CINXE.COM
Minors and Cofactors: Formula, Application, Examples, Determinants
<!DOCTYPE html> <!--[if IE 7]> <html class="ie ie7" lang="en-US" prefix="og: http://ogp.me/ns#"> <![endif]--> <!--[if IE 8]> <html class="ie ie8" lang="en-US" prefix="og: http://ogp.me/ns#"> <![endif]--> <!--[if !(IE 7) | !(IE 8) ]><!--> <html lang="en-US" prefix="og: http://ogp.me/ns#" > <!--<![endif]--> <head> <meta charset="UTF-8" /> <meta name="keywords" content="Data Structures,Algorithms,Python,Java,C,C++,JavaScript,Android Development,SQL,Data Science,Machine Learning,PHP,Web Development,System Design,Tutorial,Technical Blogs,Interview Experience,Interview Preparation,Programming,Competitive Programming,Jobs,Coding Contests,GATE CSE,HTML,CSS,React,NodeJS,Placement,Aptitude,Quiz,Computer Science,Programming Examples,GeeksforGeeks Courses,Puzzles,SSC,Banking,UPSC,Commerce,Finance,CBSE,School,k12,General Knowledge,News,Mathematics,Exams" /> <meta name="viewport" content="width=device-width, initial-scale=1.0, minimum-scale=0.5, maximum-scale=3.0"> <link rel="shortcut icon" href="https://media.geeksforgeeks.org/wp-content/cdn-uploads/gfg_favicon.png" type="image/x-icon" /> <link rel="preconnect" href="https://fonts.googleapis.com"> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> <meta name="theme-color" content="#308D46" /> <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1' /> <meta name="image" property="og:image" content="https://media.geeksforgeeks.org/wp-content/cdn-uploads/gfg_200x200-min.png"> <meta property="og:image:type" content="image/png"> <meta property="og:image:width" content="200"> <meta property="og:image:height" content="200"> <meta name="facebook-domain-verification" content="xo7t4ve2wn3ywfkjdvwbrk01pvdond" /> <script src="https://cdnads.geeksforgeeks.org/synchronously_gfg_ads.min.js"></script> <script defer src="https://apis.google.com/js/platform.js"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/require.js/2.1.14/require.min.js"></script> <!-- Removed the below script from here to prevent loading google translate js at initial load <script async src="//translate.google.com/translate_a/element.js?cb=googleTranslateElementInit"></script> --> <!-- FIXME:- To be finalised whether we need to put this gpt script in header or footer --> <!-- //gpt.js script --> <!-- <script async src='https://www.googletagservices.com/tag/js/gpt.js'></script> --> <script> var IHPWT={}; //Initialize Namespace var pbjs = pbjs || {}; pbjs.que = pbjs.que || []; var googletag = googletag || {}; googletag.cmd = googletag.cmd || []; var gptRan = false; </script> <script defer src="https://ads.pubmatic.com/AdServer/js/pwt/162080/12331/pwt.js"></script> <script defer src="https://securepubads.g.doubleclick.net/tag/js/gpt.js"></script> <script defer src="https://cdnads.geeksforgeeks.org/prebid.js?ver=0.1"></script> <script defer src="https://cdnads.geeksforgeeks.org/gfg_ads.min.js?ver=0.1"></script> <!-- gfg tabs compatablity bundled js --> <title>Minors and Cofactors: Formula, Application, Examples, Determinants</title> <link rel="profile" href="http://gmpg.org/xfn/11" /> <link rel="pingback" href="" /> <!--[if lt IE 9]> <script src="https://www.geeksforgeeks.org/wp-content/themes/iconic-one/js/html5.js" type="text/javascript"></script> <![endif]--> <!-- Video Schema for posts only --> <!-- adding article schema markup --> <!--POST SCHEMA through API--> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Article", "mainEntityOfPage": { "@type": "WebPage", "id": "https://www.geeksforgeeks.org/minors-and-cofactors/" }, "headline": "Minors and Cofactors", "datePublished": "2021-02-19 04:14:06", "dateModified": "2024-07-31 06:38:46", "image": { "@type": "ImageObject", "url": "https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1).png", "width": "1000", "height": "299" }, "author": { "@type": "Organization", "name": "GeeksforGeeks", "url": "https://www.geeksforgeeks.org/", "logo": { "@type": "ImageObject", "url": "https://media.geeksforgeeks.org/wp-content/cdn-uploads/logo-new-2.svg", "width": "301", "height": "40" } }, "publisher": { "@type": "Organization", "name": "GeeksforGeeks", "url": "https://www.geeksforgeeks.org/", "logo": { "@type": "ImageObject", "url": "https://media.geeksforgeeks.org/wp-content/cdn-uploads/logo-new-2.svg", "width": "301", "height": "40" } }, "description": "Minors and Cofactors are important to calculate the adjoint and inverse of a matrix. As the name suggests, a Minor is a smaller part of the larger matrix obtained for a particular element of the matrix by deleting the terms of the row and column to which the element belongs.", "about": [ { "@type": "Thing", "name": "Maths" }, { "@type": "Thing", "name": "SchoolLearning" }, { "@type": "Thing", "name": "Class12" }, { "@type": "Thing", "name": "Dsa" }, { "@type": "Thing", "name": "MathsClass12" }, { "@type": "Thing", "name": "MatrixAndDeterminant" } ] }</script> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "WebSite", "url": "https://www.geeksforgeeks.org/", "potentialAction": { "@type": "SearchAction", "target": "https://www.geeksforgeeks.org/search/{search_term_string}/", "query-input": "required name=search_term_string" } }</script> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Organization", "name": "GeeksforGeeks", "url": "https://www.geeksforgeeks.org/", "logo": "https://media.geeksforgeeks.org/wp-content/cdn-uploads/20200817185016/gfg_complete_logo_2x-min.png", "description": "A computer science portal for geeks. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview Questions.", "founder": [ { "@type": "Person", "name": "Sandeep Jain", "url": "https://in.linkedin.com/in/sandeep-jain-b3940815" } ], "sameAs": [ "https://www.facebook.com/geeksforgeeks.org/", "https://twitter.com/geeksforgeeks", "https://www.linkedin.com/company/1299009", "https://www.youtube.com/geeksforgeeksvideos/" ] }</script> <script type="application/ld+json">{ "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is a Minor in Matrix Algebra?", "acceptedAnswer": { "@type": "Answer", "text": " In matrix algebra, a minor refers to the determinant of a smaller matrix obtained by deleting one or more rows and columns from a larger matrix." } }, { "@type": "Question", "name": "What is a Cofactor in Matrix Algebra?", "acceptedAnswer": { "@type": "Answer", "text": "In matrix algebra, the cofactor of an element in a matrix is defined as the signed minor obtained by deleting the row and column containing that element, and multiplying the resulting determinant by -1 if the sum of the row and column indices is odd." } }, { "@type": "Question", "name": "What is the Relationship between Minors and Cofactors?", "acceptedAnswer": { "@type": "Answer", "text": "The cofactor of an element in a matrix is equal to the product of the minor of that element and (-1)^(i+j), where i and j are the row and column indices of the element, respectively." } }, { "@type": "Question", "name": "What is the use of Minors and Cofactors in Matrix?", "acceptedAnswer": { "@type": "Answer", "text": "Minors and cofactors are used in the computation of the inverse of a matrix, as well as in the calculation of determinants and solutions to systems of linear equations." } }, { "@type": "Question", "name": "How are Minors and Cofactors used to calculate the Inverse of a Matrix?", "acceptedAnswer": { "@type": "Answer", "text": "To calculate the inverse of a matrix we first need to calculate the cofactor matrix of any given matrix, then transpose of cofactor matrix is called adjoint. Then dividing adjoint by determinant to get the inverse of the matrix." } }, { "@type": "Question", "name": "Can Minors and Cofactors be used to solve systems of Linear Equations?", "acceptedAnswer": { "@type": "Answer", "text": "Yes, minors and cofactors can be used to solve systems of linear equations by representing the system in the form of a matrix and using Cramer's rule, which expresses the solution in terms of determinants of smaller matrices obtained by replacing one column of the coefficient matrix with the constant terms of the system." } } ] }</script> <script> var arrPostCat = new Array(); var arrPostCatName="Mathematics"; arrPostCat.push('4685'); arrPostCat.push('6263'); arrPostCat.push('4667'); arrPostCat.push('4677'); var tIds = "4685,6263,4667,4677,5967,6312"; var termsNames = "Class12,SchoolLearning,DSA,Mathematics,MathsClass12,MatrixandDeterminant"; var tIdsInclusiveParents = "4685,6263,4667,4677,5967,6312" var domain = 1; var arrPost = new Array(); var post_id = "502830"; var post_type = "post"; var post_slug = window.location.href; var ip = "64.252.70.60"; var post_title = `Minors and Cofactors`; var post_status = "publish"; var practiceAPIURL="https://practiceapi.geeksforgeeks.org/"; var practiceURL="https://practice.geeksforgeeks.org/"; var post_date = "2021-02-19 04:14:06"; var commentSysUrl = "https://discuss.geeksforgeeks.org/commentEmbedV2.js"; //var postAdApiUrlString = ""; var link_on_code_run = ''; var link_search_modal_top = ''; var country_code_cf = "US"; var postAdApiUrlString = '4677/4685/6263/4667/4677/5967/6312/'; </script> <!-- This site is optimized with the Yoast SEO plugin v7.6 - https://yoast.com/wordpress/plugins/seo/ --> <meta name="description" content="Minors and Cofactors are important to calculate the adjoint and inverse of a matrix. As the name suggests, a Minor is a smaller part of the larger matrix obtained for a particular element of the matrix by deleting the terms of the row and column to which the element belongs."/> <link rel="canonical" href="https://www.geeksforgeeks.org/minors-and-cofactors/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Minors and Cofactors: Formula, Application, Examples, Determinants" /> <meta property="og:description" content="Minors and Cofactors are important to calculate the adjoint and inverse of a matrix. As the name suggests, a Minor is a smaller part of the larger matrix obtained for a particular element of the matrix by deleting the terms of the row and column to which the element belongs." /> <meta property="og:url" content="https://www.geeksforgeeks.org/minors-and-cofactors/" /> <meta property="og:site_name" content="GeeksforGeeks" /> <meta property="article:tag" content="Maths-Class-12" /> <meta property="article:tag" content="Matrix and Determinant" /> <meta property="article:section" content="Class 12" /> <meta property="article:published_time" content="2021-02-19T04:14:06+00:00" /> <meta property="article:modified_time" content="2024-07-31T18:38:42+00:00" /> <meta property="og:updated_time" content="2024-07-31T18:38:42+00:00" /> <meta property="og:image" content="https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1).png" /> <meta property="og:image:secure_url" content="https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1).png" /> <script type='application/ld+json'>{"@context":"https:\/\/schema.org","@type":"Organization","url":"https:\/\/www.geeksforgeeks.org\/","sameAs":[],"@id":"https:\/\/www.geeksforgeeks.org\/#organization","name":"GeeksforGeeks","logo":"http:\/\/www.geeksforgeeks.org\/wp-content\/uploads\/gfg_200X200-1.png"}</script> <!-- / Yoast SEO plugin. --> <link rel='dns-prefetch' href='//www.geeksforgeeks.org' /> <link rel='dns-prefetch' href='//s.w.org' /> <script type="text/javascript"> window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/11\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/11\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/www.geeksforgeeks.org\/wp-includes\/js\/wp-emoji-release.min.js?ver=4.9.8"}}; !function(a,b,c){function d(a,b){var c=String.fromCharCode;l.clearRect(0,0,k.width,k.height),l.fillText(c.apply(this,a),0,0);var d=k.toDataURL();l.clearRect(0,0,k.width,k.height),l.fillText(c.apply(this,b),0,0);var e=k.toDataURL();return d===e}function e(a){var b;if(!l||!l.fillText)return!1;switch(l.textBaseline="top",l.font="600 32px Arial",a){case"flag":return!(b=d([55356,56826,55356,56819],[55356,56826,8203,55356,56819]))&&(b=d([55356,57332,56128,56423,56128,56418,56128,56421,56128,56430,56128,56423,56128,56447],[55356,57332,8203,56128,56423,8203,56128,56418,8203,56128,56421,8203,56128,56430,8203,56128,56423,8203,56128,56447]),!b);case"emoji":return b=d([55358,56760,9792,65039],[55358,56760,8203,9792,65039]),!b}return!1}function f(a){var c=b.createElement("script");c.src=a,c.defer=c.type="text/javascript",b.getElementsByTagName("head")[0].appendChild(c)}var g,h,i,j,k=b.createElement("canvas"),l=k.getContext&&k.getContext("2d");for(j=Array("flag","emoji"),c.supports={everything:!0,everythingExceptFlag:!0},i=0;i<j.length;i++)c.supports[j[i]]=e(j[i]),c.supports.everything=c.supports.everything&&c.supports[j[i]],"flag"!