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<!DOCTYPE html><!-- Author: Pranav Rajpurkar 2017--><html><head><meta charset="utf-8"><title>Stanford Machine Learning Group</title><meta name="description" content="Our mission is to significantly improve people's lives through our work in Artificial Intelligence"><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no"><link rel="image_src" type="image/jpeg" href="/logo.jpg"><link rel="shortcut icon" href="/favicon.ico" type="image/x-icon"><link rel="icon" href="/favicon.ico" type="image/x-icon"><link href="/lib/bootstrap/css/bootstrap.min.css" rel="stylesheet"><link href="https://fonts.googleapis.com/css?family=Lato:400,600" rel="stylesheet"><link href="https://fonts.googleapis.com/css?family=Muli:400,600" rel="stylesheet"><link rel="stylesheet" href="/lib/font-awesome/css/font-awesome.min.css"><link rel="stylesheet" href="/lib/simple-line-icons/css/simple-line-icons.css"><link href="/css/theme.css" rel="stylesheet"><script src="https://oss.maxcdn.com/libs/html5shiv/3.7.0/html5shiv.js"></script><script src="https://oss.maxcdn.com/libs/respond.js/1.4.2/respond.min.js"></script><script src="/js/analytics.js"></script></head><body><nav class="navbar navbar-default navbar-fixed-top" id="mainNav"><div class="container"><!-- Brand and toggle get grouped for better mobile display--><div class="navbar-header"><button class="navbar-toggle collapsed" type="button" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1"><span class="sr-only">Toggle navigation</span> Menu <i class="fa fa-bars"></i></button><a class="navbar-brand page-scroll" href="/">Stanford ML Group</a></div><!-- Collect the nav links, forms, and other content for toggling--><div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1"><ul class="nav navbar-nav navbar-right"><li><a class="page-scroll" href="#projects">Projects</a></li><li><a class="page-scroll" href="#people">People</a></li><li><a class="page-scroll" href="#bootcamp">Bootcamps</a></li><li><a class="page-scroll" href="#workwithus">Work With Us</a></li><li><a class="page-scroll" href="#contact">Contact</a></li></ul></div></div></nav><section id="header"><div class="container"><div class="row"><div class="col-lg-9"><h1 id="page-title">Stanford Machine Learning Group</h1><h2>Our mission is to significantly improve people's lives through our work in Artificial Intelligence</h2></div></div></div></section><section class="features" id="projects"><div class="container"><div class="row"><div class="col-lg-12 text-center"><div class="section-heading"><p> Professor Andrew Ng started the Stanford ML Group in 2003, which has since expanded to the <a href="http://ml.stanford.edu/">broader Stanford ML Group</a>.</p><p>This page describes the research directed by Professor Ng.</p><h1>Projects</h1><p class="text-muted">We work on developing AI solutions for a variety of high-impact problems</p><hr></div></div></div><div class="row"><div class="col-md-3"><div class="feature-item"><i class="fa fa-database text-primary"></i><h2>METER-ML</h2><p class="text-muted">Earth Observation Dataset for Methane Source Identification</p><a class="btn btn-default" href="/projects/meter-ml">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-tree text-primary"></i><h2>ForestNet</h2><p class="text-muted">Deforestation driver classification using satellite imagery.</p><a class="btn btn-default" href="/projects/forestnet">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-sun-o text-primary"></i><h2>Solar Forecasting</h2><p class="text-muted">Calibrated probabilistic solar irradiance forecasting.</p><a class="btn btn-default" href="/projects/solar">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-database text-primary"></i><h2>OGNet</h2><p class="text-muted">Oil and gas infrastructure mapping in aerial imagery.</p><a class="btn btn-default" href="/projects/ognet">Project Webpage</a></div></div></div><div class="row"><div class="col-md-3"><div class="feature-item"><i class="fa fa-camera text-primary"></i><h2>CheXphoto</h2><p class="text-muted">Chest X-Ray Transformation Dataset And Competition</p><a class="btn btn-default" href="/competitions/chexphoto">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-user-md text-primary"></i><h2>CheXpedition</h2><p class="text-muted">Generalizability of top chest X-ray models on real world challenges.