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idkopfgrafik classheader_anthrazit header_text_einzeilig>a hrefhttps://topml.uni-mainz.de/>span classbereichsname_top>TOPML/span>/a>/div>/header>header idheader_small classrow>div classcol-xs-2>a hrefhttps://www.uni-mainz.de target_top>span classjgu_logo_small idjgu_logo_small titleJohannes Gutenberg-Universität Mainz>span classsr-only>Johannes Gutenberg-Universität Mainz/span>/span>/a>/div>div classcol-xs-8 text-center>a hrefhttps://topml.uni-mainz.de/>span classbereichsname_top2 text-center header_text_einzeilig>TOPML/span>/a>/div>div classcol-xs-2 text-right>nav idnav_toggle aria-labelNavigation anzeigen/verstecken>a classcollapsed href# titleEnter navigation data-target#nav_mobile data-togglecollapse>span classicon_mobile_nav icon_bars>dfn classsr-only>Navigation anzeigen/verstecken/dfn>/span>/a>/nav>/div>/header>nav idnav_meta aria-labelService-Navigation>ul classlist-inline>li classicon icon_home>a target_top hrefhttps://topml.uni-mainz.de/ titleHome>Home/a>/li>li classicon 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classactive>a href#menu1 roletab data-toggletab>Navigationsstruktur/a>/li>/ul>div classtab-content>div idmenu1 classtab-pane fade active in>nav idnav_main_mobile roletablist aria-multiselectabletrue>ul>li classmenueebene2off>a titlePeople hrefhttps://topml.uni-mainz.de/people/>People/a>/li>li classmenueebene2off>a titlePublikationen hrefhttps://topml.uni-mainz.de/publikationen/>Publikationen/a>/li>li classmenueebene2off>a titleResearch hrefhttps://topml.uni-mainz.de/research/>Research/a>/li>li classmenueebene2off>a titleJobs hrefhttps://topml.uni-mainz.de/jobs/>Jobs/a>/li>li classmenueebene2off>a titleNews&Events hrefhttps://topml.uni-mainz.de/category/allgemein>News&Events/a>/li>/ul>/nav>/div>/div>/div>main classcontainer editorcontent rolemain>div idspaltelinks classcol-md-3 hidden-xs col-sm-3 editorcontent>nav idnav_left aria-labelSeiten-Navigation>/nav>aside idspaltelinks_unten rolecomplementary>div idtext-2 classjgu_widget widget_text>h2 classheadlineboxneutral>TOPML – Trading Off Non-Functional Properties of Machine Learning (Förderlinie „Durchbrüche in der künstlichen Intelligenz“ der Carl-Zeiss-Stiftung)/h2> div classtextwidget>p>Sprecher:br />Prof. Dr. Stefan Kramer/p>p>Koordination:br />Sylvia Steinmetz/p>p>Tel: +49 6131 3926787br />Fax: +49 6131 3923534/p>p>Email: topml-management@uni-mainz.de/p>/div> /div>div idblock-8 classjgu_widget widget_block>a titleneues fenster hrefhttps://www.carl-zeiss-stiftung.de targethttps://www.carl-zeiss-stiftung.de>img decodingasync src//www.datamining.informatik.uni-mainz.de/files/2022/06/CZS-Logo-300x171.jpg altLogo der Carl-Zeiss-Stiftung stylewidth:230px;height:160px /> br> /a>br />This project is funded by the Carl-Zeiss-Stiftung./div>/aside>/div>article idspaltemitte classcol-sm-9 col-md-6 editorcontent>a idcontent>/a>article idpost-22 classrow row-margin post-22 page type-page status-publish hentry>h1>TOPML – Trading off Non-Functional Properties of Machine Learning/h1>div classentry-content>p>strong>Wie dezentral sollen Daten gespeichert werden, um die Privatsphäre zu schützen und inwieweit wird dadurch die Transparenz von Daten und Algorithmen beeinflusst? Diese Zielkonflikte werden in einem Forschungszentrum für Machine Learning