{"id":2680,"date":"2023-07-18T20:48:46","date_gmt":"2023-07-18T20:48:46","guid":{"rendered":"https:\/\/dailyai.com\/?p=2680"},"modified":"2023-07-18T21:23:28","modified_gmt":"2023-07-18T21:23:28","slug":"ai-image-generators-quality-suffers-when-trained-on-ai-generated-data","status":"publish","type":"post","link":"https:\/\/dailyai.com\/de\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/","title":{"rendered":"Die Qualit\u00e4t von KI-Bildgeneratoren leidet, wenn sie mit KI-generierten Daten trainiert werden"},"content":{"rendered":"

Eine neue Studie zeigt, dass das Trainieren von KI-Bildgeneratoren mit KI-generierten Bildern letztendlich zu einer deutlichen Verringerung der Ausgabequalit\u00e4t f\u00fchrt.\u00a0<\/b><\/p>\n

Baraniuk und sein Team zeigten, wie sich diese problematische KI-Trainingsschleife auf generative KI auswirkt, einschlie\u00dflich StyleGAN und Diffusionsmodelle. Diese geh\u00f6ren zu den Modellen, die f\u00fcr KI-Bildgeneratoren wie Stable Diffusion, DALL-E und MidJourney verwendet werden.\u00a0<\/span><\/p>\n

In ihrem Experiment<\/a>trainierte das Team die KI entweder mit KI-generierten oder realen Bildern. 70.000 echte menschliche Gesichter von Flickr.<\/span><\/p>\n

Als jede KI auf ihren eigenen, von ihr erzeugten Bildern trainiert wurde, begannen die Ergebnisse des StyleGAN-Bildgenerators verzerrte und wellige visuelle Muster zu zeigen, w\u00e4hrend die Ergebnisse des Diffusionsbildgenerators unsch\u00e4rfer wurden.<\/span><\/p>\n

In beiden F\u00e4llen f\u00fchrte das Training von KI auf KI-generierten Bildern zu einem Qualit\u00e4tsverlust.\u00a0<\/span><\/p>\n

Einer der <\/span>Studie<\/span> Der Autor Richard Baraniuk von der Rice University in Texas warnt: \"Die Verwendung synthetischer Daten, ob wissentlich oder unwissentlich, ist eine schl\u00fcpfrige Angelegenheit\".<\/span><\/p>\n

\"AI-Bildgenerator\"
Je mehr KI-Modelle auf synthetischen Bildern trainiert werden, desto unsch\u00e4rfer werden ihre Ergebnisse. Quelle: Rice-Universit\u00e4t<\/a>.<\/figcaption><\/figure>\n

Der R\u00fcckgang der Bildqualit\u00e4t konnte zwar durch die Auswahl von KI-generierten Bildern h\u00f6herer Qualit\u00e4t f\u00fcr das Training verringert werden, doch f\u00fchrte dies zu einem Verlust an Bildvielfalt.\u00a0<\/span><\/p>\n

Die Forscher versuchten auch, einen festen Satz echter Bilder in die Trainingss\u00e4tze einzubauen, die haupts\u00e4chlich KI-generierte Bilder enthielten, eine Methode, die manchmal zur Erg\u00e4nzung kleiner Trainingss\u00e4tze verwendet wird.\u00a0<\/span><\/p>\n

Dies hat die Verschlechterung der Bildqualit\u00e4t jedoch nur verz\u00f6gert - es scheint unvermeidlich, dass die Ergebnisse umso schlechter werden, je mehr KI-generierte Daten in die Trainingsdatens\u00e4tze einflie\u00dfen. Es ist nur eine Frage des Zeitpunkts.<\/span><\/p>\n

Angemessene Ergebnisse wurden erzielt, wenn jede KI mit einer Mischung aus KI-generierten Bildern und einer st\u00e4ndig wechselnden Menge authentischer Bilder trainiert wurde. Dies trug dazu bei, die Qualit\u00e4t und Vielfalt der Bilder zu erhalten.<\/span><\/p>\n

Es ist schwierig, ein Gleichgewicht zwischen Quantit\u00e4t und Qualit\u00e4t zu finden - synthetische Bilder sind im Vergleich zu echten Bildern potenziell unbegrenzt, aber ihre Verwendung hat ihren Preis.\u00a0<\/span><\/p>\n