</p><a class="btn btn-default" href="/projects/chexpedition">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-location-arrow"></i><h2>NGBoost</h2><p class="text-muted">Probabilistic Prediction with Gradient Boosting</p><a class="btn btn-default" href="/projects/ngboost">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-user-md text-primary"></i><h2>CheXpert</h2><p class="text-muted">A Large Chest X-Ray Dataset And Competition</p><a class="btn btn-default" href="/competitions/chexpert">Project Webpage</a></div></div></div><div class="row"><div class="col-md-3"><div class="feature-item"><i class="fa fa-heartbeat text-primary"></i><h2>ECG Arrhythmia</h2><p class="text-muted">Cardiologist-level arrythmia detection from ECG signals.</p><a class="btn btn-default" href="/projects/ecg2">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-medkit text-primary"></i><h2>MRNet</h2><p class="text-muted">Diagnosis of abnormalities from Knee MRs</p><a class="btn btn-default" href="/competitions/mrnet">Dataset Webpage</a><!-- a.btn.btn-default(href="/projects/mrnet") Project Webpage--></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-heartbeat text-primary"></i><h2>PPG Arrhythmia</h2><p class="text-muted">Arrythmia detection from ambulatory free-living PPG signals.</p><a class="btn btn-default" href="/projects/ppg">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-user-md text-primary"></i><h2>CheXNeXt</h2><p class="text-muted">Chest radiograph diagnosis of multiple pathologies</p><a class="btn btn-default" href="/projects/chexnext">Project Webpage</a></div></div></div><div class="row"><div class="col-md-3"><div class="feature-item"><i class="fa fa-user-md text-primary"></i><h2>MURA</h2><p class="text-muted">Introducing a large dataset for abnormality detection from bone x-rays.</p><a class="btn btn-default" href="/competitions/mura">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-hourglass-half text-primary"></i><h2>Countdown Regression</h2><p class="text-muted">New approach to probabilistic time to event predictions.</p><a class="btn btn-default" href="/projects/countdown-regression">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-user-md text-primary"></i><h2>CheXNet</h2><p class="text-muted">Radiologist-level pneumonia detection from chest X-rays.</p><a class="btn btn-default" href="/projects/chexnet">Project Webpage</a></div></div><div class="col-md-3"><div class="feature-item"><i class="fa fa-medkit text-primary"></i><h2>Palliative Care</h2><p class="text-muted">Using Electronic Health Record Data to direct palliative care resources.</p><a class="btn btn-default" href="/projects/improving-palliative-care">Project Webpage</a></div></div></div><div class="row"><div class="col-md-3"><div class="feature-item"><i class="fa fa-graduation-cap text-primary"></i><h2>Education</h2><p class="text-muted">Designing natural language models to detect writing errors and provide feedback.</p><a class="btn btn-default" href="http://crio.stanford.edu">Project Webpage</a></div></div></div><!-- .row --><!-- .col-md-3--><!-- .feature-item--><!-- i.fa.fa-user-md.text-primary--><!-- h2 CheXplanation--><!-- p.text-muted--><!-- | Chest X-Ray Localization Dataset And Competition--><!-- a.btn.btn-default(href="/competitions/chexplanation") Project Webpage--></div></section><section class="gray features" id="people"><div class="container"><div class="row"><div class="col-lg-12 text-center"><div class="section-heading"><h1>People</h1><p class="text-muted">Core</p></div></div></div><div class="row"><div class="col-md-10 col-md-offset-1"><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AndrewNg.jpg"/><h4 class="compact-title">Andrew Ng</h4><p class="compact-subtitle">Faculty</p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SwatiDubeBatra.jpg"/><h4 class="compact-title">Swati Dube Batra</h4><p class="compact-subtitle">Program Manager</p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JeyaMariaJose.jpg"/><h4 class="compact-title">Jeya Maria Jose</h4><p class="compact-subtitle">Postdoc</p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JeremyIrvin.jpg"/><h4 class="compact-title">Jeremy Irvin</h4><p class="compact-subtitle">PhD Candidate</p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/YixingJiang.jpg"/><h4 class="compact-title">Yixing Jiang</h4><p class="compact-subtitle">PhD Student</p></div></div></div></div><div class="row"><div class="col-md-10 col-md-offset-1"><div class="section-heading text-center"><p class="text-muted">PhD Alumni</p></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Adam Coates</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Alan Asbeck</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AnandAvati.jpg"/><h4 class="compact-title">Anand Avati</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Andrew Maas</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Andrew