==j[i]&&(c.supports.everythingExceptFlag=c.supports.everythingExceptFlag&&c.supports[j[i]]);c.supports.everythingExceptFlag=c.supports.everythingExceptFlag&&!c.supports.flag,c.DOMReady=!1,c.readyCallback=function(){c.DOMReady=!0},c.supports.everything||(h=function(){c.readyCallback()},b.addEventListener?(b.addEventListener("DOMContentLoaded",h,!1),a.addEventListener("load",h,!1)):(a.attachEvent("onload",h),b.attachEvent("onreadystatechange",function(){"complete"===b.readyState&&c.readyCallback()})),g=c.source||{},g.concatemoji?f(g.concatemoji):g.wpemoji&&g.twemoji&&(f(g.twemoji),f(g.wpemoji)))}(window,document,window._wpemojiSettings); </script> <style type="text/css"> img.wp-smiley, img.emoji { display: inline !important; border: none !important; box-shadow: none !important; height: 1em !important; width: 1em !important; margin: 0 .07em !important; vertical-align: -0.1em !important; background: none !important; padding: 0 !important; } </style> <link rel='stylesheet' id='custom-style-css' href='https://www.geeksforgeeks.org/wp-content/themes/iconic-one/css/gfg.min.css?ver=11.75' type='text/css' media='all' /> <script type='text/javascript' src='https://code.jquery.com/jquery-3.7.1.min.js?ver=3.7.1'></script> <script type='text/javascript' src='https://code.jquery.com/jquery-migrate-3.5.2.min.js?ver=3.5.2'></script> <script type='text/javascript'> /* <![CDATA[ */ var gfgObject = {"authUrl":"https:\/\/auth.geeksforgeeks.org\/","writeApiUrl":"https:\/\/apiwrite.geeksforgeeks.org\/","writeUrl":"https:\/\/write.geeksforgeeks.org\/","utilUrl":"https:\/\/util.geeksforgeeks.org\/","apiUrl":"https:\/\/api.geeksforgeeks.org\/","cfApiUrl":"https:\/\/gfgapi.geeksforgeeks.org\/","baseCompilerURL":"https:\/\/codejudge.geeksforgeeks.org\/","idePageBaseUrl":"https:\/\/ide.geeksforgeeks.org\/","gfgApiScriptUrl":"https:\/\/apiscript.geeksforgeeks.org\/","gfgSiteUrl":"https:\/\/www.geeksforgeeks.org\/","curatedListId":"1","curatedListTitle":"SDE Sheet Problems","utilDjangoCfUrl":"https:\/\/utilapi.geeksforgeeks.org\/","premiumCheckoutSlug":"premium-plans-payment\/","premiumLandingSlug":"premium-plans\/","premiumCssUrl":"https:\/\/www.geeksforgeeks.org\/wp-content\/themes\/iconic-one\/css\/gfgpremium.min.css?ver=1.6","premiumJsUrl":"https:\/\/www.geeksforgeeks.org\/wp-content\/themes\/iconic-one\/js\/gfgpremium.min.js?ver=1.5","utilGoogleUrl":"https:\/\/ugprod.geeksforgeeks.org\/","communityApiUrl":"https:\/\/communityapi.geeksforgeeks.org\/","utilDjangoUrl":"https:\/\/gfgutil.geeksforgeeks.org\/","gfgPracticeUrl":"https:\/\/practiceapi.geeksforgeeks.org\/","gfgMediaUrl":"https:\/\/media.geeksforgeeks.org\/","authDjangoApiUrl":"https:\/\/authapi.geeksforgeeks.org\/","gfgMlApiUrl":"https:\/\/recommendations.geeksforgeeks.org\/","is_home":"","is_category":"","userlevelPremiumPlus":"2","practiceUrl":"https:\/\/practice.geeksforgeeks.org\/","gfgNotificationsApiUrl":"https:\/\/notificationsapi.geeksforgeeks.org\/"}; /* ]]> */ </script> <script type='text/javascript' async="async" src='https://www.geeksforgeeks.org/wp-content/themes/iconic-one/js/gfg.min.js?ver=13.42'></script> <link rel='shortlink' href='https://www.geeksforgeeks.org/?p=502830' /> <style> #wpadminbar{ background: #ff0000 !important; } </style> <style type="text/css" id="custom-background-css"> body.custom-background { background-color: #ffffff; } </style> <link rel="icon" href="https://www.geeksforgeeks.org/wp-content/uploads/gfg_200X200-100x100.png" sizes="32x32" /> <link rel="icon" href="https://www.geeksforgeeks.org/wp-content/uploads/gfg_200X200.png" sizes="192x192" /> <link rel="apple-touch-icon-precomposed" href="https://www.geeksforgeeks.org/wp-content/uploads/gfg_200X200.png" /> <meta name="msapplication-TileImage" content="https://www.geeksforgeeks.org/wp-content/uploads/gfg_200X200.png" /> <!-- <script type='text/javascript'> var googletag = googletag || {}; googletag.cmd = googletag.cmd || []; (function() { var gads = document.createElement('script'); gads.async = true; gads.type = 'text/javascript'; var useSSL = 'https:' == document.location.protocol; gads.src = (useSSL ? 'https:' : 'http:') + '//www.googletagservices.com/tag/js/gpt.js'; var node = document.getElementsByTagName('script')[0]; node.parentNode.insertBefore(gads, node); })(); </script> AutoAds <script async src="//pagead2.googlesyndication.com/pagead/js/adsbygoogle.js"></script> <script> (adsbygoogle = window.adsbygoogle || []).push({ google_ad_client: "ca-pub-9465609616171866", enable_page_level_ads: true }); </script> --> <style> #internal-promo-section{ display: none !important; } @media screen and (max-width:1500px) and (min-width:1280px){ body.single .article-page_flex .leftBar { flex-basis: calc(100% - 605px); max-width: calc(100% - 605px); min-width: calc(100% - 605px); } .sidebar_wrapper{ max-width: 300px; min-width: 300px; } div#secondary { min-width: 300px; max-width: 300px; } .widget-area{ padding: 0px; } .article-page_flex .rightBar{ padding: 20px 0px 0px 0px; } .article--viewer_content .a-wrapper .content { padding: 0px 10px 55px 20px; } .oinLeftbar { height: calc(100vh - 350px) !important; } } .autoLeftBar_oin_child{ height: 100% !important; } .autoLeftBar_oin_non_sticky{ height: unset !important; } .sideBar--wrap.newLeftbar > div[id^='GFG_AD_Leftsidebar_']:nth-of-type(1){ padding-top: 20px; } .sideBar--wrap.newLeftbar > div[id^='GFG_AD_Leftsidebar_']{ padding: 5px 0; } @media (max-width:1043px) and (min-width:992px) { .hide-1043992 { display: none!important; } } .mobile-header-list-item{ padding-left:30px; padding-right:10px; margin-top:5px; } .mobile-header-list{ border-bottom: 1px solid rgba(158, 158, 158, 0.3) !important; } .mobile-header-list .dropdown-title{ border-bottom: none !important; font-size: 16px!important; padding: 0px!important; padding-left: 45px!important; font-weight: normal; } .mobile-header-list .upside::after{ transform: rotate(180deg); } </style> <!-- End Google Tag Manager --> <!-- Global site tag (gtag.js) - Google Ads: 474915276 --> <!-- <script async src="https://www.googletagmanager.com/gtag/js?id=AW-474915276"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'AW-474915276'); </script> --> </head> <body class="post-template-default single single-post postid-502830 single-format-standard custom-background custom-background-white"> <script> // Dark mode script const gfgThemeList = Object.freeze({ LIGHT: "gfgThemeLight", DARK: "gfgThemeDark" }) const getThemeFromCookie = () => { let gfg_def_theme = ""; let cookies = document.cookie; let cooks = cookies.split(";"); for (let i = 0; i < cooks.length; i++) { let icook = cooks[i].split("="); if (icook[0].trim() == "gfg_theme") { gfg_def_theme = icook[1].trim(); } } return gfg_def_theme } if(!(post_slug.includes('premium-plans-payment/') || post_slug.includes('premium-plans/'))){ var isDarkMode = getThemeFromCookie() == gfgThemeList.DARK ? true : false; document.querySelector("body").setAttribute("data-dark-mode", isDarkMode); } function setSearchBarFocus() { const myTimeout = setTimeout(searchBarFocus, 0); function searchBarFocus() { document.getElementById("gcse-search-input").focus(); } } </script> <!-- <div class="header-main__wrapper not-fixed"> --> <nav> <div class="header-main__wrapper"> <a class="gfg-stc" style="top:0" href="#main">Skip to content</a> <a href="https://www.geeksforgeeks.org/" aria-label="Logo" class="header-main__logo"> <div class="_logo"> <!-- Original Logo --> <img class="gfg_logo_img" style="height: 30px; width: 80px; max-width: fit-content;" src="https://media.geeksforgeeks.org/gfg-gg-logo.svg" alt="geeksforgeeks"> </div> </a> <div class="header-main__container"> <!-- for mobile only --> <!-- For Web view only --> <ul class="header-main__list"><li class="header-main__list-item Header_1" data-parent="false" aria-expanded="true" data-expandable="true"><span>Courses</span><i class="gfg-icon gfg-icon_arrow-down gfg-icon_header"></i><ul class="mega-dropdown Screen_1"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/dsa-to-development-coding-guide?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">DSA to Development</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/data-science-live?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Machine Learning & Data Science</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/mastering-generative-ai-and-chat-gpt?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Generative AI & ChatGPT</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/search?query=AWS&itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Become AWS Certified</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>DSA Courses</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/dsa-self-paced?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Data Structure & Algorithm(C++/JAVA)</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/Data-Structures-With-Python?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Data Structure & Algorithm(Python)</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/data-structures-and-algorithms-in-javascript?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Data Structure & Algorithm(JavaScript)</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Programming Languages</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/cpp-programming-basic-to-advanced?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">CPP</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/Java-Programming-basic-to-advanced?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Java</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/Python-Foundation?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">Python</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/javascript?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">JavaScript</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses/c-Programming-basic-to-advanced?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">C</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/courses?itm_source=geeksforgeeks&itm_medium=main_header&itm_campaign=courses" target="_self">All Courses</a></li></ul></li><li class="header-main__list-item Header_2" data-parent="false" aria-expanded="true" data-expandable="true"><span>Tutorials</span><i class="gfg-icon gfg-icon_arrow-down gfg-icon_header"></i><ul class="mega-dropdown Screen_1"><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Python Tutorial</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/taking-input-in-python/?ref=outind" target="_self">Taking Input in Python</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-operators/?ref=outind" target="_self">Python Operators</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-data-types/?ref=outind" target="_self">Python Data Types</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Python Loops and Control Flow</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python3-if-if-else-nested-if-if-elif-statements/?ref=outind" target="_self">Python Conditional Statements</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/loops-in-python/?ref=outind" target="_self">Python Loops</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-functions/?ref=outind" target="_self">Python Functions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-oops-concepts/?ref=outind" target="_self">Python OOPS Concept</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-data-structures-and-algorithms/?ref=outind" target="_self">Python Data Structures</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-exception-handling/?ref=outind" target="_self">Python Exception Handling</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/file-handling-python/?ref=outind" target="_self">Python File Handling</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-exercises-practice-questions-and-solutions/?ref=outind" target="_self">Python Exercises</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Java</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java/?ref=outind" target="_self">Learn Java Programming Language</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/collections-in-java-2/?ref=outind" target="_self">Java Collections</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-8-features/?ref=outind" target="_self">Java 8 Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-programming-examples/?ref=outind" target="_self">Java