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<!doctype html> <html class="no-js" xml:lang="en" lang="en" dir="ltr"> <head> <meta http-equiv="X-UA-Compatible" content="IE=Edge" /> <title>Artificial Intelligence and Computational Drug Discovery and Development (MS) | UC San Francisco</title> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> <meta name="description" content="The Artificial Intelligence and Computational Drug Discovery and Development (AICD3) Graduate Program is a 1.5 years (5 quarters) program leading to a MS in Artificial Intelligence and Computational Drug Discovery and Development. Students will complete 38 units of didactic courses in the first three quarters, then complete a capstone project in the following two quarters (20 weeks)" /> <meta name="keywords" content="Artificial Intelligence, Computational, Drug, Discovery" /> <link rel="search" type="application/opensearchdescription+xml" href="/search/opensearch.xml" title="Catalog" /> <meta name="viewport" content="width=device-width, initial-scale=1.0, minimum-scale=1.0" /> <link href="/images/favicon.ico" rel="shortcut icon" /> <link rel="stylesheet" type="text/css" href="/css/reset.css" /> <link href="https://fonts.googleapis.com/css?family=Roboto:400,400i,500,500i,700,700i" rel="stylesheet"> <link rel="stylesheet" type="text/css" href="/fonts/font-awesome/font-awesome.min.css" /> <link rel="stylesheet" type="text/css" href="/css/courseleaf.css" /> <link rel="stylesheet" type="text/css" href="/css/screen.css?v=2024-2025" media="screen" /> <link rel="stylesheet" type="text/css" href="/css/print.css" media="print" /> <script type="text/javascript" src="/js/jquery.js"></script> <script type="text/javascript" src="/js/lfjs.js"></script> <script type="text/javascript" src="/js/lfjs_any.js"></script> <link rel="stylesheet" type="text/css" href="/js/lfjs.css" /> <script type="text/javascript" src="/js/courseleaf.js"></script> <script type="text/javascript" src="/js/custom.js?v=2024-2025"></script> </head> <body class=""> <nav aria-label="Skip content menu" class="accessible"> <div class="accessible-menu"> <ul> <li><a href="#contentarea" rel="section">Skip to Content</a></li> <li><a href="/azindex/">AZ Index</a></li> <li><a href="/">Catalog Home</a></li> </ul> </div> </nav> <header id="header"> <section class="header-universal"> <div class="wrap"> <p class="header-universal__title">University of California San Francisco</p> <a class="header-universal__give" href="https://giving.ucsf.edu/">Give to UCSF</a> </div> </section> <section class="header-main"> <div class="wrap"> <h1 id="site-title"><a href="/" rel="home">General Catalog</a></h1> <div class="mobile-toggles"> <button type="button" class="toggle-search" aria-controls="cat-search" aria-expanded="false" data-toggle="#cat-search"> <span class="sr-only">toggle search</span> <span class="toggle-search__icon" aria-hidden="true"></span> </button> <button id="hamburger" aria-controls="navigation" data-toggle="#navigation" aria-expanded="false"> <span class="sr-only">Toggle menu</span> <span class="burgertime" aria-hidden="true"> <span class="icon"></span> </span> </button> </div> <nav id="navigation" aria-label="Secondary" aria-hidden="false"> <ul id="main-nav" class="top clearfix"> <li class="isparent"> <button type="button">Courses</button> <ul> <li><a href="/course-catalog/">Course Listings</a></li> <li><a href="/course-search/">Search Courses</a></li> </ul> </li> <li><a href="/programs/">Academic Programs</a></li> <li class="isparent"> <button type="button">Schools and Programs</button> <ul> <li><a href="/schools/school-dentistry/">School of Dentistry</a></li> <li><a href="/schools/school-medicine/">School of Medicine</a></li> <li><a href="/schools/school-nursing/">School of Nursing</a></li> <li><a href="/schools/school-pharmacy/">School of Pharmacy</a></li> <li><a href="/schools/graduate-division/">Graduate Division</a></li> <li><a