KIs gehen die Daten aus<\/span><\/h2>\n

KI sind datenhungrig, aber echte, hochwertige Daten sind eine endliche Ressource.\u00a0<\/span><\/p>\n

Die Ergebnisse dieser Untersuchung spiegeln <\/span>\u00e4hnliche Studien zur Texterstellung<\/span><\/a>Die KI-Ergebnisse leiden in der Regel, wenn Modelle auf KI-generierten Text trainiert werden.\u00a0<\/span><\/p>\n

Die Forscher betonen, dass kleinere Organisationen mit begrenzten M\u00f6glichkeiten, authentische Daten zu sammeln, die gr\u00f6\u00dften Herausforderungen beim Herausfiltern von KI-generierten Bildern aus ihren Datenbest\u00e4nden haben.\u00a0<\/span><\/p>\n

Erschwerend kommt hinzu, dass das Internet mit KI-generierten Inhalten \u00fcberschwemmt wird, so dass es erstaunlich schwierig ist, die Art der Daten zu bestimmen, auf denen die Modelle trainiert wurden.\u00a0<\/span><\/p>\n

Sina Alemohammad von der Rice University schl\u00e4gt vor, dass die Entwicklung von Wasserzeichen zur Identifizierung von KI-generierten Bildern hilfreich sein k\u00f6nnte, warnt aber davor, dass \u00fcbersehene versteckte Wasserzeichen die Qualit\u00e4t von KI-generierten Bildern beeintr\u00e4chtigen k\u00f6nnen.<\/span><\/p>\n

Alemohammad schlussfolgert: \"Man ist verdammt, wenn man es tut, und verdammt, wenn man es nicht tut. Aber es ist auf jeden Fall besser, das Bild mit einem Wasserzeichen zu versehen als nicht.<\/span><\/p>\n

Die langfristigen Folgen des KI-Konsums werden kontrovers diskutiert, aber im Moment m\u00fcssen KI-Entwickler L\u00f6sungen finden, um die Qualit\u00e4t ihrer Modelle zu gew\u00e4hrleisten. <\/span><\/p>","protected":false},"excerpt":{"rendered":"

