96 0 0 0 8.02 2.89m-1.64 2.02a12.08 12.08 0 0 1-7.8-3.47c-2.17-2.19-3.33-5-3.49-7.82-2.81 3.14-2.7 7.96.31 10.98 3.02 3.01 7.84 3.12 10.98.31z"/></svg>
</label>
</form>
<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="搜索" placeholder="搜索" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" data-md-state="active" 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>
<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>
</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">
正在初始化搜索引擎
</div>
<ol class="md-search-result__list"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/microsoft/ai-edu" title="前往 GitHub 仓库" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
</div>
<div class="md-source__repository">
Microsoft/ai-edu
</div>
</a>
</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">
Ai-edu
</a>
</li>
<li class="md-tabs__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/" class="md-tabs__link">
基础教程
</a>
</li>
<li class="md-tabs__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/" class="md-tabs__link">
实践案例
</a>
</li>
<li class="md-tabs__item">
<a href="../News/" class="md-tabs__link">
最新动态
</a>
</li>
<li class="md-tabs__item">
<a href="../about/" class="md-tabs__link">
关于我们
</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 md-nav--integrated" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href=".." title="AI-EDU" class="md-nav__button md-logo" aria-label="AI-EDU" 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>
AI-EDU
</label>
<div class="md-nav__source">
<a href="https://github.com/microsoft/ai-edu" title="前往 GitHub 仓库" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
</div>
<div class="md-source__repository">
Microsoft/ai-edu
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href=".." class="md-nav__link">
Ai-edu
</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" >
<label class="md-nav__link" for="__nav_2">
基础教程
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="基础教程" data-md-level="1">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
基础教程
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/" class="md-nav__link">
本页介绍
</a>
</li>
<li class="md-nav__item md-nav__item--section 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">
神经网络基本原理
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="神经网络基本原理" data-md-level="2">
<label class="md-nav__title" for="__nav_2_2">
<span class="md-nav__icon md-icon"></span>
神经网络基本原理
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/" class="md-nav__link">
本课介绍
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_2_2" type="checkbox" id="__nav_2_2_2" >
<label class="md-nav__link" for="__nav_2_2_2">
第一步、基本知识
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第一步、基本知识" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_2">
<span class="md-nav__icon md-icon"></span>
第一步、基本知识
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/00%20%E5%89%8D%E8%A8%80/" class="md-nav__link">
00 前言
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/01%20%E7%AC%AC%E4%B8%80%E6%AD%A5%20-%20%E6%A6%82%E8%AE%BA%E4%B8%8E%E5%9F%BA%E6%9C%AC%E6%A6%82%E5%BF%B5/" class="md-nav__link">
01 概论与基本概念
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/01.0-%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E5%8F%91%E5%B1%95%E7%AE%80%E5%8F%B2/" class="md-nav__link">
01.0 人工智能发展简史
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/01.1-%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E7%9A%84%E5%AE%9A%E4%B9%89/" class="md-nav__link">
01.2 人工智能的定义
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/01.2-%E8%8C%83%E5%BC%8F%E7%9A%84%E6%BC%94%E5%8C%96/" class="md-nav__link">
01.2 范式的演化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/01.3-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E7%9A%84%E5%9F%BA%E6%9C%AC%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
01.3 神经网络的基本工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/02.0-%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD%E4%B8%8E%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D/" class="md-nav__link">
02.0 反向传播与梯度下降
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/02.1-%E7%BA%BF%E6%80%A7%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD/" class="md-nav__link">
02.1 线性反向传播
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/02.2-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD/" class="md-nav__link">
02.2 非线性反向传播
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/02.3-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D/" class="md-nav__link">
02.3 梯度下降
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/03.0-%E6%8D%9F%E5%A4%B1%E5%87%BD%E6%95%B0/" class="md-nav__link">
03.0 损失函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/03.1-%E5%9D%87%E6%96%B9%E5%B7%AE%E6%8D%9F%E5%A4%B1%E5%87%BD%E6%95%B0/" class="md-nav__link">
03.1 均方差损失函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC1%E6%AD%A5%20-%20%E5%9F%BA%E6%9C%AC%E7%9F%A5%E8%AF%86/03.2-%E4%BA%A4%E5%8F%89%E7%86%B5%E6%8D%9F%E5%A4%B1%E5%87%BD%E6%95%B0/" class="md-nav__link">
03.2 交叉熵损失函数
</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_2_3" type="checkbox" id="__nav_2_2_3" >
<label class="md-nav__link" for="__nav_2_2_3">
第二步、线性回归
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第二步、线性回归" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_3">
<span class="md-nav__icon md-icon"></span>
第二步、线性回归
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04%20%E7%AC%AC%E4%BA%8C%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/" class="md-nav__link">
04 线性回归
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.0-%E5%8D%95%E5%85%A5%E5%8D%95%E5%87%BA%E5%8D%95%E5%B1%82-%E5%8D%95%E5%8F%98%E9%87%8F%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/" class="md-nav__link">