href="/schools/institute-global-health-sciences/">Institute for Global Health Sciences</a></li> </ul> </li> <li><a href="/university/">University Support Offices</a></li> <li><a href="/archive/">Archive</a></li> <li class="no-mobile"> <button type="button" class="toggle-search" aria-controls="cat-search" aria-expanded="false" data-toggle="#cat-search"> <span class="sr-only">open search</span> <span class="toggle-search__icon" aria-hidden="true"></span> </button> </li> </ul> <a class="header-main__give" href="https://giving.ucsf.edu/">Give to UCSF</a> </nav> <div class="search" id="cat-search"> <form action="/search/"> <label for="cat-search-term" class="sr-only">Search catalog</label> <input class="search-field" type="text" name="search" id="cat-search-term" placeholder="Search catalog..." /> <button class="search-button" type="submit"> <span class="sr-only">Submit search</span> </button>  </form> </div> </div> </section> </header> <section id="content-container"> <div class="wrap"> <div id="col-content"> <nav id="breadcrumb" aria-label="Breadcrumbs"> <ul><li><a href="/">Home</a><span class="crumbsep">></span></li><li><a href="/programs/">Academic Programs</a><span class="crumbsep">></span></li><li><span class="active">Artificial Intelligence and Computational Drug Discovery and Development (MS)</span></li></ul> </nav> <main id="contentarea"> <header> <h1 class="page-title">Artificial Intelligence and Computational Drug Discovery and Development (MS)</h1> </header> <script type="text/javascript"> //<![CDATA[ var defshow = "text"; var bodycontainer = "#body"; var validhashes = ",text,detailstext,"; if(window.location.hash.length) { var hash = cleanHash(window.location.hash); if(validhashes.indexOf("," + hash + ",") != -1) defshow = hash; } var ss = document.styleSheets; var workss = null; for(var i=0; i < ss.length; i++) { var currmedia = ""; if (typeof ss[i].media == "string") currmedia = ss[i].media else if (typeof ss[i].media == "object" && ss[i].media.mediaText) currmedia = ss[i].media.mediaText; if((currmedia == "screen" || currmedia == "all") && (ss[i].href.indexOf("/") == 0 || ss[i].href.indexOf(document.location.host) >= 0)) { workss = ss[i]; break; } } if(workss && workss.insertRule) { workss.insertRule(".tab_content { display: none; }", workss.cssRules.length) workss.insertRule(".sectionheader { display: none; }", workss.cssRules.length) workss.insertRule("#" + defshow + "container { display: block; }", workss.cssRules.length) } else if(workss && workss.addRule) { workss.addRule(".tab_content", "display: none"); workss.addRule(".sectionheader", "display: none"); workss.addRule("#" + defshow + "container", "display: block"); } else { if (window.console) window.console.log('screen.css <link> needs attribute media="screen"'); } //]]> </script> <nav id="tabs" aria-label="Page content tabs"> <ul class="clearfix" role="tablist"> <li id="texttab" role="presentation"> <a href="#textcontainer" role="tab" aria-controls="textcontainer" onclick="return showSection('text');">Overview</a></li> <li id="detailstexttab" role="presentation"> <a href="#detailstextcontainer" role="tab" aria-controls="detailstextcontainer" onclick="return showSection('detailstext');" >Details</a></li> </ul> </nav> <div id="textcontainer" class="page_content tab_content" role="tabpanel" aria-labelledby="texttab"> <p><a href="https://pharm.ucsf.edu/aicd3" target="_blank" rel="noopener">Visit program website.