{"id":5897,"date":"2023-02-15T17:04:30","date_gmt":"2023-02-15T16:04:30","guid":{"rendered":"https:\/\/rc.mmmake.com\/machine-learning-the-brains-behind-ai\/"},"modified":"2023-08-21T14:53:23","modified_gmt":"2023-08-21T12:53:23","slug":"machine-learning-the-brains-behind-ai","status":"publish","type":"post","link":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/","title":{"rendered":"Machine Learning | &#8211; the brains behind AI"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Artificial intelligences such as DALL-E or ChatGPT are currently making us marvel at what AI can do. But what are actually the <strong>basic learning mechanisms of<\/strong> AI and <strong>what are the types<\/strong>? AI engineer and AI expert Hans Torben L\u00f6fflad explains this in his guest article.<\/p>\n\n<p class=\"wp-block-paragraph\">Many modern <strong>AI applications generate their knowledge through machine learning<\/strong>. For example, if an AI distinguishes apples from pears, the machine learning model behind it learns how apples differ from pears based on the pixels. But what are the actual types of machine learning? And for what applications are they used?<\/p>\n\n<h2 class=\"wp-block-heading\"><strong>Supervised Learning<\/strong> <\/h2>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">In supervised learning, the machine learning model is <strong>taken by the hand while learning<\/strong>. You can imagine Supervised Learning with the learning behaviors of <strong>young children<\/strong>. A child whose mother explains to him, &#8220;Look, that&#8217;s a duck and over there, that&#8217;s a swan!&#8221; learns to <strong>tell<\/strong> the two animals apart. The mother does not specify the characteristics that distinguish a duck from a swan. Rather, the child finds his own ways to distinguish the two animals.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transferred to the Machine Learning model, the Data Scientist:in specifies <strong>features <\/strong>such as images or product specifications and so-called <strong>labels<\/strong> (duck, swan or prices). <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-1024x683.jpg\" alt=\"camao_tec_hans_torben_loeffler_erklaert_machine_learning_ki_supervised_learning\" class=\"wp-image-5801\" srcset=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-1024x683.jpg 1024w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-300x200.jpg 300w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-768x512.jpg 768w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-1536x1024.jpg 1536w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-1200x800.jpg 1200w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-900x600.jpg 900w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning-480x320.jpg 480w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Supervised-Learning.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">In supervised learning, the machine learning model is taken by the hand<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<p class=\"wp-block-paragraph\">Based on the data, the machine learning model makes a <strong>prediction about the label<\/strong>, which is compared to the true label. If the prediction deviates from the expected result, the machine learning model adjusts its <strong>decision rules<\/strong> with the goal of <strong>improving<\/strong> the prediction.<br\/>Unlike a child, however, the machine learning model requires <strong>many more examples<\/strong> to learn. Often we are talking about more than 10,000 examples.<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>The challenge of supervised learning<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">Supervised learning places <strong>high demands on the availability of data<\/strong>. Moreover, the high number of necessary examples implies a repetitive task that needs to be <strong>repeated often enough<\/strong>. Last, labeling the data can be a <strong>time-consuming effort<\/strong> within the project. Nevertheless, the <strong>fields of application of<\/strong> supervised learning are <strong>manifold<\/strong> and can be divided into two categories: <strong>Classification and Regression<\/strong>. As the name classification suggests, the examples are assigned to classes. For example, image data can be used to identify <strong>production defects or quality classes<\/strong>. In the case of regression, the goal is to predict a specific value. This can be used, for example, to predict <strong>prices or the remaining life of<\/strong> a production machine using sensor data.<\/p>\n\n<h2 class=\"wp-block-heading\"><strong>Unsupervised Learning<\/strong> <\/h2>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Contrary to supervised learning is <strong>unsupervised learning.<\/strong> Here, the machine learning model identifies groups or clusters from the data <strong>without<\/strong> any prior knowledge. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This means that here &#8220;<strong>drawers<\/strong>&#8221; are filled without any prejudices. Rather, each entry is <strong>compared<\/strong> to the other and <strong>, after careful consideration<\/strong>, placed in the <strong>correct <\/strong>drawer. Whether a fixed number of entries is filled in each drawer or a fixed number of drawers with any number of entries depends on the algorithm.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-1024x683.jpg\" alt=\"camao_tec_hans_torben_loefflad_machine_learning_ki_unsupervised_learning\" class=\"wp-image-5805\" srcset=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-1024x683.jpg 1024w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-300x200.jpg 300w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-768x512.jpg 768w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-1536x1024.jpg 1536w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-1200x800.jpg 1200w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-900x600.jpg 900w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning-480x320.jpg 480w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Unsupervised-Learning.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">In Unsupervised Learning &#8220;pigeonholes&#8221; are filled without any preconceptions<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\">For this purpose, the Data Scientist:in specifies <strong>characteristics<\/strong> such as customer information or sensor data. Based on the data, the machine learning model determines the <strong>similarity of<\/strong> the individual entries to each other. Customers who buy a laptop or a smartphone are more similar to each other than customers who buy makeup. Based on the similarity of the entries to each other, the <strong>groups or clusters are formed<\/strong>.<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>What is the case for Unsupervised Learning?<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">The major advantage of unsupervised learning over supervised learning is that <strong>no labeled data is required<\/strong>. This reduces the data collection <strong>effort<\/strong> enormously. At the same time, the formed groups and clusters may have <strong>undesirable<\/strong> characteristics. For example, if a product recommendation is made based on the grouping of purchases, then in the example above, the makeup purchaser will probably also be recommended mascara, even though the makeup was a one-time purchase for Halloween and therefore inappropriate. With the necessary caution, unsupervised learning techniques represent a <strong>powerful tool<\/strong> that can not only provide <strong>new insights<\/strong>, but also promise <strong>high added value with a wide range of possible applications<\/strong>. Both <strong>customer segmentation<\/strong> and <strong>recommendation systems<\/strong> are essential for an individual and up-to-date customer approach. However, it is also possible to use unsupervised learning techniques to <strong>monitor<\/strong> the condition of production equipment.<\/p>\n\n<h2 class=\"wp-block-heading\"><strong>Reinforcement Learning<\/strong> <\/h2>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Reinforcement learning takes a slightly different approach. Decisive for the learning success of the machine learning model here are <strong>feedback and interaction with the environment<\/strong>. Reinforcement learning can be compared to <strong>raising a pet<\/strong>. If the dog obeys the master&#8217;s commands, a treat beckons. If he does what he wants, the reward will not come. If the dog tries a lot of things at first, he will learn the desired behavior over time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transferred to the machine learning model, it is the task of the data scientist to work out the <strong>right reward strategy<\/strong> and to provide the system with the required data. If the model now interacts with the environment, it is <strong>imperative to<\/strong> monitor the learning progress of the system and to intervene if necessary.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-1024x683.jpg\" alt=\"camao_tec_hans_torben_loefflad_machine_learning_ki_reinforcement_learning\" class=\"wp-image-5811\" srcset=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-1024x683.jpg 1024w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-300x200.jpg 300w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-768x512.jpg 768w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-1536x1024.jpg 1536w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-1200x800.jpg 1200w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-900x600.jpg 900w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning-480x320.jpg 480w, https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/Reinforcement-Learning.