XeLabs/cs-self-learning
2
0
Fork 0
mirror of https://github.com/PKUFlyingPig/cs-self-learning.git synced 2026-06-25 02:46:57 +08:00
Code Issues Projects Releases Packages Wiki Activity
cs-self-learning/人工智能/CYJ/index.html

2 lines
No EOL
43 KiB
HTML
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

<!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=CS自学指南><meta name=author content=PKUFlyingPig><link href=https://csdiy.wiki/%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD/CYJ/ rel=canonical><link rel=icon href=../../assets/images/favicon.png><meta name=generator content="mkdocs-1.3.0, mkdocs-material-7.3.6"><title>智能计算系统 - CS自学指南</title><link rel=stylesheet href=../../assets/stylesheets/main.a57b2b03.min.css><link rel=stylesheet href=../../assets/stylesheets/palette.3f5d1f46.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><script>function gtag(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],gtag("js",new Date),gtag("config","G-KJB4RXSKZG"),document.addEventListener("DOMContentLoaded",function(){"undefined"!=typeof location$&&location$.subscribe(function(t){gtag("config","G-KJB4RXSKZG",{page_path:t.pathname})})})</script><script async src="https://www.googletagmanager.com/gtag/js?id=G-KJB4RXSKZG"></script></head> <body dir=ltr data-md-color-scheme=default data-md-color-primary=light-blue data-md-color-accent=deep-purple> <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=CS自学指南 class="md-header__button md-logo" aria-label=CS自学指南 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> CS自学指南 </span> </div> <div class=md-header__topic data-md-component=header-topic> <span class=md-ellipsis> 智能计算系统 </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=light-blue data-md-color-accent=deep-purple 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=cyan data-md-color-accent=deep-purple 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 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> <a href=javascript:void(0) class="md-search__icon md-icon" aria-label=Share data-clipboard data-clipboard-text data-md-component=search-share tabindex=-1> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M18 16.08c-.76 0-1.44.3-1.96.77L8.91 12.7c.05-.23.09-.46.09-.7 0-.24-.04-.47-.09-.7l7.05-4.11c.54.5 1.25.81 2.04.81a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3c0 .24.04.47.09.7L8.04 9.81C7.5 9.31 6.79 9 6 9a3 3 0 0 0-3 3 3 3 0 0 0 3 3c.79 0 1.5-.31 2.04-.81l7.12 4.15c-.05.21-.08.43-.08.66 0 1.61 1.31 2.91 2.92 2.91 1.61 0 2.92-1.3 2.92-2.91A2.92 2.92 0 0 0 18 16.08z"/></svg> </a> <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> <div class=md-search__suggest data-md-component=search-suggest></div> </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/pkuflyingpig/cs-self-learning/ title=前往仓库 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> cs-self-learning </div> </a> </div> </nav> </header> <div class=md-container data-md-component=container> <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" aria-label=Navigation data-md-level=0> <label class=md-nav__title for=__drawer> <a href=../.. title=CS自学指南 class="md-nav__button md-logo" aria-label=CS自学指南 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> CS自学指南 </label> <div class=md-nav__source> <a href=https://github.com/pkuflyingpig/cs-self-learning/ title=前往仓库 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> cs-self-learning </div> </a> </div> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../.. class=md-nav__link> 前言 </a> </li> <li class=md-nav__item> <a href=../../CS%E5%AD%A6%E4%B9%A0%E8%A7%84%E5%88%92/ class=md-nav__link> 一个仅供参考的CS学习规划 </a> </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> 必学工具 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=必学工具 data-md-level=1> <label class=md-nav__title for=__nav_3> <span class="md-nav__icon md-icon"></span> 必学工具 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/%E7%BF%BB%E5%A2%99/ class=md-nav__link> 翻墙 </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/Vim/ class=md-nav__link> Vim </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/Git/ class=md-nav__link> Git </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/GitHub/ class=md-nav__link> GitHub </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/GNU_Make/ class=md-nav__link> GNU Make </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/CMake/ class=md-nav__link> CMake </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/LaTeX/ class=md-nav__link> LaTeX </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/Docker/ class=md-nav__link> Docker </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/tools/ class=md-nav__link> 实用工具箱 </a> </li> <li class=md-nav__item> <a href=../../%E5%BF%85%E5%AD%A6%E5%B7%A5%E5%85%B7/thesis/ class=md-nav__link> 毕业论文 </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=../../%E5%A5%BD%E4%B9%A6%E6%8E%A8%E8%8D%90/ class=md-nav__link> 好书推荐 </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> 数学基础 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=数学基础 data-md-level=1> <label class=md-nav__title for=__nav_5> <span class="md-nav__icon md-icon"></span> 数学基础 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/MITmaths/ class=md-nav__link> MIT18.01/18.02: Calculus </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/MITLA/ class=md-nav__link> MIT18.06: Linear Algebra </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/information/ class=md-nav__link> MIT6.050J: Information theory and Entropy </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_6 type=checkbox id=__nav_6> <label class=md-nav__link for=__nav_6> 数学进阶 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=数学进阶 data-md-level=1> <label class=md-nav__title for=__nav_6> <span class="md-nav__icon md-icon"></span> 数学进阶 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/CS70/ class=md-nav__link> UCB CS70: discrete Math and probability theory </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/CS126/ class=md-nav__link> UCB CS126: probability theory </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/6.042J/ class=md-nav__link> MIT 6.042J: Mathematics for Computer Science </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/numerical/ class=md-nav__link> MIT18.330: Introduction to numerical analysis </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/convex/ class=md-nav__link> Standford EE364A: Convex Optimization </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E5%AD%A6%E8%BF%9B%E9%98%B6/The_Information_Theory_Pattern_Recognition_and_Neural_Networks/ class=md-nav__link> The Information Theory, Patter Recognition, and Neural Networks </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_7 type=checkbox id=__nav_7> <label class=md-nav__link for=__nav_7> 编程入门 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=编程入门 data-md-level=1> <label class=md-nav__title for=__nav_7> <span class="md-nav__icon md-icon"></span> 编程入门 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/MIT-Missing-Semester/ class=md-nav__link> MIT-Missing-Semester </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/CS50/ class=md-nav__link> Harvard CS50: This is CS50x </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/CS61A/ class=md-nav__link> UCB CS61A: Structure and Interpretation of Computer Programs </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/Duke-Coursera-Intro-C/ class=md-nav__link> Duke University: Introductory C Programming Specialization </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/CS106B_CS106X/ class=md-nav__link> Stanford CS106B/X </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/CS106L/ class=md-nav__link> Stanford CS106L: Standard C++ Programming </a> </li> <li class=md-nav__item> <a href=../../%E7%BC%96%E7%A8%8B%E5%85%A5%E9%97%A8/CS110L/ class=md-nav__link> Stanford CS110L: Safety in Systems Programming </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_8 type=checkbox id=__nav_8> <label class=md-nav__link for=__nav_8> 电子基础 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=电子基础 data-md-level=1> <label class=md-nav__title for=__nav_8> <span class="md-nav__icon md-icon"></span> 电子基础 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E7%94%B5%E5%AD%90%E5%9F%BA%E7%A1%80/EE16/ class=md-nav__link> EE16A&B: Designing Information Devices and Systems I&II </a> </li> <li class=md-nav__item> <a href=../../%E7%94%B5%E5%AD%90%E5%9F%BA%E7%A1%80/signal/ class=md-nav__link> UCB EE120 : Signal and Systems </a> </li> <li class=md-nav__item> <a href=../../%E7%94%B5%E5%AD%90%E5%9F%BA%E7%A1%80/Signals_and_Systems_AVO/ class=md-nav__link> MIT 6.007 Signals and Systems </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_9 type=checkbox id=__nav_9> <label class=md-nav__link for=__nav_9> 数据结构与算法 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=数据结构与算法 data-md-level=1> <label class=md-nav__title for=__nav_9> <span class="md-nav__icon md-icon"></span> 数据结构与算法 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E4%B8%8E%E7%AE%97%E6%B3%95/CS61B/ class=md-nav__link> UCB CS61B: Data Structures and Algorithms </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E4%B8%8E%E7%AE%97%E6%B3%95/Algo/ class=md-nav__link> Coursera: Algorithms I & II </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E4%B8%8E%E7%AE%97%E6%B3%95/CS170/ class=md-nav__link> UCB CS170: Efficient Algorithms and Intractable Problems </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_10 type=checkbox id=__nav_10> <label class=md-nav__link for=__nav_10> 软件工程 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=软件工程 data-md-level=1> <label class=md-nav__title for=__nav_10> <span class="md-nav__icon md-icon"></span> 软件工程 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E8%BD%AF%E4%BB%B6%E5%B7%A5%E7%A8%8B/6031/ class=md-nav__link> MIT 6.031: Software Construction </a> </li> <li class=md-nav__item> <a href=../../%E8%BD%AF%E4%BB%B6%E5%B7%A5%E7%A8%8B/CS169/ class=md-nav__link> UCB CS169: software engineering </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_11 type=checkbox id=__nav_11> <label class=md-nav__link for=__nav_11> 体系结构 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=体系结构 data-md-level=1> <label class=md-nav__title for=__nav_11> <span class="md-nav__icon md-icon"></span> 体系结构 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E4%BD%93%E7%B3%BB%E7%BB%93%E6%9E%84/N2T/ class=md-nav__link> Coursera: Nand2Tetris </a> </li> <li class=md-nav__item> <a href=../../%E4%BD%93%E7%B3%BB%E7%BB%93%E6%9E%84/DDCA/ class=md-nav__link> Digital Design and Computer Architecture </a> </li> <li class=md-nav__item> <a href=../../%E4%BD%93%E7%B3%BB%E7%BB%93%E6%9E%84/CS61C/ class=md-nav__link> UCB CS61C: Great Ideas in Computer Architecture </a> </li> <li class=md-nav__item> <a href=../../%E4%BD%93%E7%B3%BB%E7%BB%93%E6%9E%84/CSAPP/ class=md-nav__link> CMU 15-213: CSAPP </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_12 type=checkbox id=__nav_12> <label class=md-nav__link for=__nav_12> 操作系统 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=操作系统 data-md-level=1> <label class=md-nav__title for=__nav_12> <span class="md-nav__icon md-icon"></span> 操作系统 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F/MIT6.S081/ class=md-nav__link> MIT 6.S081: Operating System Engineering </a> </li> <li class=md-nav__item> <a href=../../%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F/CS162/ class=md-nav__link> UCB CS162: Operating System </a> </li> <li class=md-nav__item> <a href=../../%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F/NJUOS/ class=md-nav__link> NJU OS: Operating System Design and Implementation </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_13 type=checkbox id=__nav_13> <label class=md-nav__link for=__nav_13> 并行与分布式系统 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=并行与分布式系统 data-md-level=1> <label class=md-nav__title for=__nav_13> <span class="md-nav__icon md-icon"></span> 并行与分布式系统 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E5%B9%B6%E8%A1%8C%E4%B8%8E%E5%88%86%E5%B8%83%E5%BC%8F%E7%B3%BB%E7%BB%9F/CS149/ class=md-nav__link> CMU 15-418/Stanford CS149: Parallel Computing </a> </li> <li class=md-nav__item> <a href=../../%E5%B9%B6%E8%A1%8C%E4%B8%8E%E5%88%86%E5%B8%83%E5%BC%8F%E7%B3%BB%E7%BB%9F/MIT6.824/ class=md-nav__link> MIT 6.824: Distributed System </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_14 type=checkbox id=__nav_14> <label class=md-nav__link for=__nav_14> 计算机系统安全 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=计算机系统安全 data-md-level=1> <label class=md-nav__title for=__nav_14> <span class="md-nav__icon md-icon"></span> 计算机系统安全 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E7%B3%BB%E7%BB%9F%E5%AE%89%E5%85%A8/CS161/ class=md-nav__link> UCB CS161: Computer Security </a> </li> <li class=md-nav__item> <a href=../../%E7%B3%BB%E7%BB%9F%E5%AE%89%E5%85%A8/MIT6.858/ class=md-nav__link> MIT 6.858: Computer System Security </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_15 type=checkbox id=__nav_15> <label class=md-nav__link for=__nav_15> 计算机网络 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=计算机网络 data-md-level=1> <label class=md-nav__title for=__nav_15> <span class="md-nav__icon md-icon"></span> 计算机网络 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E7%BD%91%E7%BB%9C/topdown/ class=md-nav__link> Computer Networking: A Top-Down Approach </a> </li> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E7%BD%91%E7%BB%9C/CS144/ class=md-nav__link> Stanford CS144: Computer Network </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_16 type=checkbox id=__nav_16> <label class=md-nav__link for=__nav_16> 数据库系统 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=数据库系统 data-md-level=1> <label class=md-nav__title for=__nav_16> <span class="md-nav__icon md-icon"></span> 数据库系统 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E5%BA%93%E7%B3%BB%E7%BB%9F/CS186/ class=md-nav__link> UCB CS186: Introduction to Database System </a> </li> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E5%BA%93%E7%B3%BB%E7%BB%9F/15445/ class=md-nav__link> CMU 15-445: Database Systems </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_17 type=checkbox id=__nav_17> <label class=md-nav__link for=__nav_17> 编译原理 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=编译原理 data-md-level=1> <label class=md-nav__title for=__nav_17> <span class="md-nav__icon md-icon"></span> 编译原理 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E7%BC%96%E8%AF%91%E5%8E%9F%E7%90%86/CS143/ class=md-nav__link> Stanford CS143: Compilers </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_18 type=checkbox id=__nav_18> <label class=md-nav__link for=__nav_18> 计算机图形学 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=计算机图形学 data-md-level=1> <label class=md-nav__title for=__nav_18> <span class="md-nav__icon md-icon"></span> 计算机图形学 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E5%9B%BE%E5%BD%A2%E5%AD%A6/GAMES101/ class=md-nav__link> GAMES101 </a> </li> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E5%9B%BE%E5%BD%A2%E5%AD%A6/GAMES202/ class=md-nav__link> GAMES202 </a> </li> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E5%9B%BE%E5%BD%A2%E5%AD%A6/GAMES103/ class=md-nav__link> GAMES103 </a> </li> <li class=md-nav__item> <a href=../../%E8%AE%A1%E7%AE%97%E6%9C%BA%E5%9B%BE%E5%BD%A2%E5%AD%A6/CS148/ class=md-nav__link> Stanford CS148 </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_19 type=checkbox id=__nav_19> <label class=md-nav__link for=__nav_19> Web开发 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=Web开发 data-md-level=1> <label class=md-nav__title for=__nav_19> <span class="md-nav__icon md-icon"></span> Web开发 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../Web%E5%BC%80%E5%8F%91/mitweb/ class=md-nav__link> MIT web development course </a> </li> <li class=md-nav__item> <a href=../../Web%E5%BC%80%E5%8F%91/CS142/ class=md-nav__link> Stanford CS142: Web Applications </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_20 type=checkbox id=__nav_20> <label class=md-nav__link for=__nav_20> 数据科学 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=数据科学 data-md-level=1> <label class=md-nav__title for=__nav_20> <span class="md-nav__icon md-icon"></span> 数据科学 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6/Data100/ class=md-nav__link> UCB Data100: Principles and Techniques of Data Science </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--nested"> <input class="md-nav__toggle md-toggle" data-md-toggle=__nav_21 type=checkbox id=__nav_21 checked> <label class=md-nav__link for=__nav_21> 人工智能 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=人工智能 data-md-level=1> <label class=md-nav__title for=__nav_21> <span class="md-nav__icon md-icon"></span> 人工智能 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../CS50/ class=md-nav__link> Harvard CS50's Introduction to AI with Python </a> </li> <li class=md-nav__item> <a href=../CS188/ class=md-nav__link> UCB CS188: Introduction to Artificial Intelligence </a> </li> <li class="md-nav__item md-nav__item--active"> <input class="md-nav__toggle md-toggle" data-md-toggle=toc type=checkbox id=__toc> <label class="md-nav__link md-nav__link--active" for=__toc> 智能计算系统 <span class="md-nav__icon md-icon"></span> </label> <a href=./ class="md-nav__link md-nav__link--active"> 智能计算系统 </a> <nav class="md-nav md-nav--secondary" aria-label=目录> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> 目录 </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#_2 class=md-nav__link> 课程简介 </a> </li> <li class=md-nav__item> <a href=#_3 class=md-nav__link> 课程资源 </a> </li> <li class=md-nav__item> <a href=#_4 class=md-nav__link> 资源汇总 </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_22 type=checkbox id=__nav_22> <label class=md-nav__link for=__nav_22> 机器学习 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=机器学习 data-md-level=1> <label class=md-nav__title for=__nav_22> <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> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/ML/ class=md-nav__link> Coursera: Machine Learning </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/CS229/ class=md-nav__link> Stanford CS229: Machine Learning </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/CS189/ class=md-nav__link> UCB CS189: Introduction to Machine Learning </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_23 type=checkbox id=__nav_23> <label class=md-nav__link for=__nav_23> 深度学习 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=深度学习 data-md-level=1> <label class=md-nav__title for=__nav_23> <span class="md-nav__icon md-icon"></span> 深度学习 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/CS230/ class=md-nav__link> Coursera: Deep Learning </a> </li> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/LHY/ class=md-nav__link> 国立台湾大学：李宏毅机器学习 </a> </li> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/CS231/ class=md-nav__link> Stanford CS231n: CNN for Visual Recognition </a> </li> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/CS224n/ class=md-nav__link> Stanford CS224n: Natural Language Processing </a> </li> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/CS224w/ class=md-nav__link> Stanford CS224w: Machine Learning with Graphs </a> </li> <li class=md-nav__item> <a href=../../%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/CS285/ class=md-nav__link> UCB CS285: Deep Reinforcement Learning </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_24 type=checkbox id=__nav_24> <label class=md-nav__link for=__nav_24> 机器学习进阶 <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav aria-label=机器学习进阶 data-md-level=1> <label class=md-nav__title for=__nav_24> <span class="md-nav__icon md-icon"></span> 机器学习进阶 </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E8%BF%9B%E9%98%B6/roadmap/ class=md-nav__link> 进阶路线图 </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E8%BF%9B%E9%98%B6/CMU10-708/ class=md-nav__link> CMU 10-708: Probabilistic Graphical Models </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E8%BF%9B%E9%98%B6/STAT8201/ class=md-nav__link> Columbia STAT 8201: Deep Generative Models </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E8%BF%9B%E9%98%B6/STA4273/ class=md-nav__link> U Toronto STA 4273 Winter 2021: Minimizing Expectations </a> </li> <li class=md-nav__item> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E8%BF%9B%E9%98%B6/CS229M/ class=md-nav__link> Stanford STATS214 / CS229M: Machine Learning Theory </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=../../%E5%90%8E%E8%AE%B0/ class=md-nav__link> 后记 </a> </li> </ul> </nav> </div> </div> </div> <div class="md-sidebar md-sidebar--secondary" data-md-component=sidebar data-md-type=toc> <div class=md-sidebar__scrollwrap> <div class=md-sidebar__inner> <nav class="md-nav md-nav--secondary" aria-label=目录> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> 目录 </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#_2 class=md-nav__link> 课程简介 </a> </li> <li class=md-nav__item> <a href=#_3 class=md-nav__link> 课程资源 </a> </li> <li class=md-nav__item> <a href=#_4 class=md-nav__link> 资源汇总 </a> </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/pkuflyingpig/cs-self-learning/edit/master/docs/人工智能/CYJ.