Hal R. Varian MIDS Capstone Award | UC Berkeley School of Information

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<div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-2" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="6620" > <div class="tbm-link-container"> <a href="/programs/5th-year-mids/careers" class="tbm-link level-3" title="5th Year MIDS Career Outcomes and ROI"> Career Outcomes </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8140" > <div class="tbm-link-container"> <a href="/programs/5th-year-mids/capstone" class="tbm-link level-3"> Capstone Project </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-2" role="list"> <li class="tbm-item level-2 tbm-group active active-trail" aria-level="2" data-id="858" > <div class="tbm-link-container"> <a href="/programs/mids" class="tbm-link level-2 tbm-group-title active-trail" title="Master of Information & Data Science" aria-expanded="false"> MIDS Program </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-7" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="2247" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/admissions/" class="tbm-link level-3" title="How to apply to the Master of Information & Data Science degree program" target="_blank"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6656" > <div class="tbm-link-container"> <a href="/programs/mids/larson-fellowship" class="tbm-link level-3" title="The Data for Good fellowship supports MIDS students who desire to use data science to benefit society."> Jack Larson Data for Good Fellowship </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="9408" > <div class="tbm-link-container"> <a href="/programs/mids/tuition" class="tbm-link level-3"> Tuition & Fees </a> </div> </li> <li class="tbm-item level-3 active active-trail" aria-level="3" data-id="2220" > <div class="tbm-link-container"> <a href="/programs/mids/capstone" class="tbm-link level-3 active-trail" title="Capstone projects are the culmination of of the Master of Information & Data Science program"> Capstone Project </a> </div> </li> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="4930" > <div class="tbm-link-container"> <a href="/programs/mids/women" class="tbm-link level-3"> Women in MIDS </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8620" > <div class="tbm-link-container"> <a href="/programs/mids/news" class="tbm-link level-3"> MIDS Curriculum News </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8585" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/form-data-science/" class="tbm-link level-3" target="_blank"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="4927" > <div class="tbm-link-container"> <a href="/programs/mics" class="tbm-link level-2 tbm-group-title" title="Master of Information and Cybersecurity" aria-expanded="false"> MICS Program </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-5" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="6891" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/admissions/" class="tbm-link level-3" target="_blank"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8975" > <div class="tbm-link-container"> <a href="/news/mics" class="tbm-link level-3"> MICS Student News </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="9409" > <div class="tbm-link-container"> <a href="/programs/mics/tuition" class="tbm-link level-3"> Tuition & Fees </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6889" > <div class="tbm-link-container"> <a href="/programs/mics/capstone" class="tbm-link level-3"> Capstone Project </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8586" > <div class="tbm-link-container"> <a href="https://ischoolonline.berkeley.edu/form-cybersecurity/" class="tbm-link level-3" target="_blank"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-3" role="list"> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="857" > <div class="tbm-link-container"> <a href="/programs/phd" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Ph.D. Program </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-7" role="list"> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="2246" > <div class="tbm-link-container"> <a href="/programs/phd/admissions" class="tbm-link level-3" title="How to apply to the Ph.D. program"> Admissions </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6605" > <div class="tbm-link-container"> <a href="/programs/phd/careers" class="tbm-link level-3"> Career Outcomes </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="2216" > <div class="tbm-link-container"> <a href="/programs/phd/degreerequirements" class="tbm-link level-3"> Degree Requirements </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="8390" > <div class="tbm-link-container"> <a href="/programs/phd/funding" class="tbm-link level-3"> Funding Your Education </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="1085" > <div class="tbm-link-container"> <a href="/programs/phd/dissertations" class="tbm-link level-3"> Dissertations </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="2256" > <div class="tbm-link-container"> <a href="/programs/phd/events" class="tbm-link level-3"> Admissions Events </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="4631" > <div class="tbm-link-container"> <a href="/programs/phd/moreinfo" class="tbm-link level-3" title="Sign up for more information about our Ph.D. program"> Request Information </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="7133" > <div class="tbm-link-container"> <a href="/programs/certificates" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Graduate Certificates </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-2" role="list"> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="6786" > <div class="tbm-link-container"> <a href="/programs/data-science-certificate" class="tbm-link level-3"> Applied Data Science Certificate </a> </div> </li> <li class="tbm-item level-3 hide-submenu" aria-level="3" data-id="860" > <div class="tbm-link-container"> <a href="/programs/ictd" class="tbm-link level-3"> ICTD Certificate </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-2 hide-submenu" aria-level="2" data-id="8976" > <div class="tbm-link-container"> <a href="/programs/cybersecurityclinic" class="tbm-link level-2"> Cybersecurity Clinic </a> </div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-block-content953e713f-cec1-4e84-a942-39a02dbb7ffb" class="block block-block-content block-block-content953e713f-cec1-4e84-a942-39a02dbb7ffb"> <div class="content"> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>The School of Information offers four degrees:</p><p>The <a href="/programs/mims"><strong>Master of Information Management and Systems (MIMS)</strong></a> program educates information professionals to provide leadership for an information-driven world.