{"id":285,"date":"2026-06-22T06:37:42","date_gmt":"2026-06-22T06:37:42","guid":{"rendered":"http:\/\/tutor-lms-demo.com\/courses\/data-science-foundations\/lessons\/supervised-vs-unsupervised-learning\/"},"modified":"2026-06-22T06:37:42","modified_gmt":"2026-06-22T06:37:42","slug":"supervised-vs-unsupervised-learning","status":"publish","type":"lesson","link":"https:\/\/website.uia.ac.cr\/en\/courses\/data-science-foundations\/lessons\/supervised-vs-unsupervised-learning\/","title":{"rendered":"Supervised vs Unsupervised Learning"},"content":{"rendered":"<p>Machine learning approaches fall into two major categories.<\/p>\n<h3>Supervised Learning<\/h3>\n<p>Uses labeled data \u2014 the correct answer is provided during training.<\/p>\n<p>Examples:<\/p>\n<ul>\n<li>House price prediction<\/li>\n<li>Spam detection<\/li>\n<\/ul>\n<h3>Unsupervised Learning<\/h3>\n<p>Uses unlabeled data \u2014 the model discovers structure on its own.<\/p>\n<p>Examples:<\/p>\n<ul>\n<li>Customer segmentation<\/li>\n<li>Clustering similar articles<\/li>\n<\/ul>\n<p>Understanding the difference is critical when selecting the right modeling approach for a given problem.<\/p>","protected":false},"comment_status":"open","ping_status":"closed","template":"","class_list":["post-285","lesson","type-lesson","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Supervised vs Unsupervised Learning - Website UIA<\/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:\/\/website.uia.ac.cr\/en\/courses\/data-science-foundations\/lessons\/supervised-vs-unsupervised-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Supervised vs Unsupervised Learning - Website UIA\" \/>\n<meta property=\"og:description\" content=\"Machine learning approaches fall into two major categories. Supervised Learning Uses labeled data \u2014 the correct answer is provided during training. Examples: House price prediction Spam detection Unsupervised Learning Uses unlabeled data \u2014 the model discovers structure on its own. Examples: Customer segmentation Clustering similar articles Understanding the difference is critical when selecting the right [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/website.uia.ac.cr\/en\/courses\/data-science-foundations\/lessons\/supervised-vs-unsupervised-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Website UIA\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/courses\\\/data-science-foundations\\\/lessons\\\/supervised-vs-unsupervised-learning\\\/\",\"url\":\"https:\\\/\\\/website.uia.ac.cr\\\/courses\\\/data-science-foundations\\\/lessons\\\/supervised-vs-unsupervised-learning\\\/\",\"name\":\"Supervised vs Unsupervised Learning - Website UIA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#website\"},\"datePublished\":\"2026-06-22T06:37:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/courses\\\/data-science-foundations\\\/lessons\\\/supervised-vs-unsupervised-learning\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/website.uia.ac.cr\\\/courses\\\/data-science-foundations\\\/lessons\\\/supervised-vs-unsupervised-learning\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/courses\\\/data-science-foundations\\\/lessons\\\/supervised-vs-unsupervised-learning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\\\/\\\/website.uia.ac.cr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Lecciones\",\"item\":\"https:\\\/\\\/website.uia.ac.cr\\\/lesson\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Supervised vs Unsupervised Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#website\",\"url\":\"https:\\\/\\\/website.uia.ac.cr\\\/\",\"name\":\"Website UIA\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/website.uia.ac.cr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#organization\",\"name\":\"Website UIA\",\"url\":\"https:\\\/\\\/website.uia.ac.cr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/website.uia.ac.cr\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/uia-logotipo600x400.png\",\"contentUrl\":\"https:\\\/\\\/website.uia.ac.cr\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/uia-logotipo600x400.png\",\"width\":602,\"height\":411,\"caption\":\"Website UIA\"},\"image\":{\"@id\":\"https:\\\/\\\/website.uia.ac.cr\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Supervised vs Unsupervised Learning - Website UIA","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:\/\/website.uia.ac.cr\/en\/courses\/data-science-foundations\/lessons\/supervised-vs-unsupervised-learning\/","og_locale":"en_US","og_type":"article","og_title":"Supervised vs Unsupervised Learning - Website UIA","og_description":"Machine learning approaches fall into two major categories. 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