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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
"http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en">
<head>
<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/" />
<meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
<link rel="stylesheet" href="jemdoc.css" type="text/css" />
<title>Useful Links</title>
</head>
<body>
<table summary="Table for page layout." id="tlayout">
<tr valign="top">
<td id="layout-menu">
<div class="menu-category">Siqi Zhang</div>
<div class="menu-item"><a href="index.html">Home</a></div>
<div class="menu-item"><a href="bio.html">Biography</a></div>
<div class="menu-item"><a href="publication.html">Research</a></div>
<div class="menu-item"><a href="teaching.html">Teaching</a></div>
<div class="menu-category">Misc</div>
<div class="menu-item"><a href="links.html">Useful Links</a></div>
</td>
<td id="layout-content">
<div id="toptitle">
<h1>Useful Links</h1>
<div id="subtitle"></div>
</div>
<div class="infoblock">
<div class="blockcontent">
<p>This page aims to record some useful links that help our study and research, it will keep updating.
<br />
If there were any error, please kindly contact me to correct it, thank you very much.</p>
</div></div>
<h2>Suggestions on Graduate Study</h2>
<ul>
<li><p><a href="http://personal.cityu.edu.hk/mchen88/advice.html" target=“blank”>A List of Suggestions to Graduate Students</a> by Prof. Minghua Chen @CityU</p>
</li>
<li><p><a href="http://karpathy.github.io/2016/09/07/phd/" target=“blank”>A Survival Guide to a PhD</a> by Andrej Karpathy @Tesla</p>
</li>
<li><p><a href="https://cs.uwaterloo.ca/~thachisu/survival.pdf" target=“blank”>Graduate Study Survival Guide (PDF)</a> by Toshiya Hachisuka @UWaterloo</p>
</li>
<li><p><a href="http://www.stat.cmu.edu/~aramdas/checklists.html" target=“blank”>Checklists for Stat-ML PhD students</a> by Aaditya Ramdas @CMU</p>
</li>
<li><p><a href="https://xinmingtu.cn/blog/2022/Academic-resource" target=“blank”>Some resources related to the PhD journey</a> by Xinming Tu @UW</p>
</li>
<li><p><a href="https://sites.google.com/view/econgradadvice/" target=“blank”>Advice for Phd Students in Economics</a> by Chris Roth @UoC and David Schindler @Tilburg
</p>
</li>
</ul>
<h2>Selected Course and Tutorial Websites Related to Optimization</h2>
<ul>
<li><p><a href="http://web.stanford.edu/~boyd/" target=“blank”>Several courses on optimization</a> by Prof. Stephen Boyd @Stanford</p>
</li>
<li><p><a href="http://www.seas.ucla.edu/~vandenbe/index.html" target=“blank”>Several courses on optimization</a> by Prof. Lieven Vandenberghe @UCLA</p>
</li>
<li><p><a href="https://sites.google.com/view/cjin/home" target=“blank”>Several courses on optimization, machine learning and RL</a> by Prof. Chi Jin @Princeton</p>
</li>
<li><p><a href="http://bicmr.pku.edu.cn/~wenzw/index.html" target=“blank”>Several courses on optimization</a> by Prof. Zaiwen Wen @PKU</p>
</li>
<li><p><a href="http://yintat.com/teaching.html" target=“blank”>Several courses on optimization</a> by Prof. Yin Tat Lee @UW</p>
</li>
<li><p><a href="http://www.stat.cmu.edu/~ryantibs/teaching.html" target=“blank”>Several courses on optimization, machine learning and statistics</a> by Prof. Ryan Tibshirani @CMU (also resources therein)</p>
</li>
<li><p><a href="https://gowerrobert.github.io/" target=“blank”>Several courses on optimization & machine learning</a> by Prof. Robert M. Gower @Telecom Paris</p>
</li>
<li><p><a href="https://yuxinchen2020.github.io/ele522_optimization/" target=“blank”>Large-Scale Optimization for Data Science (Fall 2019)</a> by Prof. Yuxin Chen @Upenn</p>
</li>
<li><p><a href="http://www.cs.umd.edu/class/fall2020/cmsc828W/" target=“blank”>Foundations of Deep Learning (Fall 2020)</a> by Prof. Soheil Feizi @UMD</p>
</li>
<li><p><a href="https://www.di.ens.fr/~fbach/learning_theory_class/" target=“blank”>Learning Theory from First Principles</a> by Prof. Francis Bach @INRIA</p>
</li>
<li><p><a href="http://www.cs.toronto.edu/~rgrosse/teaching.html" target=“blank”>Several courses on optimization, machine learning</a> by Prof. Roger Grosse @UToronto</p>
</li>
