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</label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../Deep%20Learning/CS224n/ class=md-nav__link> <span class=md-ellipsis> Stanford CS224n: Natural Language Processing </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_12> <label class=md-nav__link for=__nav_12 id=__nav_12_label tabindex=0> <span class=md-ellipsis> Computer Vision </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_12_label aria-expanded=false> <label class=md-nav__title for=__nav_12> <span class="md-nav__icon md-icon"></span> Computer Vision </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../Computer%20Vision/OpenCV/ class=md-nav__link> <span class=md-ellipsis> OpenCV </span> </a> </li> <li class=md-nav__item> <a href=../../Computer%20Vision/EECS-498/ class=md-nav__link> <span class=md-ellipsis> UMich EECS 498-007 / 598-005: Deep Learning for Computer Vision </span> </a> </li> </ul> </nav> </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=#_1 class=md-nav__link> <span class=md-ellipsis> 课程简介 </span> </a> </li> <li class=md-nav__item> <a href=#_2 class=md-nav__link> <span class=md-ellipsis> 课程资源 </span> </a> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <h1 id=cs189-introduction-to-machine-learning>CS189: Introduction to Machine Learning<a class=headerlink href=#cs189-introduction-to-machine-learning title="Permanent link">&para;</a></h1> <h2 id=_1>课程简介<a class=headerlink href=#_1 title="Permanent link">&para;</a></h2> <ul> <li>所属大学：UC Berkeley</li> <li>先修要求：CS188, CS70</li> <li>编程语言：Python</li> <li>课程难度：🌟🌟🌟🌟</li> <li>预计学时：100 小时</li> </ul> <p>这门课我没有系统上过，只是把它的课程 notes 作为工具书查阅。不过从课程网站上来看，它比 CS229 好的是开源了所有 homework 的代码以及 gradescope 的 autograder。同样，这门课讲得相当理论且深入。</p> <h2 id=_2>课程资源<a class=headerlink href=#_2 title="Permanent link">&para;</a></h2> <ul> <li>课程网站：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> <li>课程视频：<a href="https://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE">https://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE</a></li> <li>课程教材：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> <li>课程作业：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> </ul> <aside class=md-source-file> <span class=md-source-file__fact> <span class=md-icon title=最后更新> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">January 22, 2024</span> </span> <span class=md-source-file__fact> <span class=md-icon title=贡献者> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 4a4 4 0 0 1 4 4 4 4 0 0 1-4 4 4 4 0 0 1-4-4 4 4 0 0 1 4-4m0 10c4.42 0 8 1.79 8 4v2H4v-2c0-2.21 3.58-4 8-4Z"/></svg> </span> <nav> <a href=mailto:chinesechenqa@163.com>Kian Chen</a> </nav> </span> </aside> <!-- Insert generated snippet here --> <script src=https://giscus.app/client.js data-repo=PKUFlyingPig/cs-self-learning 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</label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../Deep%20Learning/CS224n/ class=md-nav__link> <span class=md-ellipsis> Stanford CS224n: Natural Language Processing </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_12> <label class=md-nav__link for=__nav_12 id=__nav_12_label tabindex=0> <span class=md-ellipsis> Computer Vision </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_12_label aria-expanded=false> <label class=md-nav__title for=__nav_12> <span class="md-nav__icon md-icon"></span> Computer Vision </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=../../Computer%20Vision/OpenCV/ class=md-nav__link> <span class=md-ellipsis> OpenCV </span> </a> </li> <li class=md-nav__item> <a href=../../Computer%20Vision/EECS-498/ class=md-nav__link> <span class=md-ellipsis> UMich EECS 498-007 / 598-005: Deep Learning for Computer Vision </span> </a> </li> </ul> </nav> </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=#_1 class=md-nav__link> <span class=md-ellipsis> 课程简介 </span> </a> </li> <li class=md-nav__item> <a href=#_2 class=md-nav__link> <span class=md-ellipsis> 课程资源 </span> </a> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <h1 id=cs189-introduction-to-machine-learning>CS189: Introduction to Machine Learning<a class=headerlink href=#cs189-introduction-to-machine-learning title="Permanent link">&para;</a></h1> <h2 id=_1>课程简介<a class=headerlink href=#_1 title="Permanent link">&para;</a></h2> <ul> <li>所属大学：UC Berkeley</li> <li>先修要求：CS188, CS70</li> <li>编程语言：Python</li> <li>课程难度：🌟🌟🌟🌟</li> <li>预计学时：100 小时</li> </ul> <p>这门课我没有系统上过，只是把它的课程 notes 作为工具书查阅。不过从课程网站上来看，它比 CS229 好的是开源了所有 homework 的代码以及 gradescope 的 autograder。同样，这门课讲得相当理论且深入。</p> <h2 id=_2>课程资源<a class=headerlink href=#_2 title="Permanent link">&para;</a></h2> <ul> <li>课程网站：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> <li>课程安排：<a href=https://people.eecs.berkeley.edu/~jrs/189/ >https://people.eecs.berkeley.edu/~jrs/189/</a></li> <li>课程视频：<a href="https://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE">https://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE</a></li> <li>课程教材：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> <li>课程作业：<a href=https://www.eecs189.org/ >https://www.eecs189.org/</a></li> </ul> <aside class=md-source-file> <span class=md-source-file__fact> <span class=md-icon title=最后更新> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">January 28, 2024</span> </span> <span class=md-source-file__fact> <span class=md-icon title=贡献者> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M12 4a4 4 0 0 1 4 4 4 4 0 0 1-4 4 4 4 0 0 1-4-4 4 4 0 0 1 4-4m0 10c4.42 0 8 1.79 8 4v2H4v-2c0-2.21 3.58-4 8-4Z"/></svg> </span> <nav> <a href=mailto:chinesechenqa@163.com>Kian Chen</a> </nav> </span> 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diff --git a/search/search_index.json b/search/search_index.json
index 2fea383..7f78bcb 100755
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+++ b/search/search_index.json
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<li>\u6240\u5c5e\u5927\u5b66\uff1aStanford</li> <li>\u5148\u4fee\u8981\u6c42\uff1a\u4e00\u5b9a\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u57fa\u7840\uff0cCS106L</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aC++</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a100 \u5c0f\u65f6</li> </ul> <p>\u8fd9\u95e8\u8bfe\u7684\u4e3b\u8bb2\u4eba\u4e4b\u4e00\u662f\u7f51\u7edc\u9886\u57df\u7684\u5de8\u64d8 Nick McKeown \u6559\u6388\u3002\u8fd9\u4f4d\u62e5\u6709\u81ea\u5df1\u521b\u4e1a\u516c\u53f8\u7684\u5b66\u754c\u4e1a\u754c\u53cc\u5de8\u4f6c\u4f1a\u5728\u4ed6\u6155\u8bfe\u6bcf\u4e00\u7ae0\u8282\u7684\u6700\u540e\u91c7\u8bbf\u4e00\u4f4d\u4e1a\u754c\u7684\u9ad8\u7ba1\u6216\u8005\u5b66\u754c\u7684\u9ad8\u4eba\uff0c\u975e\u5e38\u5f00\u9614\u773c\u754c\u3002</p> <p>\u5728\u8fd9\u95e8\u8bfe\u7684 Project \u4e2d\uff0c\u4f60\u5c06\u7528 C++ \u5faa\u5e8f\u6e10\u8fdb\u5730\u642d\u5efa\u51fa\u6574\u4e2a TCP/IP 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<li>\u5eb7\u5b87PL's Blog</li> <li>doraemonzzz</li> <li>ViXbob's libsponge</li> <li>\u5403\u7740\u571f\u8c46\u5750\u5730\u94c1\u7684\u535a\u5ba2</li> <li>Smith</li> <li>\u661f\u9065\u89c1</li> <li>EIMadrigal</li> <li>Joey</li> </ul>"},{"location":"Computer%20Vision/EECS-498/","title":"UMich EECS 498-007 / 598-005: Deep Learning for Computer Vision","text":""},{"location":"Computer%20Vision/EECS-498/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aUMich</li> <li>\u5148\u4fee\u8981\u6c42\uff1aPython\u57fa\u7840\uff0c\u77e9\u9635\u8bba(\u719f\u6089\u77e9\u9635\u6c42\u5bfc\u5373\u53ef)\uff0c\u5fae\u79ef\u5206</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aPython</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a60\uff5e80 \u5c0f\u65f6</li> </ul> <p>UMich \u7684 Computer Vision 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Assignment \u4e4b\u95f4\u6d89\u53ca\u5230\u7684\u4e3b\u9898\u90fd\u4e0d\u540c\uff0c\u4f60\u5728\u9012\u8fdb\u5f0f\u7684 Assignment \u4e2d\u4e0d\u4ec5\u53ef\u4ee5\u4eb2\u8eab\u4f53\u4f1a\u5230 CV \u4e3b\u6d41\u6a21\u578b\u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u9886\u7565\u5230\u4e0d\u540c\u7684\u6a21\u578b\u548c\u8bad\u7ec3\u7684\u65b9\u6cd5\u5bf9\u6700\u7ec8\u6548\u679c/\u51c6\u786e\u7387\u7684\u5f71\u54cd\uff0c\u540c\u65f6\u4e5f\u80fd Hands On \u5730\u5b9e\u73b0\u5b83\u4eec\u3002</p> <p>\u5728 A1 \u4e2d\uff0c\u4f60\u4f1a\u5b66\u4e60 Pytorch \u548c Google Colab \u7684\u4f7f\u7528\u3002</p> <p>\u5728 A2 \u4e2d\u4f60\u4f1a\u4eb2\u81ea\u642d\u5efa Linear Classifier \u4ee5\u53ca\u4e00\u4e2a\u4e24\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6700\u540e\u4f60\u6709\u673a\u4f1a\u4eb2\u81ea\u63a5\u89e6 MNIST \u6570\u636e\u96c6\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u8bad\u7ec3\u5e76\u8bc4\u4f30\u4f60\u642d\u5efa\u8d77\u7684\u795e\u7ecf\u7f51\u7edc\u3002</p> <p>\u5728 A3 \u4e2d\uff0c\u4f60\u4f1a\u63a5\u89e6\u5230\u6700\u4e3a\u7ecf\u5178\u7684 Convolutional Neural Network (A.K.A. CNN)\uff0c\u4eb2\u81ea\u611f\u53d7\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u9b45\u529b\u3002</p> <p>\u800c\u5728 A4 \u4e2d\uff0c\u4f60\u5c06\u5b9e\u9645\u89e6\u53ca\u642d\u5efa\u7269\u4f53\u68c0\u6d4b\u6a21\u578b\u7684\u5168\u6d41\u7a0b\uff0c\u540c\u65f6\u8ddf\u968f Handout \u5b9e\u73b0\u4e24\u7bc7\u8bba\u6587\u4e2d\u7684 One-Stage Detector \u548c Two-Stage Detector\u3002</p> <p>\u5230\u4e86 A5\uff0c\u5c31\u662f\u4ece CNN \u5230 RNN \u7684\u65f6\u523b\u4e86\uff0c\u4f60\u5c06\u6709\u673a\u4f1a\u4eb2\u81ea\u642d\u5efa\u8d77\u4e24\u79cd\u4e0d\u540c\u7684\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u6a21\u578b\uff0cRNNs (Vanilla RNN &amp; LSTM) \u548c\u5927\u540d\u9f0e\u9f0e\u7684 Transfomer\u3002</p> <p>\u5728\u6700\u540e\u4e00\u4e2a Assignment\uff08A6\uff09\u4e2d\uff0c\u4f60\u5c06\u6709\u673a\u4f1a\u5b9e\u73b0\u4e24\u79cd\u66f4\u4e3a Fancy \u7684\u6a21\u578b\uff0cVAE \u548c GAN\uff0c\u5e76\u5e94\u7528\u5728 MINST \u6570\u636e\u96c6\u4e0a\u3002\u6700\u540e\uff0c\u4f60\u4f1a\u5b9e\u73b0\u7f51\u7edc\u53ef\u89c6\u5316\u548c\u98ce\u683c\u8fc1\u79fb\u8fd9\u4e24\u4e2a\u975e\u5e38\u9177\u70ab\u7684\u529f\u80fd\u3002</p> <p>\u5728 Assignments \u4e4b\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5\u81ea\u5df1\u5b9e\u73b0\u4e00\u4e2a Mini-Project\uff0c\u4eb2\u81ea\u642d\u5efa\u8d77\u4e00\u4e2a\u5b8c\u6574\u7684\u6df1\u5ea6\u5b66\u4e60 Pipeline\uff0c\u5177\u4f53\u53ef\u4ee5\u53c2\u8003\u8bfe\u7a0b\u4e3b\u9875\u3002</p> <p>\u8bfe\u7a0b\u6240\u6d89\u53ca\u7684\u8d44\u6e90\uff0c\u5982 Lectures/Notes/Assignments \u90fd\u662f\u5f00\u6e90\u7684\uff0c\u7f8e\u4e2d\u4e0d\u8db3\u7684\u662f Autograder \u53ea\u5bf9\u672c\u6821 Enrolled \u7684\u5b66\u751f\u5f00\u653e\uff0c\u4f46\u56e0\u4e3a\u5728\u63d0\u4f9b\u7684 <code>*.ipynb</code>\uff08\u4e5f\u5c31\u662f Handout\uff09 \u4e2d\u5df2\u7ecf\u53ef\u4ee5\u786e\u5b9a\u5b9e\u73b0\u7684\u6b63\u786e\u6027\uff0c\u4ee5\u53ca\u9884\u671f\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u6211\u4e2a\u4eba\u89c9\u5f97 Autograder \u7684\u7f3a\u5931\u6ca1\u6709\u4efb\u4f55\u5f71\u54cd\u3002</p> <p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u95e8\u8bfe\u7684\u4e3b\u8bb2\u6559\u6388 Justin Johnson \u6b63\u662f Fei-Fei Li \u7684\u535a\u58eb\u6bd5\u4e1a\u751f\uff0c\u73b0\u5728\u5728 UMich \u5f53 Assistant Professor\u3002</p> <p>\u800c\u73b0\u5728\u5f00\u6e90\u7684 2017 \u5e74\u7248\u672c\u7684 Stanford CS231N \u7684\u4e3b\u8bb2\u4eba\u5c31\u662f Justin Johnson\u3002</p> <p>\u540c\u65f6\u56e0\u4e3a CS231N \u4e3b\u8981\u662f\u7531 Justin Johnson \u548c Andrej Karpathy \u5efa\u8bbe\u8d77\u6765\u7684\uff0c\u8fd9\u95e8\u8bfe\u4e5f\u6cbf\u7528\u4e86 CS231N \u7684\u4e00\u4e9b\u6750\u6599\uff0c\u6240\u4ee5\u5b66\u8fc7 CS231N \u7684\u540c\u5b66\u53ef\u80fd\u4f1a\u89c9\u5f97\u8fd9\u95e8\u8bfe\u7684\u67d0\u4e9b\u6750\u6599\u6bd4\u8f83\u719f\u6089\u3002</p> <p>\u6700\u540e\uff0c\u6211\u63a8\u8350\u6bcf\u4e00\u4e2a Enroll \u8fd9\u95e8\u8bfe\u7684\u540c\u5b66\u90fd\u53bb\u770b\u4e00\u770b Youtube \u4e0a\u9762\u7684 Lectures\uff0cJustin Johnson \u7684\u8bb2\u8bfe\u65b9\u5f0f\u548c\u5185\u5bb9\u90fd\u975e\u5e38\u6e05\u6670\u548c\u6613\u61c2\uff0c\u662f\u975e\u5e38\u68d2\u7684\u53c2\u8003\u3002</p>"},{"location":"Computer%20Vision/EECS-498/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://web.eecs.umich.edu/~justincj/teaching/eecs498/WI2022/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1a\u4ec5\u6709\u63a8\u8350\u6559\u6750\uff0c\u94fe\u63a5\uff1ahttps://www.deeplearningbook.org/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a\u89c1\u8bfe\u7a0b\u4e3b\u9875\uff0c6 \u4e2a Assignment \u548c\u4e00\u4e2a Mini-Project</li> </ul>"},{"location":"Computer%20Vision/OpenCV/","title":"OpenCV","text":"<p>OpenCV (Open Source Computer Vision) is an open-source library of programming functions mainly aimed at real-time computer vision. It provides a wide range of tools for image processing, video capture and analysis, 3D reconstruction, object detection, and many other applications.</p> <p>OpenCV is written in C/C++ and has bindings for Python, Java, and MATLAB. It is cross-platform and can run on Linux, Windows, and macOS.</p> <p>OpenCV is widely used in academic and industrial research, including in fields such as computer vision, image processing, robotics, and artificial intelligence. It is also used in mobile and embedded devices, including in self-driving cars, drones, and security systems.</p> <p>The OpenCV library is free to use and open-source, and it is available under an open-source license.