{"id":178992,"date":"2024-04-19T16:04:40","date_gmt":"2024-04-19T15:04:40","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=178992"},"modified":"2024-02-17T16:44:52","modified_gmt":"2024-02-17T15:44:52","slug":"how-to-recognize-and-stop-ai-hallucinations","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations","title":{"rendered":"How to recognize and stop AI hallucinations"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"178992\" class=\"elementor elementor-178992\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a74e345 e-flex e-con-boxed e-con\" data-id=\"a74e345\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80bc817 elementor-widget elementor-widget-heading\" data-id=\"80bc817\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative artificial intelligence as a source of information, experts are looking to reduce or even stop these AI hallucinations.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79027b7 e-flex e-con-boxed e-con\" data-id=\"79027b7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fdfae3 elementor-widget elementor-widget-heading\" data-id=\"4fdfae3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is the problem with AI hallucinations?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7c864a elementor-widget elementor-widget-text-editor\" data-id=\"c7c864a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\">Artificial intelligences<\/a> have always had this tendency to &#8220;hallucinate&#8221; answers.<\/p><p>These are coded in such a way as to invent an answer rather than saying &#8220;I don&#8217;t know&#8221;. However, since they have become available to the general public, many people use them on a daily basis to<strong> access information quickly and in an uncluttered way.<\/strong><\/p><p>Now used in complex fields such as medicine and law, the problem of hallucination has become critical.<\/p><p>According to various research centres, the origin of hallucinations lies in the<a href=\"https:\/\/datascientest.com\/en\/large-language-models-llm-everything-you-need-to-know\"> design of LLM models.<\/a> Trained to process and accumulate huge databases, they are unable to distinguish between what is factual and what is not. Their main function is limited to predicting which word comes next.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0650d71 elementor-widget elementor-widget-image\" data-id=\"0650d71\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/13330330_Feb-Business_9-scaled.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80b3407 e-flex e-con-boxed e-con\" data-id=\"80b3407\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1dde9ef elementor-widget elementor-widget-heading\" data-id=\"1dde9ef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How can we stop AI hallucinations?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49412a2 elementor-widget elementor-widget-text-editor\" data-id=\"49412a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A number of experiments have already been conducted to curb this habit. The most recent involved <strong>MIT researchers<\/strong> attempting to create a &#8220;society of minds&#8221; between AIs. The aim was to put a question to several AIs and let them debate until a single answer prevailed.<\/p><p>Other companies such as Google and Microsoft are also trying to <a href=\"https:\/\/datascientest.com\/en\/the-new-champion-of-open-source-llm-falcon\"><strong>make these generative AIs more &#8216;intelligent&#8217;.<\/strong><\/a><\/p><p>A technique called reinforcement learning with human feedback, in which human testers manually improve a bot&#8217;s responses and then feed them back to the system to improve it, is widely credited with <a href=\"https:\/\/datascientest.com\/en\/chatgpt-how-does-this-nlp-algorithm-work\">making ChatGPT much better<\/a> than the chatbots that came before it.<\/p><p>A popular approach is also to connect chatbots to databases of factual or more reliable information, such as Wikipedia, Google search or collections of academic articles or bespoke business documents.<\/p><p>Another solution would be to<strong> make AI less creative,<\/strong> as large companies are currently doing. When Google generates search results using its chatbot technology, it also performs a normal search in parallel, and then compares whether the bot&#8217;s response and the traditional search results match.<\/p><p>If they don&#8217;t, the AI response doesn&#8217;t even appear. The company has modified its bot to be less creative, which means it&#8217;s not very good at writing poems or having interesting conversations, but it&#8217;s less likely to lie.<\/p><p>By limiting its search robot to corroborating existing search results, the company has been able to<strong> reduce the number of AI hallucinations<\/strong> and inaccuracies.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ded703 elementor-widget elementor-widget-image\" data-id=\"4ded703\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/audit-4576720_1920.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f038d9e elementor-widget elementor-widget-text-editor\" data-id=\"f038d9e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>However, hallucinations are also a good thing for AIs, as they allow them to be creative and imagine stories or scenarios. Are we reaching a turning point in generative AI, or are sub-types of <a href=\"https:\/\/datascientest.com\/en\/unveiling-the-future-a-comprehensive-guide-to-the-open-ai-api\">generative AI beginning to emerge<\/a>? Some would specialise in creating stories or scenarios, while others would serve as research and information tools. If you enjoyed this article and are considering a career in Data Science, don&#8217;t hesitate to check out our articles or our training offers on DataScientest.