</a></p><p><a href="https://gradapplication.ucsf.edu/" target="_blank" rel="noopener" class="applyBtn">Apply now</a></p><p><strong>Degree Offered:</strong>聽MS<br/> <strong>Program Leadership:</strong><br/> Joanne Chun, PharmD, PhD, Director<br/> Amita Joshi, PhD, MPharm<br/> Michelle Wang, PharmD, PhD</p> <p><strong>Admissions Inquiries</strong>:<br/> <a href="mailto:sabrina.villaro2@ucsf.edu">Sabrina Villaro</a>, Program Administrator</p> <h2>Program Description</h2> <p>The Artificial Intelligence and Computational Drug Discovery and Development (AICD3) Graduate Program is a 1.5 years (5 quarters) program leading to a MS in Artificial Intelligence and Computational Drug Discovery and Development. Students will complete 38 units of didactic courses in the first three quarters, then complete a capstone project in the following two quarters (20 weeks)</p> <p>The program will train students to apply computer science, data science, statistical analysis, machine learning, and other data-driven methods to bolster the discovery and development of new drugs and therapies. The program intends to give students the competitive edge for the most desirable jobs in the biopharmaceutical industry and in academia, both of which increasingly require interdisciplinary training</p> <p>The curriculum is carefully designed to ensure mastery in computational approaches spanning systems pharmacology, bioinformatics, physiologic-based pharmacokinetic/pharmacodynamic modeling, and pharmacogenomics, that will pave the way to transformational changes and innovation of drug discovery (e.g., identification of novel targets) and drug development (e.g., virtual human trials).聽 Didactic courses will provide students with in-depth foundational computer science knowledge and advanced computational skills, and cover the latest technological advancements while emphasizing the ethical implications and societal impacts of AI in healthcare.</p> <p>The Capstone Project is required for graduation from the AI-CD3 program. It is designed and structured to allow students to gain experience applying learned tools and methodologies to drug discovery and drug development projects in an academic or industry setting. These projects provide experiential training in which students will use the computational skills and tools that they gained in their didactic curriculum in an applied project in either industry or academia. Additionally, the Capstone Project will allow students to deeply explore fields of interest and collaborate with scientists from many disciplines. It concludes with the submission and presentation (poster and oral) of the project.</p> <h2>Admission Requirements</h2> <h3>Basic qualifications:</h3> <p>Prospective students must possess a bachelor鈥檚 degree from an accredited institution by the time classes commence.</p> <h3>Preferred degree backgrounds:</h3> <p>Applicants with degrees in the following fields are encouraged to apply:</p> <ul style="list-style-type:circle"> <li>biology, chemistry, biochemistry</li> <li>computer science, computer engineering, electrical engineering</li> <li>statistics, data science</li> <li>mathematics</li> </ul> <p>鈥婽hese degrees should demonstrate the applicant鈥檚 capability for success in technical studies</p> <h3>Consideration for non-technical degrees:</h3> <p>Candidates with degrees outside the mentioned technical fields may still be considered if:</p> <ul style="list-style-type:circle"> <li>They鈥檝e undertaken significant relevant coursework.</li> <li>The admissions committee assesses them as adequately prepared for graduate studies.</li> </ul> <h3>Additional prerequisites:</h3> <ul style="list-style-type:circle"> <li>Minimum GPA: 3.0 out of 4.0.</li> <li>Essential courses: calculus, and at least one from the following: biology, chemistry, physiology, or biochemistry.</li> </ul> <h2>Learning Outcomes</h2> <p>The program's learning outcomes revolve around mastering the essential skills and knowledge in AI and computational techniques for drug discovery and development. This includes proficiency in data analysis, understanding of drug design processes, ethical considerations in AI, and the ability to translate theoretical knowledge into practical solutions for real-world challenges.</p></div> <div id="detailstextcontainer" class="page_content tab_content" role="tabpanel" aria-labelledby="detailstexttab" aria-hidden="true"> <a name="detailstext"></a><h2>Degree Requirements</h2> <p class="introtext">Since this is the first year of the program, course data below is subject to change.