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>智能计算系统</h1> <h2 id=_2>课程简介</h2> <ul> <li>所属大学：中国科学院大学</li> <li>先修要求：体系结构，深度学习</li> <li>编程语言：Python, C++, BCL</li> <li>课程难度：🌟🌟🌟</li> <li>预计学时：100 小时+</li> </ul> <p>智能计算系统是智能的核心物质载体，每年全球要制造数以十亿计的智能计算系统（包括智能手机、智能服务器、智能可穿戴设备等），需要大量的智能计算系统的设计者和开发者。智能计算系统人才的培养直接关系到我国智能产业的核心竞争力。因此，对智能计算系统的认识和理解是智能时代计算机类专业学生培养方案中不可或缺的重要组成部分，是计算机类专业学生的核心竞争力。</p> <p>国内的陈云霁老师开的课，在其他若干个大学也都有开对应的课程（比如我们这里）。这门课用一个个实验带大家以一个完整的视野理解人工智能的技术栈。从上层的深度学习框架，到用底层语言编写算子，再到硬件中MLU的设计，让大家形成系统思维，体会自上而下，融会贯通的乐趣。</p> <h2 id=_3>课程资源</h2> <ul> <li>课程网站：<a href=https://novel.ict.ac.cn/aics/ >官网</a></li> <li>课程视频：<a href=https://space.bilibili.com/494117284>bilibili</a></li> <li>课程教材：智能计算系统（陈云霁）</li> <li>课程作业：6 个实验(包括编写卷积算子，为 TensorFlow 添加算子，用 BCL 编写算子并集成到 TensorFlow 中等)(具体内容在官网可以找到)</li> <li>实验手册：<a href=http://forum.cambricon.com/show-8-708-1.html>http://forum.cambricon.com/show-8-708-1.html</a>，实验 2.0 指导手册</li> <li>学习笔记：<a href=https://sanzo.top/categories/AI-Computing-Systems/ >https://sanzo.top/categories/AI-Computing-Systems/</a>，参考实验手册总结的笔记</li> </ul> <h2 id=_4>资源汇总</h2> <p>我在学习这门课中用到的所有资源和作业实现都汇总在 <a href=https://github.com/ysj1173886760/Learning/tree/master/ai-system>ysj1173886760/Learning: ai-system - GitHub</a> 中。</p> <p>我做了其中的 2,3,4,5 这几个实验，其中综合实验和硬件实验没有做，如果有做了的同学欢迎大家补上你的链接</p> <p>个人体会是第三章实现算子的实验让我对深度学习框架的了解加深了很多。第五章的实验BCL语言编写算子如果了解 CUDA 的话会感觉很熟悉。</p> <p>推荐去买一本教材看一看，会让我们理解整体的技术栈。熟悉深度学习的同学可以直接从第五章开始看，看看深度学习框架底层到底是什么样的。</p> <p>我因为这门课的启发，参考一本书（书名在仓库中）写了一个简易的<a href=https://github.com/ysj1173886760/PyToy>深度学习框架</a>。在这个框架里可以看到智能计算系统实验中的一些影子。同时受到 build-your-own-x 系列的启发，我也打算写一下教程，教大家写一个自己的深度学习框架。代码用 Python 写的，代码量较少，适合有一定基础的同学阅读。之后打算添加更多的算子，有望实现一个较为全面的框架，并希望移植到 C++ 中，以兼顾性能与开发效率。</p> <hr> <div class=md-source-date> <small> 最后更新: <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">April 3, 2022</span> </small> </div> <script src=https://giscus.app/client.js data-repo=PKUFlyingPig/cs-self-learning data-repo-id=R_kgDOGP67ng data-category=Announcements data-category-id=DIC_kwDOGP67ns4COM9Q data-mapping=title data-reactions-enabled=1 data-emit-metadata=0 data-input-position=top data-theme=light data-lang=zh-CN data-loading=lazy crossorigin=anonymous async>
</script> </article> </div> </div> <a href=# class="md-top md-icon" 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> Back to top </a> </main> <footer class=md-footer> <nav class="md-footer__inner md-grid" aria-label=Footer> <a href=../CS188/ class="md-footer__link md-footer__link--prev" aria-label="上一页: UCB CS188: Introduction to Artificial Intelligence" rel=prev> <div class="md-footer__button md-icon"> <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> </div> <div class=md-footer__title> <div class=md-ellipsis> <span class=md-footer__direction> 上一页 </span> UCB CS188: Introduction to Artificial Intelligence </div> </div> </a> <a href=../../%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/ML/ class="md-footer__link md-footer__link--next" aria-label="下一页: Coursera: Machine Learning" rel=next> <div class=md-footer__title> <div class=md-ellipsis> <span class=md-footer__direction> 下一页 </span> Coursera: Machine Learning </div> </div> <div class="md-footer__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4z"/></svg> </div> </a> </nav> <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 &copy; 2021-present <a href=https://github.com/PKUFlyingPig target=_blank rel="noopener noreferrer">PKUFlyingPig</a> </div> Made with <a href=https://squidfunk.github.io/mkdocs-material/ target=_blank rel=noopener> Material for MkDocs </a> </div> <div class=md-footer-social> <a href=https://github.com/pkuflyingpig/cs-self-learning/ target=_blank rel=noopener title=github.com class=md-footer-social__link> <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> </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": ["header.autohide", "navigation.tracking", "navigation.top", "search.highlight", "search.share", "search.suggest", "content.code.annotate"], "search": "../../assets/javascripts/workers/search.fcfe8b6d.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.b1047164.min.js></script> </body> </html>
Reference in a new issue View git blame Copy permalink