<\/p><p>Source : <a href=\"http:\/\/washingtonpost.com\">washingtonpost.com<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-365b885 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"365b885\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative artificial intelligence as a source of information, experts are looking to reduce or even stop these AI hallucinations. What is the problem with AI hallucinations? Artificial intelligences have always had this tendency to &#8220;hallucinate&#8221; [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":178995,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2409],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to recognize and stop AI hallucinations<\/title>\n<meta name=\"description\" content=\"AI hallucinations : Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to recognize and stop AI hallucinations\" \/>\n<meta property=\"og:description\" content=\"Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\" \/>\n<meta property=\"og:site_name\" content=\"Data Science Courses | DataScientest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-19T15:04:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-17T15:44:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/en\/files\/2024\/04\/AI_hallucinations-1024x585-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"585\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Melanie\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Melanie\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\"},\"author\":{\"name\":\"Melanie\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\"},\"headline\":\"How to recognize and stop AI hallucinations\",\"datePublished\":\"2024-04-19T15:04:40+00:00\",\"dateModified\":\"2024-02-17T15:44:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\"},\"wordCount\":509,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"articleSection\":[\"Machine Learning\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\",\"url\":\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\",\"name\":\"How to recognize and stop AI hallucinations\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/#website\"},\"datePublished\":\"2024-04-19T15:04:40+00:00\",\"dateModified\":\"2024-02-17T15:44:52+00:00\",\"description\":\"AI hallucinations : Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative\",\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/en\/#website\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"name\":\"Data Science Courses | DataScientest\",\"description\":\"Leader in Data Science Courses\",\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datascientest.com\/en\/#organization\",\"name\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"contentUrl\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"width\":301,\"height\":301,\"caption\":\"DataScientest\"},\"image\":{\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DataScientestEN\",\"https:\/\/twitter.com\/DataScientest__\",\"https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/\",\"https:\/\/www.tiktok.com\/@datascientest\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\",\"name\":\"Melanie\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"caption\":\"Melanie\"},\"url\":\"https:\/\/datascientest.com\/en\/author\/melaniekrause\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"How to recognize and stop AI hallucinations","description":"AI hallucinations : Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative","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:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations","og_locale":"en_GB","og_type":"article","og_title":"How to recognize and stop AI hallucinations","og_description":"Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative","og_url":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations","og_site_name":"Data Science Courses | DataScientest","article_publisher":"https:\/\/www.facebook.com\/DataScientestEN","article_published_time":"2024-04-19T15:04:40+00:00","article_modified_time":"2024-02-17T15:44:52+00:00","og_image":[{"width":1024,"height":585,"url":"https:\/\/datascientest.com\/en\/files\/2024\/04\/AI_hallucinations-1024x585-1.jpg","type":"image\/jpeg"}],"author":"Melanie","twitter_card":"summary_large_image","twitter_creator":"@DataScientest__","twitter_site":"@DataScientest__","twitter_misc":{"Written by":"Melanie","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations#article","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations"},"author":{"name":"Melanie","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d"},"headline":"How to recognize and stop AI hallucinations","datePublished":"2024-04-19T15:04:40+00:00","dateModified":"2024-02-17T15:44:52+00:00","mainEntityOfPage":{"@id":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations"},"wordCount":509,"commentCount":0,"publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"articleSection":["Machine Learning"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/datascientest.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations","url":"https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations","name":"How to recognize and stop AI hallucinations","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/#website"},"datePublished":"2024-04-19T15:04:40+00:00","dateModified":"2024-02-17T15:44:52+00:00","description":"AI hallucinations : Artificial intelligences have always hallucinated answers in order to be creative and invent stories. But faced with the popularity of generative","inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/en\/how-to-recognize-and-stop-ai-hallucinations"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/en\/#website","url":"https:\/\/datascientest.com\/en\/","name":"Data Science Courses | DataScientest","description":"Leader in Data Science Courses","publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/datascientest.com\/en\/#organization","name":"DataScientest","url":"https:\/\/datascientest.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","contentUrl":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","width":301,"height":301,"caption":"DataScientest"},"image":{"@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataScientestEN","https:\/\/twitter.com\/DataScientest__","https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/","https:\/\/www.tiktok.com\/@datascientest"]},{"@type":"Person","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d","name":"Melanie","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","caption":"Melanie"},"url":"https:\/\/datascientest.com\/en\/author\/melaniekrause"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/178992"}],"collection":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/comments?post=178992"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/178992\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media\/178995"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media?parent=178992"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/categories?post=178992"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/tags?post=178992"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}