</p> <p>Our program is 1.5 years, full-time, and in-person. It consists of 5 quarters:</p> <ul> <li>3 quarters of didactic coursework (43.5聽units)</li> <li>2 quarters in a capstone project: fieldwork in academic or industry research (6 units)</li> </ul> <h2>Core Courses聽</h2> <table pdfnorepeatheader="true" class="sc_plangrid"> <caption>Plan of Study Grid</caption><colgroup> <col pdfwidth="28" class="codecol"/> <col pdfwidth="57" class="titlecol"/> <col pdfwidth="15" class="hourscol"/> </colgroup> <tr class="plangridyear"><th id="6x4sRT_plangrid1_0" class="year" colspan="3">Year 1</th></tr> <tr class="plangridterm"><th id="6x4sRT_plangrid1_0_0" colspan="2">Fall Quarter</th><th id="6x4sRT_plangrid1_hoursheader" scope="col" class="hourscol">Units</th></tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_0" class="codecol"><a href="/search/?P=AICOMPDRUG%20201" title="AICOMPDRUG聽201" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 201');">AICOMPDRUG聽201</a></td> <td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">Techniques in Drug Discovery</td> <td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">3</td> </tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_0" class="codecol"><a href="/search/?P=AICOMPDRUG%20202" title="AICOMPDRUG聽202" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 202');">AICOMPDRUG聽202</a></td> <td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">PK/PD Principles</td> <td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">2</td> </tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_0" class="codecol"><a href="/search/?P=AICOMPDRUG%20203" title="AICOMPDRUG聽203" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 203');">AICOMPDRUG聽203</a></td> <td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">Fundamentals of Machine Learning</td> <td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">5</td> </tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_0" class="codecol"><a href="/search/?P=AICOMPDRUG%20223A" title="AICOMPDRUG聽223A" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 223A');">AICOMPDRUG聽223A</a></td> <td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">AI and ML for Capstone Innovation</td> <td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">3</td> </tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_0" class="codecol"><a href="/search/?P=BIOSTAT%20272" title="BIOSTAT聽272" class="bubblelink code" onclick="return showCourse(this, 'BIOSTAT 272');">BIOSTAT聽272</a></td> <td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">Foundations in Biostatistical Principles and Methods</td> <td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">4</td> </tr> <tr class="plangridsum odd"><td>聽</td><td headers=" 6x4sRT_plangrid1_0_0" class="titlecol">Units</td><td headers=" 6x4sRT_plangrid1_0_0 6x4sRT_plangrid1_hoursheader" class="hourscol">17</td></tr> <tr class="plangridterm"><th id="6x4sRT_plangrid1_0_1" colspan="3">Winter Quarter</th></tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_1" class="codecol"><a href="/search/?P=AICOMPDRUG%20204" title="AICOMPDRUG聽204" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 204');">AICOMPDRUG聽204</a></td> <td headers=" 6x4sRT_plangrid1_0_1" class="titlecol">Computation and AI in Drug Discovery and Development</td> <td headers=" 6x4sRT_plangrid1_0_1 6x4sRT_plangrid1_hoursheader" class="hourscol">3</td> </tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_1" class="codecol"><a href="/search/?P=AICOMPDRUG%20205" title="AICOMPDRUG聽205" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 205');">AICOMPDRUG聽205</a></td> <td headers=" 6x4sRT_plangrid1_0_1" class="titlecol">Modeling for Drug Development</td> <td headers=" 6x4sRT_plangrid1_0_1 6x4sRT_plangrid1_hoursheader" class="hourscol">4</td> </tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_1" class="codecol"><a