Inverted CERN School of Computing 2023 (6-9 March 2023): An introduction to Bayesian neural networks and uncertainty quantification in neural networks

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The Inverted School provides a platform to share their knowledge by turning students into teachers. More information on the Inverted CSC events can be found at https://csc.web.cern.ch/schools/inverted-school/.The school will take place on March 6-9, 2023 as a hybrid event - at CERN and on Zoom. The event will be..."> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"Event","description":"The 14th Inverted CERN School of Computing (iCSC 2023)\u00a0consists of classes (lectures, exercises, demonstration and consultations) given\u00a0by former CERN School of Computing students. The Inverted School provides a platform to share their knowledge by turning students into teachers. More information on the Inverted CSC events can be found at https://csc.web.cern.ch/schools/inverted-school/.The school will take place on March 6-9, 2023 as a hybrid event - at CERN and on Zoom. \u00a0The event will be recorded.Registrations are closed.\u00a0Topics covered this year include:Accelerated ComputingNeural NetworksC++ compilersMultiplatform python programmingAuthentication and AuthorizationMessage Passing SystemsMachine Learining OpsCPU Performance ProgrammingCloud \u0026 ContainersTrack FindingQuantum Computing\u00a0","endDate":"2023-03-09T17:30:00+01:00","location":{"@type":"Place","address":"No address set","name":"CERN"},"name":"Inverted CERN School of Computing 2023","performer":[{"@type":"Person","affiliation":{"@type":"Organization","name":"CERN"},"name":"Alberto Pace"},{"@type":"Person","affiliation":{"@type":"Organization","name":"CERN"},"name":"Kristina Gunne"},{"@type":"Person","affiliation":{"@type":"Organization","name":"CERN"},"name":"Jarek Polok"}],"startDate":"2023-03-06T09:00:00+01:00","url":"https://indico.cern.ch/event/1208723/"} </script> <script type="text/javascript" src="/assets/i18n/en_GB.js"></script> <script type="text/javascript" src="/assets/i18n/en_GB-react.js"></script> <script type="text/javascript" src="/assets/js-vars/global.js"></script> <script src="/dist/js/exports.6c5acaad.bundle.js"></script> <script src="/dist/js/common-runtime.22baa8e8.bundle.js"></script> <link rel="stylesheet" href="/dist/css/common.cf5e7fb9.css" /> <script src="/dist/js/common.db71da1f.bundle.js"></script> <link rel="stylesheet" href="/dist/css/react.c0eb75b7.css" /> <script src="/dist/js/react.9336d640.bundle.js"></script> <script src="/dist/js/semantic-ui.32899e53.bundle.js"></script> <link rel="stylesheet" href="/dist/css/semantic-ui.03304b73.css" /> <link rel="stylesheet" href="/dist/css/jquery.dee9784c.css" /> <script src="/dist/js/jquery.5d39d4ab.bundle.js"></script> <link rel="stylesheet" href="/dist/css/main.7d5ba6c5.css" /> <script src="/dist/js/main.50c66819.bundle.js"></script> <script src="/dist/js/module_core.5cfba714.bundle.js"></script> <script src="/dist/js/module_events.creation.f24ad529.bundle.js"></script> <script src="/dist/js/module_attachments.7bdcd885.bundle.js"></script> <script src="/dist/js/outdatedbrowser.474403ac.bundle.js"></script> <link rel="stylesheet" href="/dist/css/outdatedbrowser.17d2ff9d.css" /> <script src="/dist/js/module_events.display.e975ab70.bundle.js"></script> <script src="/dist/js/module_events.contributions.42999bfe.bundle.js"></script> <script src="/dist/js/module_events.header.601e600c.bundle.js"></script> <script src="/dist/js/module_events.search.49360505.bundle.js"></script> <link rel="stylesheet" href="/dist/css/conferences.b0812759.css" /> <script src="/dist/js/markdown.a73700f7.bundle.js"></script> <link