{"id":7763,"date":"2023-11-27T09:04:43","date_gmt":"2023-11-27T09:04:43","guid":{"rendered":"https:\/\/dailyai.com\/?p=7763"},"modified":"2023-11-27T09:04:43","modified_gmt":"2023-11-27T09:04:43","slug":"researchers-use-synthetic-data-to-train-ai-image-classifier","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Forskare anv\u00e4nder syntetisk data f\u00f6r att tr\u00e4na AI-klassificering av bilder"},"content":{"rendered":"<p><strong>F\u00f6r att tr\u00e4na en AI-bildklassificerare eller ett datorvisionssystem kr\u00e4vs tillg\u00e5ng till ett stort antal bilder. Forskare p\u00e5 MIT har hittat ett s\u00e4tt att minska v\u00e5rt beroende av verkliga data f\u00f6r bildklassificering.<\/strong><\/p>\n<p>N\u00e4r du laddar upp en bild av en katt och ber ChatGPT att f\u00f6rklara vad bilden f\u00f6rest\u00e4ller kan den g\u00f6ra det eftersom den har tr\u00e4nats p\u00e5 tusentals bilder av katter som har textetiketter kopplade till sig.<\/p>\n<p>Dessa tr\u00e4ningsbilder m\u00e5ste komma n\u00e5gonstans ifr\u00e5n. En av de dataset som anv\u00e4ndes f\u00f6r att tr\u00e4na <a href=\"https:\/\/dailyai.com\/sv\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Stabil diffusion<\/a>som kallas LAION-5B, \u00e4r en samling av miljarder bilder som skrapats fr\u00e5n internet och parats ihop med textbeskrivningar.<\/p>\n<p>Men vad g\u00f6r vi n\u00e4r vi beh\u00f6ver mer data f\u00f6r att tr\u00e4na en modell men har utt\u00f6mt den upps\u00e4ttning riktiga bilder vi har?<\/p>\n<p>Ett team av MIT-forskare tog sig an utmaningen med databrist genom att skapa ett eget syntetiskt dataset.<\/p>\n<p>Deras tillv\u00e4gag\u00e5ngss\u00e4tt, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">kallas StableRep<\/a>anv\u00e4nder en strategi som kallas \"multi-positive contrastive learning\". Det l\u00e5ter komplicerat, men konceptet \u00e4r faktiskt ganska enkelt.<\/p>\n<p>De uppmanar bildgeneratorn Stable Diffusion med en textbeskrivning och l\u00e5ter den sedan generera flera bilder. F\u00f6rutsatt att Stable Diffusion gjorde ett bra jobb har de nu en samling bilder som matchar den ursprungliga prompten.<\/p>\n<p>StableRep behandlar dessa bilder som positiva motsvarigheter till varandra och l\u00e4r sig h\u00f6gniv\u00e5koncept bakom varf\u00f6r dessa bilder \u00e4r bra semantiska matchningar f\u00f6r den ursprungliga fr\u00e5gan.<\/p>\n<p>Teamet tr\u00e4nade sin bildklassificeringsmodell p\u00e5 de AI-genererade bilderna och gav den en liten prestandaf\u00f6rb\u00e4ttring med spr\u00e5k\u00f6vervakning f\u00f6r att slutligen komma fram till StableRep+.<\/p>\n<p>Hur skulle StableRep+ klara sig vid bildklassificering med tanke p\u00e5 att den bara n\u00e5gonsin \"s\u00e5g\" AI-genererade bilder?<\/p>\n<p>N\u00e4r StableRep+ tr\u00e4nades med 20 miljoner syntetiska bilder var det mer exakt och effektivt \u00e4n CLIP-modeller som tr\u00e4nats med 50 miljoner riktiga bilder. Forskarna arbetar fortfarande med att f\u00f6rst\u00e5 orsaken bakom den \u00f6verl\u00e4gsna prestandan.<\/p>\n<p>Det finns fortfarande n\u00e5gra problem, men att anv\u00e4nda syntetiska tr\u00e4ningsdata p\u00e5 det h\u00e4r s\u00e4ttet l\u00f6ser en hel del <a href=\"https:\/\/dailyai.com\/sv\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">problem med datainsamling<\/a> som kostnader, upphovsr\u00e4tt och integritetsproblem i samband med riktiga bilder.<\/p>\n<p>Utmaningarna med detta tillv\u00e4gag\u00e5ngss\u00e4tt \u00e4r bland annat ber\u00e4kningskostnaden och tiden det tar att generera miljontals bilder f\u00f6r datasetet. Och StableRep \u00e4r fortfarande beroende av att anv\u00e4nda en bildgenerator som ursprungligen utbildades p\u00e5 riktiga bilder f\u00f6r att sedan producera syntetiska data.<\/p>\n<p>Eventuell partiskhet i textmeddelandet eller datam\u00e4rkningen i det verkliga bilddatasetet \u00f6verf\u00f6rs ocks\u00e5 till den nya modellen som tr\u00e4nats p\u00e5 syntetiska data.<\/p>\n<p>Trots utmaningarna \u00e4r de resultat som StableRep uppn\u00e5r lovande. Den \u00f6kade m\u00e5ngfalden som syntetiska data kan ge kan minska datavetarnas beroende av dyra och begr\u00e4nsade verkliga data n\u00e4r de tr\u00e4nar nya modeller.