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Reinforcement learning focuses on feedback and interaction with the environment<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\"><strong>The Challenge of Reinforcement Learning<\/strong><\/p>\n\n<p class=\"wp-block-paragraph\">This is where the biggest challenge in working with reinforcement learning becomes apparent, because the <strong>learned behavior and the desired behavior<\/strong> can <strong>diverge<\/strong>. The big challenge here is to choose the <strong>right<\/strong> incentive system. If this succeeds, it is possible to <strong>automate<\/strong> complex tasks. Conceivable here, for example, are <strong>route planning for delivery vehicles<\/strong>. Another use case is the <strong>optimization of production planning<\/strong>. With the help of a digital twin, production can be simulated as often as required and production planning optimized according to the current order situation.<\/p>\n\n<h3 class=\"wp-block-heading\">Machine Learning: All types at a glance<\/h3>\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"220\" height=\"300\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/asset-supervised.png\" alt=\"\" class=\"wp-image-5815\"\/><figcaption class=\"wp-element-caption\"><strong>+<\/strong> Learning result very well controllable<br\/><strong>&#8211;<\/strong> The high number of necessary examples<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"220\" height=\"300\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/asset-unsupervised.png\" alt=\"\" class=\"wp-image-5817\"\/><figcaption class=\"wp-element-caption\"><strong>+<\/strong> No &#8220;labeled&#8221; data necessary<br\/><strong>+<\/strong> Explorative process, which allows to gain new insights<br\/><strong>&#8211;<\/strong> Clusters can have undesirable characteristics<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"220\" height=\"300\" src=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/asset-reinforcement.png\" alt=\"\" class=\"wp-image-5820\"\/><figcaption class=\"wp-element-caption\"><strong>+<\/strong> No &#8220;labeled&#8221; data necessary<br\/><strong>+<\/strong> Future consequences are taken into account<br\/><strong>&#8211;<\/strong> Conditions must be evaluated<br\/><strong>&#8211;<\/strong> Learned and desired behavior can diverge<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\"><strong>Slain? We make it easy for you to get started. Whether you have your own use case and need support with implementation or you want to learn more about the topic of AI. Our AI experts will support you in your project. <\/strong><\/p>\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-primary aligncenter\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/mmmake.com\/en\/contact\/\">Contact <\/a><\/div>\n<\/div>\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>How does AI learn and what are the types of learning? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.<\/p>\n","protected":false},"author":11,"featured_media":5764,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[2],"tags":[130],"class_list":["post-5897","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning | - the brains behind AI - mmmake.com<\/title>\n<meta name=\"description\" content=\"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning | - the brains behind AI - mmmake.com\" \/>\n<meta property=\"og:description\" content=\"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"mmmake.com\" \/>\n<meta property=\"article:published_time\" content=\"2023-02-15T16:04:30+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-21T12:53:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1248\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hans Torben L\u00f6fflad\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hans Torben L\u00f6fflad\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/\"},\"author\":{\"name\":\"Hans Torben L\u00f6fflad\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#\\\/schema\\\/person\\\/19d0819d1494c52342b3911e8a33ffcd\"},\"headline\":\"Machine Learning | &#8211; the brains behind AI\",\"datePublished\":\"2023-02-15T16:04:30+00:00\",\"dateModified\":\"2023-08-21T12:53:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/\"},\"wordCount\":1049,\"publisher\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/machine-learning-header.jpg\",\"keywords\":[\"AI\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/\",\"url\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/\",\"name\":\"Machine Learning | - the brains behind AI - mmmake.com\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/machine-learning-header.jpg\",\"datePublished\":\"2023-02-15T16:04:30+00:00\",\"dateModified\":\"2023-08-21T12:53:23+00:00\",\"description\":\"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/machine-learning-header.jpg\",\"contentUrl\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/02\\\/machine-learning-header.jpg\",\"width\":1920,\"height\":1248,\"caption\":\"KI-Experte Hans Torben L\u00f6ffler erkl\u00e4rt wie K\u00fcnstliche Intelligenz mithilfe von Machine Learning lernt\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/blog\\\/machine-learning-the-brains-behind-ai\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mmmake.