</p>"},{"location":"Datebase%20Systems/CMU15-445/","title":"CMU 15-445: Database Systems","text":""},{"location":"Datebase%20Systems/CMU15-445/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aCMU</li> <li>\u5148\u4fee\u8981\u6c42\uff1aC++\uff0c\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5\uff0cCMU 15-213 (A.K.A. CS:APP\uff0c\u8fd9\u4e5f\u662f CMU \u5185\u90e8\u5bf9\u6bcf\u5e74 Enroll \u540c\u5b66\u7684\u5148\u4fee\u8981\u6c42)</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aC++</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a100 \u5c0f\u65f6</li> </ul> <p>\u4f5c\u4e3a CMU \u6570\u636e\u5e93\u7684\u5165\u95e8\u8bfe\uff0c\u8fd9\u95e8\u8bfe\u7531\u6570\u636e\u5e93\u9886\u57df\u7684\u5927\u725b Andy Pavlo \u8bb2\u6388\uff08\u201c\u8fd9\u4e2a\u4e16\u754c\u4e0a\u6211\u53ea\u5728\u4e4e\u4e24\u4ef6\u4e8b\uff0c\u4e00\u662f\u6211\u7684\u8001\u5a46\uff0c\u4e8c\u5c31\u662f\u6570\u636e\u5e93\u201d\uff09\u3002</p> <p>\u8fd9\u662f\u4e00\u95e8\u8d28\u91cf\u6781\u9ad8\uff0c\u8d44\u6e90\u6781\u9f50\u5168\u7684 Database \u5165\u95e8\u8bfe\uff0c\u8fd9\u95e8\u8bfe\u7684 Faculty \u548c\u80cc\u540e\u7684 CMU Database Group \u5c06\u8bfe\u7a0b\u5bf9\u5e94\u7684\u57fa\u7840\u8bbe\u65bd (Autograder, Discord) \u548c\u8bfe\u7a0b\u8d44\u6599 (Lectures, Notes, Homework) \u5b8c\u5168\u5f00\u6e90\uff0c\u8ba9\u6bcf\u4e00\u4e2a\u613f\u610f\u5b66\u4e60\u6570\u636e\u5e93\u7684\u540c\u5b66\u90fd\u53ef\u4ee5\u4eab\u53d7\u5230\u51e0\u4e4e\u7b49\u540c\u4e8e CMU \u672c\u6821\u5b66\u751f\u7684\u8bfe\u7a0b\u4f53\u9a8c\u3002</p> <p>\u8fd9\u95e8\u8bfe\u7684\u4eae\u70b9\u5728\u4e8e CMU Database Group \u4e13\u95e8\u4e3a\u6b64\u8bfe\u5f00\u53d1\u4e86\u4e00\u4e2a\u6559\u5b66\u7528\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93 bustub\uff0c\u5e76\u8981\u6c42\u4f60\u5bf9\u8fd9\u4e2a\u6570\u636e\u5e93\u7684\u7ec4\u6210\u90e8\u5206\u8fdb\u884c\u4fee\u6539\uff0c\u5b9e\u73b0\u4e0a\u8ff0\u90e8\u4ef6\u7684\u529f\u80fd\u3002</p> <p>\u5177\u4f53\u6765\u8bf4\uff0c\u5728 15-445 \u4e2d\u4f60\u9700\u8981\u5728\u56db\u4e2a Project \u7684\u63a8\u8fdb\u4e2d\uff0c\u5b9e\u73b0\u4e00\u4e2a\u9762\u5411\u78c1\u76d8\u7684\u4f20\u7edf\u5173\u7cfb\u578b\u6570\u636e\u5e93 Bustub \u4e2d\u7684\u90e8\u5206\u5173\u952e\u7ec4\u4ef6\u3002</p> <p>\u5305\u62ec Buffer Pool Manager (\u5185\u5b58\u7ba1\u7406), B Plus Tree (\u5b58\u50a8\u5f15\u64ce), Query Executors &amp; Query Optimizer (\u7b97\u5b50\u4eec &amp; \u4f18\u5316\u5668), Concurrency Control (\u5e76\u53d1\u63a7\u5236)\uff0c\u5206\u522b\u5bf9\u5e94 <code>Project #1</code> \u5230 <code>Project #4</code>\u3002</p> <p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u540c\u5b66\u4eec\u5728\u5b9e\u73b0\u7684\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u901a\u8fc7 <code>shell.cpp</code> \u7f16\u8bd1\u51fa <code>bustub-shell</code> \u6765\u5b9e\u65f6\u5730\u89c2\u6d4b\u81ea\u5df1\u5b9e\u73b0\u90e8\u4ef6\u7684\u6b63\u786e\u4e0e\u5426\uff0c\u6b63\u53cd\u9988\u975e\u5e38\u8db3\u3002</p> <p>\u6b64\u5916 bustub \u4f5c\u4e3a\u4e00\u4e2a C++ \u7f16\u5199\u7684\u4e2d\u5c0f\u578b\u9879\u76ee\u6db5\u76d6\u4e86\u7a0b\u5e8f\u6784\u5efa\u3001\u4ee3\u7801\u89c4\u8303\u3001\u5355\u5143\u6d4b\u8bd5\u7b49\u4f17\u591a\u8981\u6c42\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u4f18\u79c0\u7684\u5f00\u6e90\u9879\u76ee\u5b66\u4e60\u3002</p>"},{"location":"Datebase%20Systems/CMU15-445/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1aFall 2019, Fall 2020, Fall 2021, Fall 2022, Spring 2023, Fall 2023, Spring 2024</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1a\u8bfe\u7a0b\u7f51\u7ad9\u514d\u8d39\u89c2\u770b, Fall 2023 \u7684 Youtube \u5168\u5f00\u6e90 Lectures</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1aDatabase System Concepts</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a5 \u4e2a Project \u548c 5 \u4e2a Homework</li> </ul> <p>\u5728 Fall 2019 \u4e2d\uff0c<code>Project #2</code> \u662f\u505a\u54c8\u5e0c\u7d22\u5f15\uff0c<code>Project #4</code> \u662f\u505a\u65e5\u5fd7\u4e0e\u6062\u590d\u3002</p> <p>\u5728 Fall 2020 \u4e2d\uff0c<code>Project #2</code> \u662f\u505a B \u6811\uff0c<code>Project #4</code> \u662f\u505a\u5e76\u53d1\u63a7\u5236\u3002</p> <p>\u5728 Fall 2021 \u4e2d\uff0c<code>Project #1</code> \u662f\u505a\u7f13\u5b58\u6c60\u7ba1\u7406\uff0c<code>Project #2</code> \u662f\u505a\u54c8\u5e0c\u7d22\u5f15\uff0c<code>Project #4</code> \u662f\u505a\u5e76\u53d1\u63a7\u5236\u3002</p> <p>\u5728 Fall 2022 \u4e2d\uff0c\u4e0e Fall 2021 \u76f8\u6bd4\u53ea\u6709\u54c8\u5e0c\u7d22\u5f15\u6362\u6210\u4e86 B+ \u6811\u7d22\u5f15\uff0c\u5176\u4f59\u90fd\u4e00\u6837\u3002</p> <p>\u5728 Spring 2023 \u4e2d\uff0c\u5927\u4f53\u5185\u5bb9\u548c Fall 2022 \u4e00\u6837\uff08\u7f13\u5b58\u6c60\uff0cB+ \u6811\u7d22\u5f15\uff0c\u7b97\u5b50\uff0c\u5e76\u53d1\u63a7\u5236\uff09\uff0c\u53ea\u4e0d\u8fc7 <code>Project #0</code> \u6362\u6210\u4e86 <code>Copy-On-Write Trie</code>\uff0c\u540c\u65f6\u589e\u52a0\u4e86\u5f88\u597d\u73a9\u7684\u6ce8\u518c\u5927\u5c0f\u5199\u51fd\u6570\u7684 Task\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u7f16\u8bd1\u51fa\u7684 <code>bustub-shell</code> \u4e2d\u770b\u5230\u81ea\u5df1\u5199\u7684\u51fd\u6570\u7684\u5b9e\u9645\u6548\u679c\uff0c\u975e\u5e38\u6709\u6210\u5c31\u611f\u3002</p> <p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u5728 bustub \u5728 2020 \u5e74\u4ee5\u524d\u7684 version \u90fd\u5df2\u7ecf\u505c\u6b62\u7ef4\u62a4\u3002</p> <p>Fall 2019 \u7684\u6700\u540e\u4e00\u4e2a <code>Logging &amp; Recovery</code> \u7684 Project \u5df2\u7ecf broken \u4e86\uff08\u572819\u5e74\u7684 <code>git head</code> \u4e0a\u4e5f\u8bb8\u8fd8\u53ef\u4ee5\u8dd1\uff0c\u4f46\u5c3d\u7ba1\u5982\u6b64 Gradescope \u5e94\u8be5\u4e5f\u6ca1\u6709\u63d0\u4f9b\u516c\u5171\u7684\u7248\u672c\uff0c\u6240\u4ee5\u5e76\u4e0d\u63a8\u8350\u5927\u5bb6\u53bb\u505a\uff0c\u53ea\u770b\u770b\u4ee3\u7801\u548c Handout \u5c31\u53ef\u4ee5\u4e86\uff09\u3002</p> <p>\u6216\u8bb8\u5728 Fall 2023 \u7684\u7248\u672c Recovery \u76f8\u5173\u7684\u529f\u80fd\u4f1a\u88ab\u4fee\u590d\uff0c\u5c4a\u65f6\u4e5f\u53ef\u80fd\u6709\u5168\u65b0\u7684 <code>Recovery Project</code>\uff0c\u8ba9\u6211\u4eec\u8bd5\u76ee\u4ee5\u5f85\u5427\ud83e\udd2a</p> <p>\u5982\u679c\u5927\u5bb6\u6709\u7cbe\u529b\u7684\u8bdd\u53ef\u4ee5\u90fd\u53bb\u5c1d\u8bd5\u4e00\u4e0b\uff0c\u6216\u8005\u5728\u5bf9\u4e66\u4e2d\u5185\u5bb9\u7406\u89e3\u4e0d\u662f\u5f88\u900f\u5f7b\u7684\u65f6\u5019\uff0c\u5c1d\u8bd5\u505a\u4e00\u505a\u5bf9\u5e94\u7684 Project \u4f1a\u52a0\u6df1\u4f60\u7684\u7406\u89e3\uff08\u4e2a\u4eba\u5efa\u8bae\u8fd8\u662f\u8981\u5168\u90e8\u505a\u5b8c\uff0c\u76f8\u4fe1\u4e00\u5b9a\u5bf9\u4f60\u6709\u5e2e\u52a9\uff09\u3002</p> <p>\u6b64\u5916\uff0cCMU\u6570\u636e\u5e93\u56e2\u961f\u8fd8\u6709\u4e00\u4e2aDB with ML\u7684\u516c\u5f00\u8bb2\u5ea7\u7cfb\u5217\uff1aML\u21c4DB Seminar Series</p>"},{"location":"Datebase%20Systems/CMU15-445/#_3","title":"\u8d44\u6e90\u6c47\u603b","text":"<p>\u975e\u5b98\u65b9\u7684 Discord 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It is known for its speed and reliability, and it is often used in industry for building large-scale software systems.</p>"},{"location":"Functional%20Programming/Haskell/#resources","title":"Resources","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://haskell.mooc.fi/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1ahttps://github.com/moocfi/haskell-mooc</li> <li>\u793e\u533a\uff1ahttps://t.me/haskell_mooc_fi</li> </ul>"},{"location":"Functional%20Programming/Lean4/","title":"Lean4","text":"<p>Lean4 is a programming language developed by Microsoft Research. It is a functional programming language that is based on theorem proving and dependent type theory. It is designed to be easy to use and easy to understand. It is also designed to be efficient and scalable.</p>"},{"location":"Functional%20Programming/Lean4/#resources","title":"Resources","text":"<ul> <li>Lean4 Documentation</li> <li>Lean4 Tutorial</li> <li>Lean4 Book</li> <li>Lean4 Docs</li> </ul>"},{"location":"LLM%20Development/LangChain/","title":"LangChain","text":"<p>LangChain is a project that aims to create a language-agnostic, open-source, and community-driven framework for language learning.</p> <p>The framework will be designed to be modular and extensible, allowing for easy integration of new languages and features. The framework will also be designed to be user-friendly and accessible, with clear documentation and tutorials.</p> <p>The LangChain framework will be open-source and available for anyone to use and contribute to. The project will be developed in the open, with all code and documentation available for anyone to view and use.</p> <p>The LangChain framework will be designed to be language-agnostic, meaning that it will be able to support any language that has a written alphabet. This will allow for easy integration of new languages and features, as well as the ability to create language-specific tools and resources.</p> <p>The LangChain framework will be community-driven, meaning that it will be open to anyone who wants to contribute to the project. Anyone can submit new languages, features, or tools, and the LangChain team will review and approve them. This will allow for a collaborative and diverse community to develop and improve the framework.</p> <p>The LangChain framework will be designed to be scalable, meaning that it will be able to handle large amounts of data and users. The framework will be designed to be efficient and scalable, with features such as caching and optimization in mind. The LangChain team will work to ensure that the framework is optimized for performance and scalability, and that it can handle large amounts of data and users.</p> <p>The LangChain framework will be designed to be accessible, meaning that it will be designed to be easy to use and understand. The framework will be designed to be user-friendly and intuitive, with clear documentation and tutorials. The LangChain team will work to ensure that the framework is easy to use and understand, and that it is accessible to all users.</p> <p>The LangChain framework will be designed to be secure, meaning that it will be designed to protect user data and prevent unauthorized access. The framework will be designed to be secure and safe, with features such as encryption and authentication in mind. The LangChain team will work to ensure that the framework is secure and safe, and that it protects user data and prevents unauthorized access.</p> <p>The LangChain framework will be designed to be inclusive, meaning that it will be designed to be accessible to people with disabilities. The framework will be designed to be accessible and inclusive, with features such as high contrast and easy-to-read fonts in mind. The LangChain team will work to ensure that the framework is accessible and inclusive, and that it is designed to be used by people with disabilities.</p>"},{"location":"LLM%20Development/Llama2/","title":"Llama2","text":""},{"location":"LLM%20Development/Llama2/#localizing-llama2","title":"Localizing Llama2","text":"<p>\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u8d44\u6599\u4ee5\u90e8\u7f72Llama2\uff1a</p> <ul> <li>LLM\u63a2\u7d22\uff1a\u73af\u5883\u642d\u5efa\u4e0e\u6a21\u578b\u672c\u5730\u90e8\u7f72</li> <li>\u672c\u5730\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b\u7684\u5b8c\u6574\u6559\u7a0b\uff1aLangChain + Streamlit+ Llama</li> </ul>"},{"location":"LLM%20Development/Llama2/#introduction","title":"Introduction","text":"<p>Llama2 is a new generation of Llama, a high-performance, low-latency, and scalable messaging system. Llama2 is designed to be a drop-in replacement for Llama, and provides a better performance, scalability, and reliability. Llama2 is also designed to be more flexible and extensible, allowing for new features and functionality to be added as needed.</p> <p>Llama2 is built on top of the Apache Kafka messaging system, which is widely used in the industry for high-throughput, low-latency messaging. Llama2 is designed to be compatible with Kafka, and can be used as a drop-in replacement for Llama. Llama2 also provides a rich set of features and functionality that are not available in Llama, such as message routing, message filtering, and message transformation.</p> <p>Llama2 is designed to be easy to use and deploy, and can be deployed on-premises or in the cloud. Llama2 is also designed to be highly available and fault-tolerant, and can handle a wide range of workloads and use cases.</p>"},{"location":"LLM%20Development/Llama2/#deploy","title":"Deploy","text":"<p>To deploy Llama2, follow the steps below:</p> <ol> <li>Install Llama2 on your server or cluster.</li> <li>Configure Llama2 to connect to your Kafka cluster.</li> <li>Start sending and receiving messages using Llama2.</li> </ol>"},{"location":"LLM%20Development/Llama2/#features","title":"Features","text":"<p>Llama2 provides a rich set of features and functionality that are not available in Llama. Some of the key features of Llama2 are:</p> <ol> <li>Message routing: Llama2 allows you to route messages to different topics based on certain criteria, such as message content or metadata.</li> <li>Message filtering: Llama2 allows you to filter messages based on certain criteria, such as message content or metadata.</li> <li>Message transformation: Llama2 allows you to transform messages into a different format, such as JSON or XML.</li> <li>Message delivery guarantee: Llama2 provides a delivery guarantee that ensures that messages are delivered at least once, exactly once, or at most once.</li> <li>Message replay: Llama2 allows you to replay messages that have been consumed before.</li> <li>Message retention: Llama2 allows you to set a retention policy for messages, which determines how long messages are kept in the system.</li> <li>Message compression: Llama2 allows you to compress messages to reduce the amount of data that needs to be stored and transmitted.</li> <li>Message ordering: Llama2 ensures that messages are delivered in the order they are sent.</li> <li>Message replay: Llama2 allows you to replay messages that have been consumed before.</li> <li>Message batching: Llama2 allows you to batch messages together and send them in a single request.</li> <li>Message re-partitioning: Llama2 allows you to re-partition messages to different topics based on certain criteria, such as message content or metadata.</li> <li>Message re-ordering: Llama2 allows you to re-order messages based on certain criteria, such as message content or metadata.</li> <li>Message de-duplication: Llama2 allows you to de-duplicate messages based on certain criteria, such as message content or metadata.</li> <li>Message encryption: Llama2 allows you to encrypt messages using various encryption algorithms, such as AES, RSA, and HMAC.</li> <li>Message authentication: Llama2 allows you to authenticate messages using various authentication mechanisms, such as SSL, SASL, and OAuth.</li> <li>Message compression: Llama2 allows you to compress messages using various compression algorithms, such as Gzip, Snappy, and LZ4.</li> <li>Message indexing: Llama2 allows you to index messages using various indexing techniques, such as Apache Solr, Elasticsearch, and Apache Lucene.</li> <li>Message monitoring: Llama2 provides monitoring capabilities that allow you to track the performance and health of your Llama2 cluster.</li> <li>Message security: Llama2 provides security features that allow you to secure your Llama2 cluster.</li> </ol>"},{"location":"LLM%20Development/Llama2/#conclusion","title":"Conclusion","text":"<p>Llama2 is a new generation of Llama, a high-performance, low-latency, and scalable messaging system. Llama2 is designed to be a drop-in replacement for Llama, and provides a better performance, scalability, and reliability. Llama2 is also designed to be more flexible and extensible, allowing for new features and functionality to be added as needed.</p> <p>Llama2 is built on top of the Apache Kafka messaging system, which is widely used in the industry for high-throughput, low-latency messaging. Llama2 is designed to be compatible with Kafka, and can be used as a drop-in replacement for Llama. Llama2 also provides a rich set of features and functionality that are not available in Llama, such as message routing, message filtering, and message transformation.</p> <p>Llama2 is designed to be easy to use and deploy, and can be deployed on-premises or in the cloud. Llama2 is also designed to be highly available and fault-tolerant, and can handle a wide range of workloads and use cases.