rel="stylesheet" href="/static/plugins/owncloud/dist/css/main.9fc172fa.css" /> <script src="/static/plugins/ursh/dist/js/main.583c4589.bundle.js"></script> <script src="/static/plugins/owncloud/dist/js/owncloud.ccba48fe.bundle.js"></script> <script> moment.locale(["en-gb", 'en']); IndicoGlobalVars.isUserAuthenticated = false; </script> <script type="text/javascript" src="/assets/js-vars/user.js"></script> <script src="/dist/js/mathjax.285a258c.bundle.js"></script> <link rel="stylesheet" type="text/css" href="/event/1208723/67475342.css"> <link rel="stylesheet" type="text/css" href="/static/custom/css/footer.css">  <script> (function() { 'use strict'; var url = '//piwik.web.cern.ch/'; var g = document.createElement('script'); var s = document.getElementsByTagName('script')[0]; g.type = 'text/javascript'; g.defer = true; g.async = true; g.src = url + 'piwik.js'; g.onload = init_tracking; s.parentNode.insertBefore(g, s); function init_tracking() { try { track_site(); track_event(); } catch(err) {} } function track_site() { var general_tracker = Piwik.getTracker(url + 'piwik.php', 59); general_tracker.enableLinkTracking(); general_tracker.trackPageView(); } function track_event() { var event_tracker = Piwik.getTracker(url + 'piwik.php', 56); event_tracker.enableLinkTracking(); event_tracker.setCustomVariable(1, 'Conference', '1208723', 'page'); event_tracker.setCustomVariable(2, 'Contribution', '1208723t5230073', 'page'); event_tracker.trackPageView(); } })(); </script>  </head> <body data-user-id="null" data-debug="false" data-tinymce-content-css="["/dist/css/common.cf5e7fb9.css","/dist/css/react.c0eb75b7.css","/dist/css/semantic-ui.03304b73.css","/dist/css/jquery.dee9784c.css","/dist/css/main.7d5ba6c5.css"]" > <ind-bypass-block-links></ind-bypass-block-links> <div class="header"> <div class="announcement-bar weak-hidden warning" data-hash="2449555847"> <div class="flexrow f-self-stretch f-j-center f-a-center"> <i class="icon icon-warning"></i> <div> <p>Help us make Indico better by taking <a href="https://forms.gle/a8cYVhuBxMfFjSb98">this survey</a>! 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href="https://indico.cern.ch/login/?next=/event/1208723/contributions/5230073/">Login</a> </div> </div> </div> </div> <div id="pageSubHeader"></div> </div> </div> <main class="main"><div> <div class="conf clearfix"> <div class="confheader clearfix" style=""> <div class="confTitleBox clearfix" style=""> <div class="confTitle"> <h1> <a href="/event/1208723/"> <span class="conference-title-link" style=""> <span itemprop="title">Inverted CERN School of Computing 2023</span> </span> </a> </h1> </div> </div> <div class="confSubTitleBox" style=""> <div class="confSubTitleContent flexrow"> <div class="confSubTitle f-self-stretch" style=""> <div class="datePlace"> <div class="date"> 6–9 Mar 2023 </div> <div class="place">CERN</div> <div class="timezone">Europe/Zurich timezone</div> </div> </div> </div> </div> </div> <div id="confSectionsBox" class="clearfix"> <div id="flashed-messages" class="flashed-messages"></div> <div class="conf_leftMenu"> <ul id="outer"> <li class="menuConfTitle"> <a href="/event/1208723/overview" >Overview</a> <li class="menuConfTitle"> <a href="https://indico.cern.ch/event/1208723/timetable/" >Timetable (week view)</a> <li class="menuConfTitle"> <a href="https://indico.cern.ch/event/1208723/timetable/?view=default" >Timetable (day view)</a> <li class="menuConfTitle"> <a href="/event/1208723/videoconference/" >Zoom room</a> <li class="menuConfTitle"> <a href="/event/1208723/page/28350-school-guide" >School guide</a> <li class="spacer"></li> <li class="menuConfTitle"> <a href="/event/1208723/page/27042-speakers" >Speakers</a> <li