<\/p>","protected":false},"excerpt":{"rendered":"<p>F\u00f6r att tr\u00e4na en AI-bildklassificerare eller ett datorvisionssystem kr\u00e4vs tillg\u00e5ng till ett stort antal bilder. MIT-forskare har hittat ett s\u00e4tt att minska v\u00e5rt beroende av verkliga data f\u00f6r bildklassificering. N\u00e4r du laddar upp en bild p\u00e5 en katt och ber ChatGPT att f\u00f6rklara vad bilden f\u00f6rest\u00e4ller kan den g\u00f6ra det eftersom den har tr\u00e4nats p\u00e5 tusentals bilder p\u00e5 katter som har textetiketter kopplade till sig. Dessa tr\u00e4ningsbilder m\u00e5ste komma fr\u00e5n n\u00e5gonstans. En av de dataset som anv\u00e4nds f\u00f6r att tr\u00e4na Stable Diffusion, kallad LAION-5B, \u00e4r en samling av miljarder bilder som skrapats fr\u00e5n<\/p>","protected":false},"author":6,"featured_media":7765,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,165,117,193],"class_list":["post-7763","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-image-generation","tag-mit","tag-stability-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Researchers use synthetic data to train AI image classifier | DailyAI<\/title>\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\/sv\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers use synthetic data to train AI image classifier | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Training an AI image classifier or computer vision system requires access to a large dataset of images. MIT researchers have found a way to reduce our dependency on real data for image classification. When you upload an image of a cat and ask ChatGPT to explain what the image is, it\u2019s able to do that because it was trained on thousands of images of cats that had text labels associated with them. Those training images had to come from somewhere. One of the datasets used to train Stable Diffusion, called LAION-5B, is a collection of billions of images scraped from\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/sv\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-27T09:04:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"570\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eugene van der Watt\" \/>\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=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eugene van der Watt\" \/>\n\t<meta name=\"twitter:label2\" content=\"Ber\u00e4knad l\u00e4stid\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minuter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/\"},\"author\":{\"name\":\"Eugene van der Watt\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/7ce525c6d0c79838b7cc7cde96993cfa\"},\"headline\":\"Researchers use synthetic data to train AI image classifier\",\"datePublished\":\"2023-11-27T09:04:43+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/\"},\"wordCount\":444,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/MIT-College.jpg\",\"keywords\":[\"Computer vision\",\"image generation\",\"MIT\",\"Stability AI\"],\"articleSection\":[\"Industry\"],\"inLanguage\":\"sv-SE\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/\",\"name\":\"Researchers use synthetic data to train AI image classifier | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/MIT-College.jpg\",\"datePublished\":\"2023-11-27T09:04:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#breadcrumb\"},\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/MIT-College.jpg\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/MIT-College.jpg\",\"width\":1000,\"height\":570},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/11\\\/researchers-use-synthetic-data-to-train-ai-image-classifier\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Researchers use synthetic data to train AI image classifier\"}]},{\"@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\":\"sv-SE\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@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\\\/7ce525c6d0c79838b7cc7cde96993cfa\",\"name\":\"Eugene van der Watt\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/Eugine_Profile_Picture-96x96.png\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/Eugine_Profile_Picture-96x96.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/Eugine_Profile_Picture-96x96.png\",\"caption\":\"Eugene van der Watt\"},\"description\":\"Eugene comes from an electronic engineering background and loves all things tech. When he takes a break from consuming AI news you'll find him at the snooker table.