04.0 单变量线性回归
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.1-%E6%9C%80%E5%B0%8F%E4%BA%8C%E4%B9%98%E6%B3%95/" class="md-nav__link">
04.1 最小二乘法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.2-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D%E6%B3%95/" class="md-nav__link">
04.2 梯度下降法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.3-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%B3%95/" class="md-nav__link">
04.3 神经网络法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.4-%E5%A4%9A%E6%A0%B7%E6%9C%AC%E8%AE%A1%E7%AE%97/" class="md-nav__link">
04.4 多样本计算
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/04.5-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D%E7%9A%84%E4%B8%89%E7%A7%8D%E5%BD%A2%E5%BC%8F/" class="md-nav__link">
04.5 梯度下降的三种形式
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.0-%E5%A4%9A%E5%85%A5%E5%8D%95%E5%87%BA%E5%8D%95%E5%B1%82-%E5%A4%9A%E5%8F%98%E9%87%8F%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/" class="md-nav__link">
05.0 多变量线性回归
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.1-%E6%AD%A3%E8%A7%84%E6%96%B9%E7%A8%8B%E6%B3%95/" class="md-nav__link">
05.1 正规方程法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%B3%95/" class="md-nav__link">
05.2 神经网络法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.3-%E6%A0%B7%E6%9C%AC%E7%89%B9%E5%BE%81%E6%95%B0%E6%8D%AE%E6%A0%87%E5%87%86%E5%8C%96/" class="md-nav__link">
05.3 样本特征数据标准化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.4-%E8%BF%98%E5%8E%9F%E5%8F%82%E6%95%B0%E5%80%BC/" class="md-nav__link">
05.4 还原参数值
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.5-%E6%AD%A3%E7%A1%AE%E7%9A%84%E6%8E%A8%E7%90%86%E6%96%B9%E6%B3%95/" class="md-nav__link">
05.5 正确的推理方法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC2%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/05.6-%E6%A0%87%E5%87%86%E5%8C%96%E6%A0%87%E7%AD%BE%E5%80%BC/" class="md-nav__link">
05.6 标准化标签值
</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_2_4" type="checkbox" id="__nav_2_2_4" >
<label class="md-nav__link" for="__nav_2_2_4">
第三步、线性分类
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第三步、线性分类" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_4">
<span class="md-nav__icon md-icon"></span>
第三步、线性分类
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06%20%E7%AC%AC%E4%B8%89%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/" class="md-nav__link">
06 线性分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.0-%E5%A4%9A%E5%85%A5%E5%8D%95%E5%87%BA%E5%8D%95%E5%B1%82%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C-%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB/" class="md-nav__link">
06. 线性二分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.1-%E4%BA%8C%E5%88%86%E7%B1%BB%E5%87%BD%E6%95%B0/" class="md-nav__link">
06.1 二分类函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.2-%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
06.2 线性二分类实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.3-%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
06.3 线性二分类的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.4-%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB%E7%BB%93%E6%9E%9C%E5%8F%AF%E8%A7%86%E5%8C%96/" class="md-nav__link">
06.4 线性二分类结果可视化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.5-%E5%AE%9E%E7%8E%B0%E9%80%BB%E8%BE%91%E4%B8%8E%E6%88%96%E9%9D%9E%E9%97%A8/" class="md-nav__link">
06.5 实现逻辑与或非门
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/06.6-%E7%94%A8%E5%8F%8C%E6%9B%B2%E6%AD%A3%E5%88%87%E5%87%BD%E6%95%B0%E5%88%86%E7%B1%BB/" class="md-nav__link">
06.6 用双曲正切函数分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/07.0-%E5%A4%9A%E5%85%A5%E5%A4%9A%E5%87%BA%E5%8D%95%E5%B1%82%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C-%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB/" class="md-nav__link">
07.0 线性多分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/07.1-%E5%A4%9A%E5%88%86%E7%B1%BB%E5%87%BD%E6%95%B0/" class="md-nav__link">
07.1 多分类函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/07.2-%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
07.2 线性多分类实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/07.3-%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
07.3 线性多分类的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC3%E6%AD%A5%20-%20%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/07.4-%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB%E7%BB%93%E6%9E%9C%E5%8F%AF%E8%A7%86%E5%8C%96/" class="md-nav__link">
07.4 线性多分类结果可视化
</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_2_5" type="checkbox" id="__nav_2_2_5" >
<label class="md-nav__link" for="__nav_2_2_5">
第四步、非线性回归
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第四步、非线性回归" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_5">
<span class="md-nav__icon md-icon"></span>
第四步、非线性回归
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/08%20%E7%AC%AC%E5%9B%9B%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/" class="md-nav__link">
08 非线性回归
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/08.0-%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0/" class="md-nav__link">
08.0 激活函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/08.1-%E6%8C%A4%E5%8E%8B%E5%9E%8B%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0/" class="md-nav__link">
08.1 挤压型激活函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/08.2-%E5%8D%8A%E7%BA%BF%E6%80%A7%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0/" class="md-nav__link">
08.2 半线性激活函数