Saxe</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Ashutosh Saxena</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AwniHannun.jpg"/><h4 class="compact-title">Awni Hannun</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Brody Huval</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/HaoSheng.jpg"/><h4 class="compact-title">Hao Sheng</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Honglak Lee</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Ilya Sutskever</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Jiquan Ngiam</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Morgan Quigley</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Pieter Abbeel</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Quoc Le</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/PranavRajpurkar.jpg"/><h4 class="compact-title">Pranav Rajpurkar</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Rajat Raina</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Richard Socher</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Rion Snow</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Sameep Tandon</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SharonZhou.jpg"/><h4 class="compact-title">Sharon Zhou</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Tao Wang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ZiangXie.jpg"/><h4 class="compact-title">Ziang Xie</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Placeholder.jpg"/><h4 class="compact-title">Zico Kolter</h4><p class="compact-subtitle"></p></div></div></div></div></div></section><section id="bootcamp"><div class="container"><div class="row"><div class="col-md-12 text-center"><div class="section-heading"><h2>Bootcamps</h2></div></div></div><div class="row"><div class="col-md-4"><a href="/programs/aihc-bootcamp"><img class="programHeadline" src="/programs/aihc-bootcamp.svg"></a></div><div class="col-md-4"><a href="/programs/aicc-bootcamp"><img class="programHeadline" src="/programs/aicc-bootcamp.svg"></a></div><div class="col-md-4"><a href="https://medical-ai-bootcamp.hms.harvard.edu/"><img src="https://uploads-ssl.webflow.com/61d210ac9b5fc8ec43f8a4e3/61d23a07072da0dc7d4139f3_Medical%20AI%20Bootcamp%20Logo.svg"></a></div></div><hr><div class="row"><div class="col-md-10 col-md-offset-1 text-center"><div class="section-heading"><h2 class="text-muted">Bootcamp Current + Alumni</h2></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/Nomin-ErdeneBayarsaikhan.jpg"/><h4 class="compact-title">Nomin-Erdene Bayarsaikhan</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ZikuiWang.jpg"/><h4 class="compact-title">Zikui Wang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/YufeiZhao.jpg"/><h4 class="compact-title">Yufei Zhao</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AbdulazizAbdulrahmanSAlharbi.jpg"/><h4 class="compact-title">Abdulaziz Abdulrahman S Alharbi</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AakritiLakshmanan.jpg"/><h4 class="compact-title">Aakriti Lakshmanan</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AlexKwon.jpg"/><h4 class="compact-title">Alex Kwon</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/EishMaheshwari.jpg"/><h4 class="compact-title">Eish Maheshwari</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/MelanieZhang.jpg"/><h4 class="compact-title">Melanie Zhang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/RiyaDulepet.jpg"/><h4 class="compact-title">Riya Dulepet</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/EmilyLiu.jpg"/><h4 class="compact-title">Emily Liu</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SantinoRamos.jpg"/><h4 class="compact-title">Santino Ramos</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JoyceChen.jpg"/><h4 class="compact-title">Joyce Chen</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/InesDormoy.jpg"/><h4 class="compact-title">Ines Dormoy</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JinyoungKim.jpg"/><h4 class="compact-title">Jinyoung Kim</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ApoorvaDixit.jpg"/><h4 class="compact-title">Apoorva Dixit</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/MabelJiang.jpg"/><h4 class="compact-title">Mabel Jiang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/IshanSabane.jpg"/><h4 class="compact-title">Ishan Sabane</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/LiTian.jpg"/><h4 class="compact-title">Li Tian</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/BenjaminYan.jpg"/><h4 class="compact-title">Benjamin Yan</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/EthanHellman.jpg"/><h4 