Programs</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Java Interview Questions</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-interview-questions/?ref=outind" target="_self">Java Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/core-java-interview-questions-for-freshers/?ref=outind" target="_self">Core Java Interview Questions-Freshers</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-20-java-multithreading-interview-questions-answers/?ref=outind" target="_self">Java Multithreading Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/oops-interview-questions/?ref=outind" target="_self">OOPs Interview Questions and Answers</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-exercises/?ref=outind" target="_self">Java Exercises</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Java Quiz</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/quizzes/50-java-language-mcqs-with-answers-2/?ref=outind" target="_self">Java Quiz</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-multiple-choice-questions/?ref=outind" target="_self">Core Java MCQ</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/java-projects/?ref=outind" target="_self">Java Projects</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Advance Java</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/spring/?ref=outind" target="_self">Spring Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/spring-boot/?ref=outind" target="_self">Spring Boot Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/spring-boot-interview-questions/?ref=outind" target="_self">Spring Boot Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/spring-mvc/?ref=outind" target="_self">Spring MVC Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/spring-mvc-interview-questions/?ref=outind" target="_self">Spring MVC Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/hibernate-tutorial/?ref=outind" target="_self">Hibernate Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/hibernate-interview-questions/?ref=outind" target="_self">Hibernate Interview Questions</a></li></ul></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Programming Languages</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/javascript/?ref=outind" target="_self">JavaScript</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/c-plus-plus/?ref=outind" target="_self">C++</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/r-tutorial/?ref=outind" target="_self">R Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/sql-tutorial/?ref=outind" target="_self">SQL</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/php-tutorial/?ref=outind" target="_self">PHP</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/csharp-programming-language/?ref=outind" target="_self">C#</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/c-programming-language/?ref=outind" target="_self">C</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/scala-programming-language/?ref=outind" target="_self">Scala</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/perl-programming-language/?ref=outind" target="_self">Perl</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/golang/?ref=outind" target="_self">Go Language</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/kotlin-programming-language/?ref=outind" target="_self">Kotlin</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>System Design</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/system-design-tutorial/?ref=ghm" target="_self">System Design Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/software-design-patterns/?ref=outind" target="_self">Software Design Patterns</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/complete-roadmap-to-learn-system-design/?ref=outind" target="_self">System Design Roadmap</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-10-system-design-interview-questions-and-answers/?ref=outind" target="_self">Top 10 System Design Interview Questions and Answers</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Interview Corner</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/company-preparation/?ref=outind" target="_self">Company Preparation</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/interview-preparation-for-software-developer/?ref=outind" target="_self">Top Topics</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://practice.geeksforgeeks.org/company-tags/?ref=outind" target="_self">Practice Company Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/company-interview-corner/?ref=outind" target="_self">Interview Experiences</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/experienced-interview-experiences-company-wise/?ref=outind" target="_self">Experienced Interviews</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/internship-interview-experiences-company-wise/?ref=outind" target="_self">Internship Interviews</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/competitive-programming-a-complete-guide/?ref=outind" target="_self">Competitive Programming</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/quiz-corner-gq/?ref=outind" target="_self">Multiple Choice Quizzes</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/aptitude-questions-and-answers/?ref=outind" target="_self">Aptitude for Placements</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Computer Science Subjects</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/operating-systems/?ref=outind" target="_self">Operating System</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/dbms/?ref=outind" target="_self">DBMS</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/computer-network-tutorials/?ref=outind" target="_self">Computer Networks</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/engineering-mathematics-tutorials/?ref=outind" target="_self">Engineering Mathematics</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/computer-organization-and-architecture-tutorials/?ref=outind" target="_self">Computer Organization and Architecture</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/theory-of-computation-automata-tutorials/?ref=outind" target="_self">Theory of Computation</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/compiler-design-tutorials/?ref=outind" target="_self">Compiler Design</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/digital-electronics-logic-design-tutorials/#blg/?ref=outind" target="_self">Digital Logic</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/software-engineering/?ref=outind" target="_self">Software Engineering</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>DevOps</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/git-tutorial/?ref=outind" target="_self">GIT</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/aws-tutorial/?ref=outind" target="_self">AWS</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/docker-tutorial/?ref=outind" target="_self">Docker</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/kubernetes-tutorial/?ref=outind" target="_self">Kubernetes</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/microsoft-azure/?ref=outind" target="_self">Microsoft Azure Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/google-cloud-platform-tutorial/?ref=outind" target="_self">Google Cloud Platform</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Linux</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linux-tutorial/?ref=outind" target="_self">Linux Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linux-commands/?ref=outind" target="_self">Linux Commands A-Z</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linux-commands-cheat-sheet/?ref=outind" target="_self">Linux Commands Cheatsheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/permissions-in-linux/?ref=outind" target="_self">File Permission Commands</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/beginners-guide-to-linux-system-administration/?ref=outind" target="_self">Linux System Administration</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linux-file-system/?ref=outind" target="_self">Linux File System</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-linux-shell-shell-scripting/?ref=outind" target="_self">Linux Shell Scripting</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/network-configuration-trouble-shooting-commands-linux/?ref=outind" target="_self">Linux Networking</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linux-interview-questions/?ref=outind" target="_self">Linux Interview Questions</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Software Testing</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/software-testing-tutorial/?ref=outind" target="_self">Software Testing Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/software-engineering/?ref=outind" target="_self">Software Engineering Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/software-testing-interview-questions/?ref=outind" target="_self">Testing Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/jira-tutorial/?ref=outind" target="_self">Jira</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Databases</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/dbms/?ref=outind" target="_self">DBMS Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/sql-tutorial/?ref=outind" target="_self">SQL Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/postgresql-tutorial/?ref=outind" target="_self">PostgreSQL Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/mongodb-tutorial/?ref=outind" target="_self">MongoDB Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/sql-interview-questions/?ref=outind" target="_self">SQL Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/mysql-interview-questions/?ref=outind" target="_self">MySQL Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/pl-sql-interview-questions/?ref=outind" target="_self">PL/SQL Interview Questions</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Android</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/android-tutorial/?ref=outind" target="_self">Android Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/android-studio-tutorial/?ref=outind" target="_self">Android Studio Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/kotlin-android-tutorial/?ref=outind" target="_self">Kotlin For Android</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/android-projects-from-basic-to-advanced-level/?ref=outind" target="_self">Android Projects</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-50-android-interview-questions-answers-sde-i-to-sde-iii/?ref=outind" target="_self">Android Interview Questions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/6-weeks-of-android-app-development-free-project-based-learning/?ref=outind" target="_self">6 Weeks of Android App Development</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Excel</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/excel-tutorial/?ref=outind" target="_self">MS Excel Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-ms-excel/?ref=outind" target="_self">Introduction to MS Excel</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-analysis-in-excel/?ref=outind" target="_self">Data Analysis in Excel</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/basic-excel-formulas-and-functions/?ref=outind" target="_self">Basic Excel Formulas & Functions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/instant-data-analysis-in-advanced-excel/?ref=outind" target="_self">Data Analysis in Advanced Excel</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/workbooks-in-microsoft-excel/?ref=outind" target="_self">Workbooks</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/statistical-functions-in-excel-with-examples/?ref=outind" target="_self">Statistical Functions</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-visualization-in-excel/?ref=outind" target="_self">Data Visualization in Excel</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/pivot-tables-in-excel/?ref=outind" target="_self">Pivot Tables in Excel</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/working-with-excel-spreadsheets-in-python/?ref=outind" target="_self">Excel Spreadsheets in Python</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/basic-excel-shortcuts/?ref=outind" target="_self">Basic Excel Shortcuts</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Mathematics</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/number-theory/?ref=outind" target="_self">Number