{"id":22574,"date":"2023-04-11T15:04:57","date_gmt":"2023-04-11T13:04:57","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=22574"},"modified":"2023-06-28T13:06:54","modified_gmt":"2023-06-28T11:06:54","slug":"machine-learning-and-deep-learning","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/machine-learning-and-deep-learning\/","title":{"rendered":"Maschinelles Lernen und Deep Learning"},"content":{"rendered":"<div data-colibri-id=\"22574-c1\" class=\"style-18530 style-local-22574-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"22574-c2\" id=\"custom\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-18531 style-local-22574-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"22574-c6\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-18532 style-local-22574-c6 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-18533-outer style-local-22574-c7-outer\">\n            <div data-colibri-id=\"22574-c7\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-18533 style-local-22574-c7 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"22574-c8\" class=\"h-lead h-text h-text-component style-18534 style-local-22574-c8 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Einer der Forschungsschwerpunkte der L3S im Bereich der k\u00fcnstlichen Intelligenz ist das maschinelle Lernen und Deep Learning.<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"22574-c9\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-18538 style-local-22574-c9 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-18539-outer style-local-22574-c10-outer\">\n            <div data-colibri-id=\"22574-c10\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-18539 style-local-22574-c10 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"22574-c11\" class=\"style-18540 style-local-22574-c11 position-relative h-element\">\n                  <!---->\n                  <div class=\"\"><div class=\"pt-cv-wrapper\"><ul class=\"pt-cv-gls-menu\" id=\"pt-cv-gls-30289edsek\"><li><a href=\"#pt-cv-gls-Overview\" class=\"pt-active\">Titelthema<\/a><\/li><li><a href=\"#pt-cv-gls-A\" >A<\/a><\/li><li><a href=\"#pt-cv-gls-F\" >F<\/a><\/li><li><a href=\"#pt-cv-gls-I\" >I<\/a><\/li><li><a href=\"#pt-cv-gls-L\" >L<\/a><\/li><li><a href=\"#pt-cv-gls-M\" >M<\/a><\/li><li><a href=\"#pt-cv-gls-O\" >O<\/a><\/li><li><a href=\"#pt-cv-gls-R\" >R<\/a><\/li><li><a href=\"#pt-cv-gls-S\" >S<\/a><\/li><\/ul><div class=\"pt-cv-view pt-cv-glossary pt-cv-colsys pt-cv-left\" id=\"pt-cv-view-30289edsek\"><div data-id=\"pt-cv-page-1\" class=\"pt-cv-page\" data-cvc=\"2\"><div id=\"pt-cv-gls-A\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">A<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aid-pais\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-300x200-225x150.jpg\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"AID - PAIS\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-300x200-225x150.jpg\" data-sizes=\"(max-width: 225px) 100vw, 225px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aid-pais\/\" class=\"_self cvplbd\" target=\"_self\" >AID &#8211; PAIS<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">KI-gesteuerte Integration multimodaler Omics\nund klinischer Daten f\u00fcr ein besseres Verst\u00e4ndnis postakuter\nInfektionssyndrome<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aid-pais\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"1\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aerialist\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/03\/aeralist-285x300-143x150.png\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"AERIALIST\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/03\/aeralist-285x300-143x150.png\" data-sizes=\"(max-width: 143px) 100vw, 143px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 143px; --smush-placeholder-aspect-ratio: 143\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aerialist\/\" class=\"_self cvplbd\" target=\"_self\" >AERIALIST<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Ein europ\u00e4isches Doktorandennetzwerk zur Entwicklung intelligenter und assistiver Gesundheitstechnologien f\u00fcr den Einsatz in unbeaufsichtigten oder h\u00e4uslichen Umgebungen.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/aerialist\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-F\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">F<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/fedcov\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-225x150.jpg\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"FedCov\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/fedcov\/\" class=\"_self cvplbd\" target=\"_self\" >FedCov<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Vorhersage von Long-\/Post-COVID durch k\u00fcnstliche Intelligenz unter Verwendung eines f\u00f6derierten Lernansatzes auf Basis deutscher Kohortendaten<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/fedcov\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-I\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">I<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/ixautoml\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/04\/Logo_ixAutoML-e1684851195957-300x249-181x150.png\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"ixAutoML\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/04\/Logo_ixAutoML-e1684851195957-300x249-181x150.png\" data-sizes=\"(max-width: 181px) 100vw, 181px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 181px; --smush-placeholder-aspect-ratio: 181\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/ixautoml\/\" class=\"_self cvplbd\" target=\"_self\" >ixAutoML<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Automatisches maschinelles Lernen durch Interaktivit\u00e4t und Erkl\u00e4rbarkeit menschengerechter gestalten.