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.0-%E5%8D%95%E5%85%A5%E5%8D%95%E5%87%BA%E5%8F%8C%E5%B1%82-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/" class="md-nav__link">
09.0 非线性回归
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.1-%E5%A4%9A%E9%A1%B9%E5%BC%8F%E5%9B%9E%E5%BD%92%E6%B3%95%E6%8B%9F%E5%90%88%E6%AD%A3%E5%BC%A6%E6%9B%B2%E7%BA%BF/" class="md-nav__link">
09.1 多项式回归法拟合正弦曲线
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.2-%E5%A4%9A%E9%A1%B9%E5%BC%8F%E5%9B%9E%E5%BD%92%E6%B3%95%E6%8B%9F%E5%90%88%E5%A4%8D%E5%90%88%E5%87%BD%E6%95%B0%E6%9B%B2%E7%BA%BF/" class="md-nav__link">
09.2 多项式回归法拟合复合函数曲线
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.3-%E9%AA%8C%E8%AF%81%E4%B8%8E%E6%B5%8B%E8%AF%95/" class="md-nav__link">
09.3 验证与测试
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.4-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92%E7%9A%84%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
09.4 神经网络非线性回归的实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.5-%E6%9B%B2%E7%BA%BF%E6%8B%9F%E5%90%88/" class="md-nav__link">
09.5 曲线拟合
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.6-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
09.6 非线性回归的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC4%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%9B%9E%E5%BD%92/09.7-%E5%8F%82%E6%95%B0%E8%B0%83%E4%BC%98%E5%88%9D%E6%AD%A5/" class="md-nav__link">
09.7 参数调优初步
</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_2_6" type="checkbox" id="__nav_2_2_6" >
<label class="md-nav__link" for="__nav_2_2_6">
第五步、非线性分类
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第五步、非线性分类" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_6">
<span class="md-nav__icon md-icon"></span>
第五步、非线性分类
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10%20%E7%AC%AC%E4%BA%94%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/" class="md-nav__link">
10 非线性分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.0-%E5%A4%9A%E5%85%A5%E5%8D%95%E5%87%BA%E5%8F%8C%E5%B1%82-%E9%9D%9E%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB/" class="md-nav__link">
10.0 非线性二分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.1-%E4%B8%BA%E4%BB%80%E4%B9%88%E5%BF%85%E9%A1%BB%E7%94%A8%E5%8F%8C%E5%B1%82%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
10.1 为什么必须用双层神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.2-%E9%9D%9E%E7%BA%BF%E6%80%A7%E4%BA%8C%E5%88%86%E7%B1%BB%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
10.2 非线性二分类实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.3-%E5%AE%9E%E7%8E%B0%E9%80%BB%E8%BE%91%E5%BC%82%E6%88%96%E9%97%A8/" class="md-nav__link">
10.3 实现逻辑异或门
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.4-%E9%80%BB%E8%BE%91%E5%BC%82%E6%88%96%E9%97%A8%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
10.4 逻辑异或门的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.5-%E5%AE%9E%E7%8E%B0%E5%8F%8C%E5%BC%A7%E5%BD%A2%E4%BA%8C%E5%88%86%E7%B1%BB/" class="md-nav__link">
10.5 实现双弧形二分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/10.6-%E5%8F%8C%E5%BC%A7%E5%BD%A2%E4%BA%8C%E5%88%86%E7%B1%BB%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
10.6 双弧形二分类的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/11.0-%E5%A4%9A%E5%85%A5%E5%A4%9A%E5%87%BA%E5%8F%8C%E5%B1%82-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB/" class="md-nav__link">
11.0 非线性多分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/11.1-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
11.1 非线性多分类实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/11.2-%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%A4%9A%E5%88%86%E7%B1%BB%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
11.2 非线性多分类的工作原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/11.3-%E5%88%86%E7%B1%BB%E6%A0%B7%E6%9C%AC%E4%B8%8D%E5%B9%B3%E8%A1%A1%E9%97%AE%E9%A2%98/" class="md-nav__link">
11.3 分类样本不平衡问题
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/12.0-%E5%A4%9A%E5%85%A5%E5%A4%9A%E5%87%BA%E4%B8%89%E5%B1%82-%E5%A4%9A%E5%8F%98%E9%87%8F%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/" class="md-nav__link">
12.0 多变量非线性分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/12.1-%E4%B8%89%E5%B1%82%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E7%9A%84%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
12.1 三层神经网络的实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/12.2-%E6%A2%AF%E5%BA%A6%E6%A3%80%E6%9F%A5/" class="md-nav__link">
12.2 梯度检查
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC5%E6%AD%A5%20-%20%E9%9D%9E%E7%BA%BF%E6%80%A7%E5%88%86%E7%B1%BB/12.3-%E5%AD%A6%E4%B9%A0%E7%8E%87%E4%B8%8E%E6%89%B9%E5%A4%A7%E5%B0%8F/" class="md-nav__link">
12.3 学习率与批大小
</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_2_7" type="checkbox" id="__nav_2_2_7" >
<label class="md-nav__link" for="__nav_2_2_7">
第六步、模型部署
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第六步、模型部署" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_7">
<span class="md-nav__icon md-icon"></span>
第六步、模型部署
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC6%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E9%83%A8%E7%BD%B2/13%20%E7%AC%AC%E5%85%AD%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E7%9A%84%E6%8E%A8%E7%90%86%E4%B8%8E%E9%83%A8%E7%BD%B2/" class="md-nav__link">
13 模型的推理与部署
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC6%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E9%83%A8%E7%BD%B2/13.0-%E6%89%8B%E5%B7%A5%E6%B5%8B%E8%AF%95%E8%AE%AD%E7%BB%83%E6%95%88%E6%9E%9C/" class="md-nav__link">
13.0 手工测试训练效果
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC6%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E9%83%A8%E7%BD%B2/13.1-%E6%A8%A1%E5%9E%8B%E6%96%87%E4%BB%B6%E6%A6%82%E8%BF%B0/" class="md-nav__link">