</p>"},{"location":"Machine%20Learning/CS189/","title":"CS189: Introduction to Machine Learning","text":""},{"location":"Machine%20Learning/CS189/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aUC Berkeley</li> <li>\u5148\u4fee\u8981\u6c42\uff1aCS188, CS70</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aPython</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a100 \u5c0f\u65f6</li> </ul> <p>\u8fd9\u95e8\u8bfe\u6211\u6ca1\u6709\u7cfb\u7edf\u4e0a\u8fc7\uff0c\u53ea\u662f\u628a\u5b83\u7684\u8bfe\u7a0b notes \u4f5c\u4e3a\u5de5\u5177\u4e66\u67e5\u9605\u3002\u4e0d\u8fc7\u4ece\u8bfe\u7a0b\u7f51\u7ad9\u4e0a\u6765\u770b\uff0c\u5b83\u6bd4 CS229 \u597d\u7684\u662f\u5f00\u6e90\u4e86\u6240\u6709 homework \u7684\u4ee3\u7801\u4ee5\u53ca gradescope \u7684 autograder\u3002\u540c\u6837\uff0c\u8fd9\u95e8\u8bfe\u8bb2\u5f97\u76f8\u5f53\u7406\u8bba\u4e14\u6df1\u5165\u3002</p>"},{"location":"Machine%20Learning/CS189/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://www.eecs189.org/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1ahttps://www.eecs189.org/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1ahttps://www.eecs189.org/</li> </ul>"},{"location":"OOP/C%2B%2B/","title":"C++","text":"<p>\u5728\u672c\u90e8\u5206\uff0c\u4e3b\u8981\u4ecb\u7ecd\u4e00\u4e9bC++\u7684\u65b0\u7279\u6027\u3002</p>"},{"location":"OOP/C%2B%2B/#_1","title":"\u79fb\u52a8\u8bed\u4e49","text":"<p>\u79fb\u52a8\u8bed\u4e49\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u8d44\u6599\uff1a</p> <ul> <li>\u79fb\u52a8\u8bed\u4e49\u4e00\u6587\u5165\u9b42</li> </ul>"},{"location":"OOP/Java/","title":"Java","text":"<p>Java is a class-based, object-oriented programming language that is designed to have as few implementation dependencies as possible. It is a general-purpose programming language intended to let application developers write once, run anywhere (WORA), meaning that compiled Java code can run on all platforms that support Java without the need for recompilation.</p>"},{"location":"Potpourri/Manim/","title":"Manim","text":""},{"location":"Potpourri/Manim/#introduction","title":"Introduction","text":"<p>Manim is a Python library for creating mathematical animations, which is based on the idea of creating mathematical objects and transforming them over time. It is an open-source project and is maintained by the community. It is used to create visualizations, simulations, and animations for a wide range of applications, including computer science, mathematics, physics, and more.</p>"},{"location":"Potpourri/Manim/#installation","title":"Installation","text":"<p>To install Manim, you need to have Python installed on your system. You can download and install Python from the official website. Once you have Python installed, you can install Manim using the following command:</p> <pre><code>pip install manim\n</code></pre> <p>This will install Manim and all its dependencies.</p>"},{"location":"Potpourri/Manim/#creating-animations","title":"Creating Animations","text":"<p>To create an animation, you need to create a Python file and use the <code>Scene</code> class from Manim. Here is an example:</p> <pre><code>from manim import *\n\nclass SquareToCircle(Scene):\n    def construct(self):\n        square = Square()\n        circle = Circle()\n        self.play(Transform(square, circle))\n</code></pre> <ol> <li>The <code>Scene</code> class is imported from Manim.</li> <li>A new class called <code>SquareToCircle</code> is created which inherits from the <code>Scene</code> class.</li> <li>The <code>construct</code> method is defined which is the entry point for the animation.</li> <li>Two objects, a square and a circle, are created.</li> <li>The <code>Transform</code> animation is played, which transforms the square into the circle.</li> </ol>"},{"location":"Potpourri/Manim/#running-animations","title":"Running Animations","text":"<p>To run the animation, you need to save the Python file and run it using the following command:</p> <pre><code>manim example.py SquareToCircle\n</code></pre> <p>This will run the animation and save the output as a video file. You can specify the resolution, frame rate, and other options using the command line arguments.    </p>"},{"location":"Potpourri/Manim/#resources","title":"Resources","text":"<ul> <li>Manim Website</li> <li>Manim Documentation</li> <li>Manim GitHub Repository</li> </ul>"},{"location":"Potpourri/SocketIO/","title":"Socket.IO","text":"<p>Socket.IO is a real-time communication framework that enables real-time bidirectional communication between the client and the server. It uses WebSockets as a transport layer and provides a simple API for real-time communication. Socket.IO is a JavaScript library that runs in the browser and enables real-time communication between the client and the server.</p>"},{"location":"Potpourri/SocketIO/#resources","title":"Resources","text":"<ul> <li>Socket.IO Documentation</li> <li>Socket.IO Client-Side Library</li> <li>Socket.IO Server-Side Library</li> <li>Flask-SocketIO Documentation</li> </ul>"},{"location":"Potpourri/SocketIO/#socketio-in-python","title":"Socket.IO in Python","text":"<p>Socket.IO can be used in Python using the <code>python-socketio</code> library. The library provides a client-side and a server-side implementation. The client-side implementation is used to connect to the server and send and receive messages. The server-side implementation is used to handle incoming connections and send messages to the clients.</p> <p>Here's an example of how to use Socket.IO in Python:</p> <pre><code>import socketio\n\nsio = socketio.Client()\n\n@sio.event\ndef connect():\n    print('connection established')\n\n\n@sio.event\ndef message(data):\n    print('message received with ', data)\n    sio.emit('response', {'response': 'my response'})\n\n\n@sio.event\ndef disconnect():\n    print('disconnected from server')\n\n\nsio.connect('http://localhost:5000')\n</code></pre> <ol> <li>First, we import the <code>socketio</code> library.</li> <li>We create a <code>socketio.Client</code> object.</li> <li>We define three event handlers: <code>connect</code>, <code>message</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that the connection has been established.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> method.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that the connection has been lost.</li> <li>We connect to the server using the <code>connect</code> method and pass the URL of the server as an argument.</li> </ol> <p>Note that the <code>emit</code> method is used to send a message to the server. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>The server-side implementation is a bit more complex, but it can be done using the <code>flask-socketio</code> library. Here's an example of how to use Socket.IO in Python with Flask:</p> <pre><code>from flask import Flask, render_template\nfrom flask_socketio import SocketIO, emit\n\napp = Flask(__name__)\napp.config['SECRET_KEY'] ='secret!'\nsocketio = SocketIO(app)\n\n@app.route('/')\ndef index():\n    return render_template('index.html')\n\n@socketio.on('connect')\ndef connect():\n    print('connected')\n\n@socketio.on('message')\ndef message(data):\n    print('message received with ', data)\n    emit('response', {'response': 'my response'})\n\n@socketio.on('disconnect')\ndef disconnect():\n    print('disconnected')\n\n\nif __name__ == '__main__':\n    socketio.run(app, debug=True)\n</code></pre> <ol> <li>First, we import the <code>Flask</code>, <code>render_template</code>, <code>SocketIO</code>, and <code>emit</code> functions from the <code>flask</code>, <code>flask_socketio</code>, and <code>socketio</code> libraries, respectively.</li> <li>We create a <code>Flask</code> app object and set the <code>SECRET_KEY</code> configuration variable.</li> <li>We create a <code>SocketIO</code> object and pass the <code>app</code> object as an argument.</li> <li>We define three event handlers: <code>connect</code>, <code>message</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that a client has connected.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> function.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that a client has disconnected.</li> <li>We run the app using the <code>run</code> method and pass the <code>app</code> object as an argument.</li> </ol> <p>In this example, we use the <code>emit</code> function to send a message to the client with the <code>response</code> event name. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>Note that the <code>emit</code> function is used to send a message to the client. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>The client-side implementation is a bit more complex, but it can be done using the <code>socket.io-client</code> library. Here's an example of how to use Socket.IO in Python with a JavaScript client:</p> <pre><code>&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n  &lt;meta charset=\"UTF-8\"&gt;\n  &lt;title&gt;Socket.IO Example&lt;/title&gt;\n  &lt;script src=\"https://cdnjs.cloudflare.com/ajax/libs/socket.io/2.3.0/socket.io.js\"&gt;&lt;/script&gt;\n&lt;/head&gt;\n&lt;body&gt;\n  &lt;h1&gt;Socket.IO Example&lt;/h1&gt;\n  &lt;p id=\"message\"&gt;&lt;/p&gt;\n  &lt;script&gt;\n    const socket = io();\n\n    socket.on('connect', () =&gt; {\n      console.log('connected');\n      socket.emit('message', 'Hello, server!');\n    });\n\n    socket.on('response', (data) =&gt; {\n      console.log('response received with ', data);\n      document.getElementById('message').innerHTML = data.response;\n    });\n\n    socket.on('disconnect', () =&gt; {\n      console.log('disconnected');\n    });\n  &lt;/script&gt;\n&lt;/body&gt;\n&lt;/html&gt;\n</code></pre> <ol> <li>First, we import the <code>socket.io-client</code> library.</li> <li>We create a <code>socket</code> object and pass the URL of the server as an argument.</li> <li>We define three event handlers: <code>connect</code>, <code>response</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that the connection has been established.</li> <li>In the <code>response</code> event handler, we print the received message and update the <code>message</code> element with the response.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that the connection has been lost.</li> </ol> <p>Note that the <code>emit</code> method is used to send a message to the server. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a message to the server with the <code>message</code> event name.</p> <p>The server-side implementation is a bit more complex, but it can be done using the <code>socket.io</code> library. Here's an example of how to use Socket.IO in Python with a JavaScript server:</p> <pre><code>const express = require('express');\nconst app = express();\nconst http = require('http');\nconst server = http.createServer(app);\nconst { Server } = require('socket.io');\n\nconst io = new Server(server, {\n  cors: {\n    origin: '*',\n  },\n});\n\nio.on('connection', (socket) =&gt; {\n  console.log('a user connected');\n\n  socket.on('message', (data) =&gt; {\n    console.log('message received with ', data);\n    socket.emit('response', { response: 'my response' });\n  });\n\n  socket.on('disconnect', () =&gt; {\n    console.log('user disconnected');\n  });\n});\n\nserver.listen(3000, () =&gt; {\n  console.log('listening on *:3000');\n});\n</code></pre> <ol> <li>First, we import the <code>express</code>, <code>http</code>, and <code>socket.io</code> libraries.</li> <li>We create an <code>app</code> object and a <code>server</code> object using the <code>http</code> library.</li> <li>We create a <code>socket.io</code> object and pass the <code>server</code> object as an argument.</li> <li>We define an event handler for the <code>connection</code> event.</li> <li>In the <code>connection</code> event handler, we print a message to indicate that a client has connected.</li> <li>We define an event handler for the <code>message</code> event.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> method.</li> <li>We define an event handler for the <code>disconnect</code> event.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that a client has disconnected.</li> <li>We start the server using the <code>listen</code> method and pass the port number as an argument.</li> <li>We print a message to indicate that the server is listening on the specified port.</li> </ol> <p>In this example, we use the <code>emit</code> method to send a message to the client with the <code>response</code> event name. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>Note that the <code>cors</code> option is used to allow cross-origin requests. This is necessary for Socket.IO to work between the client and the server.  </p> <p>Overall, Socket.IO is a powerful tool for real-time communication between the client and the server. It provides a simple API for real-time communication and is easy to use in Python and JavaScript.</p>"},{"location":"Useful%20Tools/CMake/","title":"CMake","text":"<p>CMake is a cross-platform build system generator. It is used to build, test, and package software. It is widely used in the open-source community and is used in many popular projects such as OpenCV, VTK, and ITK.</p>"},{"location":"Useful%20Tools/CMake/#installing-cmake","title":"Installing CMake","text":"<p>To install CMake, you can download the installer from the official website: https://cmake.org/download/.</p>"},{"location":"Useful%20Tools/CMake/#using-cmake","title":"Using CMake","text":"<p>To use CMake, you need to create a <code>CMakeLists.txt</code> file in the root directory of your project. This file contains all the instructions for building your project.</p> <p>Here is a basic example of a <code>CMakeLists.txt</code> file:</p> <pre><code>cmake_minimum_required(VERSION 3.10)\n\nproject(MyProject)\n\nset(CMAKE_CXX_STANDARD 11)\n\nadd_executable(MyProject main.cpp)\n</code></pre> <p>In this example, we set the minimum required version of CMake to 3.10, set the project name to \"MyProject\", set the C++ standard to 11, and add an executable target called \"MyProject\" that compiles the \"main.cpp\" file.</p> <p>To build the project, you can run the following command in the terminal:</p> <pre><code>cmake .\n</code></pre> <p>This will generate the necessary build files for your project in a directory called \"build\". You can then run the build process by running:</p> <pre><code>cmake --build .\n</code></pre> <p>This will build the project and create an executable file in the \"build\" directory. You can then run the executable to run your program.