{"id":345622,"date":"2024-08-30T22:09:18","date_gmt":"2024-08-30T20:09:18","guid":{"rendered":"https:\/\/sauldie.org\/de\/robuste-transferlernen-industrie-automatisierung\/"},"modified":"2024-08-30T22:09:18","modified_gmt":"2024-08-30T20:09:18","slug":"robuste-transferlernen-industrie-automatisierung","status":"publish","type":"post","link":"https:\/\/risawave.org\/de\/robuste-transferlernen-industrie-automatisierung\/","title":{"rendered":"Robuste Transferlernen (Glossar)"},"content":{"rendered":"<p>Der Begriff &#8222;Robuste Transferlernen&#8220; stammt aus der K\u00fcnstlichen Intelligenz und spielt auch eine wichtige Rolle in der Automatisierung sowie der Industrie und Fabrik 4.0. <\/p>\n<p>Robuste Transferlernen beschreibt eine Methode, bei der ein bereits trainiertes KI-Modell sein Wissen auf eine neue, aber \u00e4hnliche Aufgabe \u00fcbertr\u00e4gt \u2013 und das besonders widerstandsf\u00e4hig gegen\u00fcber Ver\u00e4nderungen oder St\u00f6rungen. Das Ziel ist, dass Maschinen nicht jedes Mal komplett neu lernen m\u00fcssen, sondern vorhandenes Wissen sicher und zuverl\u00e4ssig nutzen. <\/p>\n<p>Ein einfaches Beispiel: Eine KI wurde darauf trainiert, defekte Teile an einer Produktionsstra\u00dfe zu erkennen. Mit Robusten Transferlernen kann diese KI ihr erlerntes Wissen auch dann effektiv anwenden, wenn sich das Licht in der Fabrik ver\u00e4ndert oder neue Bauteile hinzukommen. Das Modell bleibt genau und effizient, auch wenn es auf neue Situationen trifft. <\/p>\n<p>So hilft Robuste Transferlernen Unternehmen dabei, KI-L\u00f6sungen schneller und kosteng\u00fcnstiger zu implementieren, da aufwendiges, erneutes Trainieren entf\u00e4llt. Besonders in der Industrie und Automatisierung sorgt das f\u00fcr flexiblere, zuverl\u00e4ssigere Prozesse und sch\u00fctzt vor unerwarteten Ausf\u00e4llen.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Der Begriff &#8222;Robuste Transferlernen&#8220; stammt aus der K\u00fcnstlichen Intelligenz und spielt auch eine wichtige Rolle in der Automatisierung sowie der Industrie und Fabrik 4.0. Robuste Transferlernen beschreibt eine Methode, bei der ein bereits trainiertes KI-Modell sein Wissen auf eine neue, aber \u00e4hnliche Aufgabe \u00fcbertr\u00e4gt \u2013 und das besonders widerstandsf\u00e4hig gegen\u00fcber Ver\u00e4nderungen oder St\u00f6rungen. Das Ziel &#8230; <a title=\"Robuste Transferlernen (Glossar)\" class=\"read-more\" href=\"https:\/\/risawave.org\/de\/robuste-transferlernen-industrie-automatisierung\/\" aria-label=\"Mehr Informationen \u00fcber Robuste Transferlernen (Glossar)\">Weiterlesen &#8230;<\/a><\/p>\n","protected":false},"author":2,"featured_media":345621,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ef_editorial_meta_date_first-draft-date":"","_ef_editorial_meta_paragraph_assignment":"","_ef_editorial_meta_checkbox_needs-photo":"","_ef_editorial_meta_number_word-count":"","footnotes":""},"categories":[26,28,1274,90,20],"tags":[247,69,1270,1271,1272],"class_list":["post-345622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automatisierung","category-digitale-transformation","category-kuenstliche-intelligenz-glossar","category-industrie-fabrik-4-0","category-kiroi-blog","tag-3ddruck","tag-innovationdurchachtsamkeit","tag-kostenersparnis","tag-lieferkette","tag-wertschoepfung","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-25"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - 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