13.1 模型文件概述
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC6%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E9%83%A8%E7%BD%B2/13.2-ONNX%E6%A8%A1%E5%9E%8B%E6%96%87%E4%BB%B6/" class="md-nav__link">
13.2 ONNX模型文件
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC6%E6%AD%A5%20-%20%E6%A8%A1%E5%9E%8B%E9%83%A8%E7%BD%B2/13.3-Windows%E4%B8%AD%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%83%A8%E7%BD%B2/" class="md-nav__link">
13.3 Windows中模型的部署
</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_2_8" type="checkbox" id="__nav_2_2_8" >
<label class="md-nav__link" for="__nav_2_2_8">
第七步、深度神经网络
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第七步、深度神经网络" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_8">
<span class="md-nav__icon md-icon"></span>
第七步、深度神经网络
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14%20%E7%AC%AC%E4%B8%83%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
14 深度神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.0-%E6%90%AD%E5%BB%BA%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A1%86%E6%9E%B6/" class="md-nav__link">
14.0 搭建深度神经网络框架
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.1-%E5%9B%9E%E5%BD%92%E4%BB%BB%E5%8A%A1%E5%8A%9F%E8%83%BD%E6%B5%8B%E8%AF%95/" class="md-nav__link">
14.1 回归任务功能测试
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.2-%E5%9B%9E%E5%BD%92%E4%BB%BB%E5%8A%A1%E7%9C%9F%E5%AE%9E%E6%A1%88%E4%BE%8B/" class="md-nav__link">
14.2 回归任务真实案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.3-%E4%BA%8C%E5%88%86%E7%B1%BB%E4%BB%BB%E5%8A%A1%E5%8A%9F%E8%83%BD%E6%B5%8B%E8%AF%95/" class="md-nav__link">
14.3 二分类任务功能测试
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.4-%E4%BA%8C%E5%88%86%E7%B1%BB%E4%BB%BB%E5%8A%A1%E7%9C%9F%E5%AE%9E%E6%A1%88%E4%BE%8B/" class="md-nav__link">
14.4 二分类任务真实案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.5-%E5%A4%9A%E5%88%86%E7%B1%BB%E4%BB%BB%E5%8A%A1%E5%8A%9F%E8%83%BD%E6%B5%8B%E8%AF%95/" class="md-nav__link">
14.5 多分类任务功能测试
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/14.6-%E5%A4%9A%E5%88%86%E7%B1%BB%E4%BB%BB%E5%8A%A1%E7%9C%9F%E5%AE%9E%E6%A1%88%E4%BE%8B/" class="md-nav__link">
14.6多分类任务真实案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.0-%E7%BD%91%E7%BB%9C%E4%BC%98%E5%8C%96/" class="md-nav__link">
15.0 网络优化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.1-%E6%9D%83%E9%87%8D%E7%9F%A9%E9%98%B5%E5%88%9D%E5%A7%8B%E5%8C%96/" class="md-nav__link">
15.1 权重矩阵初始化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.2-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D%E4%BC%98%E5%8C%96%E7%AE%97%E6%B3%95/" class="md-nav__link">
15.2 梯度下降优化算法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.3-%E8%87%AA%E9%80%82%E5%BA%94%E5%AD%A6%E4%B9%A0%E7%8E%87%E7%AE%97%E6%B3%95/" class="md-nav__link">
15.3 自适应学习率算法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.4-%E7%AE%97%E6%B3%95%E6%95%88%E6%9E%9C%E6%AF%94%E8%BE%83/" class="md-nav__link">
15.4 算法效果比较
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.5-%E6%89%B9%E9%87%8F%E5%BD%92%E4%B8%80%E5%8C%96%E7%9A%84%E5%8E%9F%E7%90%86/" class="md-nav__link">
15.5 批量归一化的原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/15.6-%E6%89%B9%E9%87%8F%E5%BD%92%E4%B8%80%E5%8C%96%E7%9A%84%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
15.6 批量归一化的实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.0-%E6%AD%A3%E5%88%99%E5%8C%96/" class="md-nav__link">
16.0 正则化
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.1-%E5%81%8F%E5%B7%AE%E4%B8%8E%E6%96%B9%E5%B7%AE/" class="md-nav__link">
16.1 偏差与方差
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.2-L2%E6%AD%A3%E5%88%99/" class="md-nav__link">
16.2 L2正则
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.3-L1%E6%AD%A3%E5%88%99/" class="md-nav__link">
16.3 L1正则
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.4-%E6%97%A9%E5%81%9C%E6%B3%95/" class="md-nav__link">
16.4 早停法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.5-%E4%B8%A2%E5%BC%83%E6%B3%95/" class="md-nav__link">
16.5 丢弃法
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.6-%E6%95%B0%E6%8D%AE%E6%89%A9%E5%B1%95/" class="md-nav__link">
16.6 数据扩展
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC7%E6%AD%A5%20-%20%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/16.7-%E9%9B%86%E6%88%90%E5%AD%A6%E4%B9%A0/" class="md-nav__link">
16.7 集成学习
</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_2_9" type="checkbox" id="__nav_2_2_9" >
<label class="md-nav__link" for="__nav_2_2_9">
第八步、卷积神经网络
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第八步、卷积神经网络" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_9">
<span class="md-nav__icon md-icon"></span>
第八步、卷积神经网络
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17%20%E7%AC%AC%E5%85%AB%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
17 卷积神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.0-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%8E%9F%E7%90%86/" class="md-nav__link">
17.0 卷积神经网络原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.1-%E5%8D%B7%E7%A7%AF%E7%9A%84%E5%89%8D%E5%90%91%E8%AE%A1%E7%AE%97%E5%8E%9F%E7%90%86/" class="md-nav__link">
17.1 卷积的前向计算原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.2-%E5%8D%B7%E7%A7%AF%E5%89%8D%E5%90%91%E8%AE%A1%E7%AE%97%E4%BB%A3%E7%A0%81%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
17.2 卷积前向计算代码实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.3-%E5%8D%B7%E7%A7%AF%E7%9A%84%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD%E5%8E%9F%E7%90%86/" class="md-nav__link">
17.3 卷积的反向传播原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.4-%E5%8D%B7%E7%A7%AF%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD%E4%BB%A3%E7%A0%81%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