</p>"},{"location":"Useful%20Tools/CMake/#resources","title":"Resources","text":"<ul> <li>CMake Homepage</li> <li>CMake \u5b98\u65b9 Tutorial</li> <li>CMake Documentation</li> <li>CMake Tutorial</li> <li>CMake Examples</li> <li>CMake Cheat Sheet</li> <li>CMake FAQ</li> <li>CMake Best Practices</li> <li>\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66 IPADS \u7ec4\u65b0\u4eba\u57f9\u8bad</li> </ul>"},{"location":"Useful%20Tools/Docker/","title":"Docker","text":""},{"location":"Useful%20Tools/Docker/#docker_1","title":"Docker\u5b66\u4e60\u8d44\u6599","text":"<p>Docker \u5b98\u65b9\u6587\u6863\u5f53\u7136\u662f\u6700\u597d\u7684\u521d\u5b66\u6559\u6750\uff0c\u4f46\u6700\u597d\u7684\u5bfc\u5e08\u4e00\u5b9a\u662f\u4f60\u81ea\u5df1\u2014\u2014\u5c1d\u8bd5\u53bb\u4f7f\u7528 Docker \u624d\u80fd\u4eab\u53d7\u5b83\u5e26\u6765\u7684\u4fbf\u5229\u3002Docker \u5728\u5de5\u4e1a\u754c\u53d1\u5c55\u8fc5\u731b\u5e76\u5df2\u7ecf\u975e\u5e38\u6210\u719f\uff0c\u4f60\u53ef\u4ee5\u4e0b\u8f7d\u5b83\u7684\u684c\u9762\u7aef\u5e76\u4f7f\u7528\u56fe\u5f62\u754c\u9762\u3002</p> <p>\u5f53\u7136\uff0c\u5982\u679c\u4f60\u50cf\u6211\u4e00\u6837\uff0c\u662f\u4e00\u4e2a\u75af\u72c2\u7684\u9020\u8f6e\u5b50\u7231\u597d\u8005\uff0c\u90a3\u4e0d\u59a8\u81ea\u5df1\u4eb2\u624b\u5199\u4e00\u4e2a\u8ff7\u4f60 Docker \u6765\u52a0\u6df1\u7406\u89e3\u3002</p> <p>KodeKloud Docker for the Absolute Beginner \u5168\u9762\u7684\u4ecb\u7ecd\u4e86 Docker \u7684\u57fa\u7840\u529f\u80fd\uff0c\u5e76\u4e14\u6709\u5927\u91cf\u7684\u914d\u5957\u7ec3\u4e60\uff0c\u540c\u65f6\u63d0\u4f9b\u514d\u8d39\u7684\u4e91\u73af\u5883\u6765\u5b8c\u6210\u7ec3\u4e60\u3002\u5176\u4f59\u7684\u4e91\u76f8\u5173\u7684\u8bfe\u7a0b\u5982 Kubernetes \u9700\u8981\u4ed8\u8d39\uff0c\u4f46\u4e2a\u4eba\u5f3a\u70c8\u63a8\u8350\uff1a\u8bb2\u89e3\u975e\u5e38\u4ed4\u7ec6\uff0c\u9002\u5408\u4ece 0 \u5f00\u59cb\u7684\u65b0\u624b\uff1b\u6709\u914d\u5957\u7684 Kubernetes \u7684\u5b9e\u9a8c\u73af\u5883\uff0c\u4e0d\u7528\u88ab\u642d\u5efa\u73af\u5883\u529d\u9000\u3002</p>"},{"location":"Useful%20Tools/GDB/","title":"GNU Debuger","text":""},{"location":"Useful%20Tools/GDB/#1-introduction","title":"1. Introduction","text":"<p>GNU Debuger (GDB) is a powerful command-line debugger that is used to debug and analyze programs. It is a powerful tool for developers and system administrators to debug and optimize their code. GDB provides a powerful set of commands and features that allow developers to debug their code in a variety of ways.</p> <p>In this article, we will learn how to use GDB to debug and optimize our code. We will also learn how to use GDB commands to analyze and optimize our code.</p>"},{"location":"Useful%20Tools/GDB/#2-installing-gdb","title":"2. Installing GDB","text":"<p>GDB is included in most Linux distributions and can be installed using the package manager. For example, on Ubuntu, you can install GDB using the following command:</p> <pre><code>sudo apt-get install gdb\n</code></pre> <p>On Windows, you can download the GDB executable from the official website and add it to your PATH environment variable.</p> <p>Once GDB is installed, you can start it by typing <code>gdb</code> in the terminal. You should see the GDB prompt:</p> <pre><code>(gdb)\n</code></pre> <p>This is the GDB command prompt. You can type GDB commands and execute them to debug and optimize your code.</p>"},{"location":"Useful%20Tools/GDB/#3-debugging-a-program","title":"3. Debugging a Program","text":"<p>To debug a program using GDB, you need to first compile the program with debugging symbols. You can do this by adding the <code>-g</code> flag to the compiler command. For example, if you are using the <code>g++</code> compiler, you can compile your program with the following command:</p> <pre><code>g++ -g myprogram.cpp -o myprogram\n</code></pre> <p>Once the program is compiled, you can run it using GDB by typing the following command:</p> <pre><code>gdb myprogram\n</code></pre> <p>This will start GDB and load the program. You can then set breakpoints in your code using the <code>break</code> command. For example, to set a breakpoint at line 10 of your program, you can type:</p> <pre><code>break 10\n</code></pre> <p>You can then run the program using the <code>run</code> command:</p> <pre><code>run\n</code></pre> <p>This will start the program and stop at the breakpoint. You can then use GDB commands to analyze the program state and debug the program.</p> <p>For example, you can use the <code>print</code> command to print the value of a variable:</p> <pre><code>print myVariable\n</code></pre> <p>You can also use the <code>step</code> command to execute the next line of code:</p> <pre><code>step\n</code></pre> <p>This will execute the next line of code and stop at the next breakpoint. You can use the <code>continue</code> command to continue running the program until the next breakpoint:</p> <pre><code>continue\n</code></pre> <p>You can use the <code>backtrace</code> command to view the call stack:</p> <pre><code>backtrace\n</code></pre> <p>This will show you the current function call stack. You can use the <code>info</code> command to view information about variables, threads, and breakpoints.</p> <p>Once you are done debugging, you can exit GDB using the <code>quit</code> command.</p>"},{"location":"Useful%20Tools/GDB/#4-optimizing-a-program","title":"4. Optimizing a Program","text":"<p>GDB can also be used to optimize a program. You can use GDB commands to analyze the program and identify areas that can be optimized. For example, you can use the <code>time</code> command to measure the execution time of a function:</p> <pre><code>time myFunction\n</code></pre> <p>You can then use the <code>profile</code> command to identify areas that are taking the most time:</p> <pre><code>profile\n</code></pre> <p>This will show you the top 10 functions that are taking the most time to execute. You can then use GDB commands to optimize these functions.</p> <p>For example, you can use the <code>set</code> command to change the value of a variable:</p> <pre><code>set myVariable = 10\n</code></pre> <p>This will set the value of <code>myVariable</code> to 10. You can also use the <code>watch</code> command to monitor a variable and automatically break when it changes:</p> <pre><code>watch myVariable\n</code></pre> <p>This will break the program when <code>myVariable</code> changes. You can then use the <code>finish</code> command to execute the rest of the function:</p> <pre><code>finish\n</code></pre> <p>This will execute the rest of the function and continue running the program. You can use the <code>return</code> command to return from a function:</p> <pre><code>return\n</code></pre> <p>This will return from the current function and continue running the program.</p>"},{"location":"Useful%20Tools/GDB/#reference","title":"Reference","text":"<ul> <li>\u4e00\u6587\u5feb\u901f\u4e0a\u624bGDB</li> </ul>"},{"location":"Useful%20Tools/MIT-Missing-Semester/","title":"MIT: The Missing Semester of Your CS Education","text":""},{"location":"Useful%20Tools/MIT-Missing-Semester/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u5148\u4fee\u8981\u6c42\uff1a\u65e0</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1ashell</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a10 \u5c0f\u65f6</li> </ul> <p>\u6b63\u5982\u8bfe\u7a0b\u540d\u5b57\u6240\u8a00\uff1a\u201c\u8ba1\u7b97\u673a\u6559\u5b66\u4e2d\u6d88\u5931\u7684\u4e00\u4e2a\u5b66\u671f\u201d\uff0c\u8fd9\u95e8\u8bfe\u5c06\u4f1a\u6559\u4f1a\u4f60\u8bb8\u591a\u5927\u5b66\u7684\u8bfe\u5802\u4e0a\u4e0d\u4f1a\u6d89\u53ca\u4f46\u5374\u5bf9\u6bcf\u4e2a CSer \u65e0\u6bd4\u91cd\u8981\u7684\u5de5\u5177\u6216\u8005\u77e5\u8bc6\u70b9\u3002\u4f8b\u5982 Shell \u7f16\u7a0b\u3001\u547d\u4ee4\u884c\u914d\u7f6e\u3001Git\u3001Vim\u3001<code>tmux</code>\u3001<code>ssh</code> \u7b49\u7b49\u3002\u5982\u679c\u4f60\u662f\u4e00\u4e2a\u8ba1\u7b97\u673a\u5c0f\u767d\uff0c\u90a3\u4e48\u6211\u975e\u5e38\u5efa\u8bae\u4f60\u5b66\u4e60\u4e00\u4e0b\u8fd9\u95e8\u8bfe\uff0c\u56e0\u4e3a\u5b83\u57fa\u672c\u6d89\u53ca\u4e86\u672c\u4e66\u5fc5\u5b66\u5de5\u5177\u4e2d\u7684\u7edd\u5927\u90e8\u5206\u5185\u5bb9\u3002</p> <p>\u9664\u4e86 MIT \u5b98\u65b9\u7684\u5b66\u4e60\u8d44\u6599\u5916\uff0c\u5317\u4eac\u5927\u5b66\u56fe\u7075\u73ed\u5f00\u8bbe\u7684\u524d\u6cbf\u8ba1\u7b97\u5b9e\u8df5\u4e2d\u4e5f\u5f00\u8bbe\u4e86\u76f8\u5173\u8bfe\u7a0b\uff0c\u8d44\u6599\u4f4d\u4e8e\u8fd9\u4e2a\u7f51\u7ad9\u4e0b\uff0c\u4f9b\u5927\u5bb6\u53c2\u8003\u3002</p>"},{"location":"Useful%20Tools/MIT-Missing-Semester/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://missing.csail.mit.edu/2020/</li> <li>\u8bfe\u7a0b\u4e2d\u6587\u7f51\u7ad9: https://missing-semester-cn.github.io/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PLyzOVJj3bHQuloKGG59rS43e29ro7I57J</li> <li>\u8bfe\u7a0b\u4e2d\u6587\u5b57\u5e55\u89c6\u9891\uff1a<ul> <li>Missing_Semi_\u4e2d\u8bd1\u7ec4\uff08\u672a\u5b8c\u7ed3\uff09\uff1ahttps://space.bilibili.com/1010983811?spm_id_from=333.337.search-card.all.click</li> <li>\u5218\u9ed1\u9ed1a\uff08\u5df2\u5b8c\u7ed3\uff09\uff1ahttps://space.bilibili.com/518734451?spm_id_from=333.337.search-card.all.click</li> </ul> </li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a\u4e00\u4e9b\u968f\u5802\u5c0f\u7ec3\u4e60\uff0c\u5177\u4f53\u89c1\u8bfe\u7a0b\u7f51\u7ad9\u3002</li> </ul>"},{"location":"Useful%20Tools/Makefile/","title":"GNU Make","text":""},{"location":"Useful%20Tools/Makefile/#1-introduction","title":"1. Introduction","text":"<p>GNU Make is a tool for automating the build process of software projects. It is a command-line tool that can be used to build, test, and package software projects. GNU Make is a cross-platform tool that can be used on Windows, Linux, and macOS.</p>"},{"location":"Useful%20Tools/Makefile/#2-installation","title":"2. Installation","text":"<p>GNU Make can be installed on Windows, Linux, and macOS using the following steps:</p> <ol> <li> <p>Download the latest release of GNU Make from the official website: https://www.github.com/amake/gnumake</p> </li> <li> <p>Extract the downloaded file and move the <code>gnumake</code> executable to a directory that is in the system PATH.</p> </li> <li> <p>Verify that GNU Make is installed by running the <code>gnumake</code> command in the terminal or command prompt.</p> </li> </ol>"},{"location":"Useful%20Tools/Makefile/#3-usage","title":"3. Usage","text":"<p>GNU Make can be used to build, test, and package software projects by running the <code>gnumake</code> command in the terminal or command prompt. The <code>gnumake</code> command takes a command as an argument, which can be one of the following:</p> <ul> <li><code>build</code>: builds the software project.</li> <li><code>test</code>: runs the test suite of the software project.</li> <li><code>package</code>: packages the software project for distribution.</li> </ul> <p>For example, to build a software project, run the following command:</p> <pre><code>gnumake build\n</code></pre> <p>To run the test suite of a software project, run the following command:</p> <pre><code>gnumake test\n</code></pre> <p>To package a software project for distribution, run the following command:</p> <pre><code>gnumake package\n</code></pre>"},{"location":"Useful%20Tools/Makefile/#4-configuration","title":"4. Configuration","text":"<p>GNU Make can be configured by creating a <code>Makefile.yaml</code> file in the root directory of the software project. The <code>Makefile.yaml</code> file contains the configuration for GNU Make, such as the build commands, test commands, and package commands.</p> <p>Here is an example <code>Makefile.yaml</code> file:</p> <pre><code>build:\n  command: \"python setup.py build\"\n\ntest:\n  command: \"python setup.py test\"\n\npackage:\n  command: \"python setup.py sdist bdist_wheel\"\n</code></pre> <p>In this example, the <code>build</code> command is set to <code>python setup.py build</code>, which builds the software project using the <code>setup.py</code> file. The <code>test</code> command is set to <code>python setup.py test</code>, which rNUs the test suite of the software project using the <code>setup.py</code> file. The <code>package</code> command is set to <code>python setup.py sdist bdist_wheel</code>, which packages the software project for distribution using the <code>setup.py</code> file.</p>"},{"location":"Useful%20Tools/Makefile/#5-conclusion","title":"5. Conclusion","text":"<p>GNU Make is a powerful tool for automating the build process of software projects. It can be used to build, test, and package software projects on Windows, Linux, and macOS. The <code>Makefile.yaml</code> file can be used to configure GNU Make to build, test, and package software projects according to the needs of the project.</p>"},{"location":"Useful%20Tools/Makefile/#6resources","title":"6.Resources","text":"<ul> <li> <p>How to Write a Makefile</p> </li> <li> <p>GNU Make Manual</p> </li> </ul>"},{"location":"Web%20Framework/Django/","title":"Django","text":"<p>Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. Built by experienced developers, it takes care of much of the hassle of web development, such as database abstraction, URL routing, and templating. Django's documentation is excellent and provides a comprehensive guide to its features and functionality.</p> <p>Django is known for its ease of use, high-level abstractions, and reusability. It's also fast, scalable, and secure. With Django, you can quickly build complex web applications with reusable, well-documented code.</p> <p>Django is open-source, which means that the community is constantly adding new features and functionality. This makes it a popular choice for building large-scale web applications.</p> <p>Django is known for its ability to handle complex database relationships and queries, which makes it a popular choice for building complex web applications. It also has a strong community of developers who contribute to its development and documentation.</p> <p>Django is also known for its support for internationalization and localization, which makes it a popular choice for building multilingual web applications. It also has a large and active developer community, which makes it a popular choice for building enterprise-level web applications.</p>"},{"location":"Web%20Framework/Flask/","title":"Flask","text":"<p>Flask is a web framework written in Python. It is lightweight, easy to use, and provides a lot of features out of the box. It is also easy to learn and has a large community of developers who contribute to its development.</p>"},{"location":"Web%20Framework/MkDocs/","title":"MkDocs","text":"<p>MkDocs is a fast, simple and downright gorgeous static site generator that's geared towards building project documentation. Documentation source files are written in Markdown, and configured with a single YAML configuration file.</p>"},{"location":"Web%20Framework/MkDocs/#getting-started","title":"Getting Started","text":"<p>To get started with MkDocs, follow these steps:</p> <ol> <li>Install MkDocs:</li> </ol> <pre><code>pip install mkdocs\n</code></pre> <ol> <li>Create a new directory for your project:</li> </ol> <pre><code>mkdir myproject\n</code></pre> <ol> <li>Initialize a new MkDocs project:</li> </ol> <pre><code>cd myproject\nmkdocs new .\n</code></pre> <ol> <li>Start the development server:</li> </ol> <pre><code>mkdocs serve\n</code></pre> <ol> <li>Open your browser and go to <code>http://127.0.0.1:8000/</code> to view your new documentation site.