System</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/algebra/?ref=outind" target="_self">Algebra</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linear-algebra/?ref=outind" target="_self">Linear Algebra</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/math-trigonometry/?ref=outind" target="_self">Trigonometry</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/set-theory/?ref=outind" target="_self">Set Theory</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/statistics/?ref=outind" target="_self">Statistics</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/probability-in-maths/?ref=outind" target="_self">Probability</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/geometry/?ref=outind" target="_self">Geometry</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/mensuration/?ref=outind" target="_self">Mensuration</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/logarithms/?ref=outind" target="_self">Logarithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/math-calculus/?ref=outind" target="_self">Calculus</a></li></ul></li></ul></li><li class="header-main__list-item Header_3" data-parent="false" aria-expanded="true" data-expandable="true"><span>DSA</span><i class="gfg-icon gfg-icon_arrow-down gfg-icon_header"></i><ul class="mega-dropdown Screen_1"><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Data Structures</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/array-data-structure-guide/?ref=outind" target="_self">Arrays</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/matrix/?ref=outind" target="_self">Matrix</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/string-data-structure/?ref=outind" target="_self">Strings</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-linked-list-data-structure/?ref=ghm" target="_self">Linked List</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/stack-data-structure/?ref=outind" target="_self">Stack</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/queue-data-structure/?ref=outind" target="_self">Queue</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-tree-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Tree</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/heap-data-structure/?ref=outind" target="_self">Heap</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/hashing-data-structure/?ref=outind" target="_self">Hashing</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/graph-data-structure-and-algorithms/?ref=outind" target="_self">Graph</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-set-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Set Data Structure</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-map-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Map Data Structure</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/advanced-data-structures/?ref=outind" target="_self">Advanced Data Structure</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-data-structures/?ref=outind" target="_self">Data Structures Tutorial</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Algorithms</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Analysis of Algorithms</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/design-and-analysis-of-algorithms/?ref=outind" target="_self">Design and Analysis of Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/asymptotic-notation-and-analysis-based-on-input-size-of-algorithms/?ref=outind" target="_self">Asymptotic Analysis</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/types-of-asymptotic-notations-in-complexity-analysis-of-algorithms/?ref=outind" target="_self">Asymptotic Notations</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/worst-average-and-best-case-analysis-of-algorithms/?ref=outind" target="_self">Worst, Average and Best Cases</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Searching Algorithms</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/linear-search/?ref=outind" target="_self">Linear Search</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/binary-search/?ref=outind" target="_self">Binary Search</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/searching-algorithms/?ref=outind" target="_self">Searching Algorithms Tutorial</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Sorting Algorithms</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/selection-sort/?ref=outind" target="_self">Selection Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/bubble-sort/?ref=outind" target="_self">Bubble Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/insertion-sort/?ref=outind" target="_self">Insertion Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/merge-sort/?ref=outind" target="_self">Merge Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/quick-sort/?ref=outind" target="_self">Quick Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/heap-sort/?ref=outind" target="_self">Heap Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/counting-sort/?ref=outind" target="_self">Counting Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/radix-sort/?ref=outind" target="_self">Radix Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/bucket-sort-2/?ref=outind" target="_self">Bucket Sort</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-sorting-algorithm/?ref=outind" target="_self">Sorting Algorithms Tutorial</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-greedy-algorithm-data-structures-and-algorithm-tutorials/?ref=outind" target="_self">Greedy Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-dynamic-programming-data-structures-and-algorithm-tutorials/?ref=outind" target="_self">Dynamic Programming</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-graphs-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Graph Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-pattern-searching-data-structure-and-algorithm-tutorial/?ref=outind" target="_self">Pattern Searching</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-recursion-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Recursion</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-backtracking-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Backtracking</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-divide-and-conquer-algorithm-data-structure-and-algorithm-tutorials/?ref=outind" target="_self">Divide and Conquer</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/mathematical-algorithms/?ref=outind" target="_self">Mathematical Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/geometric-algorithms/?ref=outind" target="_self">Geometric Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-bitwise-algorithms-data-structures-and-algorithms-tutorial/?ref=outind" target="_self">Bitwise Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/randomized-algorithms/?ref=outind" target="_self">Randomized Algorithms</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-branch-and-bound-data-structures-and-algorithms-tutorial/?ref=outind" target="_self">Branch and Bound</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-algorithms/?ref=outind" target="_self">Algorithms Tutorial</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/learn-data-structures-and-algorithms-dsa-tutorial/?ref=outind" target="_self">DSA Tutorial</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Practice</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sortBy=submissions&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">All DSA Problems</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/problem-of-the-day?itm_source=geeksforgeeksitm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Problem of the Day</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Company Wise Coding Practice</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&company=Amazon&sortBy=submissions&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Amazon</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&company=Microsoft&sortBy=submissions&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Microsoft</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&company=Flipkart&sortBy=submissions&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Flipkart</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sortBy=submissions&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Explore All</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&curated[]=1&sortBy=submissions&curated_names[]=SDE Sheet?itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">GfG SDE Sheet</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Practice Problems Difficulty Wise</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&difficulty=School&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">School</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&difficulty=Basic&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Basic</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&difficulty=Easy&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Easy</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&difficulty=Medium&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Medium</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&difficulty=Hard&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Hard</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Language Wise Coding Practice</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&category=CPP&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">CPP</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&category=Java&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Java</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?category=python&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Python</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Curated DSA Lists</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=ca8ae412173dbd8346c26a0295d098fd&sortBy=submissions&sprint_name=Beginner's DSA Sheet&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Beginner's DSA Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=50746f92a895c22a50504ac0c1fb9c84&sortBy=submissions&sprint_name=Top 50 Array Problems&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Top 50 Array Problems</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=57184072610b884e5df3584cc534115d&sortBy=submissions&sprint_name=Top 50 String Problems&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Top 50 String Problems</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=93d672753b74440c7427214c8ebf866d&sortBy=submissions&sprint_name=Top 50 DP Problems&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Top 50 DP Problems</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=405e9db0f353691ad3b2d546b19145e9&sortBy=submissions&sprint_name=Top 50 Graph Problems&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Top 50 Graph Problems</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/explore?page=1&sprint=5f24de84b65bf7c4f4399c8111e26b81&sortBy=submissions&sprint_name=Top 50 Tree Problems&itm_source=geeksforgeeks&itm_medium=main_header_outIndia&itm_campaign=DSA_Header" target="_self">Top 50 Tree Problems</a></li></ul></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/competitive-programming-a-complete-guide/?ref=outind" target="_self">Competitive Programming</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Company Wise SDE Sheets</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/facebookmeta-sde-sheet-interview-questions-and-answers/?ref=outind" target="_self">Facebook SDE Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/amazon-sde-sheet-interview-questions-and-answers/?ref=outind" target="_self">Amazon SDE Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/apple-sde-sheet-interview-questions-and-answers/?ref=outind" target="_self">Apple SDE Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/netflix-sde-sheet-interview-questions-and-answers/?ref=outind" target="_self">Netflix SDE Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/google-sde-sheet-interview-questions-and-answers/?ref=outind" target="_self">Google SDE Sheet</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>DSA Cheat Sheets</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/sde-sheet-a-complete-guide-for-sde-preparation/?ref=outind" target="_self">SDE Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/most-asked-dsa-interview-problems-for-beginners/?ref=outind" target="_self">DSA Sheet for Beginners</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/must-do-coding-questions-for-companies-like-amazon-microsoft-adobe/?ref=outind" target="_self">FAANG