17.4 卷积反向传播代码实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/17.5-%E6%B1%A0%E5%8C%96%E7%9A%84%E5%89%8D%E5%90%91%E8%AE%A1%E7%AE%97%E4%B8%8E%E5%8F%8D%E5%90%91%E4%BC%A0%E6%92%AD/" class="md-nav__link">
17.5 池化的前向计算与反向传播
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.0-%E7%BB%8F%E5%85%B8%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A8%A1%E5%9E%8B/" class="md-nav__link">
18.0 经典卷积神经网络模型
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.1-%E5%AE%9E%E7%8E%B0%E9%A2%9C%E8%89%B2%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.1 实现颜色分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.2-%E5%AE%9E%E7%8E%B0%E5%87%A0%E4%BD%95%E5%9B%BE%E5%BD%A2%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.2 实现几何图形分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.3-%E5%AE%9E%E7%8E%B0%E5%87%A0%E4%BD%95%E5%9B%BE%E5%BD%A2%E5%8F%8A%E9%A2%9C%E8%89%B2%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.3 实现几何图形及颜色分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.4-MNIST%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.4 MNIST分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.5-Fashion-MNIST%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.5 Fashion-MNIST分类
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC8%E6%AD%A5%20-%20%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/18.6-Cifar-10%E5%88%86%E7%B1%BB/" class="md-nav__link">
18.6 Cifar-10分类
</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_2_10" type="checkbox" id="__nav_2_2_10" >
<label class="md-nav__link" for="__nav_2_2_10">
第九步、循环神经网络
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="第九步、循环神经网络" data-md-level="3">
<label class="md-nav__title" for="__nav_2_2_10">
<span class="md-nav__icon md-icon"></span>
第九步、循环神经网络
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19%20%E7%AC%AC%E4%B9%9D%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19 循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.0-%E6%99%AE%E9%80%9A%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.0 普通循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.1-%E4%B8%A4%E4%B8%AA%E6%97%B6%E9%97%B4%E6%AD%A5%E7%9A%84%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.1 两个时间步的循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.2-%E5%9B%9B%E4%B8%AA%E6%97%B6%E9%97%B4%E6%AD%A5%E7%9A%84%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.2 四个时间步的循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.3-%E9%80%9A%E7%94%A8%E7%9A%84%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A8%A1%E5%9E%8B/" class="md-nav__link">
19.3 通用的循环神经网络模型
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.4-%E7%A9%BA%E6%B0%94%E8%B4%A8%E9%87%8F%E9%A2%84%E6%B5%8B/" class="md-nav__link">
19.4 空气质量预测
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.5-%E4%B8%8D%E5%AE%9A%E9%95%BF%E6%97%B6%E5%BA%8F%E7%9A%84%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.5 不定长时序的循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.6-%E6%B7%B1%E5%BA%A6%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.6 深度循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/19.7-%E5%8F%8C%E5%90%91%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
19.7 双向循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/20.0-%E9%AB%98%E7%BA%A7%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/" class="md-nav__link">
20.0 高级循环神经网络
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/20.1-LSTM%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/" class="md-nav__link">
20.1 LSTM基本原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/20.2-LSTM%E4%BB%A3%E7%A0%81%E5%AE%9E%E7%8E%B0/" class="md-nav__link">
20.2 LSTM代码实现
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/20.3-GRU%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/" class="md-nav__link">
20.3 GRU基本原理
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A2-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E6%9C%AC%E5%8E%9F%E7%90%86/%E7%AC%AC9%E6%AD%A5%20-%20%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/20.4-%E5%BA%8F%E5%88%97%E5%88%B0%E5%BA%8F%E5%88%97/" class="md-nav__link">
20.4 序列到序列
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_3" type="checkbox" id="__nav_2_3" >
<label class="md-nav__link" for="__nav_2_3">
现代软件工程
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="现代软件工程" data-md-level="2">
<label class="md-nav__title" for="__nav_2_3">
<span class="md-nav__icon md-icon"></span>
现代软件工程
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A5-%E7%8E%B0%E4%BB%A3%E8%BD%AF%E4%BB%B6%E5%B7%A5%E7%A8%8B%EF%BC%88%E6%9B%B4%E6%96%B0%E4%B8%AD%EF%BC%89/" class="md-nav__link">
本课介绍
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_3_2" type="checkbox" id="__nav_2_3_2" >
<label class="md-nav__link" for="__nav_2_3_2">
一、架构之路
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="一、架构之路" data-md-level="3">
<label class="md-nav__title" for="__nav_2_3_2">
<span class="md-nav__icon md-icon"></span>
一、架构之路
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第0部分 架构之路/0.0 封面.md" class="md-nav__link">
1.封面
</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_3" type="checkbox" id="__nav_2_3_3" >
<label class="md-nav__link" for="__nav_2_3_3">
二、概论
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="二、概论" data-md-level="3">
<label class="md-nav__title" for="__nav_2_3_3">
<span class="md-nav__icon md-icon"></span>
二、概论
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1-课程介绍.md" class="md-nav__link">
1.课程介绍
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1.1 木头与软件工程的故事.md" class="md-nav__link">
2.木头与软件工程的故事
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1.2 故事分析.md" class="md-nav__link">
