{"version":"1.0","provider_name":"Itxperts","provider_url":"https:\/\/itxperts.co.in\/blog","author_name":"@mritxperts","author_url":"https:\/\/itxperts.co.in\/blog\/author\/mritxpertsgmail-com\/","title":"Handling Missing Data in ML Datasets - Itxperts","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"Fns39neCaA\"><a href=\"https:\/\/itxperts.co.in\/blog\/handling-missing-data-in-ml-datasets\/\">Handling Missing Data in ML Datasets<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/itxperts.co.in\/blog\/handling-missing-data-in-ml-datasets\/embed\/#?secret=Fns39neCaA\" width=\"600\" height=\"338\" title=\"&#8220;Handling Missing Data in ML Datasets&#8221; &#8212; Itxperts\" data-secret=\"Fns39neCaA\" 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\/\/# sourceURL=https:\/\/itxperts.co.in\/blog\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","description":"Missing data is one of the most common challenges in any machine learning or data analysis project. If not handled properly, missing values can lead to incorrect insights, biased models, and poor predictions. In this blog post, you\u2019ll learn why data can be missing, how to detect missing values, and common strategies to handle them [&hellip;]","thumbnail_url":"https:\/\/itxperts.co.in\/blog\/wp-content\/uploads\/2025\/05\/cropped-cropped-itxperts_logo.png","thumbnail_width":436,"thumbnail_height":398}