</p><p>The <a href="https://ischoolonline.berkeley.edu/data-science/"><strong>Master of Information and Data Science (MIDS)</strong></a> is an online degree preparing data science professionals to solve real-world problems. The 5th Year MIDS program is a streamlined path to a MIDS degree for Cal undergraduates.</p><p>The <a href="https://ischoolonline.berkeley.edu/cybersecurity/"><strong>Master of Information and Cybersecurity (MICS)</strong></a> is an online degree preparing cybersecurity leaders for complex cybersecurity challenges.</p><p>Our <a href="/programs/phd"><strong>Ph.D. in Information Science</strong></a> is a research program for next-generation scholars of the information age.</p></div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="555" > <div class="tbm-link-container"> <a href="/courses" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> Courses </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div 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aria-level="3" data-id="2217" > <div class="tbm-link-container"> <a href="/courses/datasci/2024/fall" class="tbm-link level-3"> Fall 2024 Course Schedule </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="3929" > <div class="tbm-link-container"> <a href="/courses/datasci/2025/spring" class="tbm-link level-3"> Spring 2025 Course Schedule </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-1 items-1" role="list"> <li class="tbm-item level-2 tbm-group" aria-level="2" data-id="5118" > <div class="tbm-link-container"> <a href="/courses/cyber" class="tbm-link level-2 tbm-group-title" aria-expanded="false"> Cybersecurity Course Catalog </a> </div> <div class="tbm-group-container tbm-item-child" role="list"><div class="dropdown-menu-inner"> <div class="mega-dropdown-inner"> <div class="tbm-row"> <div class="tbm-column span12"> <div class="tbm-column-inner"> <ul class="tbm-subnav level-2 items-3" role="list"> <li class="tbm-item level-3" aria-level="3" data-id="6049" > <div class="tbm-link-container"> <a href="/courses/cyber/2024/fall" class="tbm-link level-3" title="Online cybersecurity courses for the fall 2018 term"> Fall 2024 Course Schedule </a> </div> </li> <li class="tbm-item level-3" aria-level="3" data-id="6050" > <div class="tbm-link-container"> <a href="/courses/cyber/2025/spring" class="tbm-link level-3" title="Online cybersecurity courses for the spring 2019 term"> Spring 2025 Course Schedule </a> </div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span3"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-block-content94491d8f-75c0-4e0a-b123-cbba48b402cc" class="block block-block-content block-block-content94491d8f-75c0-4e0a-b123-cbba48b402cc"> <div class="content"> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>The School of Information's courses bridge the disciplines of information and computer science, design, social sciences, management, law, and policy. We welcome interest in our graduate-level Information classes from current UC Berkeley graduate and undergraduate students and community members. <a href="/courses/take-a-class">More information about signing up for classes.</a></p></div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="773" > <div class="tbm-link-container"> <a href="/people" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> People </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div class="tb-megamenu-row row-fluid"> <div class="mega-submenu-header tb-megamenu-column span8 mega-col-nav" data-width="8"><a href="/people" data-mobile-explore-text="All People">People</a></div> </div> <div class="mega-dropdown-inner"> <div 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Jamie Lee Curtis, from right, and Ke Huy Quan are in the audience. Credit: Chris Pizzello/AP" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/help-ai-uc-berkeley-researchers-confirm-hollywood-getting-more-diverse" hreflang="en">With the Help of AI, UC Berkeley Researchers Confirm Hollywood Is Getting More Diverse</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">A new study led by Professor David Bamman used facial recognition technology to track the amount of time actors appear…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/dont-worry-study-shows-youre-likely-more-creative-writer-chatgpt-now"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-10/adobestock_232311459-scaled.jpeg?h=0da08316&itok=oYSD3JPo" width="150" height="150" alt="robot hand using laptop" title="Photo Credit: sompong_tom via Adobe Images" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/dont-worry-study-shows-youre-likely-more-creative-writer-chatgpt-now" hreflang="en">Don’t Worry. Study Shows You’re Likely a More Creative Writer Than ChatGPT. For Now.