3.故事分析
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1.3 什么是软件工程.md" class="md-nav__link">
4.什么是软件工程
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1.4 软件工程领域知识.md" class="md-nav__link">
5.软件工程领域知识
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第1部分 概论/1.5 软件工程在微软.md" class="md-nav__link">
6.软件工程在微软
</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_4" type="checkbox" id="__nav_2_3_4" >
<label class="md-nav__link" for="__nav_2_3_4">
三、用户与需求
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="三、用户与需求" data-md-level="3">
<label class="md-nav__title" for="__nav_2_3_4">
<span class="md-nav__icon md-icon"></span>
三、用户与需求
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/3. 个人能力.md" class="md-nav__link">
1.个人能力
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/3.1 木头与微软面试的故事.md" class="md-nav__link">
2.木头与微软面试的故事
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/3.2 故事分析.md" class="md-nav__link">
3.故事分析
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/3.3 微软的软件工程师.md" class="md-nav__link">
4.微软的软件工程师
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/4. 团队流程.md" class="md-nav__link">
5.团队流程
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/4.1 木头与团队合作的故事.md" class="md-nav__link">
6.木头与团队合作的故事
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A5-现代软件工程（更新中）/第2部分 个人与团队/4.2 故事分析.md" class="md-nav__link">
7.故事分析
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_4" type="checkbox" id="__nav_2_4" >
<label class="md-nav__link" for="__nav_2_4">
人工智能系统
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="人工智能系统" data-md-level="2">
<label class="md-nav__title" for="__nav_2_4">
<span class="md-nav__icon md-icon"></span>
人工智能系统
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%9F%BA%E7%A1%80%E6%95%99%E7%A8%8B/A6-%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E7%B3%BB%E7%BB%9F/" class="md-nav__link">
本课介绍
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Lectures/README.md" class="md-nav__link">
课程目录
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2_4_3" type="checkbox" id="__nav_2_4_3" >
<label class="md-nav__link" for="__nav_2_4_3">
实验
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="实验" data-md-level="3">
<label class="md-nav__title" for="__nav_2_4_3">
<span class="md-nav__icon md-icon"></span>
实验
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/BasicLabs/Lab1/README.md" class="md-nav__link">
1. 框架及工具入门示例
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/BasicLabs/Lab2/README.md" class="md-nav__link">
2. 定制一个新的张量运算
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/BasicLabs/Lab3/README.md" class="md-nav__link">
3. CUDA实现和优化
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/BasicLabs/Lab4/README.md" class="md-nav__link">
4 AllReduce的实现和优化
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/BasicLabs/Lab5/README.md" class="md-nav__link">
5. 配置Container进行云上训练或推理
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/AdvancedLabs/Lab6/README.md" class="md-nav__link">
6. 学习使用调度管理系统
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/AdvancedLabs/Lab7/README.md" class="md-nav__link">
7. 分布式训练任务练习
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/AdvancedLabs/Lab8/README.md" class="md-nav__link">
8 自动机器学习系统练习
</a>
</li>
<li class="md-nav__item">
<a href="../基础教程/A6-人工智能系统/Labs/AdvancedLabs/Lab9/README.md" class="md-nav__link">
9 强化学习系统练习
</a>
</li>
</ul>
</nav>
</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" >
<label class="md-nav__link" for="__nav_3">
实践案例
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="实践案例" data-md-level="1">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
实践案例
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/" class="md-nav__link">
本页介绍
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B01-%E6%BC%AB%E7%94%BB%E7%BF%BB%E8%AF%91/" class="md-nav__link">
1.漫画翻译
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B02-%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F%E5%92%8C%E5%AF%B9%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%E6%9C%8D%E5%8A%A1/" class="md-nav__link">
2.问答系统和对话机器人服务
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B03-%E7%9C%8B%E5%9B%BE%E8%AF%86%E7%86%8A/" class="md-nav__link">
3.看图识熊
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B04-%E6%99%BA%E8%83%BD%E5%AE%B6%E5%B1%85/" class="md-nav__link">
4.智能家居
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B05-%E6%96%87%E6%9C%AC%E6%9C%97%E8%AF%BB%E5%BA%94%E7%94%A8/" class="md-nav__link">
5.文本朗读应用
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B06-%E6%90%AD%E5%BB%BA%E4%B8%AD%E9%97%B4%E6%9C%8D%E5%8A%A1%E5%B1%82/" class="md-nav__link">
6.搭建中间服务层
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B07-%E6%89%8B%E5%86%99%E6%95%B0%E5%AD%97%E8%AF%86%E5%88%AB/" class="md-nav__link">
7.手写数字识别
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B08-%E9%BB%84%E9%87%91%E7%82%B9%E6%B8%B8%E6%88%8F/" class="md-nav__link">
8.黄金点游戏
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B09-%E6%89%8B%E5%86%99%E7%AE%97%E5%BC%8F%E8%AE%A1%E7%AE%97%E5%99%A8/" class="md-nav__link">
9.手写算式计算器
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B10-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%B9%B3%E5%8F%B0%E5%BB%BA%E8%AE%BE/" class="md-nav__link">
10.机器学习平台建设
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B11-%E9%87%8F%E5%8C%96%E4%BA%A4%E6%98%93%E6%A1%88%E4%BE%8B/" class="md-nav__link">
11.量化交易案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B12-%E5%9F%BA%E4%BA%8E%E8%BF%91%E9%82%BB%E5%9B%BE%E7%9A%84%E5%90%91%E9%87%8F%E6%90%9C%E7%B4%A2%E6%A1%88%E4%BE%8B/" class="md-nav__link">