</li> </ol>"},{"location":"Web%20Framework/MkDocs/#writing-your-first-page","title":"Writing Your First Page","text":"<p>To create a new page, create a new file in the <code>docs</code> directory with a <code>.md</code> extension. For example, create a new file called <code>about.md</code> in the <code>docs</code> directory:</p> <p>``` docs \u251c\u2500\u2500 about.md</p>"},{"location":"Web%20Framework/Streamlit/","title":"Streamlit","text":"<p>Streamlit is an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data science. In this section, we will learn how to use Streamlit to create a simple web app that displays a list of movies and their ratings.</p>"},{"location":"Web%20Framework/Streamlit/#prerequisites","title":"Prerequisites","text":"<ol> <li>Python 3.6 or later</li> <li>Streamlit library</li> </ol>"},{"location":"Web%20Framework/Streamlit/#step-1-install-streamlit","title":"Step 1: Install Streamlit","text":"<p>To install Streamlit, run the following command in your terminal:</p> <pre><code>pip install streamlit\n</code></pre>"},{"location":"Web%20Framework/Streamlit/#step-2-create-a-new-streamlit-app","title":"Step 2: Create a new Streamlit app","text":"<p>To create a new Streamlit app, run the following command in your terminal:</p> <pre><code>streamlit hello\n</code></pre> <p>This will create a new directory called <code>my_first_app</code> with a sample app. Open the <code>app.py</code> file in your text editor to see the code.</p>"},{"location":"Web%20Framework/Streamlit/#step-3-add-a-list-of-movies-and-their-ratings","title":"Step 3: Add a list of movies and their ratings","text":"<p>To add a list of movies and their ratings, replace the code in <code>app.py</code> with the following:</p> <pre><code>import streamlit as st\n\n# Create a list of movies and their ratings\n</code></pre>"},{"location":"Web%20Framework/Streamlit/#pydeck","title":"Pydeck","text":"<p>Pydeck is a Python library for creating data visualizations using deck.gl, an open-source WebGL-based visualization framework. We can use it to create a map of the movies and their ratings.</p> <ul> <li>https://deckgl.readthedocs.io/</li> <li>heatmap</li> </ul>"},{"location":"Web%20Framework/Vue/","title":"Vue.js","text":"<p>Vue.js is a progressive framework for building user interfaces. It is designed from the ground up to be incrementally adoptable. The core library is focused on the view layer only, and is easy to pick up and integrate with other libraries or frameworks.</p>"},{"location":"Web%20Framework/Vue/#getting-started","title":"Getting Started","text":"<p>To get started with Vue.js, you can follow the official guide on their website:</p> <ul> <li>Getting Started</li> <li>Vue CLI</li> <li>Vue Router</li> <li>Vuex</li> <li>Vue Loader</li> </ul>"},{"location":"Web%20Framework/Vue/#examples","title":"Examples","text":"<p>Here are some examples of Vue.js applications:</p> <ul> <li>TodoMVC</li> <li>Vue.js Examples</li> <li>Vue.js News</li> <li>Vue.js Jobs</li> </ul>"}]}
\ No newline at end of file
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<li>\u5eb7\u5b87PL's Blog</li> <li>doraemonzzz</li> <li>ViXbob's libsponge</li> <li>\u5403\u7740\u571f\u8c46\u5750\u5730\u94c1\u7684\u535a\u5ba2</li> <li>Smith</li> <li>\u661f\u9065\u89c1</li> <li>EIMadrigal</li> <li>Joey</li> </ul>"},{"location":"Computer%20Vision/EECS-498/","title":"UMich EECS 498-007 / 598-005: Deep Learning for Computer Vision","text":""},{"location":"Computer%20Vision/EECS-498/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aUMich</li> <li>\u5148\u4fee\u8981\u6c42\uff1aPython\u57fa\u7840\uff0c\u77e9\u9635\u8bba(\u719f\u6089\u77e9\u9635\u6c42\u5bfc\u5373\u53ef)\uff0c\u5fae\u79ef\u5206</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aPython</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a60\uff5e80 \u5c0f\u65f6</li> </ul> <p>UMich \u7684 Computer Vision 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Assignment \u4e4b\u95f4\u6d89\u53ca\u5230\u7684\u4e3b\u9898\u90fd\u4e0d\u540c\uff0c\u4f60\u5728\u9012\u8fdb\u5f0f\u7684 Assignment \u4e2d\u4e0d\u4ec5\u53ef\u4ee5\u4eb2\u8eab\u4f53\u4f1a\u5230 CV \u4e3b\u6d41\u6a21\u578b\u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u9886\u7565\u5230\u4e0d\u540c\u7684\u6a21\u578b\u548c\u8bad\u7ec3\u7684\u65b9\u6cd5\u5bf9\u6700\u7ec8\u6548\u679c/\u51c6\u786e\u7387\u7684\u5f71\u54cd\uff0c\u540c\u65f6\u4e5f\u80fd Hands On \u5730\u5b9e\u73b0\u5b83\u4eec\u3002</p> <p>\u5728 A1 \u4e2d\uff0c\u4f60\u4f1a\u5b66\u4e60 Pytorch \u548c Google Colab \u7684\u4f7f\u7528\u3002</p> <p>\u5728 A2 \u4e2d\u4f60\u4f1a\u4eb2\u81ea\u642d\u5efa Linear Classifier \u4ee5\u53ca\u4e00\u4e2a\u4e24\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6700\u540e\u4f60\u6709\u673a\u4f1a\u4eb2\u81ea\u63a5\u89e6 MNIST \u6570\u636e\u96c6\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u8bad\u7ec3\u5e76\u8bc4\u4f30\u4f60\u642d\u5efa\u8d77\u7684\u795e\u7ecf\u7f51\u7edc\u3002</p> <p>\u5728 A3 \u4e2d\uff0c\u4f60\u4f1a\u63a5\u89e6\u5230\u6700\u4e3a\u7ecf\u5178\u7684 Convolutional Neural Network (A.K.A. CNN)\uff0c\u4eb2\u81ea\u611f\u53d7\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u9b45\u529b\u3002</p> <p>\u800c\u5728 A4 \u4e2d\uff0c\u4f60\u5c06\u5b9e\u9645\u89e6\u53ca\u642d\u5efa\u7269\u4f53\u68c0\u6d4b\u6a21\u578b\u7684\u5168\u6d41\u7a0b\uff0c\u540c\u65f6\u8ddf\u968f Handout \u5b9e\u73b0\u4e24\u7bc7\u8bba\u6587\u4e2d\u7684 One-Stage Detector \u548c Two-Stage Detector\u3002</p> <p>\u5230\u4e86 A5\uff0c\u5c31\u662f\u4ece CNN \u5230 RNN \u7684\u65f6\u523b\u4e86\uff0c\u4f60\u5c06\u6709\u673a\u4f1a\u4eb2\u81ea\u642d\u5efa\u8d77\u4e24\u79cd\u4e0d\u540c\u7684\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u6a21\u578b\uff0cRNNs (Vanilla RNN &amp; LSTM) \u548c\u5927\u540d\u9f0e\u9f0e\u7684 Transfomer\u3002</p> <p>\u5728\u6700\u540e\u4e00\u4e2a Assignment\uff08A6\uff09\u4e2d\uff0c\u4f60\u5c06\u6709\u673a\u4f1a\u5b9e\u73b0\u4e24\u79cd\u66f4\u4e3a Fancy \u7684\u6a21\u578b\uff0cVAE \u548c GAN\uff0c\u5e76\u5e94\u7528\u5728 MINST \u6570\u636e\u96c6\u4e0a\u3002\u6700\u540e\uff0c\u4f60\u4f1a\u5b9e\u73b0\u7f51\u7edc\u53ef\u89c6\u5316\u548c\u98ce\u683c\u8fc1\u79fb\u8fd9\u4e24\u4e2a\u975e\u5e38\u9177\u70ab\u7684\u529f\u80fd\u3002</p> <p>\u5728 Assignments \u4e4b\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5\u81ea\u5df1\u5b9e\u73b0\u4e00\u4e2a Mini-Project\uff0c\u4eb2\u81ea\u642d\u5efa\u8d77\u4e00\u4e2a\u5b8c\u6574\u7684\u6df1\u5ea6\u5b66\u4e60 Pipeline\uff0c\u5177\u4f53\u53ef\u4ee5\u53c2\u8003\u8bfe\u7a0b\u4e3b\u9875\u3002</p> <p>\u8bfe\u7a0b\u6240\u6d89\u53ca\u7684\u8d44\u6e90\uff0c\u5982 Lectures/Notes/Assignments \u90fd\u662f\u5f00\u6e90\u7684\uff0c\u7f8e\u4e2d\u4e0d\u8db3\u7684\u662f Autograder \u53ea\u5bf9\u672c\u6821 Enrolled \u7684\u5b66\u751f\u5f00\u653e\uff0c\u4f46\u56e0\u4e3a\u5728\u63d0\u4f9b\u7684 <code>*.ipynb</code>\uff08\u4e5f\u5c31\u662f Handout\uff09 \u4e2d\u5df2\u7ecf\u53ef\u4ee5\u786e\u5b9a\u5b9e\u73b0\u7684\u6b63\u786e\u6027\uff0c\u4ee5\u53ca\u9884\u671f\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u6211\u4e2a\u4eba\u89c9\u5f97 Autograder \u7684\u7f3a\u5931\u6ca1\u6709\u4efb\u4f55\u5f71\u54cd\u3002</p> <p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u95e8\u8bfe\u7684\u4e3b\u8bb2\u6559\u6388 Justin Johnson \u6b63\u662f Fei-Fei Li \u7684\u535a\u58eb\u6bd5\u4e1a\u751f\uff0c\u73b0\u5728\u5728 UMich \u5f53 Assistant Professor\u3002</p> <p>\u800c\u73b0\u5728\u5f00\u6e90\u7684 2017 \u5e74\u7248\u672c\u7684 Stanford CS231N \u7684\u4e3b\u8bb2\u4eba\u5c31\u662f Justin Johnson\u3002</p> <p>\u540c\u65f6\u56e0\u4e3a CS231N \u4e3b\u8981\u662f\u7531 Justin Johnson \u548c Andrej Karpathy \u5efa\u8bbe\u8d77\u6765\u7684\uff0c\u8fd9\u95e8\u8bfe\u4e5f\u6cbf\u7528\u4e86 CS231N \u7684\u4e00\u4e9b\u6750\u6599\uff0c\u6240\u4ee5\u5b66\u8fc7 CS231N \u7684\u540c\u5b66\u53ef\u80fd\u4f1a\u89c9\u5f97\u8fd9\u95e8\u8bfe\u7684\u67d0\u4e9b\u6750\u6599\u6bd4\u8f83\u719f\u6089\u3002</p> <p>\u6700\u540e\uff0c\u6211\u63a8\u8350\u6bcf\u4e00\u4e2a Enroll \u8fd9\u95e8\u8bfe\u7684\u540c\u5b66\u90fd\u53bb\u770b\u4e00\u770b Youtube \u4e0a\u9762\u7684 Lectures\uff0cJustin Johnson \u7684\u8bb2\u8bfe\u65b9\u5f0f\u548c\u5185\u5bb9\u90fd\u975e\u5e38\u6e05\u6670\u548c\u6613\u61c2\uff0c\u662f\u975e\u5e38\u68d2\u7684\u53c2\u8003\u3002</p>"},{"location":"Computer%20Vision/EECS-498/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://web.eecs.umich.edu/~justincj/teaching/eecs498/WI2022/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1a\u4ec5\u6709\u63a8\u8350\u6559\u6750\uff0c\u94fe\u63a5\uff1ahttps://www.deeplearningbook.org/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a\u89c1\u8bfe\u7a0b\u4e3b\u9875\uff0c6 \u4e2a Assignment \u548c\u4e00\u4e2a Mini-Project</li> </ul>"},{"location":"Computer%20Vision/OpenCV/","title":"OpenCV","text":"<p>OpenCV (Open Source Computer Vision) is an open-source library of programming functions mainly aimed at real-time computer vision. It provides a wide range of tools for image processing, video capture and analysis, 3D reconstruction, object detection, and many other applications.</p> <p>OpenCV is written in C/C++ and has bindings for Python, Java, and MATLAB. It is cross-platform and can run on Linux, Windows, and macOS.</p> <p>OpenCV is widely used in academic and industrial research, including in fields such as computer vision, image processing, robotics, and artificial intelligence. It is also used in mobile and embedded devices, including in self-driving cars, drones, and security systems.</p> <p>The OpenCV library is free to use and open-source, and it is available under an open-source license.</p>"},{"location":"Datebase%20Systems/CMU15-445/","title":"CMU 15-445: Database Systems","text":""},{"location":"Datebase%20Systems/CMU15-445/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aCMU</li> <li>\u5148\u4fee\u8981\u6c42\uff1aC++\uff0c\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5\uff0cCMU 15-213 (A.K.A. CS:APP\uff0c\u8fd9\u4e5f\u662f CMU \u5185\u90e8\u5bf9\u6bcf\u5e74 Enroll \u540c\u5b66\u7684\u5148\u4fee\u8981\u6c42)</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aC++</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a100 \u5c0f\u65f6</li> </ul> <p>\u4f5c\u4e3a CMU \u6570\u636e\u5e93\u7684\u5165\u95e8\u8bfe\uff0c\u8fd9\u95e8\u8bfe\u7531\u6570\u636e\u5e93\u9886\u57df\u7684\u5927\u725b Andy Pavlo \u8bb2\u6388\uff08\u201c\u8fd9\u4e2a\u4e16\u754c\u4e0a\u6211\u53ea\u5728\u4e4e\u4e24\u4ef6\u4e8b\uff0c\u4e00\u662f\u6211\u7684\u8001\u5a46\uff0c\u4e8c\u5c31\u662f\u6570\u636e\u5e93\u201d\uff09\u3002</p> <p>\u8fd9\u662f\u4e00\u95e8\u8d28\u91cf\u6781\u9ad8\uff0c\u8d44\u6e90\u6781\u9f50\u5168\u7684 Database \u5165\u95e8\u8bfe\uff0c\u8fd9\u95e8\u8bfe\u7684 Faculty \u548c\u80cc\u540e\u7684 CMU Database Group \u5c06\u8bfe\u7a0b\u5bf9\u5e94\u7684\u57fa\u7840\u8bbe\u65bd (Autograder, Discord) \u548c\u8bfe\u7a0b\u8d44\u6599 (Lectures, Notes, Homework) \u5b8c\u5168\u5f00\u6e90\uff0c\u8ba9\u6bcf\u4e00\u4e2a\u613f\u610f\u5b66\u4e60\u6570\u636e\u5e93\u7684\u540c\u5b66\u90fd\u53ef\u4ee5\u4eab\u53d7\u5230\u51e0\u4e4e\u7b49\u540c\u4e8e CMU \u672c\u6821\u5b66\u751f\u7684\u8bfe\u7a0b\u4f53\u9a8c\u3002</p> <p>\u8fd9\u95e8\u8bfe\u7684\u4eae\u70b9\u5728\u4e8e CMU Database Group \u4e13\u95e8\u4e3a\u6b64\u8bfe\u5f00\u53d1\u4e86\u4e00\u4e2a\u6559\u5b66\u7528\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93 bustub\uff0c\u5e76\u8981\u6c42\u4f60\u5bf9\u8fd9\u4e2a\u6570\u636e\u5e93\u7684\u7ec4\u6210\u90e8\u5206\u8fdb\u884c\u4fee\u6539\uff0c\u5b9e\u73b0\u4e0a\u8ff0\u90e8\u4ef6\u7684\u529f\u80fd\u3002</p> <p>\u5177\u4f53\u6765\u8bf4\uff0c\u5728 15-445 \u4e2d\u4f60\u9700\u8981\u5728\u56db\u4e2a Project \u7684\u63a8\u8fdb\u4e2d\uff0c\u5b9e\u73b0\u4e00\u4e2a\u9762\u5411\u78c1\u76d8\u7684\u4f20\u7edf\u5173\u7cfb\u578b\u6570\u636e\u5e93 Bustub \u4e2d\u7684\u90e8\u5206\u5173\u952e\u7ec4\u4ef6\u3002</p> <p>\u5305\u62ec Buffer Pool Manager (\u5185\u5b58\u7ba1\u7406), B Plus Tree (\u5b58\u50a8\u5f15\u64ce), Query Executors &amp; Query Optimizer (\u7b97\u5b50\u4eec &amp; \u4f18\u5316\u5668), Concurrency Control (\u5e76\u53d1\u63a7\u5236)\uff0c\u5206\u522b\u5bf9\u5e94 <code>Project #1</code> \u5230 <code>Project #4</code>\u3002</p> <p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u540c\u5b66\u4eec\u5728\u5b9e\u73b0\u7684\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u901a\u8fc7 <code>shell.cpp</code> \u7f16\u8bd1\u51fa <code>bustub-shell</code> \u6765\u5b9e\u65f6\u5730\u89c2\u6d4b\u81ea\u5df1\u5b9e\u73b0\u90e8\u4ef6\u7684\u6b63\u786e\u4e0e\u5426\uff0c\u6b63\u53cd\u9988\u975e\u5e38\u8db3\u3002</p> <p>\u6b64\u5916 bustub \u4f5c\u4e3a\u4e00\u4e2a C++ \u7f16\u5199\u7684\u4e2d\u5c0f\u578b\u9879\u76ee\u6db5\u76d6\u4e86\u7a0b\u5e8f\u6784\u5efa\u3001\u4ee3\u7801\u89c4\u8303\u3001\u5355\u5143\u6d4b\u8bd5\u7b49\u4f17\u591a\u8981\u6c42\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u4f18\u79c0\u7684\u5f00\u6e90\u9879\u76ee\u5b66\u4e60\u3002</p>"},{"location":"Datebase%20Systems/CMU15-445/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1aFall 2019, Fall 2020, Fall 2021, Fall 2022, Spring 2023, Fall 2023, Spring 2024</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1a\u8bfe\u7a0b\u7f51\u7ad9\u514d\u8d39\u89c2\u770b, Fall 2023 \u7684 Youtube \u5168\u5f00\u6e90 Lectures</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1aDatabase System Concepts</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a5 \u4e2a Project \u548c 5 \u4e2a Homework</li> </ul> <p>\u5728 Fall 2019 \u4e2d\uff0c<code>Project #2</code> \u662f\u505a\u54c8\u5e0c\u7d22\u5f15\uff0c<code>Project #4</code> \u662f\u505a\u65e5\u5fd7\u4e0e\u6062\u590d\u3002</p> <p>\u5728 Fall 2020 \u4e2d\uff0c<code>Project #2</code> \u662f\u505a B \u6811\uff0c<code>Project #4</code> \u662f\u505a\u5e76\u53d1\u63a7\u5236\u3002</p> <p>\u5728 Fall 2021 \u4e2d\uff0c<code>Project #1</code> \u662f\u505a\u7f13\u5b58\u6c60\u7ba1\u7406\uff0c<code>Project #2</code> \u662f\u505a\u54c8\u5e0c\u7d22\u5f15\uff0c<code>Project #4</code> \u662f\u505a\u5e76\u53d1\u63a7\u5236\u3002</p> <p>\u5728 Fall 2022 \u4e2d\uff0c\u4e0e Fall 2021 \u76f8\u6bd4\u53ea\u6709\u54c8\u5e0c\u7d22\u5f15\u6362\u6210\u4e86 B+ \u6811\u7d22\u5f15\uff0c\u5176\u4f59\u90fd\u4e00\u6837\u3002</p> <p>\u5728 Spring 2023 \u4e2d\uff0c\u5927\u4f53\u5185\u5bb9\u548c Fall 2022 \u4e00\u6837\uff08\u7f13\u5b58\u6c60\uff0cB+ \u6811\u7d22\u5f15\uff0c\u7b97\u5b50\uff0c\u5e76\u53d1\u63a7\u5236\uff09\uff0c\u53ea\u4e0d\u8fc7 <code>Project #0</code> \u6362\u6210\u4e86 <code>Copy-On-Write Trie</code>\uff0c\u540c\u65f6\u589e\u52a0\u4e86\u5f88\u597d\u73a9\u7684\u6ce8\u518c\u5927\u5c0f\u5199\u51fd\u6570\u7684 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</ul>"},{"location":"Deep%20Learning/CS224n/#_3","title":"\u8d44\u6e90\u6c47\u603b","text":"<p>@PKUFlyingPig \u5728\u5b66\u4e60\u8fd9\u95e8\u8bfe\u4e2d\u7528\u5230\u7684\u6240\u6709\u8d44\u6e90\u548c\u4f5c\u4e1a\u5b9e\u73b0\u90fd\u6c47\u603b\u5728 PKUFlyingPig/CS224n - GitHub \u4e2d\u3002</p>"},{"location":"Functional%20Programming/Haskell/","title":"Haskell","text":"<p>Haskell is a purely functional programming language. It is known for its speed and reliability, and it is often used in industry for building large-scale software systems.