</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">UC Berkeley researcher Nina Beguš instructed both humans and AI tools to write a story based on one of two short…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/white-house-issues-new-directive-ai-and-national-security"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-10/tabrez-syed-dbc9dgsjzko-unsplash.jpg?h=8d5010cd&itok=Bzaog3H5" width="150" height="150" alt="photo of the White House at night" title="White House, Washington DC (Photo by Tabrez Syed via Unsplash)" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/white-house-issues-new-directive-ai-and-national-security" hreflang="en">White House Issues New Directive on AI and National Security</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">Professor Deirdre Mulligan explains the Biden-Harris Administration’s new National Security Memorandum (NSM) on…</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/news/2024/study-shows-election-data-visualization-design-can-be-powerful-persuasion-tool"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/article_teaser_image/chase.png?h=53247445&itok=h8zylsUq" width="150" height="150" alt="Headshot, chase, guy with glasses and blue shirt" title="Chase Stokes (Photo by Brittany Hosea-Small for the School of Information)" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/news/2024/study-shows-election-data-visualization-design-can-be-powerful-persuasion-tool" hreflang="en">Study Shows Election Data Visualization Design Can Be a Powerful Persuasion Tool</a></span></div><div class="views-field views-field-field-teaser-text"><div class="field-content">From election forecasts and pandemic dashboards to stock market charts and scientific figures, many people trust data…</div></div></div> <div class="clearfix"></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> <li class="tbm-item level-1 tbm-item--has-dropdown" aria-level="1" data-id="1184" > <div class="tbm-link-container"> <a href="/events" class="tbm-link level-1 tbm-toggle" aria-expanded="false"> Events </a> <button class="tbm-submenu-toggle"><span class="visually-hidden">Toggle submenu</span></button> </div> <div class="tbm-submenu tbm-item-child tbm-has-width" style="width: 1000px;" role="list"><div class="dropdown-menu-inner"> <div 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</div> </li> </ul> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> <div class="tbm-column span8"> <div class="tbm-column-inner"> <div class="tbm-block"> <div class="block-inner"> <div id="block-views-blockmega-menu-block-2" class="panel-pane block-views--mega-menu-block-2 block block-views block-views-blockmega-menu-block-2"> <div class="block-content"> <div class="views-element-container"><div class="megamenu-grid view view-mega-menu view-id-mega_menu view-display-id-block_2 js-view-dom-id-f39d688befe08fd4efb6b1fb83bc44f5644196423a2fd8696fb1b8fbc5d5df30"> <div class="view-content"> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/behind-startup-how-venture-capital-shapes-work-innovation-and-inequality"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/ben-shestakofsky_0.jpg?h=6016224a&itok=lPEwjUQt" width="150" height="150" alt="Benjamin Shestakofsky" title="Benjamin Shestakofsky" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/behind-startup-how-venture-capital-shapes-work-innovation-and-inequality" hreflang="und">Behind the Startup: How Venture Capital Shapes Work, Innovation, and Inequality</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 5, 2024, 2:15 pm – 3:25 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/terms-disservice-stakes-human-chatbot-relationships"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/valerie-black.png?h=f439324e&itok=Ug1kWsbw" width="150" height="150" alt="Valerie Black" title="Valerie Black" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/terms-disservice-stakes-human-chatbot-relationships" hreflang="und">Terms of (Dis)Service: The Stakes of Human-Chatbot Relationships</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 10, 2024, 2:15 pm – 3:25 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/cybersecurity-fall-2024-capstone-project-showcase"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/event_teaser_image/mics_banner_16x9.png?h=f30bcfc4&itok=fGVuUpMz" width="150" height="150" alt="mics_banner_16x9.png" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/cybersecurity-fall-2024-capstone-project-showcase" hreflang="und">Cybersecurity Fall 2024 Capstone Project Showcase</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 11, 2024, 4:00 pm – 6:30 pm</div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/events/2024/uc-berkeley-cybersecurity-clinic-showcase"> <img loading="lazy" src="/sites/default/files/styles/news_listing/public/2024-11/citizenclinic.jpg?h=f0beca9a&itok=MLe4s0ve" width="150" height="150" alt="Graphic of multiple raised fists holding smartphones" class="image-style-news-listing" /> </a></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/events/2024/uc-berkeley-cybersecurity-clinic-showcase" hreflang="en">UC Berkeley Cybersecurity Clinic Showcase</a></span></div><div class="views-field views-field-field-event-date-time"><div class="field-content">December 12, 2024, 12:30 pm – 2:00 pm</div></div></div> <div class="clearfix"></div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div></div> </li> </ul> </div> </div> </div> </div> </div> </header> <div class="l-main"> <div id="main-content" class="l-content" role="main"> <div class="layout-display clearfix"> <div class="l-region l-region--title"> <div id="block-pagetitle" class="block block-core block-page-title-block"> <div class="content"> </div> </div> </div> <div class="l-region l-region--content"> <div data-drupal-messages-fallback class="hidden"></div> <div id="block-i-school-i-school-system-main" class="block block-system block-system-main-block"> <div class="content"> <article class="node node--type-layout-page node--view-mode-full"> <div class="node__content"> <div class="i-school-layout two-column panel-2col-stacked"> <div class="main-region panel-col-first panel-panel"> <div class="panel-pane pane-page-title block block-ischool-content-blocks block-ischool-content-blocks-page-title"> <div class="content"> <h1>Hal R. Varian MIDS Capstone Award</h1> </div> </div> <div class="panel-pane pane-custom pane-1 main-body final-project-awards-header block block-layout-builder block-inline-blockbasic"> <div class="final-project-awards-description content"> <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>During the final semester of the I School’s Master of Information and Data Science program, students undertake capstone projects which cement skills learned throughout the MIDS program — both core data science skills and “soft skills” like problem-solving, communication, influencing, and management — preparing students for success in the field.