<li><p><a href="https://www.epfl.ch/labs/lions/teaching/ee-556-mathematics-of-data-from-theory-to-computation/" target=“blank”>Mathematics of Data: From Theory to Computation</a> by Prof. Volkan Cevher @EPFL
</p>
</li>
</ul>
<h2>Useful Resources on Optimization and Machine Learning</h2>
<ul>
<li><p><a href="http://sunju.org/research/nonconvex/" target=“blank”>Provable Nonconvex Methods/Algorithms</a> by Prof. Ju Sun @UMN</p>
</li>
<li><p><a href="https://arxiv.org/search/?query=math.OC&searchtype=all&order=-announced_date_first&size=50" target=“blank”>Math.OC</a> Optimization and control papers in arXiv</p>
</li>
<li><p><a href="https://arxiv.org/search/?query=stat.ML&searchtype=all" target=“blank”>Stat.ML</a> Machine learning and statistics papers in arXiv</p>
</li>
<li><p><a href="https://www.youtube.com/user/SimonsInstitute/playlists" target=“blank”>Lecture video series</a> in Simons Institute for the Theory of Computing, UC Berkeley</p>
</li>
<li><p><a href="https://csml.princeton.edu/bridgingmathematicaloptimizationslidesvideos" target=“blank”>Lecture videos and slides</a> of the “Bridging Mathematical Optimization, Information Theory, and Data Science” workshop at Princeton, May 2018.</p>
</li>
<li><p><a href="http://www.columbia.edu/~ck2945/post/reading-list/" target=“blank”>Reading List</a> on common math and optimization used in research by Prof. Christian Kroer @Columbia</p>
</li>
<li><p><a href="https://jinmingxu.github.io/summer_school2021.html" target=“blank”>Lecture videos and slides</a> of the ZJU-CSE Summer School 2021
</p>
</li>
</ul>
<h2>Useful Resources on Mathematics and Statistics</h2>
<ul>
<li><p><a href="http://www.cs.cmu.edu/~zkolter/course/linalg/index.html" target=“blank”>Linear Algebra Review</a> by Zico Kolter @CMU</p>
</li>
<li><p><a href="http://www.matrixcalculus.org/" target=“blank”>Matrix Calculus</a>
</p>
</li>
</ul>
<h2>Academic Conferences and Selected Online Seminars</h2>
<ul>
<li><p><a href="https://aideadlin.es/?sub=ML" target=“blank”>A collection of countdown of major machine learning conference deadlines</a></p>
</li>
<li><p><a href="https://researchseminars.org/" target=“blank”>A collection of recent research seminars</a></p>
</li>
<li><p><a href="https://owos.univie.ac.at/" target=“blank”>One World Optimization Seminar</a></p>
</li>
<li><p><a href="https://www.oneworldml.org/home" target=“blank”>One World Seminar Series on the Mathematics of Machine Learning</a></p>
</li>
<li><p><a href="https://sites.google.com/view/seminarmathdatascience/home" target=“blank”>Online Seminar on Mathematical Foundations of Data Science</a>
</p>
</li>
</ul>
<h2>Research & Academic Management</h2>
<ul>
<li><p><a href="http://luc.devroye.org/commandments.html" target=“blank”>Ten commandments of authorship</a> by Prof. Luc Devroye @McGill</p>
</li>
<li><p><a href="https://www.aaai.org/ojs/index.php/AAAI/article/download/5028/4901" target=“blank”>A short summary of research group management using online tools</a> by Prof. Eric Eaton @UPenn</p>
</li>
<li><p><a href="https://mmcheng.net/docx/" target=“blank”>DOCX (in Chinese)</a> by Prof. Ming-Ming Cheng @Nankai</p>
</li>
<li><p><a href="https://yisongyue.medium.com/checklist-of-tips-for-computer-science-faculty-applications-9fd2480649cc" target=“blank”>Tips for Computer Science Faculty Applications</a> by Yisong Yue @Caltech</p>
</li>
<li><p><a href="https://www.kiragoldner.com/blog/index.html" target=“blank”>The Strategy Space</a> by Kira Goldner @BU
</p>
</li>
</ul>
<h2>Mathematical Tools</h2>
<ul>
<li><p><a href="https://www.desmos.com/calculator" target=“blank”>Desmos | Graphing Calculator</a></p>
</li>
<li><p><a href="http://detexify.kirelabs.org/classify.html" target=“blank”>Detexify | Recognize symbols of LaTeX</a>
</p>
</li>
</ul>
<h2>About the Webpage: jemdoc</h2>
<p>jemdoc is a light text-based markup language designed for creating websites, created by <a href="https://jemnz.com/" target=“blank”>Jacob Mattingley</a>. It is very suitable for academic style website, which makes your website clear and concise.</p>
<ul>
<li><p><a href="https://szl2.github.io/jemdoc-new-design/www/cheatsheet.html" target=“blank”>Cheatsheet of jemdoc</a>.</p>
</li>
</ul>
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