12.基于近邻图的向量搜索案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B13-AI%E5%AF%B9%E8%81%94%E7%94%9F%E6%88%90%E6%A1%88%E4%BE%8B/" class="md-nav__link">
13.AI对联生成案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B14-%E5%BF%AB%E9%80%9F%E6%9E%84%E5%BB%BA%E4%B8%AD%E6%96%87%E6%96%87%E6%9C%AC%E8%95%B4%E5%90%AB%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A8%A1%E5%9E%8B/" class="md-nav__link">
14.快速构建中文文本蕴含深度学习模型
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B15-%E5%9F%BA%E4%BA%8E%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E7%9A%84%E4%BB%A3%E7%A0%81%E6%90%9C%E7%B4%A2%E6%A1%88%E4%BE%8B/" class="md-nav__link">
15.基于深度学习的代码搜索案例
</a>
</li>
<li class="md-nav__item">
<a href="../%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B/B16-%E5%9F%BA%E4%BA%8ELightGBM%E7%9A%84%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E9%A2%84%E6%B5%8B/" class="md-nav__link">
16.基于LightGBM的时间序列预测
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../News/" class="md-nav__link">
最新动态
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5" type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5">
关于我们
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" aria-label="关于我们" data-md-level="1">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
关于我们
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../about/" class="md-nav__link">
About
</a>
</li>
<li class="md-nav__item">
<a href="../LICENSE.md" class="md-nav__link">
License
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<a href="https://github.com/microsoft/ai-edu/edit/master/docs/Test.md" title="编辑此页" class="md-content__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z"/></svg>
</a>
<h1 id="_1">缩写扩展<a class="headerlink" href="#_1" title="Permanent link">⚓︎</a></h1>
<p>The <abbr title="Hyper Text Markup Language">HTML</abbr> specification is maintained by the <abbr title="World Wide Web Consortium">W3C</abbr>.</p>
<h1 id="_2">提示框<a class="headerlink" href="#_2" title="Permanent link">⚓︎</a></h1>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismod
nulla. Curabitur feugiat, tortor non consequat finibus, justo purus auctor
massa, nec semper lorem quam in massa.</p>
</div>
<details class="note" open="open">
<summary>Note</summary>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismod
nulla. Curabitur feugiat, tortor non consequat finibus, justo purus auctor
massa, nec semper lorem quam in massa.</p>
</details>
<div class="admonition bug">
<p class="admonition-title">Bug</p>
<p>This is a BUG</p>
</div>
<h1 id="_3">代码块<a class="headerlink" href="#_3" title="Permanent link">⚓︎</a></h1>
<div class="highlight"><pre><span></span><code><span class="linenos" data-linenos="1 "></span><span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
</code></pre></div>
<h1 id="_4">分块展示<a class="headerlink" href="#_4" title="Permanent link">⚓︎</a></h1>
<div class="tabbed-set" data-tabs="1:4"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><label for="__tabbed_1_1">C</label><div class="tabbed-content">
<div class="highlight"><pre><span></span><code><span class="linenos" data-linenos="1 "></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;stdio.h&gt;</span><span class="cp"></span>
<span class="linenos" data-linenos="2 "></span>
<span class="linenos" data-linenos="3 "></span><span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">void</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
<span class="linenos" data-linenos="4 "></span><span class="w"> </span><span class="n">printf</span><span class="p">(</span><span class="s">&quot;Hello world!</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">);</span><span class="w"></span>
<span class="linenos" data-linenos="5 "></span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"></span>
<span class="linenos" data-linenos="6 "></span><span class="p">}</span><span class="w"></span>
</code></pre></div>
</div>
<input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><label for="__tabbed_1_2">C++</label><div class="tabbed-content">
<div class="highlight"><pre><span></span><code><span class="linenos" data-linenos="1 "></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;iostream&gt;</span><span class="cp"></span>
<span class="linenos" data-linenos="2 "></span>
<span class="linenos" data-linenos="3 "></span><span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">void</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"></span>
<span class="linenos" data-linenos="4 "></span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;Hello world!&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span><span class="w"></span>
<span class="linenos" data-linenos="5 "></span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"></span>
<span class="linenos" data-linenos="6 "></span><span class="p">}</span><span class="w"></span>
</code></pre></div>
</div>
<input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><label for="__tabbed_1_3">Unordered list</label><div class="tabbed-content">
<ul>
<li>Sed sagittis eleifend rutrum</li>
<li>Donec vitae suscipit est</li>
<li>Nulla tempor lobortis orci</li>
</ul>
</div>
<input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><label for="__tabbed_1_4">Ordered list</label><div class="tabbed-content">
<ol>
<li>Sed sagittis eleifend rutrum</li>
<li>Donec vitae suscipit est</li>
<li>Nulla tempor lobortis orci</li>
</ol>
</div>
</div>
<h1 id="_5">表格<a class="headerlink" href="#_5" title="Permanent link">⚓︎</a></h1>
<table>
<thead>
<tr>
<th>Method</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>GET</code></td>
<td><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 7 9 19l-5.5-5.5 1.41-1.41L9 16.17 19.59 5.59 21 7z"/></svg></span> Fetch resource</td>