</p><p>Top projects in each semester are awarded the <strong>Hal R. Varian MIDS Capstone Award</strong>, named in honor of professor emeritus Hal R. Varian, the founding dean of the Berkeley School of Information and currently the chief economist of Google.</p></div> </div> </div> <div class="views-element-container panel-pane block-views--final-project-awards-block-2 block block-views block-views-blockfinal-project-awards-block-2"> <div class="block-content"> <div><div class="view view-final-project-awards view-id-final_project_awards view-display-id-block_2 js-view-dom-id-e4114fba7b3bcd7f0fc992d29df963db385508c0c6ec11627f7c2d3b147da103"> <div class="view-content"> <h3>Summer 2024</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2024/educreate"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/2024-08/educreate_logo_text_040424.png?h=f605159f&itok=5zwQBzG9" width="150" height="150" alt="logo" title="Logo" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2024/educreate" hreflang="en">EduCreate</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/yuri-kinakin">Yuri Kinakin</a>, <a href="/people/ethan-moody">Ethan Moody</a>, <a href="/people/eugene-oon">Eugene Oon</a>, <a href="/people/xin-song">Xin Song</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Empowering the content creator within every teacher and igniting the imagination of every student</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2024</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2024/oceanwatch"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/oceanwatchlogo.png?h=c5645dc8&itok=s-KJLpPQ" width="150" height="150" alt="OceanWatch logo: a circle with a large wave" title="OceanWatch" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2024/oceanwatch" hreflang="und">OceanWatch</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ranadip-acharya">Ranadip Acharya</a>, <a href="/people/snithika-reddy-kalakoti">Snithika Reddy Kalakoti</a>, <a href="/people/sameer-shinde">Sameer Shinde</a>, <a href="/people/kt-norton">KT Norton</a>, <a href="/people/meng-kang-kao">Meng-Kang Kao</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">OceanWatch provides a swift, accurate, and economical solution to detect ocean oil spill utilizing satellite imagery and cutting-edge ML algorithms.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2023</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2023/louisiana-airwatch"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/la_airwatch_logo_nobg-3.jpg?h=7a1fbcd9&itok=Rgl4kKuW" width="150" height="150" alt="la_airwatch_logo_nobg-3.jpg" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2023/louisiana-airwatch" hreflang="und">Louisiana AirWatch</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/alexandra-hurst">Alexandra Hurst</a>, <a href="/people/kory-kirshenbaum">Kory Kirshenbaum</a>, <a href="/people/amanda-murray">Amanda Murray</a>, <a href="/people/alberto-lopez-rueda">Alberto Lopez Rueda</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">We generate up-to-date, high-resolution ground level estimates of nitrogen dioxide pollution for Louisiana using Deep Learning to address residents’ concerns…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2023</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2023/languagex"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/img_8485-removebg.png?h=355597e8&itok=HJMzjQTE" width="150" height="150" alt="img_8485-removebg.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2023/languagex" hreflang="und">LanguageX</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/tsun-tsai">Tsun Tsai</a>, <a href="/people/jerry-qian">Jerry Qian</a>, <a href="/people/ifrah-javed">Ifrah Javed</a>, <a href="/people/bora-mutluoglu">Bora Mutluoglu</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Our mission is to provide an AI-powered real-time phone translation service as an alternative to human interpreters that is affordable, fast, and delivers…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2023</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2023/curieai-liver-ultrasound-platform"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/curie_logo_2.png?h=33790c03&itok=pASNoiUF" width="150" height="150" alt="curie.AI logo" title="curie.AI" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2023/curieai-liver-ultrasound-platform" hreflang="und">curie.AI | Liver Ultrasound Platform</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ryan-mitchell">Ryan Mitchell</a>, <a href="/people/steve-hall">Steve Hall</a>, <a href="/people/jericho-villareal">Jericho Villareal</a>, <a href="/people/joe-klepich">Joe Klepich</a>, <a href="/people/romain-hardy">Romain Hardy</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">curie.AI is a platform for liver ultrasounds. We help medical sonographers detect liver diseases.