\",\"sameAs\":[\"www.linkedin.com\\\/in\\\/eugene-van-der-watt-16828119\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/sv\\\/author\\\/eugene\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Forskare anv\u00e4nder syntetisk data f\u00f6r att tr\u00e4na AI-bildklassificering | DailyAI","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\/sv\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","og_locale":"sv_SE","og_type":"article","og_title":"Researchers use synthetic data to train AI image classifier | DailyAI","og_description":"Training an AI image classifier or computer vision system requires access to a large dataset of images. MIT researchers have found a way to reduce our dependency on real data for image classification. When you upload an image of a cat and ask ChatGPT to explain what the image is, it\u2019s able to do that because it was trained on thousands of images of cats that had text labels associated with them. Those training images had to come from somewhere. One of the datasets used to train Stable Diffusion, called LAION-5B, is a collection of billions of images scraped from","og_url":"https:\/\/dailyai.com\/sv\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","og_site_name":"DailyAI","article_published_time":"2023-11-27T09:04:43+00:00","og_image":[{"width":1000,"height":570,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg","type":"image\/jpeg"}],"author":"Eugene van der Watt","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Skriven av":"Eugene van der Watt","Ber\u00e4knad l\u00e4stid":"2 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/"},"author":{"name":"Eugene van der Watt","@id":"https:\/\/dailyai.com\/#\/schema\/person\/7ce525c6d0c79838b7cc7cde96993cfa"},"headline":"Researchers use synthetic data to train AI image classifier","datePublished":"2023-11-27T09:04:43+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/"},"wordCount":444,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg","keywords":["Computer vision","image generation","MIT","Stability AI"],"articleSection":["Industry"],"inLanguage":"sv-SE"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","url":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","name":"Forskare anv\u00e4nder syntetisk data f\u00f6r att tr\u00e4na AI-bildklassificering | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg","datePublished":"2023-11-27T09:04:43+00:00","breadcrumb":{"@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg","width":1000,"height":570},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"Researchers use synthetic data to train AI image classifier"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DagligaAI","description":"Din dagliga dos av AI-nyheter","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":"sv-SE"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DagligaAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"sv-SE","@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\/7ce525c6d0c79838b7cc7cde96993cfa","name":"Eugene van der Watt","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/Eugine_Profile_Picture-96x96.png","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/Eugine_Profile_Picture-96x96.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/07\/Eugine_Profile_Picture-96x96.png","caption":"Eugene van der Watt"},"description":"Eugene kommer fr\u00e5n en bakgrund som elektronikingenj\u00f6r och \u00e4lskar allt som har med teknik att g\u00f6ra. N\u00e4r han tar en paus fr\u00e5n att konsumera AI-nyheter hittar du honom vid snookerbordet.","sameAs":["www.linkedin.com\/in\/eugene-van-der-watt-16828119"],"url":"https:\/\/dailyai.com\/sv\/author\/eugene\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/7763","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/comments?post=7763"}],"version-history":[{"count":3,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/7763\/revisions"}],"predecessor-version":[{"id":7767,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/posts\/7763\/revisions\/7767"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/media\/7765"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/media?parent=7763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/categories?post=7763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/sv\/wp-json\/wp\/v2\/tags?post=7763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}