{"version":"1.0","provider_name":"KaLabs","provider_url":"https:\/\/karthicklakshmanan.com","author_name":"karthick","author_url":"https:\/\/karthicklakshmanan.com\/index.php\/author\/karthick\/","title":"Unsupervised Learning - KaLabs","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"SkIbfNXE93\"><a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/unsupervised-learning\/\">Unsupervised Learning<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/unsupervised-learning\/embed\/#?secret=SkIbfNXE93\" width=\"600\" height=\"338\" title=\"&#8220;Unsupervised Learning&#8221; &#8212; KaLabs\" data-secret=\"SkIbfNXE93\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","description":"Unsupervised Learning: Description: Unsupervised learning is a type of machine learning where the model is trained on an unlabeled dataset, meaning that the input data provided for training doesn&#8217;t have corresponding output labels. The goal of unsupervised learning is to discover patterns, structures, or relationships within the data without explicit guidance on the desired output. The model identifies inherent structures or groups in the data, helping to reveal hidden insights. Key Components: Common Algorithms: Use Cases: Challenges: Evaluation Metrics: Advancements and Trends: Applications: Unsupervised learning is crucial for exploring and understanding the inherent structures in data when explicit labels are not available. It plays a vital role in various domains where the goal is to uncover hidden patterns and gain insights from unlabeled datasets."}