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/ixautoml\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-L\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">L<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/lumen\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/03\/Lumen-768x198-582x150.webp\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"LUMEN\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/03\/Lumen-768x198-582x150.webp\" data-sizes=\"(max-width: 582px) 100vw, 582px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 582px; --smush-placeholder-aspect-ratio: 582\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/lumen\/\" class=\"_self cvplbd\" target=\"_self\" >LUMEN<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Das LUMEN-Projekt ist eine bahnbrechende Initiative zur Verbesserung der bereichs\u00fcbergreifenden Zusammenarbeit und Entdeckung in den Bereichen Mathematik, Sozial- und Geisteswissenschaften (SSH), Erdsystem (ES) und Molekulardynamik (MD).<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/lumen\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-M\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">M<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/mdps\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2026\/02\/Kombi_h_Kofinanziert_EU_EFN_POS_RGB-scaled-1530x150.png\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"MDPS\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1530px; --smush-placeholder-aspect-ratio: 1530\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/mdps\/\" class=\"_self cvplbd\" target=\"_self\" >MDPS<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Entwicklung eines multimodalen Demand-Prediction-Systems<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/mdps\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"1\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/motores\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/09\/Motores-Logo.png\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"MoToRes\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 235px; --smush-placeholder-aspect-ratio: 235\/90;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/motores\/\" class=\"_self cvplbd\" target=\"_self\" >MoToRes<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Routenempfehlungen f\u00fcr individuelle Nutzerbed\u00fcrfnisse, regionale Spezifika und eine optimale Auslastung von Verkehrsmitteln und Attraktionen<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/motores\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-O\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">O<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/opt4dac\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-225x150.jpg\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"Opt4DAC\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/opt4dac\/\" class=\"_self cvplbd\" target=\"_self\" >Opt4DAC<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Opt4DAC zielt auf eine informierte, adaptive Selektion von Black-Box-Optimierern ab, unter der Ber\u00fccksichtigung von verschiedenen Probleminstanzen und Etappen der Optimierung.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/opt4dac\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"1\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/online-optimierung\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-300x200-225x150.jpg\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"Online Optimierung\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-300x200-225x150.jpg\" data-sizes=\"(max-width: 225px) 100vw, 225px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/online-optimierung\/\" class=\"_self cvplbd\" target=\"_self\" >Online Optimierung<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Ziel des Projekts ist die Entwicklung und Untersuchung von Kontrollverfahren auf der Basis konvexer Online-Optimierung (OCO) f\u00fcr allgemeine Kostenfunktionen und Nebenbedingungen, ohne dabei auf restriktive Annahmen angewiesen zu sein.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/online-optimierung\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-R\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">R<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/rushmore\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/06\/rushmore_logo-184x150.png\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"RUSHMORE\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 184px; --smush-placeholder-aspect-ratio: 184\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/rushmore\/\" class=\"_self cvplbd\" target=\"_self\" >RUSHMORE<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Mobilit\u00e4tsdaten, synthetische Datengenerierung und \u00fcbertragbare raumzeitliche Machine-Learning-Modelle<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/rushmore\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"1\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/recitals\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/03\/logo-266x150.png\" class=\"pt-cv-thumbnail img-rounded cvp-substitute lazyload\" alt=\"RECITALS\" title=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 266px; --smush-placeholder-aspect-ratio: 266\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/recitals\/\" class=\"_self cvplbd\" target=\"_self\" >RECITALS<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">RECITALS: Eine Open-Source Plattform f\u00fcr den datenschutzwahrenden Datenaustausch und das Identit\u00e4tsmanagement mithilfe von Kryptografie, f\u00f6deralem Lernen und KI.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/recitals\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"2\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/romeo\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/02\/ROMEO-logo-300x176-256x150.png\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"ROMEO\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/02\/ROMEO-logo-300x176-256x150.png\" data-sizes=\"(max-width: 256px) 100vw, 256px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 256px; --smush-placeholder-aspect-ratio: 256\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/romeo\/\" class=\"_self cvplbd\" target=\"_self\" >ROMEO<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Das ROMEO-Projekt zielt darauf ab, die multimodale (kin\u00e4sthetische und taktile) Informationsintegration f\u00fcr robotervermittelte Fernmanipulation zu verbessern.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/romeo\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"3\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/robotics-lab\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/real-ai-1110x9999-1-300x200-225x150.jpeg\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"Robotics Lab\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/real-ai-1110x9999-1-300x200-225x150.jpeg\" data-sizes=\"(max-width: 225px) 100vw, 225px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/robotics-lab\/\" class=\"_self cvplbd\" target=\"_self\" >Robotics Lab<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Das Robot Learning Lab des L3S arbeitet an der Grundlagenforschung zur Entwicklung zunehmend autonomer Assistenzsysteme.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/robotics-lab\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<div id=\"pt-cv-gls-S\" class=\"pt-cv-gls-group\"><div class=\"pt-cv-gls-header\">S<\/div><div class=\"pt-cv-gls-content\"><div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"0\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/siswiss\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/06\/siswiss-300x171-263x150.jpeg\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"SisWiss\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/06\/siswiss-300x171-263x150.jpeg\" data-sizes=\"(max-width: 263px) 100vw, 263px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 263px; --smush-placeholder-aspect-ratio: 263\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/siswiss\/\" class=\"_self cvplbd\" target=\"_self\" >SisWiss<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">Im SisWiss Projekt sollen die Entwicklung von theoretischen Ans\u00e4tzen zur Zertifizierung eines LLMs mit konkreten Sicherheitstests kombiniert werden.<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/siswiss\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div>\n<div class=\"col-md-6 col-sm-12 col-xs-12 pt-cv-content-item pt-cv-1-col\"  data-pid=\"1\"><div class='pt-cv-ifield'><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/swiftt\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default cvplbd\" target=\"_self\" ><img decoding=\"async\"  height=\"150\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/04\/Swiftt-Project-300x200-225x150.jpg\" class=\"pt-cv-thumbnail img-rounded lazyload\" alt=\"Logo of Swiftt Project\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/04\/Swiftt-Project-300x200-225x150.jpg\" data-sizes=\"(max-width: 225px) 100vw, 225px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 225px; --smush-placeholder-aspect-ratio: 225\/150;\" \/><\/a>\n<h4 class=\"pt-cv-title\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/swiftt\/\" class=\"_self cvplbd\" target=\"_self\" >SWIFTT<\/a><\/h4>\n<div class=\"pt-cv-ctf-list\" data-cvc=\"1\"><div class=\"col-md-12 pt-cv-ctf-column\"><div class=\"pt-cv-custom-fields pt-cv-ctf-_aioseo_description\"><div class=\"pt-cv-ctf-value\">SWIFTT wird Waldbewirtschaftern erschwingliche, einfache und effektive Fernerkundungsinstrumente zur Verf\u00fcgung stellen, die durch leistungsstarke maschinelle Lernmodelle unterst\u00fctzt werden. Es wird einen ganzheitlichen Gesundheits\u00fcberwachungsdienst anbieten, um verschiedene Risiken f\u00fcr W\u00e4lder und ihre Bewirtschafter zu erkennen und zu kartieren<\/div><\/div><\/div><\/div>\n<div class=\"pt-cv-content\"><div class=\"pt-cv-rmwrap\"><a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/swiftt\/\" class=\"_self pt-cv-readmore btn btn-success cvplbd\" target=\"_self\">Weiterlesen<\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t<style type=\"text\/css\" id=\"pt-cv-inline-style-f7368d57zd\">#pt-cv-view-30289edsek  { margin-top: 10px !important; margin-bottom: 10px !important; }\n#pt-cv-view-30289edsek .pt-cv-ifield { padding-top: 20px !important; padding-left: 40px !important; padding-bottom: 20px !important; padding-right: 100px !important; }\n#pt-cv-view-30289edsek .pt-cv-title a, #pt-cv-view-30289edsek  .panel-title { font-family: 'Noto Sans', Arial, serif !important; font-size: 20px !important; line-height: 1.3 !important; 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background-color: #00aeef !important; }\n#pt-cv-gls-30289edsek li a   { font-family: 'Noto Sans', Arial, serif !important; color: #03304c !important; }\n#pt-cv-gls-30289edsek li a.pt-active   { font-family: 'Noto Sans', Arial, serif !important; color: #4a8bb1 !important; font-weight: 600 !important; }\n#pt-cv-view-30289edsek .pt-cv-gls-header  { font-family: 'Noto Sans', Arial, serif !important; font-size: 20px !important; line-height: 1.3 !important; color: #ffffff !important; background-color: #03304c !important; font-weight: 600 !important; }\n#pt-cv-view-30289edsek .img-rounded, #pt-cv-view-30289edsek .pt-cv-hover-wrapper { -webkit-border-radius: 10px !important; -moz-border-radius: 10px !important; border-radius: 10px !important; }\n#pt-cv-view-30289edsek .pt-cv-cap-w-img { border-bottom-left-radius: 10px !important; border-bottom-right-radius: 10px !important; }\n#pt-cv-view-30289edsek { text-align: left; }<\/style>\r\n\t\t\t<link href='\/\/fonts.googleapis.com\/css?family=Noto+Sans' rel='stylesheet' type='text\/css'><\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Einer der Forschungsschwerpunkte der L3S im Bereich der k\u00fcnstlichen Intelligenz ist das maschinelle Lernen und Deep Learning.<\/p>","protected":false},"author":7,"featured_media":0,"parent":2010,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-22574","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-24 21:50:08","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/22574","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=22574"}],"version-history":[{"count":0,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/22574\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2010"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=22574"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=22574"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=22574"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}