{"id":25778,"date":"2023-04-26T11:45:28","date_gmt":"2023-04-26T09:45:28","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=25778"},"modified":"2024-10-15T12:22:59","modified_gmt":"2024-10-15T10:22:59","slug":"ixautoml","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/ixautoml\/","title":{"rendered":"ixAutoML"},"content":{"rendered":"
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31.12.2022<\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n

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30.11.2027<\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n

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ai.uni-hannover.de\/…<\/span><\/a>\r\n <\/span>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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ixAutoML<\/h2>\r\n <\/div>\r\n <\/div>\r\n
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Interaktive und erkl\u00e4rbare, menschenzentrierte AutoML - AutoML-Systeme werden durch Interaktivit\u00e4t und Erkl\u00e4rbarkeit menschenzentrierter.<\/p>\r\n <\/div>\r\n <\/div>\r\n

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Vertrauen und Interaktivit\u00e4t sind Schl\u00fcsselfaktoren f\u00fcr die k\u00fcnftige Entwicklung und Nutzung des automatisierten maschinellen Lernens (AutoML). Sie unterst\u00fctzen Entwickler und Forscher bei Design leistungsf\u00e4higer aufgabenspezifischer Pipelines f\u00fcr maschinelles Lernen, einschlie\u00dflich der Vorverarbeitung, pr\u00e4diktiver Algorithmen, ihrer Hyperparameter und - falls zutreffend - des Architekturdesigns tiefer neuronaler Netze. Obwohl AutoML bereit f\u00fcr seine Primetime ist, ist die Demokratisierung des maschinellen Lernens durch AutoML noch nicht erreicht. Im Gegensatz zu den bisher rein automatisierungszentrierten Ans\u00e4tzen steht bei ixAutoML in mehreren Stufen der Mensch im Mittelpunkt. Die Grundlage f\u00fcr eine vertrauensvolle Nutzung von AutoML beruht auf der Erkl\u00e4rung der Ergebnisse und Prozesse. Zu diesem Zweck streben wir Folgendes an: (i) Die Erkl\u00e4rung der statischen Auswirkungen <\/p>\r\n <\/div>\r\n <\/div>\r\n

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European Research Council – ERC Starting Grant<\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n

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–<\/p>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n

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Kontakt<\/h1>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n
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Prof. Dr. rer. nat. Marius Lindauer<\/h4>\r\n <\/a>\r\n <\/div>\r\n <\/div>\r\n
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Projektkoordinator und Projektleiter<\/p>\r\n <\/div>\r\n <\/div>\r\n

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<\/path><\/svg><\/span> marius.lindauer@l3s.de<\/span><\/a>\r\n <\/span>\r\n <\/div>\r\n <\/div>\r\n
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<\/path><\/svg><\/span> +49 511 762-5301<\/span><\/a>\r\n <\/span>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n<\/div>","protected":false},"excerpt":{"rendered":"

Start: 31.12.2022 End: 30.11.2027 Website: ai.uni-hannover.de\/… ixAutoML Interactive and Explainable Human-Centered AutoML – Making AutoML systems more human-centered by enabling interactivity and explainability. Trust and interactivity are key factors in the future development and use of automated machine learning (AutoML), supporting developers and researchers in determining powerful task-specific machine learning pipelines, including pre-processing, predictive algorithm, […]<\/p>\n","protected":false},"author":7,"featured_media":25779,"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":[51,122,26,96,179],"class_list":["post-25778","page","type-page","status-publish","has-post-thumbnail","hentry","tag-lindauer","tag-machine-learning-deep-learning","tag-project","tag-science","tag-wever"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":true,"date":"2027-12-31 11:39:00","action":"category-add","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\/25778","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=25778"}],"version-history":[{"count":1,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/25778\/revisions"}],"predecessor-version":[{"id":36042,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/25778\/revisions\/36042"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2010"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/25779"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=25778"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=25778"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=25778"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}