class="menuConfTitle"> <a href="/event/1208723/contributions/speakers" >Lectures and exercises</a> <li class="spacer"></li> <li class="menuConfTitle"> <a href="/event/1208723/page/27044-organisers" >Organisers</a> <li class="spacer"></li> <li class="menuConfTitle"> <a href="https://indico.cern.ch/event/1208723/attachments/2579235/4448119/iCSC2023-poster.png" >School poster</a> <li class="menuConfTitle"> <a href="http://csc.web.cern.ch" target="_blank">CSC portal website</a> <li class="menuConfTitle"> <a href="https://cern.service-now.com/service-portal?id=privacy_policy&se=csc" >Privacy notice</a> </ul> <div class="support_box"> <h3>CERN School of Computing</h3> <ul> <li> <span class="icon icon-mail" aria-hidden="true"></span> <a href="mailto:Computing.School@cern.ch?subject=Inverted%20CERN%20School%20of%20Computing%202023">Computing.School@cern.ch</a> </li> </ul> </div> </div> <div class="confBodyBox clearfix event-locked"> <div class="mainContent"> <div class="col2"> <div class="conference-page item-summary" > <header> <span class="back-button-container"></span> <div class="title"> <div class="text"> <div class="title-with-actions"> <h2><span class="js-mathjax"> An introduction to Bayesian neural networks and uncertainty quantification in neural networks </span></h2></div> <div class="subtitle-container"></div> </div> <div class="actions"> <div class="toolbar"> <a class="ursh-get i-button icon-link" title="Obtain short URL" data-original-url="/event/1208723/contributions/5230073/"></a> <a href="/event/1208723/contributions/5230073/contribution.pdf" class="i-button icon-file-pdf" title="Export to PDF"></a> <div id="contribution-calendar-link" data-event-id="1208723" data-contribution-id="5230073"></div> </div> </div> </div> <div class="page-info"> <div class="flexrow f-j-space-between"> <div> <div class="generic-data"> <i class="icon-calendar header-data"></i> <span class="time-info">9 Mar 2023, 10:00</span> </div> <div class="generic-data"> <i class="icon-time header-data"></i> <span class="time-info" title="Duration"> 1h </span> </div> <div class="generic-data"> <span class="location-info contribution-location" data-qtip-html=".qtip-hidden-content" data-qtip-opts='{"hide": {"fixed": true, "delay": 500}}'> <i class="icon-location "></i> <span class="text">31/3-004 - IT Amphitheatre (CERN)</span> </span> <span class="qtip-hidden-content"> <div class="location-info-tip"> <h3>31/3-004 - IT Amphitheatre</h3> <h4>CERN</h4> <div class="icon-user"> 105 </div> <a href="https://maps.cern.ch/mapsearch/mapsearch.htm?n=['31/3-004']" class="map-link"> Show room on map </a> </div> </span> </div> </div> <div> <span class="contrib-type"> Lecture </span> <span class="icon-stack contrib-track" title=""> Data science and machine learning </span> </div> </div> </div> </header> <div class="page-content"> <section> <div class="header"> <div class="header-row"> <h3>Speaker</h3> </div> </div> <div class="speaker-list"> <span class="speaker-item icon-user"> <span>Jacopo Talpini</span> <span class="affiliation"> <span class="text">(<span>Università degli Studi di Milano-Bicocca</span>)</span></span></span> </div> </section> <section> <div class="header"> <div class="header-row"> <h3>Description</h3> </div> </div> <div class="description js-mathjax"> <p>Over the past few years, many advances in the field of Deep Learning (DL) have been achieved and nowadays modern DL models are starting to be deployed in our everyday life. However, for many safety-critical applications, as long as scientific research fields, the quantification of the uncertainty of DL model predictions plays a crucial role.