</tr>
<tr>
<td><code>PUT</code></td>
<td><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M.41 13.41 6 19l1.41-1.42L1.83 12m20.41-6.42L11.66 16.17 7.5 12l-1.43 1.41L11.66 19l12-12M18 7l-1.41-1.42-6.35 6.35 1.42 1.41L18 7z"/></svg></span> Update resource</td>
</tr>
<tr>
<td><code>DELETE</code></td>
<td><span class="twemoji"><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></span> Delete resource</td>
</tr>
</tbody>
</table>
<h1 id="_6">参考<a class="headerlink" href="#_6" title="Permanent link">⚓︎</a></h1>
<p>Lorem ipsum<sup id="fnref:1"><a class="footnote-ref" href="#fn:1">1</a></sup> dolor sit amet, consectetur adipiscing elit.<sup id="fnref:2"><a class="footnote-ref" href="#fn:2">2</a></sup></p>
<h1 id="_7">表情支持<a class="headerlink" href="#_7" title="Permanent link">⚓︎</a></h1>
<p><img alt="😄" class="twemoji" src="https://twemoji.maxcdn.com/v/latest/svg/1f604.svg" title=":smile:" /> </p>
<h1 id="_8">图片<a class="headerlink" href="#_8" title="Permanent link">⚓︎</a></h1>
<figure>
<img src="https://dummyimage.com/600x400/eee/aaa" width="300" />
<figcaption>Image caption</figcaption>
</figure>
<h1 id="_9">列表<a class="headerlink" href="#_9" title="Permanent link">⚓︎</a></h1>
<ul class="task-list">
<li>
<p>Nulla et rhoncus turpis. Mauris ultricies elementum leo. Duis efficitur
accumsan nibh eu mattis. Vivamus tempus velit eros, porttitor placerat nibh
lacinia sed. Aenean in finibus diam.</p>
<ul>
<li>Duis mollis est eget nibh volutpat, fermentum aliquet dui mollis.</li>
<li>Nam vulputate tincidunt fringilla.</li>
<li>Nullam dignissim ultrices urna non auctor.</li>
</ul>
</li>
<li class="task-list-item">
<p><label class="task-list-control"><input type="checkbox" disabled checked/><span class="task-list-indicator"></span></label> Lorem ipsum dolor sit amet, consectetur adipiscing elit</p>
</li>
<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled/><span class="task-list-indicator"></span></label> Vestibulum convallis sit amet nisi a tincidunt<ul class="task-list">
<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled checked/><span class="task-list-indicator"></span></label> In hac habitasse platea dictumst</li>
<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled checked/><span class="task-list-indicator"></span></label> In scelerisque nibh non dolor mollis congue sed et metus</li>
<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled/><span class="task-list-indicator"></span></label> Praesent sed risus massa</li>
</ul>
</li>
<li class="task-list-item"><label class="task-list-control"><input type="checkbox" disabled/><span class="task-list-indicator"></span></label> Aenean pretium efficitur erat, donec pharetra, ligula non scelerisque</li>
</ul>
<h1 id="_10">公式<a class="headerlink" href="#_10" title="Permanent link">⚓︎</a></h1>
<p>The homomorphism <span><span class="MathJax_Preview">f</span><script type="math/tex">f</script></span> is injective if and only if its kernel is only the
singleton set <span><span class="MathJax_Preview">e_G</span><script type="math/tex">e_G</script></span>, because otherwise <span><span class="MathJax_Preview">\exists a,b\in G</span><script type="math/tex">\exists a,b\in G</script></span> with <span><span class="MathJax_Preview">a\neq b</span><script type="math/tex">a\neq b</script></span> such
that <span><span class="MathJax_Preview">f(a)=f(b)</span><script type="math/tex">f(a)=f(b)</script></span>.</p>
<div class="footnote">
<hr />
<ol>
<li id="fn:1">
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit.&#160;<a class="footnote-backref" href="#fnref:1" title="Jump back to footnote 1 in the text">&#8617;</a></p>
</li>
<li id="fn:2">
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismod
nulla. Curabitur feugiat, tortor non consequat finibus, justo purus auctor
massa, nec semper lorem quam in massa.&#160;<a class="footnote-backref" href="#fnref:2" title="Jump back to footnote 2 in the text">&#8617;</a></p>
</li>
</ol>
</div>
</article>
</div>
</div>
<a href="#" class="md-top md-icon" title="Back to top" data-md-component="top" data-md-state="hidden">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"/></svg>
</a>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-footer-copyright">
<div class="md-footer-copyright__highlight">
Copyright © Microsoft Corporation. All rights reserved.
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "..", "features": ["navigation.instant", "navigation.tabs", "navigation.sections", "toc.integrate", "navigation.top", "header.autohide"], "search": "../assets/javascripts/workers/search.b0710199.min.js", "translations": {"clipboard.copied": "\u5df2\u590d\u5236", "clipboard.copy": "\u590d\u5236", "search.config.lang": "ja", "search.config.pipeline": "trimmer, stemmer", "search.config.separator": "[\\uff0c\\u3002]+", "search.placeholder": "\u641c\u7d22", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "\u6ca1\u6709\u627e\u5230\u7b26\u5408\u6761\u4ef6\u7684\u7ed3\u679c", "search.result.one": "\u627e\u5230 1 \u4e2a\u7b26\u5408\u6761\u4ef6\u7684\u7ed3\u679c", "search.result.other": "# \u4e2a\u7b26\u5408\u6761\u4ef6\u7684\u7ed3\u679c", "search.result.placeholder": "\u952e\u5165\u4ee5\u5f00\u59cb\u641c\u7d22", "search.result.term.missing": "Missing", "select.version.title": "Select version"}, "version": null}</script>
<script src="../assets/javascripts/bundle.76f349be.min.js"></script>
<script src="../javascripts/config.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/babel-polyfill/7.12.1/polyfill.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/3.2.0/es5/tex-chtml.min.js"></script>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink