{"id":4706,"date":"2021-09-17T05:00:17","date_gmt":"2021-09-17T04:00:17","guid":{"rendered":"https:\/\/bestdatasolutions.es\/?p=4706"},"modified":"2022-10-11T16:00:36","modified_gmt":"2022-10-11T15:00:36","slug":"ai-unsupervised-learning","status":"publish","type":"post","link":"https:\/\/bestdatasolutions.es\/en\/blog\/ai-unsupervised-learning\/","title":{"rendered":"AI: Unsupervised Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4706\" class=\"elementor elementor-4706 elementor-4705\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-187471cb elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"187471cb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8a0c01d\" data-id=\"8a0c01d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1fbff00b elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"1fbff00b\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"500\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning.jpg\" class=\"attachment-full size-full wp-image-7187\" alt=\"ai-unsupervised-learning\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning.jpg 1920w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning-300x78.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning-1024x267.jpg 1024w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning-768x200.jpg 768w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/ai-unsupervised-learning-1536x400.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d1c2c13 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d1c2c13\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5aae2e0d\" data-id=\"5aae2e0d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a3ffa42 elementor-author-box--layout-image-left elementor-author-box--align-left elementor-author-box--image-valign-middle elementor-author-box--avatar-yes elementor-author-box--name-yes elementor-author-box--biography-yes elementor-widget elementor-widget-author-box\" data-id=\"1a3ffa42\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/german-salazar-best-in-bi\/\" target=\"_blank\" class=\"elementor-author-box__avatar\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/avatar_user_6_1633610488.jpg\" alt=\"Picture of Germ\u00e1n Salazar\" loading=\"lazy\" title=\"\">\n\t\t\t\t<\/a>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/german-salazar-best-in-bi\/\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tGerm\u00e1n Salazar\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/a>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\tBusiness Intelligence Consultant | Data Scientist\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41a959e0 elementor-widget elementor-widget-heading\" data-id=\"41a959e0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Other Articles:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6c75b22c\" data-id=\"6c75b22c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5795bde9 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"5795bde9\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\">AI: Unsupervised Learning<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-561b31d1 elementor-widget elementor-widget-post-info\" data-id=\"561b31d1\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-869d2fb elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/bestdatasolutions.es\/en\/2021\/09\/17\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>17\/09\/2021<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7476169 elementor-share-buttons--view-icon-text elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"7476169\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-facebook\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tFacebook\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-twitter\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tTwitter\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_whatsapp\" role=\"button\" tabindex=\"0\" aria-label=\"Share on whatsapp\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-whatsapp\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M380.9 97.1C339 55.1 283.2 32 223.9 32c-122.4 0-222 99.6-222 222 0 39.1 10.2 77.3 29.6 111L0 480l117.7-30.9c32.4 17.7 68.9 27 106.1 27h.1c122.3 0 224.1-99.6 224.1-222 0-59.3-25.2-115-67.1-157zm-157 341.6c-33.2 0-65.7-8.9-94-25.7l-6.7-4-69.8 18.3L72 359.2l-4.4-7c-18.5-29.4-28.2-63.3-28.2-98.2 0-101.7 82.8-184.5 184.6-184.5 49.3 0 95.6 19.2 130.4 54.1 34.8 34.9 56.2 81.2 56.1 130.5 0 101.8-84.9 184.6-186.6 184.6zm101.2-138.2c-5.5-2.8-32.8-16.2-37.9-18-5.1-1.9-8.8-2.8-12.5 2.8-3.7 5.6-14.3 18-17.6 21.8-3.2 3.7-6.5 4.2-12 1.4-32.6-16.3-54-29.1-75.5-66-5.7-9.8 5.7-9.1 16.3-30.3 1.8-3.7.9-6.9-.5-9.7-1.4-2.8-12.5-30.1-17.1-41.2-4.5-10.8-9.1-9.3-12.5-9.5-3.2-.2-6.9-.2-10.6-.2-3.7 0-9.7 1.4-14.8 6.9-5.1 5.6-19.4 19-19.4 46.3 0 27.3 19.9 53.7 22.6 57.4 2.8 3.7 39.1 59.7 94.8 83.8 35.2 15.2 49 16.5 66.6 13.9 10.7-1.6 32.8-13.4 37.4-26.4 4.6-13 4.6-24.1 3.2-26.4-1.3-2.5-5-3.9-10.5-6.6z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tWhatsApp\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56263e9 elementor-widget elementor-widget-text-editor\" data-id=\"56263e9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Within the Machine Learning area, we can find several types of learning, including <b>unsupervised learning<\/b>. This area has a lot of potentials, as it saves us the tedious task of having a set of labeled data. Although most Machine Learning applications today are based on supervised learning, recognized experts in the field of AI, such as <u>Yann<\/u><u>LeCun<\/u> say that:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3628247 elementor-widget elementor-widget-text-editor\" data-id=\"3628247\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><i>&#8220;If intelligence were a cake, unsupervised learning would be the cake, supervised learning would be the frosting, and reinforcement learning would be the cherry.&#8221;<\/i><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-521eba8 elementor-widget elementor-widget-text-editor\" data-id=\"521eba8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The potential of unsupervised learning is yet to be <b>exploited<\/b>. Let&#8217;s look at the most common techniques and tasks of <b>unsupervised learning<\/b>:<\/p><p><b>&#8211; Clustering<\/b><\/p><p><b>&#8211; Anomaly detection<\/b><\/p><p><b>&#8211; Density estimation<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e386f9f elementor-widget elementor-widget-heading\" data-id=\"e386f9f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Conclusions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de94ff7 elementor-widget elementor-widget-text-editor\" data-id=\"de94ff7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Algorithms that we are going to see in this article:<\/p><p> &gt; K-means<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf37dff elementor-widget elementor-widget-text-editor\" data-id=\"cf37dff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>When using clustering algorithms <b>our task will be to group similar (close) instances and separate these grouped instances from other different (distant) groups.<\/b> Let&#8217;s take a closer look at the use cases mentioned above:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b26f362 elementor-widget elementor-widget-text-editor\" data-id=\"b26f362\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>1. We can use clustering for <b>market segmentation<\/b>, in which we could segment our customers based on their purchases and their activity on the web. This brings us closer to the customer, giving us the possibility to adapt our products, services, or marketing campaigns to each segment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86eff12 elementor-widget elementor-widget-text-editor\" data-id=\"86eff12\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>2. <span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">If we have a<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem;\"><b>recommendation system<\/b><\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">we could suggest content similar to the content that other users within the group are consuming<\/span>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba9bf87 elementor-widget elementor-widget-text-editor\" data-id=\"ba9bf87\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>3. In addition to being able to do <b>data analysis<\/b> of the groups formed or use a clustering algorithm to then analyze the groups separately.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e71b41c elementor-widget elementor-widget-text-editor\" data-id=\"e71b41c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>4. We could use clustering as a <b>dimensionality reduction<\/b> technique. The advantage of this technique is that it can be applied at various points in the life cycle of an ML project (data exploration, modeling, fine-tuning). It will allow us to<b> visualize groups and relationships between categorical variables, reduce computation time<\/b> or obtain the <b>most important features<\/b> of our dataset.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-844312e elementor-widget elementor-widget-text-editor\" data-id=\"844312e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>5. Anomaly detection is another application that will allow us to see which instances have a low affinity with all groups, to detect outliers. It is useful to see which users have unusual behavior (speaking of behavior within the web), to see if there is any manufacturing defect, or to detect fraud.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc37083 elementor-widget elementor-widget-text-editor\" data-id=\"fc37083\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>6. If we have few tags within our dataset, we could perform a grouping and propagate the tags to all instances in the same group. This can be done within <b>semi-supervised learning<\/b> to later feed a <b>supervised learning<\/b> algorithm.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7836e57 elementor-widget elementor-widget-text-editor\" data-id=\"7836e57\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>But it is not only useful for tabular data, within the world of images we can feed search engines that from a reference image show us other similar ones, this is done by applying grouping algorithms to the entire database of images and then return the images of the group to which the reference image belongs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40356d2 elementor-widget elementor-widget-text-editor\" data-id=\"40356d2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Finally, there is no universal definition of a group; different grouping algorithms will have <b>different rules<\/b> for creating groups and therefore <b>different approache<\/b>s in which they can be used.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fc387a elementor-widget elementor-widget-video\" data-id=\"2fc387a\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/rLhQQRriWMc&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cad3cf1 elementor-widget elementor-widget-heading\" data-id=\"cad3cf1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">K-means<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7d0036 elementor-widget elementor-widget-text-editor\" data-id=\"e7d0036\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>K-Means is a simple algorithm that attempts to find the center of the groups it identifies while assigning each instance to the nearest group. In this case, what makes an instance to be added to a group is its distance to the nearest centroid.<\/p><p>Let&#8217;s see the setup for a code example:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f22867 elementor-widget elementor-widget-image\" data-id=\"5f22867\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"224\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130038.jpg\" class=\"attachment-large size-large wp-image-4749\" alt=\"K-means Code\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130038.jpg 800w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130038-300x84.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130038-768x215.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8979afd elementor-widget elementor-widget-text-editor\" data-id=\"8979afd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>We define the centers of our masses, their standard deviation, and the number of <span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">samples.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1139b6 elementor-widget elementor-widget-image\" data-id=\"a1139b6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"144\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130100.jpg\" class=\"attachment-large size-large wp-image-4747\" alt=\"K-means Setup\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130100.jpg 800w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130100-300x54.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130100-768x138.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d554833 elementor-widget elementor-widget-text-editor\" data-id=\"d554833\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>We graph our data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ace832a elementor-widget elementor-widget-image\" data-id=\"ace832a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"185\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130121.jpg\" class=\"attachment-large size-large wp-image-4745\" alt=\"K-means Data\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130121.jpg 800w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130121-300x69.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130121-768x178.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db905fa elementor-widget elementor-widget-image\" data-id=\"db905fa\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"441\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130151.jpg\" class=\"attachment-large size-large wp-image-4743\" alt=\"Data Graphic\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130151.jpg 800w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130151-300x165.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130151-768x423.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47ed48f elementor-widget elementor-widget-text-editor\" data-id=\"47ed48f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In this case, we see that it is easy to identify the groups, 5 in our case. This comes in handy since K-Means needs us to previously define the number of k groups it has to find, this can be a problem depending on the case, but there are techniques to try to define the number of k groups.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f970d6a elementor-widget elementor-widget-text-editor\" data-id=\"f970d6a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Now we are going to train the K-Means, what we are looking for is that each instance is <span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">assigned to each of the groups.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a66f1da elementor-widget elementor-widget-image\" data-id=\"a66f1da\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"147\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130209.jpg\" class=\"attachment-large size-large wp-image-4741\" alt=\"K-means Training\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130209.jpg 800w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130209-300x55.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130209-768x141.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f31a2e8 elementor-widget elementor-widget-text-editor\" data-id=\"f31a2e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>When we have defined the <i>blobs<\/i>, we have created a variable called<i>labels<\/i>, which may imply that we have labels for our data, but remember that we are talking about <b>unsupervised learning<\/b> and that we do not have labeled data here.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-871e752 elementor-widget elementor-widget-text-editor\" data-id=\"871e752\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In this context, we refer to the label as the index of the group to which the algorithm assigns this instance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2130aa elementor-widget elementor-widget-text-editor\" data-id=\"d2130aa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">We see the <i>labels<\/i> kept by K-Means.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83582a7 elementor-widget elementor-widget-image\" data-id=\"83582a7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"82\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130231-1024x105.jpg\" class=\"attachment-large size-large wp-image-4739\" alt=\"K-means\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130231-1024x105.jpg 1024w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130231-300x31.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130231-768x79.jpg 768w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130231.jpg 1354w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f1952c elementor-widget elementor-widget-image\" data-id=\"1f1952c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"72\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130247.jpg\" class=\"attachment-large size-large wp-image-4737\" alt=\"K-means Labels\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130247.jpg 843w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130247-300x27.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130247-768x69.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-490917b elementor-widget elementor-widget-text-editor\" data-id=\"490917b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>It can be read as instance 0 is at index 4, instance 1 is at index 1, and so on.<\/p><p>Let&#8217;s look at the 5 centroids it has found:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8175083 elementor-widget elementor-widget-image\" data-id=\"8175083\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"82\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130304-1024x105.jpg\" class=\"attachment-large size-large wp-image-4735\" alt=\"K-means Cluster\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130304-1024x105.jpg 1024w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130304-300x31.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130304-768x79.jpg 768w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130304.jpg 1354w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b08bdb6 elementor-widget elementor-widget-image\" data-id=\"b08bdb6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"350\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130325.jpg\" class=\"attachment-large size-large wp-image-4733\" alt=\"K-means Cluster Centers\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130325.jpg 844w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130325-300x131.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130325-768x336.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d0797f elementor-widget elementor-widget-text-editor\" data-id=\"4d0797f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>And finally, let&#8217;s see how K-Means has identified the centroids and delimited the area of each group.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86ccd56 elementor-widget elementor-widget-image\" data-id=\"86ccd56\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"438\" src=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130347-1024x560.jpg\" class=\"attachment-large size-large wp-image-4731\" alt=\"K-means Graphic\" srcset=\"https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130347-1024x560.jpg 1024w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130347-300x164.jpg 300w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130347-768x420.jpg 768w, https:\/\/bestdatasolutions.es\/wp-content\/uploads\/Captura-de-pantalla-2021-09-15-130347.jpg 1053w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bca0d18 elementor-widget elementor-widget-text-editor\" data-id=\"bca0d18\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>This is a small sample of what clustering algorithms can do, this process could be extrapolated to the analysis of the behavior of our customers and see what groups we can identify.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c60b706 elementor-widget elementor-widget-text-editor\" data-id=\"c60b706\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In future articles, we will take a closer look at the inner workings of <span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem; font-weight: var( --e-global-typography-text-font-weight );\">clustering algorithms and more advanced concepts.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bace5bc elementor-widget elementor-widget-text-editor\" data-id=\"bace5bc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Follow us on our social networks and for any comments, we are always available for all of you.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-614b2ec9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"614b2ec9\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c77df54 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c77df54\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/bestdatasolutions.es\/en\/blog\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">&lt;&lt; BACK TO BLOG<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Within the Machine Learning area, we can find several types of learning, including unsupervised learning. This area has a lot of potentials, as it saves us the tedious task of having a set of labeled data.<\/p>\n","protected":false},"author":6,"featured_media":7187,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49],"tags":[74],"class_list":["post-4706","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-general"],"_links":{"self":[{"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/posts\/4706","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/comments?post=4706"}],"version-history":[{"count":0,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/posts\/4706\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/media\/7187"}],"wp:attachment":[{"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/media?parent=4706"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/categories?post=4706"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bestdatasolutions.es\/en\/wp-json\/wp\/v2\/tags?post=4706"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}