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2022</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2022/healthcair-air-pollution-and-pediatric-health-outcomes"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/healthcair_teaser_image.png?h=bd907a81&itok=Nn-EpRM8" width="150" height="150" alt="Line art of a polluting factory is superimposed over the shape of the state of California. Above these images, a play on the word Healthcare is deliberately misspelled, with a capital C and capital A for California, then a lowercase i and r spell Air." title="HealthCAir Teaser Image" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2022/healthcair-air-pollution-and-pediatric-health-outcomes" hreflang="und">HealthCAir: Air Pollution and Pediatric Health Outcomes</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/matthew-lyons">Matthew Lyons</a>, <a href="/people/trevor-johnson">Trevor Johnson</a>, <a href="/people/michelle-shen">Michelle Shen</a>, <a href="/people/anand-patel">Anand Patel</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">How does air pollution affect pediatric health? We use instrumental variables regression to quantify the impact of PM2.5 pollution exposure on pediatric…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2022</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2022/metamaterial-ai"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/logo-1000.png?itok=CsCQe3Rk" width="150" height="150" alt="logo-1000.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2022/metamaterial-ai" hreflang="und">Metamaterial AI</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/parham-motameni">Parham Motameni</a>, <a href="/people/spencer-song">Spencer Song</a>, <a href="/people/dante-malagrino">Dante Malagrino</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">We leverage deep learning to solve the inverse design problem, predicting laser parameters to fabricate metamaterials w/ desired emissivity.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2022</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2022/asrom-automated-systematic-review-medical-literature"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/screen_shot_2022-04-11_at_11.30.36_pm.png?itok=C0_QXUFx" width="150" height="150" alt="screen_shot_2022-04-11_at_11.30.36_pm.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2022/asrom-automated-systematic-review-medical-literature" hreflang="und">ASROM: Automated Systematic Review of Medical Literature</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/zijian-wu">Zijian Wu</a>, <a href="/people/jae-hong-min">Jae-Hong Min</a>, <a href="/people/prabhaker-narsina">Prabhaker Narsina</a>, <a href="/people/kelly-nguyen">Kelly Nguyen</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">ASROM empowers medical professionals to make the right decisions at the right time by streamlining the process of conducting a systematic review of medical…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2021</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2021/s2-proclaim"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/screen_shot_2021-12-11_at_9.40.23_am_0.png?h=295214c7&itok=gqUPo5oZ" width="150" height="150" alt="A protein structure popping out of clusters of data" title="S2-ProCLAIM clusters AlphaFold2 structures using novel embeddings" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2021/s2-proclaim" hreflang="und">S2-ProCLAIM</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/linda-dong">Linda Dong</a>, <a href="/people/haerang-lee">Haerang Lee</a>, <a href="/people/skyler-roh">Skyler Roh</a>, <a href="/people/danie-theron">Danie Theron</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Protein Similarity Explorer offers a flexible, interactive tool for researchers to explore structurally similar proteins in the AlphaFold2 DB (DeepMind).</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2021</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2021/screen-ahead-rx"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/screen_ahead_rx.png?itok=30cZQaND" width="150" height="150" alt="screen_ahead_rx.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2021/screen-ahead-rx" hreflang="und">Screen Ahead Rx</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/tony-di-sera">Tony Di Sera</a>, <a href="/people/victor-wang">Victor Wang</a>, <a href="/people/simon-li">Simon Li</a>, <a href="/people/blake-allen">Blake Allen</a>, <a href="/people/kevin-martin">Kevin Martin</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content"><a href="https://screenahead.datavizit.org">Screen Ahead Rx</a> is a tool designed for individualized cancer treatment. The model predicts the anti-cancer…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2021</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2020/towerscout"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/teaser_16.png?h=30b38def&itok=tEdIzmaS" width="150" height="150" alt="TowerScout detecting cooling towers" title="TowerScout detecting cooling towers" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2020/towerscout" hreflang="und">TowerScout</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/karen-wong">Karen Wong</a>, <a href="/people/jia-lu">Jia Lu</a>, <a href="/people/thaddeus-segura">Thaddeus Segura</a>, <a href="/people/gunnar-mein">Gunnar Mein</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Automated cooling tower detection through machine learning for Legionnaires’ disease outbreak response and prevention</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2020</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2020/lipspeak"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/1_2.png?itok=UH_86USK" width="150" height="150" alt="1_2.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2020/lipspeak" hreflang="und">LipSpeak</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/avinash-chandrasekaran">Avinash Chandrasekaran</a>, <a href="/people/erik-hou">Erik Hou</a>, <a href="/people/lina-gurevich">Lina Gurevich</a>, <a href="/people/xiao-chen-ya">Xiao Chen Ya</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Team LipSpeak is focused on helping people with voice disorders communicate effectively.