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning | &#8211; the brains behind AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/mmmake.com\\\/en\\\/\",\"name\":\"mmmake.com\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mmmake.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#organization\",\"name\":\"mmmake.com\",\"url\":\"https:\\\/\\\/mmmake.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/mmmake-logo.jpg\",\"contentUrl\":\"https:\\\/\\\/mmmake.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/mmmake-logo.jpg\",\"width\":538,\"height\":290,\"caption\":\"mmmake.com\"},\"image\":{\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mmmake.com\\\/en\\\/#\\\/schema\\\/person\\\/19d0819d1494c52342b3911e8a33ffcd\",\"name\":\"Hans Torben L\u00f6fflad\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning | - the brains behind AI - mmmake.com","description":"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.","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:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning | - the brains behind AI - mmmake.com","og_description":"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.","og_url":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/","og_site_name":"mmmake.com","article_published_time":"2023-02-15T16:04:30+00:00","article_modified_time":"2023-08-21T12:53:23+00:00","og_image":[{"width":1920,"height":1248,"url":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg","type":"image\/jpeg"}],"author":"Hans Torben L\u00f6fflad","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Hans Torben L\u00f6fflad","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#article","isPartOf":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/"},"author":{"name":"Hans Torben L\u00f6fflad","@id":"https:\/\/mmmake.com\/en\/#\/schema\/person\/19d0819d1494c52342b3911e8a33ffcd"},"headline":"Machine Learning | &#8211; the brains behind AI","datePublished":"2023-02-15T16:04:30+00:00","dateModified":"2023-08-21T12:53:23+00:00","mainEntityOfPage":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/"},"wordCount":1049,"publisher":{"@id":"https:\/\/mmmake.com\/en\/#organization"},"image":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg","keywords":["AI"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/","url":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/","name":"Machine Learning | - the brains behind AI - mmmake.com","isPartOf":{"@id":"https:\/\/mmmake.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#primaryimage"},"image":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg","datePublished":"2023-02-15T16:04:30+00:00","dateModified":"2023-08-21T12:53:23+00:00","description":"How does AI learn and what are the types of learning? ? Our AI expert Hans Torben L\u00f6fflad explains this in his guest article.","breadcrumb":{"@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#primaryimage","url":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg","contentUrl":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/02\/machine-learning-header.jpg","width":1920,"height":1248,"caption":"KI-Experte Hans Torben L\u00f6ffler erkl\u00e4rt wie K\u00fcnstliche Intelligenz mithilfe von Machine Learning lernt"},{"@type":"BreadcrumbList","@id":"https:\/\/mmmake.com\/en\/blog\/machine-learning-the-brains-behind-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mmmake.com\/en\/"},{"@type":"ListItem","position":2,"name":"Machine Learning | &#8211; the brains behind AI"}]},{"@type":"WebSite","@id":"https:\/\/mmmake.com\/en\/#website","url":"https:\/\/mmmake.com\/en\/","name":"mmmake.com","description":"","publisher":{"@id":"https:\/\/mmmake.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mmmake.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mmmake.com\/en\/#organization","name":"mmmake.com","url":"https:\/\/mmmake.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mmmake.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/08\/mmmake-logo.jpg","contentUrl":"https:\/\/mmmake.com\/wp-content\/uploads\/2023\/08\/mmmake-logo.jpg","width":538,"height":290,"caption":"mmmake.com"},"image":{"@id":"https:\/\/mmmake.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/mmmake.com\/en\/#\/schema\/person\/19d0819d1494c52342b3911e8a33ffcd","name":"Hans Torben L\u00f6fflad"}]}},"_links":{"self":[{"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/posts\/5897","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/comments?post=5897"}],"version-history":[{"count":4,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/posts\/5897\/revisions"}],"predecessor-version":[{"id":12736,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/posts\/5897\/revisions\/12736"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/media\/5764"}],"wp:attachment":[{"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/media?parent=5897"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/categories?post=5897"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mmmake.com\/en\/wp-json\/wp\/v2\/tags?post=5897"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}