<br> In this lecture, I will introduce the basics of Bayesian Neural Networks, how they can tackle the problem of estimating model uncertainty, and the most common techniques for generalizing this method to deep neural networks.</p> </div> </section> <table class="other-fields"> </table> <section> <div class="header"> <div class="header-row"> <h3> Primary author </h3> </div> </div> <div class="speaker-list"> <span itemprop="performers" itemscope itemtype="http://schema.org/Person" class="speaker-item icon-user"> <span>Jacopo Talpini</span> <span class="affiliation"> <span class="text">(<span>Università degli Studi di Milano-Bicocca</span>)</span> </span> </span> </div> </section> <section class="item-attachments"> <div class="header"> <div class="header-row"> <h3 class="icon-attachment">Presentation materials</h3> </div> </div> <div class="i-box-group vert"> <div class="i-box no-padding"> <div class="i-box-content"> <div class="attachments-box"> <table class="tree"> <tr> <td> <a class="attachment icon-file-pdf " data-previewable="false" data-attachment-id="4521507" href="/event/1208723/contributions/5230073/attachments/2600859/4521507/An%20Introduction%20to%20Bayesian%20Neural%20Network%20and%20Uncertainty%20Quantification%20in%20Deep%20Learning-Jacopo%20Talpini.pdf" target="_blank" rel="noopener noreferrer" title="An Introduction to Bayesian Neural Network and Uncertainty Quantification in Deep Learning-Jacopo Talpini.pdf"><span class="title">An Introduction to Bayesian Neural Network and Uncertainty Quantification in Deep Learning-Jacopo Talpini.pdf</span></a> </td> </tr> <tr> <td> <a class="attachment icon-link " data-previewable="false" data-attachment-id="4507464" href="https://cds.cern.ch/record/2852107" target="_blank" rel="noopener noreferrer" title="Recording"><span class="title">Recording</span></a> </td> </tr> <tr> <td> <a class="attachment icon-link " data-previewable="false" data-attachment-id="4507365" href="https://lecturemedia.cern.ch/2023/1208723c37/" target="_blank" rel="noopener noreferrer" title="Video preview"><span class="title">Video preview</span></a> </td> </tr> </table> </div> </div> </div> </div> </section> <script> setupAttachmentTreeView(); </script> </div> </div> </div> </div> </div> </div> <script> $(document).ready(function() { $('h1').mathJax(); }); </script> </div> </div></main> <div class="footer "> <div class="flexrow f-j-space-between"> <div class="flexrow f-a-center f-self-stretch"> <a href="https://home.cern/" class="footer-logo"> <img src="/static/custom/files/cern_small.svg" alt="CERN" height="60px" width="60px"> </a> <div class="f-self-no-shrink" style="margin-left: 1em;"> <span>Powered by <a href="https://getindico.io">Indico</a> <span class="version">v3.3.5-pre</span> </span> </div> </div> <ul class="footer-links"> <li> <a href="https://indico.docs.cern.ch/"> Help </a> </li> <li> <a href="/contact"> Contact </a> </li> <li> <a href="/tos" data-title="Terms and conditions" data-href="/tos" data-ajax-dialog data-hide-page-header data-close-button> Terms and conditions </a> </li> <li> <a href="/url-shortener" data-title="URL Shortener" data-href="/url-shortener?url=https://indico.cern.ch/event/1208723/contributions/5230073/" data-ajax-dialog data-hide-page-header data-close-button> URL Shortener </a> </li> <li> <a href="https://cern.service-now.com/service-portal?id=privacy_policy&se=Indico-Service&notice=indico">Privacy</a> </li> </ul> <div class="footer-extra f-self-stretch"> </div> </div> </div> <div id="outdated-browser"></div> </body> </html>

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Inverted CERN School of Computing 2023 (6-9 March 2023): An introduction to Bayesian neural networks and uncertainty quantification in neural networks · Indico