href="/search/?P=AICOMPDRUG%20223B" title="AICOMPDRUG聽223B" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 223B');">AICOMPDRUG聽223B</a></td> <td headers=" 6x4sRT_plangrid1_0_1" class="titlecol">Practical Modules of AI and ML for the Biotech Industry</td> <td headers=" 6x4sRT_plangrid1_0_1 6x4sRT_plangrid1_hoursheader" class="hourscol">3</td> </tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_1" class="codecol"><a href="/search/?P=BIO%20MD%20INF%20212" title="BIO聽MD聽INF聽212" class="bubblelink code" onclick="return showCourse(this, 'BIO MD INF 212');">BIO聽MD聽INF聽212</a></td> <td headers=" 6x4sRT_plangrid1_0_1" class="titlecol">Deep Learning for Biological and Clinical Research</td> <td headers=" 6x4sRT_plangrid1_0_1 6x4sRT_plangrid1_hoursheader" class="hourscol">5</td> </tr> <tr class="plangridsum even"><td>聽</td><td headers=" 6x4sRT_plangrid1_0_1" class="titlecol">Units</td><td headers=" 6x4sRT_plangrid1_0_1 6x4sRT_plangrid1_hoursheader" class="hourscol">15</td></tr> <tr class="plangridterm"><th id="6x4sRT_plangrid1_0_2" colspan="3">Spring Quarter</th></tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_2" class="codecol"><a href="/search/?P=GRAD%20214" title="GRAD聽214" class="bubblelink code" onclick="return showCourse(this, 'GRAD 214');">GRAD聽214</a></td> <td headers=" 6x4sRT_plangrid1_0_2" class="titlecol">Responsible Conduct of Research and Rigor & Reproducibility</td> <td headers=" 6x4sRT_plangrid1_0_2 6x4sRT_plangrid1_hoursheader" class="hourscol">1.5</td> </tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_2" class="codecol"><a href="/search/?P=AICOMPDRUG%20206" title="AICOMPDRUG聽206" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 206');">AICOMPDRUG聽206</a></td> <td headers=" 6x4sRT_plangrid1_0_2" class="titlecol">RWD/RWE Mining and Analysis (<span class="comment">RWD/RWE Mining and Analysis</span>)</td> <td headers=" 6x4sRT_plangrid1_0_2 6x4sRT_plangrid1_hoursheader" class="hourscol">4</td> </tr> <tr class="odd"><td headers=" 6x4sRT_plangrid1_0_2" class="codecol"><a href="/search/?P=AICOMPDRUG%20207" title="AICOMPDRUG聽207" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 207');">AICOMPDRUG聽207</a></td> <td headers=" 6x4sRT_plangrid1_0_2" class="titlecol">Advanced Omics Analysis and Systems Pharmacology (<span class="comment">Advanced Omics Analysis and Systems Pharmacology</span>)</td> <td headers=" 6x4sRT_plangrid1_0_2 6x4sRT_plangrid1_hoursheader" class="hourscol">4</td> </tr> <tr class="even"><td headers=" 6x4sRT_plangrid1_0_2" class="codecol"><a href="/search/?P=AICOMPDRUG%20223C" title="AICOMPDRUG聽223C" class="bubblelink code" onclick="return showCourse(this, 'AICOMPDRUG 223C');">AICOMPDRUG聽223C</a></td> <td headers=" 6x4sRT_plangrid1_0_2" class="titlecol">AI and ML Research Frontiers (<span class="comment">Emerging Technologies and Capstone Projects</span>)</td> <td headers=" 6x4sRT_plangrid1_0_2 6x4sRT_plangrid1_hoursheader" class="hourscol">3</td> </tr> <tr class="plangridsum odd"><td>聽</td><td headers=" 6x4sRT_plangrid1_0_2" class="titlecol">Units</td><td headers=" 6x4sRT_plangrid1_0_2 6x4sRT_plangrid1_hoursheader" class="hourscol">12.5</td></tr> <tr class="plangridtotal lastrow even"><td>聽</td><td>Total Units</td><td headers="6x4sRT_plangrid1_hoursheader" class="hourscol">44.5</td></tr> </table> </div> </main> </div>  <div id="col-nav"> <aside id="sidebar"> <div class="sidebar-item"> <h2 id="edition" class="sidebar-header"><a href="/">2024-2025 Edition</a></h2> <nav id="cl-menu" aria-label="Primary"> <ul class="nav levelzero" id="/"> <li><a href="/welcome/">Welcome from the Chancellor</a></li> <li class="isparent"><a href="/schools/">Schools and Programs</a></li> <li class="active isparent"><a href="/programs/">Academic Programs</a> <ul class="nav levelone" id="/programs/"> <li><a href="/programs/atcr-certificate/">Advanced Training in Clinical Research 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