</p>"},{"location":"Functional%20Programming/Haskell/#resources","title":"Resources","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://haskell.mooc.fi/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1ahttps://github.com/moocfi/haskell-mooc</li> <li>\u793e\u533a\uff1ahttps://t.me/haskell_mooc_fi</li> </ul>"},{"location":"Functional%20Programming/Lean4/","title":"Lean4","text":"<p>Lean4 is a programming language developed by Microsoft Research. It is a functional programming language that is based on theorem proving and dependent type theory. It is designed to be easy to use and easy to understand. It is also designed to be efficient and scalable.</p>"},{"location":"Functional%20Programming/Lean4/#resources","title":"Resources","text":"<ul> <li>Lean4 Documentation</li> <li>Lean4 Tutorial</li> <li>Lean4 Book</li> <li>Lean4 Docs</li> </ul>"},{"location":"LLM%20Development/LangChain/","title":"LangChain","text":"<p>LangChain is a project that aims to create a language-agnostic, open-source, and community-driven framework for language learning.</p> <p>The framework will be designed to be modular and extensible, allowing for easy integration of new languages and features. The framework will also be designed to be user-friendly and accessible, with clear documentation and tutorials.</p> <p>The LangChain framework will be open-source and available for anyone to use and contribute to. The project will be developed in the open, with all code and documentation available for anyone to view and use.</p> <p>The LangChain framework will be designed to be language-agnostic, meaning that it will be able to support any language that has a written alphabet. This will allow for easy integration of new languages and features, as well as the ability to create language-specific tools and resources.</p> <p>The LangChain framework will be community-driven, meaning that it will be open to anyone who wants to contribute to the project. Anyone can submit new languages, features, or tools, and the LangChain team will review and approve them. This will allow for a collaborative and diverse community to develop and improve the framework.</p> <p>The LangChain framework will be designed to be scalable, meaning that it will be able to handle large amounts of data and users. The framework will be designed to be efficient and scalable, with features such as caching and optimization in mind. The LangChain team will work to ensure that the framework is optimized for performance and scalability, and that it can handle large amounts of data and users.</p> <p>The LangChain framework will be designed to be accessible, meaning that it will be designed to be easy to use and understand. The framework will be designed to be user-friendly and intuitive, with clear documentation and tutorials. The LangChain team will work to ensure that the framework is easy to use and understand, and that it is accessible to all users.</p> <p>The LangChain framework will be designed to be secure, meaning that it will be designed to protect user data and prevent unauthorized access. The framework will be designed to be secure and safe, with features such as encryption and authentication in mind. The LangChain team will work to ensure that the framework is secure and safe, and that it protects user data and prevents unauthorized access.</p> <p>The LangChain framework will be designed to be inclusive, meaning that it will be designed to be accessible to people with disabilities. The framework will be designed to be accessible and inclusive, with features such as high contrast and easy-to-read fonts in mind. The LangChain team will work to ensure that the framework is accessible and inclusive, and that it is designed to be used by people with disabilities.</p>"},{"location":"LLM%20Development/Llama2/","title":"Llama2","text":""},{"location":"LLM%20Development/Llama2/#localizing-llama2","title":"Localizing Llama2","text":"<p>\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u8d44\u6599\u4ee5\u90e8\u7f72Llama2\uff1a</p> <ul> <li>LLM\u63a2\u7d22\uff1a\u73af\u5883\u642d\u5efa\u4e0e\u6a21\u578b\u672c\u5730\u90e8\u7f72</li> <li>\u672c\u5730\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b\u7684\u5b8c\u6574\u6559\u7a0b\uff1aLangChain + Streamlit+ Llama</li> </ul>"},{"location":"LLM%20Development/Llama2/#introduction","title":"Introduction","text":"<p>Llama2 is a new generation of Llama, a high-performance, low-latency, and scalable messaging system. Llama2 is designed to be a drop-in replacement for Llama, and provides a better performance, scalability, and reliability. Llama2 is also designed to be more flexible and extensible, allowing for new features and functionality to be added as needed.</p> <p>Llama2 is built on top of the Apache Kafka messaging system, which is widely used in the industry for high-throughput, low-latency messaging. Llama2 is designed to be compatible with Kafka, and can be used as a drop-in replacement for Llama. Llama2 also provides a rich set of features and functionality that are not available in Llama, such as message routing, message filtering, and message transformation.</p> <p>Llama2 is designed to be easy to use and deploy, and can be deployed on-premises or in the cloud. Llama2 is also designed to be highly available and fault-tolerant, and can handle a wide range of workloads and use cases.</p>"},{"location":"LLM%20Development/Llama2/#deploy","title":"Deploy","text":"<p>To deploy Llama2, follow the steps below:</p> <ol> <li>Install Llama2 on your server or cluster.</li> <li>Configure Llama2 to connect to your Kafka cluster.</li> <li>Start sending and receiving messages using Llama2.</li> </ol>"},{"location":"LLM%20Development/Llama2/#features","title":"Features","text":"<p>Llama2 provides a rich set of features and functionality that are not available in Llama. Some of the key features of Llama2 are:</p> <ol> <li>Message routing: Llama2 allows you to route messages to different topics based on certain criteria, such as message content or metadata.</li> <li>Message filtering: Llama2 allows you to filter messages based on certain criteria, such as message content or metadata.</li> <li>Message transformation: Llama2 allows you to transform messages into a different format, such as JSON or XML.</li> <li>Message delivery guarantee: Llama2 provides a delivery guarantee that ensures that messages are delivered at least once, exactly once, or at most once.</li> <li>Message replay: Llama2 allows you to replay messages that have been consumed before.</li> <li>Message retention: Llama2 allows you to set a retention policy for messages, which determines how long messages are kept in the system.</li> <li>Message compression: Llama2 allows you to compress messages to reduce the amount of data that needs to be stored and transmitted.</li> <li>Message ordering: Llama2 ensures that messages are delivered in the order they are sent.</li> <li>Message replay: Llama2 allows you to replay messages that have been consumed before.</li> <li>Message batching: Llama2 allows you to batch messages together and send them in a single request.</li> <li>Message re-partitioning: Llama2 allows you to re-partition messages to different topics based on certain criteria, such as message content or metadata.</li> <li>Message re-ordering: Llama2 allows you to re-order messages based on certain criteria, such as message content or metadata.</li> <li>Message de-duplication: Llama2 allows you to de-duplicate messages based on certain criteria, such as message content or metadata.</li> <li>Message encryption: Llama2 allows you to encrypt messages using various encryption algorithms, such as AES, RSA, and HMAC.</li> <li>Message authentication: Llama2 allows you to authenticate messages using various authentication mechanisms, such as SSL, SASL, and OAuth.</li> <li>Message compression: Llama2 allows you to compress messages using various compression algorithms, such as Gzip, Snappy, and LZ4.</li> <li>Message indexing: Llama2 allows you to index messages using various indexing techniques, such as Apache Solr, Elasticsearch, and Apache Lucene.</li> <li>Message monitoring: Llama2 provides monitoring capabilities that allow you to track the performance and health of your Llama2 cluster.</li> <li>Message security: Llama2 provides security features that allow you to secure your Llama2 cluster.</li> </ol>"},{"location":"LLM%20Development/Llama2/#conclusion","title":"Conclusion","text":"<p>Llama2 is a new generation of Llama, a high-performance, low-latency, and scalable messaging system. Llama2 is designed to be a drop-in replacement for Llama, and provides a better performance, scalability, and reliability. Llama2 is also designed to be more flexible and extensible, allowing for new features and functionality to be added as needed.</p> <p>Llama2 is built on top of the Apache Kafka messaging system, which is widely used in the industry for high-throughput, low-latency messaging. Llama2 is designed to be compatible with Kafka, and can be used as a drop-in replacement for Llama. Llama2 also provides a rich set of features and functionality that are not available in Llama, such as message routing, message filtering, and message transformation.</p> <p>Llama2 is designed to be easy to use and deploy, and can be deployed on-premises or in the cloud. Llama2 is also designed to be highly available and fault-tolerant, and can handle a wide range of workloads and use cases.</p>"},{"location":"Machine%20Learning/CS189/","title":"CS189: Introduction to Machine Learning","text":""},{"location":"Machine%20Learning/CS189/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u6240\u5c5e\u5927\u5b66\uff1aUC Berkeley</li> <li>\u5148\u4fee\u8981\u6c42\uff1aCS188, CS70</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1aPython</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a100 \u5c0f\u65f6</li> </ul> <p>\u8fd9\u95e8\u8bfe\u6211\u6ca1\u6709\u7cfb\u7edf\u4e0a\u8fc7\uff0c\u53ea\u662f\u628a\u5b83\u7684\u8bfe\u7a0b notes \u4f5c\u4e3a\u5de5\u5177\u4e66\u67e5\u9605\u3002\u4e0d\u8fc7\u4ece\u8bfe\u7a0b\u7f51\u7ad9\u4e0a\u6765\u770b\uff0c\u5b83\u6bd4 CS229 \u597d\u7684\u662f\u5f00\u6e90\u4e86\u6240\u6709 homework \u7684\u4ee3\u7801\u4ee5\u53ca gradescope \u7684 autograder\u3002\u540c\u6837\uff0c\u8fd9\u95e8\u8bfe\u8bb2\u5f97\u76f8\u5f53\u7406\u8bba\u4e14\u6df1\u5165\u3002</p>"},{"location":"Machine%20Learning/CS189/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://www.eecs189.org/</li> <li>\u8bfe\u7a0b\u5b89\u6392\uff1ahttps://people.eecs.berkeley.edu/~jrs/189/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PLCuQm2FL98HTlRmlwMk2AuFEM9n1c06HE</li> <li>\u8bfe\u7a0b\u6559\u6750\uff1ahttps://www.eecs189.org/</li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1ahttps://www.eecs189.org/</li> </ul>"},{"location":"OOP/C%2B%2B/","title":"C++","text":"<p>\u5728\u672c\u90e8\u5206\uff0c\u4e3b\u8981\u4ecb\u7ecd\u4e00\u4e9bC++\u7684\u65b0\u7279\u6027\u3002</p>"},{"location":"OOP/C%2B%2B/#_1","title":"\u79fb\u52a8\u8bed\u4e49","text":"<p>\u79fb\u52a8\u8bed\u4e49\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u8d44\u6599\uff1a</p> <ul> <li>\u79fb\u52a8\u8bed\u4e49\u4e00\u6587\u5165\u9b42</li> </ul>"},{"location":"OOP/Java/","title":"Java","text":"<p>Java is a class-based, object-oriented programming language that is designed to have as few implementation dependencies as possible. It is a general-purpose programming language intended to let application developers write once, run anywhere (WORA), meaning that compiled Java code can run on all platforms that support Java without the need for recompilation.</p>"},{"location":"Potpourri/Manim/","title":"Manim","text":""},{"location":"Potpourri/Manim/#introduction","title":"Introduction","text":"<p>Manim is a Python library for creating mathematical animations, which is based on the idea of creating mathematical objects and transforming them over time. It is an open-source project and is maintained by the community. It is used to create visualizations, simulations, and animations for a wide range of applications, including computer science, mathematics, physics, and more.</p>"},{"location":"Potpourri/Manim/#installation","title":"Installation","text":"<p>To install Manim, you need to have Python installed on your system. You can download and install Python from the official website. Once you have Python installed, you can install Manim using the following command:</p> <pre><code>pip install manim\n</code></pre> <p>This will install Manim and all its dependencies.</p>"},{"location":"Potpourri/Manim/#creating-animations","title":"Creating Animations","text":"<p>To create an animation, you need to create a Python file and use the <code>Scene</code> class from Manim. Here is an example:</p> <pre><code>from manim import *\n\nclass SquareToCircle(Scene):\n    def construct(self):\n        square = Square()\n        circle = Circle()\n        self.play(Transform(square, circle))\n</code></pre> <ol> <li>The <code>Scene</code> class is imported from Manim.</li> <li>A new class called <code>SquareToCircle</code> is created which inherits from the <code>Scene</code> class.</li> <li>The <code>construct</code> method is defined which is the entry point for the animation.</li> <li>Two objects, a square and a circle, are created.</li> <li>The <code>Transform</code> animation is played, which transforms the square into the circle.</li> </ol>"},{"location":"Potpourri/Manim/#running-animations","title":"Running Animations","text":"<p>To run the animation, you need to save the Python file and run it using the following command:</p> <pre><code>manim example.py SquareToCircle\n</code></pre> <p>This will run the animation and save the output as a video file. You can specify the resolution, frame rate, and other options using the command line arguments.    </p>"},{"location":"Potpourri/Manim/#resources","title":"Resources","text":"<ul> <li>Manim Website</li> <li>Manim Documentation</li> <li>Manim GitHub Repository</li> </ul>"},{"location":"Potpourri/SocketIO/","title":"Socket.IO","text":"<p>Socket.IO is a real-time communication framework that enables real-time bidirectional communication between the client and the server. It uses WebSockets as a transport layer and provides a simple API for real-time communication. Socket.IO is a JavaScript library that runs in the browser and enables real-time communication between the client and the server.</p>"},{"location":"Potpourri/SocketIO/#resources","title":"Resources","text":"<ul> <li>Socket.IO Documentation</li> <li>Socket.IO Client-Side Library</li> <li>Socket.IO Server-Side Library</li> <li>Flask-SocketIO Documentation</li> </ul>"},{"location":"Potpourri/SocketIO/#socketio-in-python","title":"Socket.IO in Python","text":"<p>Socket.IO can be used in Python using the <code>python-socketio</code> library. The library provides a client-side and a server-side implementation. The client-side implementation is used to connect to the server and send and receive messages. The server-side implementation is used to handle incoming connections and send messages to the clients.