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2020</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2020/wildtrackai"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/wildtrackai-teaser_0.jpg?itok=XcdeSnue" width="150" height="150" alt="WildTrackAI" title="WildTrackAI" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2020/wildtrackai" hreflang="und">WildTrackAI</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/danon-price">Danon Price</a>, <a href="/people/jacques-makutonin">Jacques Makutonin</a>, <a href="/people/michael-reiter">Michael Reiter</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">WildTrackAI applies cutting-edge computer vision technologies to enhance non-invasive monitoring of endangered species using footprints.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2020</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2020/sidewaukee-making-our-city-accessible"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/logo_square_0.png?h=87136cbf&itok=4GfsqWLR" width="150" height="150" alt="Sidewaukee: Making our city accessible" title="Sidewaukee: Making our city accessible" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2020/sidewaukee-making-our-city-accessible" hreflang="und">Sidewaukee: Making our city accessible</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/annie-lane">Annie Lane</a>, <a href="/people/emily-rapport">Emily Rapport</a>, <a href="/people/anu-sankar">Anu Sankar</a>, <a href="/people/amy-breden">Amy Breden</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Enabling wheelchair users to confidently anticipate obstacles using street view images and crowd-sourced real-time insights.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2019</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2019/fairair-filling-gaps-air-pollution-monitoring"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/flaring_main.jpeg?h=05400a4e&itok=6rJKH-_b" width="150" height="150" alt="flaring_main.jpeg" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2019/fairair-filling-gaps-air-pollution-monitoring" hreflang="und">FairAir: Filling the gaps in air pollution monitoring</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ben-arnoldy">Ben Arnoldy</a>, <a href="/people/mark-paluta">Mark Paluta</a>, <a href="/people/angshuman-paul">Angshuman Paul</a>, <a href="/people/sameed-musvee">Sameed Musvee</a>, <a href="/people/jake-miller">Jake Miller</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">FairAir shows environmental activists where air pollution is likely to be worst in a city and recommends where to deploy low-cost sensors to improve pollution…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2019</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2019/snout-augmented-intelligence-mushroom-classification"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/snout_final_presentation.jpg?h=875abf0d&itok=KVETgj_R" width="150" height="150" alt="Snout Logo has a pig snout and the words "Snout" underneath" title="Snout" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2019/snout-augmented-intelligence-mushroom-classification" hreflang="und">Snout: Augmented Intelligence Mushroom Classification</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/rahul-vaswani">Rahul Vaswani</a>, <a href="/people/andrew-larimer">Andrew Larimer</a>, <a href="/people/daniel-rasband">Daniel Rasband</a>, <a href="/people/kathryn-papandrew">Kathryn Papandrew</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Snout harnesses the combination of computer vision and human intelligence to guide you in classifying & learning about mushrooms.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2019</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2019/soundcare-formerly-soundflux"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/sample-2.png?itok=ITjRInYt" width="150" height="150" alt="sample-2.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2019/soundcare-formerly-soundflux" hreflang="und">SoundCare (formerly SoundFlux)</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/romulo-manzano">Romulo Manzano</a>, <a href="/people/michael-frazzini">Michael Frazzini</a>, <a href="/people/matthew-thielen">Matthew Thielen</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Sound-based fall detection using AI.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2018</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2018/parasiteid"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/logo_cropped_0.png?h=54df4cf5&itok=8DxR8UYA" width="150" height="150" alt="ParasiteID microscope logo" title="ParasiteID logo" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2018/parasiteid" hreflang="und">ParasiteID</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/kiersten-henderson">Kiersten Henderson</a>, <a href="/people/vicki-foss">Vicki Foss</a>, <a href="/people/cameron-bell">Cameron Bell</a>, <a href="/people/nathaniel-schub">Nathaniel Schub</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">We use mobile phone microscopy & automated image analysis to diagnose parasitic infection in the developing world.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2018</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2018/electbot-ai"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/electbot.jpg?h=56bc05b3&itok=1E4IjSdC" width="150" height="150" alt="electbot.jpg" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2018/electbot-ai" hreflang="und">ElectBot AI</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ben-attix">Ben Attix</a>, <a href="/people/krista-mar">Krista Mar</a>, <a href="/people/prajakta-pandharkar">Prajakta Pandharkar</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Informing voters on candidate stances and voting information</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2018</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2018/scriboto-converting-clinical-visit-audio-ehr-classified-text"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/scriboto_0.png?itok=YuO7XsYo" width="150" height="150" alt="Scriboto" title="Scriboto" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2018/scriboto-converting-clinical-visit-audio-ehr-classified-text" hreflang="und">Scriboto: Converting clinical visit audio to EHR classified text</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/timothy-hurt">Timothy Hurt</a>, <a href="/people/jen-jen-chen">Jen Jen Chen</a>, <a href="/people/yannie-lee">Yannie Lee</a>, <a href="/people/erika-lawrence">Erika Lawrence</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Patients should be the doctor’s focus, not the computer.  