{"id":95,"date":"2024-12-09T11:45:25","date_gmt":"2024-12-09T11:45:25","guid":{"rendered":"https:\/\/nexivis.ai\/?p=95"},"modified":"2025-01-18T19:11:31","modified_gmt":"2025-01-18T19:11:31","slug":"zero-shot-learning","status":"publish","type":"post","link":"https:\/\/nexivis.ai\/en\/blog\/wiki\/zero-shot-learning\/","title":{"rendered":"Zero-shot learning"},"content":{"rendered":"<p>Zero-shot learning is an advanced technique in machine learning in which a model is able to perform tasks or recognize classes that it has never seen during training. This is achieved by using transfer knowledge and semantic relationships between known and unknown classes. Zero-shot learning significantly increases the flexibility and adaptability of AI systems, especially in scenarios where new categories or tasks occur frequently.<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Zero-Shot Learning ist eine fortgeschrittene Technik im maschinellen Lernen, bei der ein Modell in der Lage ist, Aufgaben zu bew\u00e4ltigen oder Klassen zu erkennen, die es w\u00e4hrend des Trainings nie gesehen hat. Dies wird durch die Nutzung von Transferwissen und semantischen Beziehungen zwischen bekannten und unbekannten Klassen erreicht. Zero-Shot Learning erh\u00f6ht die Flexibilit\u00e4t und Anpassungsf\u00e4higkeit [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":82,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-95","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wiki"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v26.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Zero-Shot Learning - Nexivis<\/title>\n<meta name=\"description\" content=\"Zero-Shot Learning ist eine fortgeschrittene Technik im maschinellen Lernen.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nexivis.ai\/en\/blog\/wiki\/zero-shot-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Zero-Shot Learning\" \/>\n<meta property=\"og:description\" content=\"Zero-Shot Learning ist eine fortgeschrittene Technik im maschinellen Lernen.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nexivis.ai\/en\/blog\/wiki\/zero-shot-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Nexivis\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-09T11:45:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-18T19:11:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"682\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/person\/f5d88018a19e0cbf6cc207f41dec658d\"},\"headline\":\"Zero-Shot Learning\",\"datePublished\":\"2024-12-09T11:45:25+00:00\",\"dateModified\":\"2025-01-18T19:11:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/\"},\"wordCount\":76,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/nexivis.ai\/#organization\"},\"image\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\",\"articleSection\":[\"Wiki\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/\",\"url\":\"https:\/\/nexivis.ai\/blog\/wiki\/zero-shot-learning\/\",\"name\":\"Zero-Shot Learning - 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