class="compact-title">Ethan Hellman</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/PratyushMuthukumar.jpg"/><h4 class="compact-title">Pratyush Muthukumar</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SenemIsik.jpg"/><h4 class="compact-title">Senem Isik</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/PuraPeetathawatchai.jpg"/><h4 class="compact-title">Pura Peetathawatchai</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JoanneZhou.jpg"/><h4 class="compact-title">Joanne Zhou</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AmolSingh.jpg"/><h4 class="compact-title">Amol Singh</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/HaijingZhang.jpg"/><h4 class="compact-title">Haijing Zhang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ManukaStratta.jpg"/><h4 class="compact-title">Manuka Stratta</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/LucasTao.jpg"/><h4 class="compact-title">Lucas Tao</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JiHunWang.jpg"/><h4 class="compact-title">Ji Hun Wang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/YuzuIdo.jpg"/><h4 class="compact-title">Yuzu Ido</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SpencerPaul.jpg"/><h4 class="compact-title">Spencer Paul</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/QuentinHsu.jpg"/><h4 class="compact-title">Quentin Hsu</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/MayaSrikanth.jpg"/><h4 class="compact-title">Maya Srikanth</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/EricFrankel.jpg"/><h4 class="compact-title">Eric Frankel</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JamesZheng.jpg"/><h4 class="compact-title">James Zheng</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/DaniellaHaccoGrimberg.jpg"/><h4 class="compact-title">Daniella Hacco Grimberg</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img 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class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/KristenYeom.jpg"/><h4 class="compact-title">Kristen Yeom</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/LeanneWilliams.jpg"/><h4 class="compact-title">Leanne Williams</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/UtkanDemirci.jpg"/><h4 class="compact-title">Utkan Demirci</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/GozdeDurmus.jpg"/><h4 class="compact-title">Gozde Durmus</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SidharthaSinha.jpg"/><h4 class="compact-title">Sidhartha Sinha</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/CatherineHogan.jpg"/><h4 class="compact-title">Catherine Hogan</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SebastianFernandez-Pol.jpg"/><h4 class="compact-title">Sebastian Fernandez-Pol</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/YasoNatkunam.jpg"/><h4 class="compact-title">Yaso Natkunam</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/MitchellRosen.jpg"/><h4 class="compact-title">Mitchell Rosen</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/GeoffTison.jpg"/><h4 class="compact-title">Geoff Tison</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/DavidKim.jpg"/><h4 class="compact-title">David Kim</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/AndrewBeam.jpg"/><h4 class="compact-title">Andrew Beam</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/RobJackson.jpg"/><h4 class="compact-title">Rob Jackson</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/RamRajagopal.jpg"/><h4 class="compact-title">Ram Rajagopal</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/SaraKnox.jpg"/><h4 class="compact-title">Sara Knox</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/DanielRodriguez.jpg"/><h4 class="compact-title">Daniel Rodriguez</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/GavinMcNicol.jpg"/><h4 class="compact-title">Gavin McNicol</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ChrisField.jpg"/><h4 class="compact-title">Chris Field</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/JackelynHwang.jpg"/><h4 class="compact-title">Jackelyn Hwang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/PeterKitanidis.jpg"/><h4 class="compact-title">Peter Kitanidis</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/EtienneFluet-Chouinard.jpg"/><h4 class="compact-title">Etienne Fluet-Chouinard</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/ZutaoYang.jpg"/><h4 class="compact-title">Zutao Yang</h4><p class="compact-subtitle"></p></div></div><div class="col-xs-4 item-wrap col-sm-2"><div class="feature-item"><img class="img-circle" src="/img/headshots/DuncanWatson-Parris.jpg"/><h4 class="compact-title">Duncan Watson-Parris</h4><p class="compact-subtitle"></p></div></div></div></div></div></section><section id="workwithus"><div class="container"><div class="row"><div class="col-lg-12 text-center"><div class="section-heading"><h1>Work with us</h1></div></div></div><div class="row"><div class="col-md-10 col-md-offset-1"><h2>By working with our group, you will:</h2><ul><li>Work on important problems in areas such as healthcare and climate change, using AI.