</p> <p>Here's an example of how to use Socket.IO in Python:</p> <pre><code>import socketio\n\nsio = socketio.Client()\n\n@sio.event\ndef connect():\n    print('connection established')\n\n\n@sio.event\ndef message(data):\n    print('message received with ', data)\n    sio.emit('response', {'response': 'my response'})\n\n\n@sio.event\ndef disconnect():\n    print('disconnected from server')\n\n\nsio.connect('http://localhost:5000')\n</code></pre> <ol> <li>First, we import the <code>socketio</code> library.</li> <li>We create a <code>socketio.Client</code> object.</li> <li>We define three event handlers: <code>connect</code>, <code>message</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that the connection has been established.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> method.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that the connection has been lost.</li> <li>We connect to the server using the <code>connect</code> method and pass the URL of the server as an argument.</li> </ol> <p>Note that the <code>emit</code> method is used to send a message to the server. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>The server-side implementation is a bit more complex, but it can be done using the <code>flask-socketio</code> library. Here's an example of how to use Socket.IO in Python with Flask:</p> <pre><code>from flask import Flask, render_template\nfrom flask_socketio import SocketIO, emit\n\napp = Flask(__name__)\napp.config['SECRET_KEY'] ='secret!'\nsocketio = SocketIO(app)\n\n@app.route('/')\ndef index():\n    return render_template('index.html')\n\n@socketio.on('connect')\ndef connect():\n    print('connected')\n\n@socketio.on('message')\ndef message(data):\n    print('message received with ', data)\n    emit('response', {'response': 'my response'})\n\n@socketio.on('disconnect')\ndef disconnect():\n    print('disconnected')\n\n\nif __name__ == '__main__':\n    socketio.run(app, debug=True)\n</code></pre> <ol> <li>First, we import the <code>Flask</code>, <code>render_template</code>, <code>SocketIO</code>, and <code>emit</code> functions from the <code>flask</code>, <code>flask_socketio</code>, and <code>socketio</code> libraries, respectively.</li> <li>We create a <code>Flask</code> app object and set the <code>SECRET_KEY</code> configuration variable.</li> <li>We create a <code>SocketIO</code> object and pass the <code>app</code> object as an argument.</li> <li>We define three event handlers: <code>connect</code>, <code>message</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that a client has connected.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> function.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that a client has disconnected.</li> <li>We run the app using the <code>run</code> method and pass the <code>app</code> object as an argument.</li> </ol> <p>In this example, we use the <code>emit</code> function to send a message to the client with the <code>response</code> event name. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>Note that the <code>emit</code> function is used to send a message to the client. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>The client-side implementation is a bit more complex, but it can be done using the <code>socket.io-client</code> library. Here's an example of how to use Socket.IO in Python with a JavaScript client:</p> <pre><code>&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n  &lt;meta charset=\"UTF-8\"&gt;\n  &lt;title&gt;Socket.IO Example&lt;/title&gt;\n  &lt;script src=\"https://cdnjs.cloudflare.com/ajax/libs/socket.io/2.3.0/socket.io.js\"&gt;&lt;/script&gt;\n&lt;/head&gt;\n&lt;body&gt;\n  &lt;h1&gt;Socket.IO Example&lt;/h1&gt;\n  &lt;p id=\"message\"&gt;&lt;/p&gt;\n  &lt;script&gt;\n    const socket = io();\n\n    socket.on('connect', () =&gt; {\n      console.log('connected');\n      socket.emit('message', 'Hello, server!');\n    });\n\n    socket.on('response', (data) =&gt; {\n      console.log('response received with ', data);\n      document.getElementById('message').innerHTML = data.response;\n    });\n\n    socket.on('disconnect', () =&gt; {\n      console.log('disconnected');\n    });\n  &lt;/script&gt;\n&lt;/body&gt;\n&lt;/html&gt;\n</code></pre> <ol> <li>First, we import the <code>socket.io-client</code> library.</li> <li>We create a <code>socket</code> object and pass the URL of the server as an argument.</li> <li>We define three event handlers: <code>connect</code>, <code>response</code>, and <code>disconnect</code>.</li> <li>In the <code>connect</code> event handler, we print a message to indicate that the connection has been established.</li> <li>In the <code>response</code> event handler, we print the received message and update the <code>message</code> element with the response.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that the connection has been lost.</li> </ol> <p>Note that the <code>emit</code> method is used to send a message to the server. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a message to the server with the <code>message</code> event name.</p> <p>The server-side implementation is a bit more complex, but it can be done using the <code>socket.io</code> library. Here's an example of how to use Socket.IO in Python with a JavaScript server:</p> <pre><code>const express = require('express');\nconst app = express();\nconst http = require('http');\nconst server = http.createServer(app);\nconst { Server } = require('socket.io');\n\nconst io = new Server(server, {\n  cors: {\n    origin: '*',\n  },\n});\n\nio.on('connection', (socket) =&gt; {\n  console.log('a user connected');\n\n  socket.on('message', (data) =&gt; {\n    console.log('message received with ', data);\n    socket.emit('response', { response: 'my response' });\n  });\n\n  socket.on('disconnect', () =&gt; {\n    console.log('user disconnected');\n  });\n});\n\nserver.listen(3000, () =&gt; {\n  console.log('listening on *:3000');\n});\n</code></pre> <ol> <li>First, we import the <code>express</code>, <code>http</code>, and <code>socket.io</code> libraries.</li> <li>We create an <code>app</code> object and a <code>server</code> object using the <code>http</code> library.</li> <li>We create a <code>socket.io</code> object and pass the <code>server</code> object as an argument.</li> <li>We define an event handler for the <code>connection</code> event.</li> <li>In the <code>connection</code> event handler, we print a message to indicate that a client has connected.</li> <li>We define an event handler for the <code>message</code> event.</li> <li>In the <code>message</code> event handler, we print the received message and send a response using the <code>emit</code> method.</li> <li>We define an event handler for the <code>disconnect</code> event.</li> <li>In the <code>disconnect</code> event handler, we print a message to indicate that a client has disconnected.</li> <li>We start the server using the <code>listen</code> method and pass the port number as an argument.</li> <li>We print a message to indicate that the server is listening on the specified port.</li> </ol> <p>In this example, we use the <code>emit</code> method to send a message to the client with the <code>response</code> event name. The first argument is the event name, and the second argument is the data to be sent. In this example, we send a response to the client with the <code>response</code> event name.</p> <p>Note that the <code>cors</code> option is used to allow cross-origin requests. This is necessary for Socket.IO to work between the client and the server.  </p> <p>Overall, Socket.IO is a powerful tool for real-time communication between the client and the server. It provides a simple API for real-time communication and is easy to use in Python and JavaScript.</p>"},{"location":"Useful%20Tools/CMake/","title":"CMake","text":"<p>CMake is a cross-platform build system generator. It is used to build, test, and package software. It is widely used in the open-source community and is used in many popular projects such as OpenCV, VTK, and ITK.</p>"},{"location":"Useful%20Tools/CMake/#installing-cmake","title":"Installing CMake","text":"<p>To install CMake, you can download the installer from the official website: https://cmake.org/download/.</p>"},{"location":"Useful%20Tools/CMake/#using-cmake","title":"Using CMake","text":"<p>To use CMake, you need to create a <code>CMakeLists.txt</code> file in the root directory of your project. This file contains all the instructions for building your project.</p> <p>Here is a basic example of a <code>CMakeLists.txt</code> file:</p> <pre><code>cmake_minimum_required(VERSION 3.10)\n\nproject(MyProject)\n\nset(CMAKE_CXX_STANDARD 11)\n\nadd_executable(MyProject main.cpp)\n</code></pre> <p>In this example, we set the minimum required version of CMake to 3.10, set the project name to \"MyProject\", set the C++ standard to 11, and add an executable target called \"MyProject\" that compiles the \"main.cpp\" file.</p> <p>To build the project, you can run the following command in the terminal:</p> <pre><code>cmake .\n</code></pre> <p>This will generate the necessary build files for your project in a directory called \"build\". You can then run the build process by running:</p> <pre><code>cmake --build .\n</code></pre> <p>This will build the project and create an executable file in the \"build\" directory. You can then run the executable to run your program.</p>"},{"location":"Useful%20Tools/CMake/#resources","title":"Resources","text":"<ul> <li>CMake Homepage</li> <li>CMake \u5b98\u65b9 Tutorial</li> <li>CMake Documentation</li> <li>CMake Tutorial</li> <li>CMake Examples</li> <li>CMake Cheat Sheet</li> <li>CMake FAQ</li> <li>CMake Best Practices</li> <li>\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66 IPADS \u7ec4\u65b0\u4eba\u57f9\u8bad</li> </ul>"},{"location":"Useful%20Tools/Docker/","title":"Docker","text":""},{"location":"Useful%20Tools/Docker/#docker_1","title":"Docker\u5b66\u4e60\u8d44\u6599","text":"<p>Docker \u5b98\u65b9\u6587\u6863\u5f53\u7136\u662f\u6700\u597d\u7684\u521d\u5b66\u6559\u6750\uff0c\u4f46\u6700\u597d\u7684\u5bfc\u5e08\u4e00\u5b9a\u662f\u4f60\u81ea\u5df1\u2014\u2014\u5c1d\u8bd5\u53bb\u4f7f\u7528 Docker \u624d\u80fd\u4eab\u53d7\u5b83\u5e26\u6765\u7684\u4fbf\u5229\u3002Docker \u5728\u5de5\u4e1a\u754c\u53d1\u5c55\u8fc5\u731b\u5e76\u5df2\u7ecf\u975e\u5e38\u6210\u719f\uff0c\u4f60\u53ef\u4ee5\u4e0b\u8f7d\u5b83\u7684\u684c\u9762\u7aef\u5e76\u4f7f\u7528\u56fe\u5f62\u754c\u9762\u3002</p> <p>\u5f53\u7136\uff0c\u5982\u679c\u4f60\u50cf\u6211\u4e00\u6837\uff0c\u662f\u4e00\u4e2a\u75af\u72c2\u7684\u9020\u8f6e\u5b50\u7231\u597d\u8005\uff0c\u90a3\u4e0d\u59a8\u81ea\u5df1\u4eb2\u624b\u5199\u4e00\u4e2a\u8ff7\u4f60 Docker \u6765\u52a0\u6df1\u7406\u89e3\u3002</p> <p>KodeKloud Docker for the Absolute Beginner \u5168\u9762\u7684\u4ecb\u7ecd\u4e86 Docker \u7684\u57fa\u7840\u529f\u80fd\uff0c\u5e76\u4e14\u6709\u5927\u91cf\u7684\u914d\u5957\u7ec3\u4e60\uff0c\u540c\u65f6\u63d0\u4f9b\u514d\u8d39\u7684\u4e91\u73af\u5883\u6765\u5b8c\u6210\u7ec3\u4e60\u3002\u5176\u4f59\u7684\u4e91\u76f8\u5173\u7684\u8bfe\u7a0b\u5982 Kubernetes \u9700\u8981\u4ed8\u8d39\uff0c\u4f46\u4e2a\u4eba\u5f3a\u70c8\u63a8\u8350\uff1a\u8bb2\u89e3\u975e\u5e38\u4ed4\u7ec6\uff0c\u9002\u5408\u4ece 0 \u5f00\u59cb\u7684\u65b0\u624b\uff1b\u6709\u914d\u5957\u7684 Kubernetes \u7684\u5b9e\u9a8c\u73af\u5883\uff0c\u4e0d\u7528\u88ab\u642d\u5efa\u73af\u5883\u529d\u9000\u3002</p>"},{"location":"Useful%20Tools/GDB/","title":"GNU Debuger","text":""},{"location":"Useful%20Tools/GDB/#1-introduction","title":"1. Introduction","text":"<p>GNU Debuger (GDB) is a powerful command-line debugger that is used to debug and analyze programs. It is a powerful tool for developers and system administrators to debug and optimize their code. GDB provides a powerful set of commands and features that allow developers to debug their code in a variety of ways.</p> <p>In this article, we will learn how to use GDB to debug and optimize our code. We will also learn how to use GDB commands to analyze and optimize our code.</p>"},{"location":"Useful%20Tools/GDB/#2-installing-gdb","title":"2. Installing GDB","text":"<p>GDB is included in most Linux distributions and can be installed using the package manager. For example, on Ubuntu, you can install GDB using the following command:</p> <pre><code>sudo apt-get install gdb\n</code></pre> <p>On Windows, you can download the GDB executable from the official website and add it to your PATH environment variable.</p> <p>Once GDB is installed, you can start it by typing <code>gdb</code> in the terminal. You should see the GDB prompt:</p> <pre><code>(gdb)\n</code></pre> <p>This is the GDB command prompt. You can type GDB commands and execute them to debug and optimize your code.</p>"},{"location":"Useful%20Tools/GDB/#3-debugging-a-program","title":"3. Debugging a Program","text":"<p>To debug a program using GDB, you need to first compile the program with debugging symbols. You can do this by adding the <code>-g</code> flag to the compiler command. For example, if you are using the <code>g++</code> compiler, you can compile your program with the following command:</p> <pre><code>g++ -g myprogram.cpp -o myprogram\n</code></pre> <p>Once the program is compiled, you can run it using GDB by typing the following command:</p> <pre><code>gdb myprogram\n</code></pre> <p>This will start GDB and load the program. You can then set breakpoints in your code using the <code>break</code> command. For example, to set a breakpoint at line 10 of your program, you can type:</p> <pre><code>break 10\n</code></pre> <p>You can then run the program using the <code>run</code> command:</p> <pre><code>run\n</code></pre> <p>This will start the program and stop at the breakpoint. You can then use GDB commands to analyze the program state and debug the program.</p> <p>For example, you can use the <code>print</code> command to print the value of a variable:</p> <pre><code>print myVariable\n</code></pre> <p>You can also use the <code>step</code> command to execute the next line of code:</p> <pre><code>step\n</code></pre> <p>This will execute the next line of code and stop at the next breakpoint. You can use the <code>continue</code> command to continue running the program until the next breakpoint:</p> <pre><code>continue\n</code></pre> <p>You can use the <code>backtrace</code> command to view the call stack:</p> <pre><code>backtrace\n</code></pre> <p>This will show you the current function call stack. You can use the <code>info</code> command to view information about variables, threads, and breakpoints.</p> <p>Once you are done debugging, you can exit GDB using the <code>quit</code> command.</p>"},{"location":"Useful%20Tools/GDB/#4-optimizing-a-program","title":"4. Optimizing a Program","text":"<p>GDB can also be used to optimize a program. You can use GDB commands to analyze the program and identify areas that can be optimized. For example, you can use the <code>time</code> command to measure the execution time of a function:</p> <pre><code>time myFunction\n</code></pre> <p>You can then use the <code>profile</code> command to identify areas that are taking the most time:</p> <pre><code>profile\n</code></pre> <p>This will show you the top 10 functions that are taking the most time to execute. You can then use GDB commands to optimize these functions.