analysiert./strong>/p>p>Ziel des Projekts ist die Einrichtung eines interdisziplinären Forschungszentrums für Machine Learning an der Universität Mainz. Hier sollen Wechselwirkungen und Abhängigkeiten von verschiedenen Eigenschaften des Maschinellen Lernens analysiert und abgewogen werden. Untersucht werden Transparenz und Fairness von Daten und Algorithmen sowie Datenschutz und eine effiziente Nutzung von Ressourcen wie beispielsweise Strom. Im Fokus stehen dabei konkurrierende Bedürfnisse, beispielsweise wie dezentral können Daten gespeichert und verarbeitet werden, um die Privatsphäre zu schützen, inwieweit wird dadurch die Transparenz von Algorithmen und Daten beeinflusst und welche Auswirkungen hat das auf den Energieverbrauch? Die verschiedenen Zielkonflikte werden identifiziert und charakterisiert, um tragfähige Kompromisse für die Anwendung zu schaffen. Ethische und rechtliche Aspekte sollen mitgedacht werden./p>p>Das Forschungsprojekt ist für 6 Jahre angelegt und wird durch die Carl-Zeiss-Stiftung im Rahmen des Förderprogramms Durchbrüche gefördert./p>p>Eine weitere wichtige Maßnahme ist die Einrichtung einer Tenure-Track-Stiftungsprofessur auf dem Gebiet der vertrauenswürdigen KI./p>p>Ein wichtiges Element in der Kommunikation innerhalb der Johannes Gutenberg-Universität, aber auch mit der Hochschule Mainz, mit externen Forschungsinstitutionen und der regionalen Wirtschaft sind regelmäßige Workshops, die gegen Ende eines jeden Projektjahrs durchgeführt werden sollen und die Entwicklung und Implementierung von vertrauenswürdigen KI-Methoden in Mainz vermitteln sollen./p>p> /p>/div>/article>/article>aside idspalterechts classcol-sm-9 col-sm-offset-3 col-md-3 col-md-offset-0 rolecomplementary>div idmedia_image-13 classjgu_widget widget_media_image>a hrefhttps://topml.uni-mainz.de>img width300 height192 srchttps://topml.uni-mainz.de/files/2022/12/Logo_TOPML_rgb_klein-300x192.jpg classimage wp-image-1211 attachment-medium size-medium alt stylemax-width: 100%; height: auto; decodingasync fetchpriorityhigh />/a>/div> div idrecent-posts-3 classjgu_widget widget_recent_entries> h2 classheadlineboxneutral>Neueste Beiträge/h2> ul> li> a hrefhttps://topml.uni-mainz.de/2024/10/28/topml-phase-2-call-for-projects/>TOPML Phase 2 — Call for Projects/a> /li> li> a hrefhttps://topml.uni-mainz.de/2024/09/30/best-paper-award-der-gmds-2024-fuer-die-wissenschaftlerinnen-bei-topml/>Best Paper Award der GMDS 2024 für die Wissenschaftler:innen bei TOPML/a> /li> li> a hrefhttps://topml.uni-mainz.de/2024/04/16/ringvorlesung/>Ringvorlesung – Transparenz, Datensicherheit & Co.: Umsetzbare Anforderungen an KI-Systeme/a> /li> li> a hrefhttps://topml.uni-mainz.de/2024/03/01/ewaf24-european-workshop-on-algorithmic-fairness-in-mainz/>EWAF’24 – European Workshop on Algorithmic Fairness in Mainz/a> /li> li> a hrefhttps://topml.uni-mainz.de/2024/03/01/ki-als-chance-oder-risiko/>KI als Chance oder Risiko: von Grundlagen und Anwendungen bis hin zu Herausforderungen/a> /li> /ul> /div>/aside>/main>footer idmain-footer classcontainer>div idfooter_pageinfos classcol-sm-4>span classsr-only>Zusätzliche Informationen zu dieser Seite/span>ul classlist-inline>li>dfn classsr-only>Seiten-Name:/dfn>TOPML/li>li>dfn classsr-only>Letzte Aktualisierung:/dfn>4. 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