Coding Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/must-do-coding-questions-for-product-based-companies/?ref=outind" target="_self">Product-Based Coding Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/must-coding-questions-company-wise/?ref=outind" target="_self">Company-Wise Preparation Sheet</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-100-data-structure-and-algorithms-dsa-interview-questions-topic-wise/?ref=outind" target="_self">Top Interview Questions</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Puzzles</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/puzzles/?ref=outind" target="_self">All Puzzles</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-100-puzzles-asked-in-interviews/?ref=outind" target="_self">Top 100 Puzzles Asked In Interviews</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-20-puzzles-commonly-asked-during-sde-interviews/?ref=outind" target="_self">Top 20 Puzzles Commonly Asked During SDE Interviews</a></li></ul></li></ul></li><li class="header-main__list-item Header_4" data-parent="false" aria-expanded="true" data-expandable="true"><span>Data Science</span><i class="gfg-icon gfg-icon_arrow-down gfg-icon_header"></i><ul class="mega-dropdown Screen_1"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-programming-language/?ref=outind" target="_self">Python Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/r-tutorial/?ref=outind" target="_self">R Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/machine-learning/?ref=outind" target="_self">Machine Learning</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-science-with-python-tutorial/?ref=outind" target="_self">Data Science using Python</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/r-programming-for-data-science/?ref=outind" target="_self">Data Science using R</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Data Science Packages</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/pandas-tutorial/?ref=outind" target="_self">Pandas Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/numpy-tutorial/?ref=outind" target="_self">NumPy Tutorial</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Data Visualization</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/python-data-visualization-tutorial/?ref=outind" target="_self">Python Data Visualization Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-visualization-in-r/?ref=outind" target="_self">Data Visualization with R</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Data Analysis</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-analysis-with-python/?ref=outind" target="_self">Data Analysis with Python</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/data-analysis-using-r/?ref=outind" target="_self">Data Analysis with R</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/deep-learning-tutorial/?ref=outind" target="_self">Deep Learning</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/natural-language-processing-nlp-tutorial/?ref=outind" target="_self">NLP Tutorial</a></li></ul></li><li class="header-main__list-item Header_5" data-parent="false" aria-expanded="true" data-expandable="true"><span>Web Tech</span><i class="gfg-icon gfg-icon_arrow-down gfg-icon_header"></i><ul class="mega-dropdown Screen_1"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/html-tutorial/?ref=outind" target="_self">HTML Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/css-tutorial/?ref=outind" target="_self">CSS Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/javascript/?ref=outind" target="_self">JavaScript Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/php-tutorial/?ref=outind" target="_self">PHP Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/react-tutorial/?ref=outind" target="_self">ReactJS Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/nodejs/?ref=outind" target="_self">NodeJS Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/bootstrap/?ref=outind" target="_self">Bootstrap Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/typescript/?ref=outind" target="_self">Typescript</a></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Web Development Using Python</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Django</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/django-tutorial/?ref=outind" target="_self">Django Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/top-django-projects-for-beginners/?ref=outind" target="_self">Django Projects</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/django-interview-questions/?ref=outind" target="_self">Django Interview Questions</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Flask</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_3"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/flask-tutorial/?ref=outind" target="_self">Flask Tutorial</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/flask-projects/?ref=outind" target="_self">Flask Projects</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/flask-interview-questions-and-answers/?ref=outind" target="_self">Flask Interview Questions</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/postman-tutorial/?ref=outind" target="_self">Postman</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/introduction-to-github/?ref=outind" target="_self">Github</a></li></ul></li><li class="mega-dropdown__list-item" data-parent="false" aria-expanded="true" data-expandable="true"><span>Cheat Sheets</span><i class="gfg-icon gfg-icon_arrow-right"></i><ul class="mega-dropdown Screen_2"><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/html-cheat-sheet-a-basic-guide-to-html/?ref=outind" target="_self">HTML Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/css-cheat-sheet-a-basic-guide-to-css/?ref=outind" target="_self">CSS Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/javascript-cheat-sheet-a-basic-guide-to-javascript/?ref=outind" target="_self">JavaScript Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/react-cheat-sheet/?ref=outind" target="_self">React Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/angular-cheat-sheet-a-basic-guide-to-angular/?ref=outind" target="_self">Angular Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/jquery-cheat-sheet-a-basic-guide-to-jquery/?ref=outind" target="_self">jQuery Cheat Sheet</a></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/bootstrap-cheatsheet-a-basic-guide-to-bootstrap/?ref=outind" target="_self">Bootstrap Cheat Sheet</a></li></ul></li><li class="mega-dropdown__list-item" data-child="true" aria-expanded="false" data-expandable="false"><a href="https://www.geeksforgeeks.org/web-development/?ref=outind" target="_self">Learn Complete Web Development</a></li></ul></li></ul> <!-- right now only search is visible for mobile view because of css and all are visible for web view --> <ul class="header-main__left-list" data-nl="false"> <li class="header-main__left-list-item gcse-search_li p-relative" aria-expanded="false" data-expandable="false"> <div class="gcse-form-search-suggestion_wrapper"> <form id="gcse-form" class="gcse-form_class p-relative closeChatScreen" data-sm="false"> <span class="front-search-icon"><i class="gfg-icon gfg-icon_search gfg-icon_white gcse-search__icon gcse-search-icon_grey"></i> </span> <input class="gcse-search-input__wrapper" id="gcse-search-input" aria-expanded="false" placeholder="Search..." autocomplete="off" /> <i class="gfg-icon gfg-icon_times gfg-icon_white hide-search"></i> <button aria-label="search" type="submit" class="gcse-search__btn not-expanded"> <i class="gfg-icon gfg-icon_search gfg-icon_white gcse-search__icon"></i> </button> </form> <div class="gfg-search-suggestion_wrapper" style="display:none"></div> <div> </li> <li> <div class="darkMode-wrap" data-mode="Switch to Dark Mode"> <button aria-label="toggle theme" data-gfg-action="toggleGFGTheme"> <div id="darkMode-wrap-red-dot" style="height:12px;width:12px;background-color:#EB2222;border-radius:999999px;position:absolute;top:4px;right:0;display:none;"></div> <i class="gfg-icon gfg-icon_dark-mode"></i> </button> <span id="darkModeTooltipText"></span> </div> </li> <li class="header-main__left-list-item google-translate-parent-element" aria-expanded="false" data-expanded="true"> <div class="translate" id="g_translater"> <div id="google_translate_element" data-show="false"></div> </div> <i class ="gfg-icon gfg-icon_translate googleTranslateToggle" data-gfg-action="google_translate_element"></i> <!-- removed below code from here to load google translate js dynamically --> <!-- <script> var m = false; function googleTranslateElementInit() { new google.translate.TranslateElement({pageLanguage: 'en'}, 'google_translate_element'); setTimeout(function(){ if (jQuery( window ).width() < 768){ m = true; jQuery('#g_translater').detach().appendTo('#google_translate_mobile'); } }, 7000); } jQuery( window ).resize(function() { if (jQuery( window ).width() < 768 && m == false){ m = true; jQuery('#g_translater').detach().appendTo('#google_translate_mobile'); } else if (jQuery( window ).width() >= 768 && m == true){ m = false; jQuery('#g_translater').detach().prependTo('.google-translate-parent-element'); } }); </script> --> </li> <li id="userProfileId" class="header-main__left-list-item p-relative" aria-expanded="false" data-expandable="false"> <!-- Profile Section to be added via JS --> </li> </ul> </div> <!-- for mobile only --> <!-- for mobile only --> </div> </nav> <div class="header-main__slider"> <button aria-label="sub header slider previous" class="header-main__slider-arrow previous hideIt"> <i class="gfg-icon gfg-icon_arrow-left gicon-centered"></i> </button> <!-- main content for leftbar --> <ul id="hslider"> <li><a href="https://www.geeksforgeeks.org/number-theory/?ref=shm">Number System and Arithmetic</a></li><li><a href="https://www.geeksforgeeks.org/algebra/?ref=shm">Algebra</a></li><li><a href="https://www.geeksforgeeks.org/set-theory/?ref=shm">Set Theory</a></li><li><a href="https://www.geeksforgeeks.org/probability-in-maths/?ref=shm">Probability</a></li><li><a href="https://www.geeksforgeeks.org/statistics/?ref=shm">Statistics</a></li><li><a href="https://www.geeksforgeeks.org/geometry/?ref=shm">Geometry</a></li><li><a href="https://www.geeksforgeeks.org/math-calculus/?ref=shm">Calculus</a></li><li><a href="https://www.geeksforgeeks.org/logarithms/?ref=shm">Logarithms</a></li><li><a href="https://www.geeksforgeeks.org/mensuration/?ref=shm">Mensuration</a></li><li><a href="https://www.geeksforgeeks.org/matrices/?ref=shm">Matrices</a></li><li><a href="https://www.geeksforgeeks.org/math-trigonometry/?ref=shm">Trigonometry</a></li><li><a href="https://www.geeksforgeeks.org/maths/?ref=shm">Mathematics</a></li> </ul> <button aria-label="sub header slider next" class="header-main__slider-arrow next hideIt"> <i class="gfg-icon gfg-icon_arrow-right gicon-centered"></i> </button> </div> <button id="scrollTopBtn" title="Scroll to Top" type="button" class="btn btn-success">▲</button> <!