</p> <p>For example, you can use the <code>set</code> command to change the value of a variable:</p> <pre><code>set myVariable = 10\n</code></pre> <p>This will set the value of <code>myVariable</code> to 10. You can also use the <code>watch</code> command to monitor a variable and automatically break when it changes:</p> <pre><code>watch myVariable\n</code></pre> <p>This will break the program when <code>myVariable</code> changes. You can then use the <code>finish</code> command to execute the rest of the function:</p> <pre><code>finish\n</code></pre> <p>This will execute the rest of the function and continue running the program. You can use the <code>return</code> command to return from a function:</p> <pre><code>return\n</code></pre> <p>This will return from the current function and continue running the program.</p>"},{"location":"Useful%20Tools/GDB/#reference","title":"Reference","text":"<ul> <li>\u4e00\u6587\u5feb\u901f\u4e0a\u624bGDB</li> </ul>"},{"location":"Useful%20Tools/MIT-Missing-Semester/","title":"MIT: The Missing Semester of Your CS Education","text":""},{"location":"Useful%20Tools/MIT-Missing-Semester/#_1","title":"\u8bfe\u7a0b\u7b80\u4ecb","text":"<ul> <li>\u5148\u4fee\u8981\u6c42\uff1a\u65e0</li> <li>\u7f16\u7a0b\u8bed\u8a00\uff1ashell</li> <li>\u8bfe\u7a0b\u96be\u5ea6\uff1a\ud83c\udf1f\ud83c\udf1f</li> <li>\u9884\u8ba1\u5b66\u65f6\uff1a10 \u5c0f\u65f6</li> </ul> <p>\u6b63\u5982\u8bfe\u7a0b\u540d\u5b57\u6240\u8a00\uff1a\u201c\u8ba1\u7b97\u673a\u6559\u5b66\u4e2d\u6d88\u5931\u7684\u4e00\u4e2a\u5b66\u671f\u201d\uff0c\u8fd9\u95e8\u8bfe\u5c06\u4f1a\u6559\u4f1a\u4f60\u8bb8\u591a\u5927\u5b66\u7684\u8bfe\u5802\u4e0a\u4e0d\u4f1a\u6d89\u53ca\u4f46\u5374\u5bf9\u6bcf\u4e2a CSer \u65e0\u6bd4\u91cd\u8981\u7684\u5de5\u5177\u6216\u8005\u77e5\u8bc6\u70b9\u3002\u4f8b\u5982 Shell \u7f16\u7a0b\u3001\u547d\u4ee4\u884c\u914d\u7f6e\u3001Git\u3001Vim\u3001<code>tmux</code>\u3001<code>ssh</code> \u7b49\u7b49\u3002\u5982\u679c\u4f60\u662f\u4e00\u4e2a\u8ba1\u7b97\u673a\u5c0f\u767d\uff0c\u90a3\u4e48\u6211\u975e\u5e38\u5efa\u8bae\u4f60\u5b66\u4e60\u4e00\u4e0b\u8fd9\u95e8\u8bfe\uff0c\u56e0\u4e3a\u5b83\u57fa\u672c\u6d89\u53ca\u4e86\u672c\u4e66\u5fc5\u5b66\u5de5\u5177\u4e2d\u7684\u7edd\u5927\u90e8\u5206\u5185\u5bb9\u3002</p> <p>\u9664\u4e86 MIT \u5b98\u65b9\u7684\u5b66\u4e60\u8d44\u6599\u5916\uff0c\u5317\u4eac\u5927\u5b66\u56fe\u7075\u73ed\u5f00\u8bbe\u7684\u524d\u6cbf\u8ba1\u7b97\u5b9e\u8df5\u4e2d\u4e5f\u5f00\u8bbe\u4e86\u76f8\u5173\u8bfe\u7a0b\uff0c\u8d44\u6599\u4f4d\u4e8e\u8fd9\u4e2a\u7f51\u7ad9\u4e0b\uff0c\u4f9b\u5927\u5bb6\u53c2\u8003\u3002</p>"},{"location":"Useful%20Tools/MIT-Missing-Semester/#_2","title":"\u8bfe\u7a0b\u8d44\u6e90","text":"<ul> <li>\u8bfe\u7a0b\u7f51\u7ad9\uff1ahttps://missing.csail.mit.edu/2020/</li> <li>\u8bfe\u7a0b\u4e2d\u6587\u7f51\u7ad9: https://missing-semester-cn.github.io/</li> <li>\u8bfe\u7a0b\u89c6\u9891\uff1ahttps://www.youtube.com/playlist?list=PLyzOVJj3bHQuloKGG59rS43e29ro7I57J</li> <li>\u8bfe\u7a0b\u4e2d\u6587\u5b57\u5e55\u89c6\u9891\uff1a<ul> <li>Missing_Semi_\u4e2d\u8bd1\u7ec4\uff08\u672a\u5b8c\u7ed3\uff09\uff1ahttps://space.bilibili.com/1010983811?spm_id_from=333.337.search-card.all.click</li> <li>\u5218\u9ed1\u9ed1a\uff08\u5df2\u5b8c\u7ed3\uff09\uff1ahttps://space.bilibili.com/518734451?spm_id_from=333.337.search-card.all.click</li> </ul> </li> <li>\u8bfe\u7a0b\u4f5c\u4e1a\uff1a\u4e00\u4e9b\u968f\u5802\u5c0f\u7ec3\u4e60\uff0c\u5177\u4f53\u89c1\u8bfe\u7a0b\u7f51\u7ad9\u3002</li> </ul>"},{"location":"Useful%20Tools/Makefile/","title":"GNU Make","text":""},{"location":"Useful%20Tools/Makefile/#1-introduction","title":"1. Introduction","text":"<p>GNU Make is a tool for automating the build process of software projects. It is a command-line tool that can be used to build, test, and package software projects. GNU Make is a cross-platform tool that can be used on Windows, Linux, and macOS.</p>"},{"location":"Useful%20Tools/Makefile/#2-installation","title":"2. Installation","text":"<p>GNU Make can be installed on Windows, Linux, and macOS using the following steps:</p> <ol> <li> <p>Download the latest release of GNU Make from the official website: https://www.github.com/amake/gnumake</p> </li> <li> <p>Extract the downloaded file and move the <code>gnumake</code> executable to a directory that is in the system PATH.</p> </li> <li> <p>Verify that GNU Make is installed by running the <code>gnumake</code> command in the terminal or command prompt.</p> </li> </ol>"},{"location":"Useful%20Tools/Makefile/#3-usage","title":"3. Usage","text":"<p>GNU Make can be used to build, test, and package software projects by running the <code>gnumake</code> command in the terminal or command prompt. The <code>gnumake</code> command takes a command as an argument, which can be one of the following:</p> <ul> <li><code>build</code>: builds the software project.</li> <li><code>test</code>: runs the test suite of the software project.</li> <li><code>package</code>: packages the software project for distribution.</li> </ul> <p>For example, to build a software project, run the following command:</p> <pre><code>gnumake build\n</code></pre> <p>To run the test suite of a software project, run the following command:</p> <pre><code>gnumake test\n</code></pre> <p>To package a software project for distribution, run the following command:</p> <pre><code>gnumake package\n</code></pre>"},{"location":"Useful%20Tools/Makefile/#4-configuration","title":"4. Configuration","text":"<p>GNU Make can be configured by creating a <code>Makefile.yaml</code> file in the root directory of the software project. The <code>Makefile.yaml</code> file contains the configuration for GNU Make, such as the build commands, test commands, and package commands.</p> <p>Here is an example <code>Makefile.yaml</code> file:</p> <pre><code>build:\n  command: \"python setup.py build\"\n\ntest:\n  command: \"python setup.py test\"\n\npackage:\n  command: \"python setup.py sdist bdist_wheel\"\n</code></pre> <p>In this example, the <code>build</code> command is set to <code>python setup.py build</code>, which builds the software project using the <code>setup.py</code> file. The <code>test</code> command is set to <code>python setup.py test</code>, which rNUs the test suite of the software project using the <code>setup.py</code> file. The <code>package</code> command is set to <code>python setup.py sdist bdist_wheel</code>, which packages the software project for distribution using the <code>setup.py</code> file.</p>"},{"location":"Useful%20Tools/Makefile/#5-conclusion","title":"5. Conclusion","text":"<p>GNU Make is a powerful tool for automating the build process of software projects. It can be used to build, test, and package software projects on Windows, Linux, and macOS. The <code>Makefile.yaml</code> file can be used to configure GNU Make to build, test, and package software projects according to the needs of the project.</p>"},{"location":"Useful%20Tools/Makefile/#6resources","title":"6.Resources","text":"<ul> <li> <p>How to Write a Makefile</p> </li> <li> <p>GNU Make Manual</p> </li> </ul>"},{"location":"Web%20Framework/Django/","title":"Django","text":"<p>Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. Built by experienced developers, it takes care of much of the hassle of web development, such as database abstraction, URL routing, and templating. Django's documentation is excellent and provides a comprehensive guide to its features and functionality.</p> <p>Django is known for its ease of use, high-level abstractions, and reusability. It's also fast, scalable, and secure. With Django, you can quickly build complex web applications with reusable, well-documented code.</p> <p>Django is open-source, which means that the community is constantly adding new features and functionality. This makes it a popular choice for building large-scale web applications.</p> <p>Django is known for its ability to handle complex database relationships and queries, which makes it a popular choice for building complex web applications. It also has a strong community of developers who contribute to its development and documentation.</p> <p>Django is also known for its support for internationalization and localization, which makes it a popular choice for building multilingual web applications. It also has a large and active developer community, which makes it a popular choice for building enterprise-level web applications.</p>"},{"location":"Web%20Framework/Flask/","title":"Flask","text":"<p>Flask is a web framework written in Python. It is lightweight, easy to use, and provides a lot of features out of the box. It is also easy to learn and has a large community of developers who contribute to its development.</p>"},{"location":"Web%20Framework/MkDocs/","title":"MkDocs","text":"<p>MkDocs is a fast, simple and downright gorgeous static site generator that's geared towards building project documentation. Documentation source files are written in Markdown, and configured with a single YAML configuration file.</p>"},{"location":"Web%20Framework/MkDocs/#getting-started","title":"Getting Started","text":"<p>To get started with MkDocs, follow these steps:</p> <ol> <li>Install MkDocs:</li> </ol> <pre><code>pip install mkdocs\n</code></pre> <ol> <li>Create a new directory for your project:</li> </ol> <pre><code>mkdir myproject\n</code></pre> <ol> <li>Initialize a new MkDocs project:</li> </ol> <pre><code>cd myproject\nmkdocs new .\n</code></pre> <ol> <li>Start the development server:</li> </ol> <pre><code>mkdocs serve\n</code></pre> <ol> <li>Open your browser and go to <code>http://127.0.0.1:8000/</code> to view your new documentation site.</li> </ol>"},{"location":"Web%20Framework/MkDocs/#writing-your-first-page","title":"Writing Your First Page","text":"<p>To create a new page, create a new file in the <code>docs</code> directory with a <code>.md</code> extension. For example, create a new file called <code>about.md</code> in the <code>docs</code> directory:</p> <p>``` docs \u251c\u2500\u2500 about.md</p>"},{"location":"Web%20Framework/Streamlit/","title":"Streamlit","text":"<p>Streamlit is an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data science. In this section, we will learn how to use Streamlit to create a simple web app that displays a list of movies and their ratings.</p>"},{"location":"Web%20Framework/Streamlit/#prerequisites","title":"Prerequisites","text":"<ol> <li>Python 3.6 or later</li> <li>Streamlit library</li> </ol>"},{"location":"Web%20Framework/Streamlit/#step-1-install-streamlit","title":"Step 1: Install Streamlit","text":"<p>To install Streamlit, run the following command in your terminal:</p> <pre><code>pip install streamlit\n</code></pre>"},{"location":"Web%20Framework/Streamlit/#step-2-create-a-new-streamlit-app","title":"Step 2: Create a new Streamlit app","text":"<p>To create a new Streamlit app, run the following command in your terminal:</p> <pre><code>streamlit hello\n</code></pre> <p>This will create a new directory called <code>my_first_app</code> with a sample app. Open the <code>app.py</code> file in your text editor to see the code.</p>"},{"location":"Web%20Framework/Streamlit/#step-3-add-a-list-of-movies-and-their-ratings","title":"Step 3: Add a list of movies and their ratings","text":"<p>To add a list of movies and their ratings, replace the code in <code>app.py</code> with the following:</p> <pre><code>import streamlit as st\n\n# Create a list of movies and their ratings\n</code></pre>"},{"location":"Web%20Framework/Streamlit/#pydeck","title":"Pydeck","text":"<p>Pydeck is a Python library for creating data visualizations using deck.gl, an open-source WebGL-based visualization framework. We can use it to create a map of the movies and their ratings.</p> <ul> <li>https://deckgl.readthedocs.io/</li> <li>heatmap</li> </ul>"},{"location":"Web%20Framework/Vue/","title":"Vue.js","text":"<p>Vue.js is a progressive framework for building user interfaces. It is designed from the ground up to be incrementally adoptable. The core library is focused on the view layer only, and is easy to pick up and integrate with other libraries or frameworks.</p>"},{"location":"Web%20Framework/Vue/#getting-started","title":"Getting Started","text":"<p>To get started with Vue.js, you can follow the official guide on their website:</p> <ul> <li>Getting Started</li> <li>Vue CLI</li> <li>Vue Router</li> <li>Vuex</li> <li>Vue Loader</li> </ul>"},{"location":"Web%20Framework/Vue/#examples","title":"Examples","text":"<p>Here are some examples of Vue.js applications:</p> <ul> <li>TodoMVC</li> <li>Vue.js Examples</li> <li>Vue.js News</li> <li>Vue.js Jobs</li> </ul>"}]}
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
index abb1acb..2baa5b1 100755
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,127 +2,127 @@
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Computer%20Network/CS144/</loc>
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          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Computer%20Vision/EECS-498/</loc>
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          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Computer%20Vision/OpenCV/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Datebase%20Systems/CMU15-445/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Deep%20Learning/CS224n/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Functional%20Programming/Haskell/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Functional%20Programming/Lean4/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/LLM%20Development/LangChain/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/LLM%20Development/Llama2/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Machine%20Learning/CS189/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/OOP/C%2B%2B/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/OOP/Java/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Potpourri/Manim/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Potpourri/SocketIO/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Useful%20Tools/CMake/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Useful%20Tools/Docker/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Useful%20Tools/GDB/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Useful%20Tools/MIT-Missing-Semester/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Useful%20Tools/Makefile/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Web%20Framework/Django/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Web%20Framework/Flask/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Web%20Framework/MkDocs/</loc>
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     </url>
     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Web%20Framework/Streamlit/</loc>
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     <url>
          <loc>https://Kian-Chen.github.io/Scheme2024Winter/Web%20Framework/Vue/</loc>
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