{"version":"1.0","provider_name":"KaLabs","provider_url":"https:\/\/karthicklakshmanan.com","author_name":"karthick","author_url":"https:\/\/karthicklakshmanan.com\/index.php\/author\/karthick\/","title":"Supervised Learning - KaLabs","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"GcwmkQ04XN\"><a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/supervised-learning\/\">Supervised Learning<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/supervised-learning\/embed\/#?secret=GcwmkQ04XN\" width=\"600\" height=\"338\" title=\"&#8220;Supervised Learning&#8221; &#8212; KaLabs\" data-secret=\"GcwmkQ04XN\" 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":"Supervised Learning: Description: Supervised learning is a type of machine learning where the model is trained on a labeled dataset, meaning that the input data used for training is paired with corresponding output labels. The goal is for the model to learn a mapping from the input features to the target output based on the provided examples. During training, the model adjusts its parameters to minimize the difference between its predictions and the true labels. Key Components: Common Algorithms: Use Cases: Challenges: Evaluation Metrics: Advancements and Trends: Applications: Supervised learning forms the foundation for many practical applications of machine learning, where the goal is to learn patterns from labeled data and make predictions on new, unseen data."}