Scriboto listens to clinical conversation and writes it into an EHR note so that doctors don’t…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2017</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2017/deepjams-machine-intelligence-meets-music-composition"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/deepjams-screenshot_0.png?h=88aa9845&itok=OkMhqSyL" width="150" height="150" alt="deepjams-screenshot_0.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2017/deepjams-machine-intelligence-meets-music-composition" hreflang="und">DeepJams: Machine Intelligence Meets Music Composition</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/byron-tang">Byron Tang</a>, <a href="/people/saif-ahmed">Saif Ahmed</a>, <a href="/people/andrea-pope">Andrea Pope</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">DeepJams allows users to augment traditional music compositions with model-generated extensions. We use a neural network trained on a genre corpus to extend…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2017/flexcheck"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/home-page-jumbotron-dashboard-example.png?h=4640feb0&itok=P1q0qjwt" width="150" height="150" alt="FlexCheck Dashboard" title="FlexCheck Dashboard" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2017/flexcheck" hreflang="und">FlexCheck</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/annie-lee">Annie Lee</a>, <a href="/people/motasem-salem">Motasem Salem</a>, <a href="/people/jason-blauvelt">Jason Blauvelt</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">FlexCheck uses computer vision to help you track your progress in injury recovery or performance training. All you have to do is upload an image: …</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2017</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2017/machine-learning-all"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/2-step.png?h=d35c8a26&itok=-HBEnB71" width="150" height="150" alt="2-step.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2017/machine-learning-all" hreflang="und">Machine Learning For All</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/jason-sanchez">Jason Sanchez</a>, <a href="/people/nandu-menon">Nandu Menon</a>, <a href="/people/jacky-zhang">Jacky Zhang</a>, <a href="/people/arvin-sahni">Arvin Sahni</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">An easy-to-use platform for organizations to harness the power of machine learning.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2017</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2017/empathization"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/empathization_banner_image.png?itok=2MNWSk0L" width="150" height="150" alt="empathization_banner_image.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2017/empathization" hreflang="und">Empathization</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/apekshit-sharma">Apekshit Sharma</a>, <a href="/people/shruti-van-hemmen">Shruti van Hemmen</a>, <a href="/people/derek-s-chan">Derek S. Chan</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Mitigating online gender harassment through 1) user feedback, 2) empathetic innovation, and 3) data-science products</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2017/yabo-yelp-activated-business-owners"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/title_1.jpg?h=d90275ab&itok=5ZaoK4_f" width="150" height="150" alt="Title" title="Yabo! Web Portal" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content"></div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2017/yabo-yelp-activated-business-owners" hreflang="und">YaBO! – Yelp Activated for Business Owners</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/patrick-ng">Patrick Ng</a>, <a href="/people/eric-perkins">Eric Perkins</a>, <a href="/people/anthony-spalvieri-kruse">Anthony Spalvieri-Kruse</a>, <a href="/people/chris-bennett">Chris Bennett</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content"><strong>YaBO!</strong> is a web portal to give restaurant owners the insights they need to become successful.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2016</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/dr-art-diabetes-re-admission-risk-tool"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_teaser_image/dr.art_.jpg?h=44ed64f1&itok=8ujanYo2" width="150" height="150" alt="dr.art_.jpg" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">1st Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/dr-art-diabetes-re-admission-risk-tool" hreflang="und">Dr. Art: Diabetes Re-Admission Risk Tool</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/charles-carbery">Charles Carbery</a>, <a href="/people/chris-jepeway">Chris Jepeway</a>, <a href="/people/james-gray">James Gray</a>, <a href="/people/daniel-sheinin">Daniel Sheinin</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">A clinical decision-making tool that allows hospital staff and physicians to use predictive modelling to reduce diabetes readmissions.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/waq-water-air-quality-project"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/sproject_banner_image/logo3.png?h=47e03e94&itok=RKITK_LO" width="150" height="150" alt="logo3.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">2nd Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/waq-water-air-quality-project" hreflang="und">WAQ: Water Air Quality Project</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/nina-kuklisova">Nina Kuklisova</a>, <a href="/people/sean-underwood">Sean Underwood</a>, <a href="/people/james-king">James King</a>, <a href="/people/ankit-tharwani">Ankit Tharwani</a>, <a href="/people/ashley-levato">Ashley Levato</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">A toxic-substance data consolidation platform with easy access to your overall exposure levels of pollutants.