</li><li>Build and deploy machine learning / deep learning algorithms and applications.</li></ul><h2>Values</h2><p>Here are some values that we would like to see in you:</p><ul><li><strong>Hard work</strong>: We expect you to have a strong work ethic. Many of us work evenings and weekends because we love our work and are passionate about the AI mission. We also value velocity, and like people that get things done quickly.</li><li><strong>Flexibility</strong>: You should be willing to dive into different facets of a project. For example, besides developing machine learning algorithms, you may also need to work on data acquisition, conduct user interviews, or do frontend engineering. This may also require going outside your comfort zone, and learning to do new tasks in which you’re not an expert.</li><li><strong>Learning</strong>: You should have a strong growth mindset, and want to learn continuously. This can involve reading books, taking coursework, talking to experts, or re-implementing research papers. We will also prioritize your learning and help point you in the right direction; but you need to put in the work to take advantage of this.</li><li><strong>Teamwork</strong>: We work together in small teams. You are expected to support and collaborate with others; in turn you will also receive support from your teammates.</li></ul><h2>Prerequisites</h2><p>You should have a strong ML background, or a strong software engineering background.</p><ul><li><strong>ML/AI background</strong>: You have a solid background in probability and linear algebra, and have done well in AI/ML coursework. For example, Stanford students should have taken CS229 before applying. Previous ML/AI research experience would be a plus but is not required.</li><li><strong>Software engineering background</strong>: We also encourage engineers without much AI background who are interested in developing ML applications to apply. Applicants should have made significant contributions to software projects in the past, for example through developing software systems at a company or through significant open source contributions.</li></ul><h2>Applying</h2><p> Please see below for how to apply to work with our group. Due to a high number of applicants we may be unable to respond to individual emails. We can only work with Stanford students at this time.</p><h3>Stanford PhD Students</h3><ul><li>Stanford PhD students interested in rotating with Professor Ng should email us at [email protected] using their Stanford email with the subject line “FirstName LastName PhD Rotation”.</li></ul><h3>Other Stanford Students</h3><ul><li> We encourage other Stanford students who want to work with us to apply to either the <a href="https://stanfordmlgroup.github.io/programs/aihc-bootcamp/">AIHC</a>, <a href="https://stanfordmlgroup.github.io/programs/aicc-bootcamp/">AICC</a>, or <a href="https://medical-ai-bootcamp.hms.harvard.edu/">Medical AI </a>bootcamp. </li><li>Outside of coursework, we expect this to be your primary academic activity. </li><li>As it takes time to familiarize oneself with a research project and to make significant contributions, we expect that students will be involved for at least two quarters, with a strong preference for those who can potentially stay involved for the full school year.</li></ul></div></div></div></section><section class="gray" id="contact"><div class="container"><div class="row"><div class="col-lg-12 text-center"><div class="section-heading"><h1>Contact us</h1></div></div></div><div class="row"><div class="col-md-10 col-md-offset-1 text-center"><h3>If you're looking to partner or work with us, contact us at </h3><h2><code>[email protected]</code></h2></div></div></div></section><footer><div class="container"><div class="row"><div class="col-md-12 text-center"><a href="/"><img src="/img/stanfordmlgrouplogo.svg"></a></div></div></div></footer><script src="/lib/jquery/jquery.min.js"></script><script src="/lib/bootstrap/js/bootstrap.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery-easing/1.3/jquery.easing.min.js"></script><script src="/js/theme.js"></script></body></html>