Eine neue Studie zeigt, dass das Training von KI-Bildgeneratoren mit KI-generierten Bildern letztendlich zu einer deutlichen Verringerung der Ausgabequalit\u00e4t f\u00fchrt. Baraniuk und sein Team zeigten, wie sich diese problematische KI-Trainingsschleife auf generative KI auswirkt, darunter StyleGAN- und Diffusionsmodelle. Diese geh\u00f6ren zu den Modellen, die f\u00fcr KI-Bildgeneratoren wie Stable Diffusion, DALL-E und MidJourney verwendet werden. In ihrem Experiment trainierte das Team die KI entweder mit KI-generierten oder realen Bildern. 70.000 echte menschliche Gesichter aus Flickr. Als jede KI mit ihren eigenen, von der KI generierten Bildern trainiert wurde, begannen die Ergebnisse des StyleGAN-Bildgenerators, verzerrte und wellige visuelle Muster zu zeigen,<\/p>","protected":false},"author":2,"featured_media":2682,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[233,234,174],"class_list":["post-2680","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-image-generator","tag-midjourney","tag-stable-diffusion"],"yoast_head":"\nAI image generators' quality suffers when trained on AI-generated data | DailyAI<\/title>\n<meta name=\"description\" content=\"A new study shows that training AI image generators with AI-generated images could lead to a self-consuming loop.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/de\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI image generators' quality suffers when trained on AI-generated data | DailyAI\" \/>\n<meta property=\"og:description\" content=\"A new study shows that training AI image generators with AI-generated images could lead to a self-consuming loop.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/de\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T20:48:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-18T21:23:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"655\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"3\u00a0Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"AI image generators’ quality suffers when trained on AI-generated data\",\"datePublished\":\"2023-07-18T20:48:46+00:00\",\"dateModified\":\"2023-07-18T21:23:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/\"},\"wordCount\":498,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_2252933361.jpg\",\"keywords\":[\"Image generator\",\"MidJourney\",\"Stable Diffusion\"],\"articleSection\":[\"Industry\"],\"inLanguage\":\"de\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/\",\"name\":\"AI image generators' quality suffers when trained on AI-generated data | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_2252933361.jpg\",\"datePublished\":\"2023-07-18T20:48:46+00:00\",\"dateModified\":\"2023-07-18T21:23:28+00:00\",\"description\":\"A new study shows that training AI image generators with AI-generated images could lead to a self-consuming loop.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_2252933361.jpg\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/shutterstock_2252933361.jpg\",\"width\":1000,\"height\":655,\"caption\":\"AI image generator\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/07\\\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI image generators’ quality suffers when trained on AI-generated data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"name\":\"DailyAI\",\"description\":\"Your Daily Dose of AI News\",\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dailyai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"width\":4501,\"height\":934,\"caption\":\"DailyAI\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/DailyAIOfficial\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/dailyaiofficial\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@DailyAIOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\",\"name\":\"Sam Jeans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"caption\":\"Sam Jeans\"},\"description\":\"Sam is a science and technology writer who has worked in various AI startups. When he\u2019s not writing, he can be found reading medical journals or digging through boxes of vinyl records.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/sam-jeans-6746b9142\\\/\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/de\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Die Qualit\u00e4t von KI-Bildgeneratoren leidet, wenn sie mit KI-generierten Daten trainiert werden | DailyAI","description":"Eine neue Studie zeigt, dass das Training von KI-Bildgeneratoren mit KI-generierten Bildern zu einer sich selbst verbrauchenden Schleife f\u00fchren k\u00f6nnte.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/dailyai.com\/de\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/","og_locale":"de_DE","og_type":"article","og_title":"AI image generators' quality suffers when trained on AI-generated data | DailyAI","og_description":"A new study shows that training AI image generators with AI-generated images could lead to a self-consuming loop.","og_url":"https:\/\/dailyai.com\/de\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/","og_site_name":"DailyAI","article_published_time":"2023-07-18T20:48:46+00:00","article_modified_time":"2023-07-18T21:23:28+00:00","og_image":[{"width":1000,"height":655,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg","type":"image\/jpeg"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Verfasst von":"Sam Jeans","Gesch\u00e4tzte Lesezeit":"3\u00a0Minuten"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"AI image generators’ quality suffers when trained on AI-generated data","datePublished":"2023-07-18T20:48:46+00:00","dateModified":"2023-07-18T21:23:28+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/"},"wordCount":498,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg","keywords":["Image generator","MidJourney","Stable Diffusion"],"articleSection":["Industry"],"inLanguage":"de"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/","url":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/","name":"Die Qualit\u00e4t von KI-Bildgeneratoren leidet, wenn sie mit KI-generierten Daten trainiert werden | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg","datePublished":"2023-07-18T20:48:46+00:00","dateModified":"2023-07-18T21:23:28+00:00","description":"Eine neue Studie zeigt, dass das Training von KI-Bildgeneratoren mit KI-generierten Bildern zu einer sich selbst verbrauchenden Schleife f\u00fchren k\u00f6nnte.","breadcrumb":{"@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#breadcrumb"},"inLanguage":"de","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/"]}]},{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/shutterstock_2252933361.jpg","width":1000,"height":655,"caption":"AI image generator"},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2023\/07\/ai-image-generators-quality-suffers-when-trained-on-ai-generated-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"AI image generators’ quality suffers when trained on AI-generated data"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DailyAI","description":"Ihre t\u00e4gliche Dosis an AI-Nachrichten","publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dailyai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"de"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DailyAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","width":4501,"height":934,"caption":"DailyAI"},"image":{"@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/DailyAIOfficial","https:\/\/www.linkedin.com\/company\/dailyaiofficial\/","https:\/\/www.youtube.com\/@DailyAIOfficial"]},{"@type":"Person","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9","name":"Sam Jeans","image":{"@type":"ImageObject","inLanguage":"de","@id":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","caption":"Sam Jeans"},"description":"Sam ist ein Wissenschafts- und Technologiewissenschaftler, der in verschiedenen KI-Startups gearbeitet hat. Wenn er nicht gerade schreibt, liest er medizinische Fachzeitschriften oder kramt in Kisten mit Schallplatten.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/de\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/posts\/2680","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/comments?post=2680"}],"version-history":[{"count":9,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/posts\/2680\/revisions"}],"predecessor-version":[{"id":2696,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/posts\/2680\/revisions\/2696"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/media\/2682"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/media?parent=2680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/categories?post=2680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/de\/wp-json\/wp\/v2\/tags?post=2680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}