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Summer 2016</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/goaltick"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/images/goaltick-thumb.png?itok=RZragk-r" width="150" height="150" alt="The personal assistant to help you tick all your fitness goals!" title="The personal assistant to help you tick all your fitness goals!" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">1st Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/goaltick" hreflang="und">GoalTick</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/anant-srivastava">Anant Srivastava</a>, <a href="/people/brandon-shurick">Brandon Shurick</a>, <a href="/people/robert-mushinski">Robert Mushinski</a>, <a href="/people/abhishek-kumar">Abhishek Kumar</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">GoalTick - The personal assistant to help you tick all your fitness goals!</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/soteria-distracted-driver-detection"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/images/caraccident.jpg?itok=vNAhZl8b" width="150" height="150" alt="Deep Learning for Safe Driving" title="Deep Learning for Safe Driving" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">2nd Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/soteria-distracted-driver-detection" hreflang="und">Soteria: Distracted Driver Detection</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/hetal-chandaria">Hetal Chandaria</a>, <a href="/people/nathaniel-black">Nathaniel Black</a>, <a href="/people/howard-wen">Howard Wen</a>, <a href="/people/benjamin-spooner">Benjamin Spooner</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Deep Learning for Safe Driving.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Spring 2016</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/tomographica"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/images/screen_shot_2016-04-28_at_10.42.51_am.png?itok=XSnEpub1" width="150" height="150" alt="screen_shot_2016-04-28_at_10.42.51_am.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">1st Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/tomographica" hreflang="und">Tomographica</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ryan-chamberlain">Ryan Chamberlain</a>, <a href="/people/charles-maalouf">Charles Maalouf</a>, <a href="/people/janak-mayer">Janak Mayer</a>, <a href="/people/tom-kunicki">Tom Kunicki</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Tomographica is an artificial intelligence tool for radiologists. With higher sensitivity and fewer false-positives than any offering currently on the market,…</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/soybean-yield-prediction-using-satellite-imagery-predict-commodity-yields"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/images/findingfarms_0.png?itok=u6r38F65" width="150" height="150" alt="findingfarms_0.png" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">2nd Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/soybean-yield-prediction-using-satellite-imagery-predict-commodity-yields" hreflang="und">Soybean Yield Prediction: Using Satellite Imagery to Predict Commodity Yields</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/amitava-das">Amitava Das</a>, <a href="/people/marguerite-oneto">Marguerite Oneto</a>, <a href="/people/sheraz-shere">Sheraz Shere</a>, <a href="/people/jasmine-tianjiao-qi">Jasmine Tianjiao Qi</a>, <a href="/people/zhengyu-taylor-ma">Zhengyu (Taylor) Ma</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Assess the power of satellite images combined with weather data to predict yields and to do a comparative analysis of modeling strategies.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <h3>Fall 2015</h3> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"><a href="https://www.ischool.berkeley.edu/projects/2016/instaplaces"> <img loading="lazy" src="/sites/default/files/styles/generic_term/public/images/capstone_screenshot.png?itok=EEdif9cA" width="150" height="150" alt="Main Page" title="Main Page" class="image-style-generic-term" /> </a></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">1st Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2016/instaplaces" hreflang="und">Instaplaces</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/doug-kang">Doug Kang</a>, <a href="/people/rosalind-lee">Rosalind Lee</a>, <a href="/people/arthur-mak">Arthur Mak</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">Personalized recommendation engine using features gathered from Instagram images.</span></div><div class="views-field views-field-field-sproject-advisor"><div class="field-content"></div></div></div> <div class="views-row"><div class="views-field views-field-field-media-image views-field-field-teaser-image"><div class="field-content"></div></div><div class="views-field views-field-field-sproject-award-place"><div class="field-content">2nd Place</div></div><div class="views-field views-field-title"><span class="field-content"><a href="/projects/2015/fantasy-football-waiver-coach" hreflang="und">Fantasy Football Waiver Coach</a></span></div><div class="views-field views-field-field-sproject-students"><div class="field-content"><a href="/people/ross-boberg">Ross Boberg</a>, <a href="/people/kevin-allen">Kevin Allen</a>, <a href="/people/younghak-jang">Younghak Jang</a>, <a href="/people/shelly-stanley">Shelly Stanley</a></div></div><div class="views-field views-field-field-teaser-text"><span class="field-content">We use advanced statistical methods based on extensive historical data to predict player performance. 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