-- .top-spacing to give space on single pages--> <div id="main" class="wrapper single-page"> <script> if(post_slug.includes('premium-plans-payment/') || post_slug.includes('premium-plans/')){ $(".header-main__slider").remove(); } //getting tags for the page type data let mobileView = false; let pageTags = JSON.parse('null'); let allTags = JSON.parse('{"0":"Class12","1":"SchoolLearning","2":"DSA","3":"Mathematics","5":"MathsClass12","6":"MatrixandDeterminant"}'); </script> <script> window.have_dsa_term = false; // var practiceTab = ; </script> <style> .wrapper { flex-direction: column !important; } /* spinner css */ @keyframes spinner { to {transform: rotate(360deg);} } .spinner:before { content: ''; box-sizing: border-box; position: absolute; top: 50%; left: 50%; width: 20px; height: 20px; margin-top: -10px; margin-left: -10px; border-radius: 50%; border: 2px solid #ccc; border-top-color: #000; animation: spinner .6s linear infinite; } .report-loader{ position: relative; } .report-loader.spinner{ margin-left: 16px; } .badges{ display: flex; align-items: center; position: relative; } .badges .gfg-badge-icon.md::after{ transform: scale(0.25); position:relative; top: 2px; left: -2px; } .sep{ margin: 0px 5px; font-size: 20px; color: var(--badge-name-color); } .pub-count{ font-size: 14px; font-family: var(--font-secondary); } .badge-details{ display:none; } .badges{ cursor: pointer; position: relative; /* width: 0px; height: 20px; top: -32px; */ } .badge-icon{ display: flex; align-items: center; } .badge-content{ margin-left: 9px; } .badge-name{ color: var(--badge-nam-color); font-weight: 600; font-size: 16px; text-transform: capitalize; } .badge-data{ color: #A5A4A4; font-size: 10px; } .badges:hover .badge-details{ display: block; background: var(--badge-bg); padding: 10px 18px 10px 18px; position: absolute; width: 175px; top: -10px; z-index: 10; left: 112%; box-shadow: rgb(100 100 111 / 20%) 0px 7px 29px 0px; border-radius: 5px; /* transform-origin: top right; */ } .badge-details::before { content: ""; position: absolute; transform: rotate(90deg); /* transform-origin: right; */ left: -6px; top: 50%; margin-left: -17px; border-width: 12px; border-style: solid; border-color: var(--badge-bg) transparent transparent transparent; margin-top: -12px; } .badge-icon .icon{ border: 1px solid var(--icon-border-color); padding: 4px 3px; border-radius: 4px; width: 22px; height: 24px; position: relative; } .b-icon-pos{ position: relative; top: -34px; left: -34px; } /* article viewer */ .article--viewer .a-wrapper{ margin-top: 0px !important; } .content{ padding-top: 10px !important; } .u-name{ font-size: 14px; } .article--viewer_content .a-wrapper .content{ padding-bottom: 10px !important; } .likeTooltipBottom{ font-size: 14px; } @media (max-width: 434px) { .article-buttons.show-bg{ margin-top: 56px !important; } } @media (max-width: 730px), ((min-width: 992px) and (max-width:1100px)) { .article--viewer .media{ position: relative; } .article--viewer .media{ margin-bottom: 0px !important; } .badges:hover .badge-details{ top: -56px; left: 62px; } .badge-details::before{ transform: rotate(0deg); left: 10%; top: 117%; } .article-buttons.show-bg{ margin-top: 22px; top: 0px !important; } } @media ((min-width:731px) and (max-width:1223px)) { .article-buttons.show-bg{ top: 18px; } } @media ((min-width:993px) and (max-width:1190px)) { .article--viewer .media{ position: relative; } .article--viewer .media{ margin-bottom: 25px !important; } } </style> <!-- Survey modal implementation --> <script> function getCookie(name) { function escape(s) { return s.replace(/([.*+?\^$(){}|\[\]\/\\])/g, '\\$1'); } var match = document.cookie.match(RegExp('(?:^|;\\s*)' + escape(name) + '=([^;]*)')); return match ? match[1] : null; } </script> <!-- END Survey modal implementation--> <!-- Open in App Button and CSS--> <!-- Above code is for old openInApp pop-up with open in app and continue buttons--> <div id='openInApp-modal' class='openInApp'> <a href = 'https://geeksforgeeksapp.page.link/?link=https://www.geeksforgeeks.org/minors-and-cofactors/?type%3Darticle%26id%3D502830&apn=free.programming.programming&isi=1641848816&ibi=org.geeksforgeeks.GeeksforGeeksDev&efr=1' class='openInAppLink'> <span style='color: #fff;'>Open In App</span> </a> </div> <script> var consentValue = localStorage.getItem("gfg_cc"); var isIOS = !!navigator.platform && /iPad|iPhone|iPod|MacIntel/.test(navigator.platform) && navigator.maxTouchPoints > 0; const isSafari = navigator.userAgent.indexOf("Safari") > -1; const isMozilla = navigator.userAgent.indexOf("Mozilla") > -1; if(consentValue){ if(window.innerHeight > window.innerWidth && navigator.maxTouchPoints > 1 && (isSafari || isMozilla || navigator.userAgentData.mobile)){ $('.openInApp').css({ display: "block" }); $('#scrollTopBtn').css({ bottom: "44px" }); //adding a new class to check stats for clicks on iOS and Android isIOS ? jQuery('.openInAppLink').addClass("oia-iOS") : $('.openInAppLink').addClass("oia-android"); //for openInApp Link } } </script> <style> .openInApp{ display: none; bottom: 0px; width: 100%; position: fixed; z-index: 1025; opacity: 0.93; } .openInAppLink{ height: 44px; background: var(--color-gfg); font-weight: bold; display: block; text-align: center; padding: 12px; font-size: large; } .openInAppLink, .openInAppLink:hover, .openInAppLink:active, .openInAppLink:visited, .openInAppLink:focus { text-decoration:none; } </style> <!-- END Open in App Button and CSS--> <script> companyTagsArray = JSON.parse('[]'); categoryTagsArray = JSON.parse('[]'); </script> <div class="container-fluid bg-light" id="home-page" style="position: relative; max-width:100%;"> <div class="article-page_flex"> <div class="sidebar_wrapper manual_leftbar "> <div class="sideBar " style="height: unset !important"> <!-- <div class="sideBar--wrap newLeftbar oinLeftbar "> --> <div class="sideBar--wrap newLeftbar "> <div id="GFG_AD_Leftsidebar_300x250_chained_1"></div> <div id="GFG_AD_Leftsidebar_300x250_chained_2"></div> <div id="GFG_AD_Leftsidebar_300x250_chained_3"></div> <div id="GFG_AD_Leftsidebar_300x600_chained_1"></div> </div> </div> <div id="GFG_AD_Desktop_LeftSideBar_Docked_160x600" style="max-width:160px; max-height:600px"></div> </div> <div class="leftBar"> <div class="article--viewer"> <div class="article--viewer_content"> <div class="a-wrapper"> <div class="" style="z-index:9999 !important;position:relative;"> </div> <article class="content post-502830 post type-post status-publish format-standard hentry category-class-12 category-dsa category-maths category-school-learning tag-maths-class-12 tag-matrix-and-determinant" id="post-502830"> <!-- when comment system will be scalable from practice side then we will display Article/Discussion tab--> <div class="main_wrapper" style="display:flex;"> <div style="width: 100%;"> <div class="article-title"> <h1>Minors and Cofactors</h1> </div> <div class="last_updated_parent"> <div> <span class="strong">Last Updated : </span> <span>31 Jul, 2024</span> </div> <!-- three dot menu --> <div class="three_dot_dropdown"> <div style="display: flex;"> <div pid="502830" ptitle="Minors and Cofactors" class="top-summary-icon-div "> <div class="three_dot_dropdown_div tooltip"> <span class="summary_tooltiptext">Summarize</span> <div class="summarize_header"> <i class= "summary_button" style="position: relative;"></i> </div> </div> </div> <div pid="502830" ptitle="Minors and Cofactors" class="article--viewer_comment tooltip top-comment-icon-div"> <span class="comment_tooltiptext">Comments</span> <div class="three_dot_dropdown_div" data-gfg-action='loadComments'> <div class="comment_header"> <i class= "discussion_button" style="position: relative; transform: scale(0.9);"></i> </div> </div> </div> <div pid="502830" ptitle="Minors and Cofactors" class="article--viewer_improve tooltip"> <span class="improve_tooltiptext">Improve</span> <div class="three_dot_dropdown_div three_dot_dropdown_improve" onclick="improveArticleCall()"> <div class="improve_wrapper_top"> <i class="gfg-icon gfg-icon-pencil gfg-icon_edit" style="position: relative; z-index: 3;"></i> </div> </div> <!-- <button onclick="improveArticleCall()"> <i class="gfg-icon gfg-icon_edit"></i> </button> --> </div> <!-- three dots --> <ul class="dropbtn icons btn-right showLeft" onclick="showDropdown()"> <li> </li> <li></li> <li></li> </ul> </div> </div> </div> </div> </div> <!-- menu --> <div id="myDropdown" class="three_dot_dropdown_content"> <div class="article-buttons drop" onmouseleave="closeKebabMenu()"> <!-- If the status of the summary API is true than we are showing the summarize button otherwise not --> <div pid="502830" ptitle="Minors and Cofactors" class="improve_article--viewer tooltip"> <div class="three_dot_dropdown_div three_dot_dropdown_improve" onclick="suggestionArticleCall()" style="margin-top: 1px;"> <div class="three_dot_dropdown_inner_div improve_dot_dropdown_inner_div"> <i class="gfg-icon gfg-icon_suggest_changes gfg-icon_edit"></i> <span>Suggest changes</span> </div> </div> </div> <div pid="502830" class="article--viewer_like tooltip"> <div class="three_dot_dropdown_div three_dot_dropdown_likearticle" onmouseleave='toggleLikeElementVisibility("showLikesContainer", false)' onmouseenter='toggleLikeElementVisibility("showLikesContainer", true)'> <div class="showLikesContainer"> <span class="likeTooltip">Like Article</span> </div> <div class="three_dot_dropdown_inner_div" data-gfg-action="like-article" data-bookmark-value="0"> <i class="gfg-icon gfg-icon_thumbs"></i> <span>Like</span> </div> </div> <!-- <button data-gfg-action="like-article" data-bookmark-value="0"> <i class="gfg-icon gfg-icon_thumbs"></i> </button> --> </div> <div pid="502830" class="article--viewer_bookmark tooltip"> <div class="three_dot_dropdown_div three_dot_dropdown_save"> <div class="three_dot_dropdown_inner_div" data-gfg-action="bookmark-article" data-bookmark-value="0"> <i class="gfg-icon gfg-icon_bookmark"></i> <span>Save</span> </div> </div> <!-- <button data-gfg-action="bookmark-article" data-bookmark-value="0"> <i class="gfg-icon gfg-icon_bookmark"></i> </button> --> </div> <div pid="502830" class="article--viewer_share tooltip"> <div class="three_dot_dropdown_div three_dot_dropdown_share" onmouseleave="closeShareModal()" onmouseenter="openShareModal()"> <div style="display: flex;align-items: center;" class="three_dot_dropdown_inner_div" data-gfg-action="share-article" data-bookmark-value="0"> <i class="gfg-share-icon"></i> <span>Share</span> </div> </div> </div> <div class="article--viewer_report tooltip"> <div class="three_dot_dropdown_div three_dot_dropdown_reportarticle"> <div class="three_dot_dropdown_inner_div" data-gfg-action="report-article" onclick="report_article();"> <i class="gfg-icon gfg-icon_report"></i> <span>Report</span> </div> </div> <!-- <button data-gfg-action="like-article" data-bookmark-value="0"> <i class="gfg-icon gfg-icon_thumbs"></i> </button> --> </div> <div class="article--viewer_Gnews tooltip"> <a class="three_dot_dropdown_inner_div Gnews_wrapper" href ='https://news.google.com/publications/CAAqBwgKMLTrzwsw44bnAw?hl=en-IN&gl=IN&ceid=IN%3Aen' target="_blank"> <img class="gfg-icon_Gnews no-zoom-in-cursor" src=https://media.geeksforgeeks.org/auth-dashboard-uploads/Google-news.svg loading="lazy" alt="News"></img> <span class='kebab_menu_news_text'>Follow</span> </a> </div> </div> </div> <div class="text"> <p dir="ltr" style="text-align: justify;"><b><strong>Minors and Cofactors</strong></b><span> are important to calculate the adjoint and inverse of a </span><a href="https://www.geeksforgeeks.org/matrices-and-its-types-class-12-maths/" rel="noopener"><span>matrix</span></a><span>. As the name suggests, a Minor is a smaller part of the larger matrix obtained for a particular element of the matrix by deleting the terms of the row and column to which the element belongs. A cofactor is (-1)</span><sup><span>i+j</span></sup><span> times the minor of the matrix.</span></p> <p dir="ltr" style="text-align: justify;"><span>They are the backbones of Linear Algebra and are used to find the value of a matrix’s determinant, adjoint, and inverse. Other than that there are many use cases in computer science for minors and cofactors. In this article, we will study minors and cofactors in detail. Other than that, we will also learn about the determinants, matrix inversion, and many more.</span></p><div id="GFG_AD_gfg_mobile_336x280" style="margin: 5px 0;"></div> <div id="table_of_content"><p style="margin:4px; font-size:20px; font-weight:bold;">Table of Content</p> <ul><li><a href="#minors-and-cofactors-of-determinants">Minors and Cofactors of Determinants</a></li><li><a href="#what-is-the-determinant-of-a-matrix">What is the Determinant of a Matrix?</a></li><li><a href="#minor-of-a-matrix">Minor of a Matrix</a></li><ul><li><a href="#how-to-find-minor-of-a-matrix">How to Find Minor of a Matrix?</a></li></ul><li><a href="#sample-problems-on-minor-of-a-matrix">Sample Problems on Minor of a Matrix</a></li><li><a href="#cofactor-of-a-matrix">Cofactor of a Matrix</a></li><li><a href="#sample-problems-on-cofactors-of-a-matrix">Sample Problems on Cofactors of a Matrix</a></li><li><a href="#application-of-minors-and-cofactors">Application of Minors and Cofactors</a></li><ul><li><a href="#adjoint-of-matrix">Adjoint of Matrix</a></li><li><a href="#inverse-of-matrix">Inverse of Matrix</a></li></ul><li><a href="#minors-and-cofactors-class-12">Minors and Cofactors Class 12</a></li><ul><li><a href="#resources-related-to-minors-and-cofactors-class-12">Resources related to Minors and Cofactors Class 12</a></li></ul></ul></div><h2 id="minors-and-cofactors-of-determinants"><span>Minors and Cofactors of Determinants</span></h2><p dir="ltr"><b><strong>Minors</strong></b><span> of a matrix are the determinants of the smaller matrices that are left after removing one row and one column from the original matrix and the cofactor of an element is calculated by multiplying the minor by</span><b><strong> (−1)</strong></b><b><sup><strong>i+j</strong></sup></b><b><strong> </strong></b><span>which accounts for the position of the element within the matrix.</span></p> <p dir="ltr"><span>To understand minors and cofactors, we should understand about determinants first.</span></p> <h2 id="what-is-the-determinant-of-a-matrix"><span>What is the Determinant of a Matrix?</span></h2><p dir="ltr" style="text-align: justify;"><a href="https://www.geeksforgeeks.org/how-to-find-the-determinant-of-a-matrix/" rel="noopener"><span>Determinant</span></a><span> are useful for solving linear equations, capturing how linear transformations change area or volume, and changing variables in integrals. The determinant can be viewed as a function whose input is a square matrix and whose output is a number. In simple language, we can say, that to every small matrix A, we can associate a number (real or complex) which is called the determinant of a square matrix A. </span></p> <p dir="ltr" style="text-align: justify;"><span>The</span><a href="https://www.geeksforgeeks.org/problems/determinant-of-a-matrix-1587115620/0" rel="noopener" target="_self"><span> determinant of a matrix </span></a><span>A can be easily represented as </span><b><strong>det(A) </strong></b><span>or </span><b><strong>|A|.</strong></b></p><div id="GFG_AD_Desktop_InContent_ATF_336x280" style="text-align:center; max-height: 280px;"></div><div id="GFG_AD_gfg_mobile_336x280_1" style="margin: 5px 0;"></div> <img alt=" Determinant of a Matrix" height="inherit" src="https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1).png" srcset="https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1).png 1000w, https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1)-100.png 100w, https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1)-200.png 200w, https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1)-300.png 300w, https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1)-660.png 660w, https://media.geeksforgeeks.org/wp-content/uploads/20230609104732/Minors-and-Cofactors-(1)-768.png 768w, " width="1000"/><h2 id="minor-of-a-matrix"><span>Minor of a Matrix</span></h2><p dir="ltr"><span>Minor of an element </span><b><strong>a</strong></b><b><sub><strong>ij</strong></sub></b><sub><span> </span></sub><span>of a determinant is a determinant obtained by deleting the i</span><sup><span>th </span></sup><span>row and j</span><sup><span>th </span></sup><span>column in which element </span><b><strong>a</strong></b><b><sub><strong>ij</strong></sub></b><sub><span> </span></sub><span>lies. Minor of an element </span><b><strong>a</strong></b><b><sub><strong>ij</strong></sub></b><sub><span> </span></sub><span>is denoted by </span><b><strong>M</strong></b><b><sub><strong>ij</strong></sub></b></p><div id="_GFG_ABP_Incontent_728x90" style="text-align:center;"></div> <h3 id="how-to-find-minor-of-a-matrix"><b><strong>How to Find Minor of a Matrix?</strong></b></h3><p dir="ltr"><span>Use the following steps to find the minor of any given matrix:</span></p> <blockquote><p dir="ltr"><b><strong>Step 1: </strong></b><span>Hide the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> column of the matrix A, where the element a</span><sub><span>ij</span></sub><span> lies. </span></p> <p dir="ltr"><b><strong>Step 2:</strong></b><span> Now compute the determinant of the matrix after the row and column is removed using step 1.</span></p> <p dir="ltr"><b><strong>Step 3:</strong></b><span> Result of Step 2 is the minor for he elelment of the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> column, then repeat the process for each element of the matrix to find the minor for all the elements of the matrix.</span></p> </blockquote><h2 id="sample-problems-on-minor-of-a-matrix"><span>Sample Problems on Minor of a Matrix</span></h2><p dir="ltr"><b><strong>Problem 1: If the matrix </strong></b><img src="https://quicklatex.com/cache3/80/ql_358dc301d454eccc1ea789ed0c0f6c80_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt=" \bold{A = \begin{bmatrix} 1&2&3\\ 2&0&1\\ 5&3&6 \end{bmatrix}}    " title="Rendered by QuickLaTeX.com" height="95" width="171" style="vertical-align: 4px;"/><b><strong>then find the minor of a</strong></b><b><sub><strong>22.</strong></sub></b></p><div style="text-align:center;margin:20px 0; max-height: 280px;" id="GFG_AD_gfg_outstream_incontent"></div> <p dir="ltr"><b><strong>Solution:</strong></b></p> <blockquote><p dir="ltr"><span>In this question, we have to find out the minor of a</span><sub><span>22</span></sub><span>, the element present at a</span><sub><span>22 </span></sub><span>is 0. As we learn from our definition of a minor we have to delete the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> columns at which our asked element is present. Below image is demonstrating how to delete the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> column</span></p> <img alt="minor of a22" height="inherit" loading="lazy" src="https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy.webp" srcset="https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy.webp 1000w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy-100.webp 100w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy-200.webp 200w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy-300.webp 300w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy-660.webp 660w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180842/Minors-and-Cofactors-01-copy-768.webp 768w, " width="1000"/><p dir="ltr"><span>After deletion, we write our left element as it is and do cross multiplication.</span></p> <p dir="ltr"><span>Minor of element a</span><sub><span>22</span></sub><span> =</span><img src="https://quicklatex.com/cache3/f9/ql_36dcbbde93df565807878fb7c430f1f9_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt=" \begin{vmatrix} 1&3\\ 5& 6 \end{vmatrix} " title="Rendered by QuickLaTeX.com" height="65" width="61" style="vertical-align: 8px;"/></p> <p dir="ltr"><span>⇒ Minor of element a</span><sub><span>22</span></sub><span> = 6 – 15 = -9</span></p> </blockquote><p dir="ltr"><b><strong>Note: </strong></b><span>Always remember, after the multiplication of the left diagonal element in the second-dimensional determinant, always put the -ve sign then do the multiplication of right diagonal elements and solve them out.</span></p> <p dir="ltr"><b><strong>Problem 2: If the matrix </strong></b><img src="https://quicklatex.com/cache3/47/ql_fbaecd5ab272f5929ebcf98c33a6d747_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\bold{A = \begin{bmatrix} 1 & 0 & 4\\ 3 & 5 &-1\\ 0 & 1 & 2 \end{bmatrix}}            " title="Rendered by QuickLaTeX.com" height="95" width="192" style="vertical-align: 4px;"/><b><strong>, then find the minor of a</strong></b><b><sub><strong>32</strong></sub></b><b><strong>.</strong></b></p> <p dir="ltr"><b><strong>Solution:</strong></b></p> <blockquote><p dir="ltr"><span>In the above question we have asked to find out the minor of a</span><sub><span>32</span></sub><span> element which is 1. So as we did in this above problem same procedure we will follow. So firstly we have to delete the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> column at which our element is present.</span></p> <img alt="minor of a32" height="inherit" loading="lazy" src="https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy.webp" srcset="https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy.webp 1000w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy-100.webp 100w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy-200.webp 200w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy-300.webp 300w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy-660.webp 660w, https://media.geeksforgeeks.org/wp-content/uploads/20230518180843/Minors-and-Cofactors-02-copy-768.webp 768w, " width="1000"/><p dir="ltr"><span>So we had canceled the i</span><sup><span>th</span></sup><span> row and j</span><sup><span>th</span></sup><span> column at which our element is present. So write the elements which are left as it is.</span></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-1"></div> <p dir="ltr"><span>Then do the cross multiplication and solve:</span></p> <p dir="ltr"><span>Minor of element a</span><sub><span>32</span></sub><span> =</span><img src="https://quicklatex.com/cache3/d1/ql_b11ce16b4f0737530f154c84b17257d1_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt=" \begin{vmatrix} 1&4\\ 3& -1 \end{vmatrix} " title="Rendered by QuickLaTeX.com" height="65" width="82" style="vertical-align: 8px;"/></p> <p dir="ltr"><span>Minor of element a</span><sub><span>32</span></sub><span> = -1 -12 = -13</span></p> </blockquote><h2 id="cofactor-of-a-matrix"><span>Cofactor of a Matrix</span></h2><p dir="ltr"><a href="https://www.geeksforgeeks.org/cofactor-matrix/" rel="noopener" target="_blank"><span>Co-factor</span></a><span> of an element a</span><sub><span>ij </span></sub><span>of a determinant, denoted by A</span><sub><span>ij</span></sub><span> or C</span><sub><span>ij</span></sub><span>, and is defined as follows:</span></p> <blockquote><p dir="ltr" style="text-align: center;"><b><strong>C</strong></b><b><sub><strong>ij</strong></sub></b><b><strong> = (-1)</strong></b><b><sup><strong>i+j</strong></sup></b><b><strong> M</strong></b><b><sub><strong>ij</strong></sub></b><b><strong> </strong></b></p> <p dir="ltr"><span>Where,</span></p> <ul><li value="1"><b><strong>M</strong></b><b><sub><strong>ij</strong></sub></b><span> is the minor of the element </span><b><strong>a</strong></b><b><sub><strong>ij</strong></sub></b><span>, and </span></li><li value="2"><b><strong>i</strong></b><span> and </span><b><strong>j</strong></b><span> respectively reprensent the number of row and column of the element (position).</span></li></ul></blockquote><h2 id="sample-problems-on-cofactors-of-a-matrix"><span>Sample Problems on Cofactors of a Matrix</span></h2><p dir="ltr"><b><strong>Problem 1:</strong></b><span> </span><b><strong>If a matrix A is</strong></b><span> </span><img src="https://quicklatex.com/cache3/08/ql_f96fc99a0346ac55ec207be62e772908_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\bold{|A| = \begin{vmatrix} 5&3&1\\ 2&0&-1\\1&2&3 \end{vmatrix}}    " title="Rendered by QuickLaTeX.com" height="97" width="192" style="vertical-align: 4px;"/><b><strong>write the cofactor of the element a</strong></b><b><sub><strong>32.</strong></sub></b></p> <p dir="ltr"><b><strong>Solution:</strong></b></p> <blockquote><p dir="ltr"><span>As asked in question we have to find the co factor of element a32 which means our row (i) = 3 and column (j) = 2 so we have row and column as we do to find the minor by deleting the rows and column at which asked element exist we do the same in this question to and then put that in our formula -> </span><b><strong>A</strong></b><b><sub><strong>ij</strong></sub></b><b><strong> = (-1)</strong></b><b><sup><strong>i+j</strong></sup></b><b><strong> M</strong></b><b><sub><strong>ij</strong></sub></b></p> <p dir="ltr"><span>Cofactor of elements</span><b><strong> </strong></b><img src="https://quicklatex.com/cache3/e5/ql_3d38db1c7955c0712206e2ccf4d051e5_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="= (-1)^{3+2}\begin{vmatrix}5 & 1\\2&-1 \end{vmatrix}" title="Rendered by QuickLaTeX.com" height="65" width="208" style="vertical-align: -25px;"/></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-2"></div> <p dir="ltr"><span>⇒ Cofactor of element = (-1)(-5 – 2) = 7</span></p> <p dir="ltr"><span>So after putting in the formula of finding cofactor and doing expansion of determinant we get (-1) (-5 – 2) which on solving gives the answer 7, this is our required answer.</span></p> </blockquote><p dir="ltr"><b><strong>Problem 2:</strong></b><span> If A</span><sub><span>ij</span></sub><span> of the element a</span><sub><span>ij</span></sub><span> of the determinant is given below, then write the value of a</span><sub><span>32</span></sub><span> . A</span><sub><span>32</span></sub><span>.</span></p> <p dir="ltr" style="text-align: center;"><img src="https://quicklatex.com/cache3/49/ql_702f9d3200620e8d0c14b55ea9775449_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt=" \bold{|A| = \begin{vmatrix} 2&-3&5\\ 6&0&4\\1&5&-7 \end{vmatrix}} " title="Rendered by QuickLaTeX.com" height="97" width="212" style="vertical-align: 4px;"/></p> <p dir="ltr"><b><strong>Solution:</strong></b><span> </span></p> <blockquote><p dir="ltr"><span>In the question, we are having determinant. So we have row and column given in the question.</span></p> <p dir="ltr"><span>Here, a</span><sub><span>32</span></sub><span> = 5 (second element of third row)</span></p> <p dir="ltr"><span>Given, A</span><sub><span>ij</span></sub><span> is the cofactor of the element a</span><sub><span>ij</span></sub><span> of A . So now we can solve this question by putting the values in the formula of cofactor as discussed in above question.</span></p> <p dir="ltr"><span>Cofactor of elements</span><b><strong> </strong></b><span>(A</span><sub><span>32</span></sub><span>)</span><img src="https://quicklatex.com/cache3/59/ql_a53858732123fc937878ad2cbb307659_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="= (-1)^{3+2}\begin{vmatrix}2 &5\\6&4 \end{vmatrix} " title="Rendered by QuickLaTeX.com" height="65" width="187" style="vertical-align: 8px;"/></p> <p dir="ltr"><span>⇒ Cofactor of element (A</span><sub><span>32</span></sub><span>) = (-1)(8 – 30) = 22</span></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-3"></div> <p dir="ltr"><span> a</span><sub><span>32</span></sub><span> . A</span><sub><span>32</span></sub><span> = 5 . 22 = 110</span></p> <p dir="ltr"><span>So, 110 is our required answer.</span></p> </blockquote><h2 id="application-of-minors-and-cofactors"><span>Application of Minors and Cofactors</span></h2><p dir="ltr"><span>Minors and Cofactors are used in the calculation of the following terms:</span></p> <ul><li value="1"><a href="https://www.geeksforgeeks.org/adjoint-of-a-matrix-determinants/" rel="noopener"><span>Adjoint of Matrix</span></a></li><li value="2"><a href="https://www.geeksforgeeks.org/inverse-of-a-matrix/" rel="noopener"><span>Inverse of Matrix</span></a></li></ul><h3 id="adjoint-of-matrix"><span>Adjoint of Matrix</span></h3><p dir="ltr"><span>To calculate the adjoint of Matrix, you need to follow the following steps:</span></p> <blockquote><p dir="ltr"><b><strong>Step 1: </strong></b><span>Calculate the cofactors of each element of a given matrix.</span></p> <p dir="ltr"><b><strong>Step 2:</strong></b><span> Construct the matrix from the cofactor of elements.</span></p> <p dir="ltr"><b><strong>Step 3: </strong></b><span>Calculate the Transpose of the resultant matrix in Step 2.</span></p> <p dir="ltr"><b><strong>Step 4: </strong></b><span>Resulting matrix of Step 3 is the adjoint of the given matrix.</span></p> </blockquote><p dir="ltr"><b><strong>Example: Find the adjoint of the following matrix A;</strong></b></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/a8/ql_177bfe5dc086a3973574c4b190ca35a8_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\bold{A = \begin{bmatrix} 1&2&3\\ 4 &5 &6\\ 7&8&9 \end{bmatrix}} " title="Rendered by QuickLaTeX.com" height="95" width="171" style="vertical-align: 4px;"/></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-4"></div> <p dir="ltr"><b><strong>Solution:</strong></b></p> <blockquote><p dir="ltr"><b><strong>Step 1:</strong></b><span> Compute the cofactors of each element in A.</span></p> <p dir="ltr"><span>C</span><sub><span>11</span></sub><span> = 5 × 9 – 6 × 8 = -3</span><br/><span>C</span><sub><span>12</span></sub><span> = -(4 × 9 – 6 × 7) = 6</span><br/><span>C</span><sub><span>13</span></sub><span> = 4 × 8 – 5 × 7 = -3</span><br/><span>C</span><sub><span>21</span></sub><span> = -(2 × 9 – 3 × 8) = 6</span><br/><span>C</span><sub><span>22</span></sub><span> = 1 × 9 – 3 × 7 = -6</span><br/><span>C</span><sub><span>23</span></sub><span> = -(1 × 8 – 2 × 7) = 3</span><br/><span>C</span><sub><span>31</span></sub><span> = 2 × 6 – 3 × 5 = -3</span><br/><span>C</span><sub><span>32</span></sub><span> = -(1 × 6 – 3 × 4) = 6</span><br/><span>C</span><sub><span>33</span></sub><span> = 1 × 5 – 2 × 4 = -3</span></p> <p dir="ltr"><b><strong>Step 2:</strong></b><span> Construct the matrix of cofactors.</span></p> <p dir="ltr"><span>Matrix of cofactors, </span><img src="https://quicklatex.com/cache3/7d/ql_0603fb6e0d2277a60c4514fcf4799b7d_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="C = \begin{bmatrix} -3&6&-3\\ 6&-6&3\\ -3&6&-3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="231" style="vertical-align: 4px;"/></p> <p dir="ltr"><b><strong>Step 3: </strong></b><span>Transpose the matrix of cofactors.</span></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/ae/ql_9a83af711e879e8330c3d56340d6b9ae_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="C' = \begin{bmatrix} -3&6&-3\\ 6&-6&6\\ -3&3&-3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="237" style="vertical-align: 4px;"/></p> <p dir="ltr"><b><strong>Step 4: </strong></b><span>The resulting matrix is the adjoint of A.</span></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/4f/ql_e36d6782a35baa28ece394c0db546c4f_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="adj(A) = C' = \begin{bmatrix} -3&6&-3\\ 6&-6&6\\ -3&3&-3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="350" style="vertical-align: 4px;"/></p> </blockquote><h3 id="inverse-of-matrix"><span>Inverse of Matrix</span></h3><p dir="ltr"><span>To calculate the </span><a href="https://www.geeksforgeeks.org/inverse-of-matrix/" rel="noreferrer noopener" target="_self"><span>inverse of a matrix</span></a><span>, you can use the following steps:</span></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-5"></div> <blockquote><p dir="ltr"><b><strong>Step 1: </strong></b><span>Calculate the determinant of the given matrix.</span></p> <p dir="ltr"><b><strong>Step 2:</strong></b><span> If the value of the determinant is zero, then the matrix has no inverse. Otherwise, calculate the adjoint of the matrix using the steps mentioned in the previous heading.</span></p> <p dir="ltr"><b><strong>Step 3: </strong></b><span>Use the formula </span><img src="https://quicklatex.com/cache3/61/ql_220c99f43795a10c1098b24376386661_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="A^{-1} = \frac{adj(A)}{|A|} " title="Rendered by QuickLaTeX.com" height="43" width="145" style="vertical-align: 18px;"/><span>, to calculate the inverse of the given matrix.</span></p> </blockquote><p dir="ltr"><b><strong>Example: Find the inverse of the following matrix A:</strong></b></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/9c/ql_1cd281cfaf98bd6c08279e13b1610c9c_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\bold{A = \begin{bmatrix} 2&-1&0\\ -1 &2 &-1\\ 0&-1&2 \end{bmatrix}} " title="Rendered by QuickLaTeX.com" height="95" width="233" style="vertical-align: 4px;"/></p> <p dir="ltr"><b><strong>Solution:</strong></b></p> <blockquote><p dir="ltr"><b><strong>Step 1:</strong></b><span> Find the determinant of A.</span></p> <p dir="ltr"><span>det(A) = 2(2 × 2 – (-1) × (-1)) – (-1)((-1) ×2 – (-1) ×0) + 0 </span></p> <p dir="ltr"><span>⇒ det(A) = 6 – 2 = 4</span></p> <p dir="ltr"><b><strong>Step 2: </strong></b><span>Calculate the adjoint of A using the steps mentioned in the previous example.</span></p><div style="text-align:center;margin:20px 0;max-height:280px" id="GFG_AD_gfg_outstream_incontent-6"></div> <p dir="ltr"><span>C</span><sub><span>11</span></sub><span> = 4 – 1 = 3</span><br/><span>C</span><sub><span>12</span></sub><span> = -(-2 – 0) = 2</span><br/><span>C</span><sub><span>13</span></sub><span> = 1 – 0 = 1</span><br/><span>C</span><sub><span>21</span></sub><span> = -(-2 – 0) = 2</span><br/><span>C</span><sub><span>22</span></sub><span> = 4 – 0 = 4</span><br/><span>C</span><sub><span>23</span></sub><span> = -(-2 – 0) = 2</span><br/><span>C</span><sub><span>31</span></sub><span> = (1 – 0) = 1</span><br/><span>C</span><sub><span>32</span></sub><span> = -(-2 – 0) = 2</span><br/><span>C</span><sub><span>33</span></sub><span> = 4 – 1 = 3</span></p> <p dir="ltr"><span>Matrix of cofactors,</span></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/07/ql_9ca3b2a33a3686e8812594114f65e907_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="C = \begin{bmatrix} 3&2&1\\ 2&4&2\\ 1&2&3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="169" style="vertical-align: 4px;"/></p> <p dir="ltr"><span>Transpose of matrix of cofactors,</span></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/d4/ql_e9ad4b47d8ef88003637611ef95dddd4_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="adj(A) = C' =  \begin{bmatrix} 3&2&1\\ 2&4&2\\ 1&2&3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="288" style="vertical-align: 4px;"/></p> <p dir="ltr"><b><strong>Step 3: </strong></b><span>Multiply the adjoint of A by the reciprocal of the determinant.</span></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/68/ql_ca10c999a548c6b74b9db761cf93b668_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt=" A^{-1} = \frac{adj(A)}{4} = \frac{1}{4} \times\begin{bmatrix} 3&2&1\\ 2&4&2\\ 1&2&3 \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="95" width="345" style="vertical-align: 4px;"/></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/65/ql_50eedd87372cc327536bffba2e6a4365_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\Rightarrow A^{-1}= \begin{bmatrix} \frac{3}{4}&\frac{2}{4}&\frac{1}{4}\\ \frac{2}{4}&\frac{4}{4}&\frac{2}{4}\\ \frac{1}{4}&\frac{2}{4}&\frac{3}{4} \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="98" width="238" style="vertical-align: 3px;"/></p> <p dir="ltr"><img src="https://quicklatex.com/cache3/dd/ql_c80111408e6944b5c3e8b1d7d7b684dd_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="\Rightarrow A^{-1}= \begin{bmatrix} \frac{3}{4}&\frac{1}{2}&\frac{1}{4}\\ \frac{1}{2}&1&\frac{1}{2}\\ \frac{1}{4}&\frac{1}{2}&\frac{3}{4} \end{bmatrix} " title="Rendered by QuickLaTeX.com" height="98" width="238" style="vertical-align: 3px;"/></p> </blockquote><h3 id="people-also-read"><b><strong>People Also Read:</strong></b></h3><blockquote><ul><li value="1"><a href="https://www.geeksforgeeks.org/elementary-operations-on-matrices/" rel="noopener"><span>Elementary Operation on Matrices</span></a></li><li value="2"><a href="https://www.geeksforgeeks.org/order-of-matrix/" rel="noopener"><span>Order of Matrix</span></a></li></ul></blockquote><h2 id="minors-and-cofactors-class-12"><span>Minors and Cofactors Class 12</span></h2><p dir="ltr"><b><strong>Minors</strong></b><span> and cofactors of a matrix are important concepts used in the calculation of determinants and in solving systems of linear equations especially for class 12. </span></p> <h3 id="resources-related-to-minors-and-cofactors-class-12"><span>Resources related to Minors and Cofactors Class 12</span></h3><ul><li value="1"><a href="https://" rel="noopener noreferrer"><span>Matrices and Determinants Class 12 Notes </span></a></li><li value="2"><span>Matrices and Determinants Class 12 NCERT Soutions</span></li></ul><h2 id="faqs-on-minors-and-cofactors"><span>FAQs on Minors and Cofactors</span></h2><h3 id="what-is-a-minor-in-matrix-algebra"><span>What is a Minor in Matrix Algebra?</span></h3><blockquote><p dir="ltr"><span> In matrix algebra, a minor refers to the determinant of a smaller matrix obtained by deleting one or more rows and columns from a larger matrix.</span></p> </blockquote><h3 id="what-is-a-cofactor-in-matrix-algebra"><span>What is a Cofactor in Matrix Algebra?</span></h3><blockquote><p dir="ltr"><span>In matrix algebra, the cofactor of an element in a matrix is defined as the signed minor obtained by deleting the row and column containing that element, and multiplying the resulting determinant by -1 if the sum of the row and column indices is odd.</span></p> </blockquote><h3 id="what-is-the-relationship-between-minors-and-cofactors"><span>What is the Relationship between Minors and Cofactors?</span></h3><blockquote><p dir="ltr"><span>The cofactor of an element in a matrix is equal to the product of the minor of that element and (-1)^(i+j), where i and j are the row and column indices of the element, respectively.</span></p> </blockquote><h3 id="what-is-the-use-of-minors-and-cofactors-in-matrix"><span>What is the use of Minors and Cofactors in Matrix?</span></h3><blockquote><p dir="ltr"><span>Minors and cofactors are used in the computation of the inverse of a matrix, as well as in the calculation of determinants and solutions to systems of linear equations.</span></p> </blockquote><h3 id="how-are-minors-and-cofactors-used-to-calculate-the-inverse-of-a-matrix"><span>How are Minors and Cofactors used to calculate the Inverse of a Matrix?</span></h3><blockquote><p dir="ltr"><span>To calculate the inverse of a matrix we first need to calculate the cofactor matrix of any given matrix, then transpose of cofactor matrix is called adjoint. Then dividing adjoint by determinant to get the inverse of the matrix.</span></p> </blockquote><h3 id="can-minors-and-cofactors-be-used-to-solve-systems-of-linear-equations"><span>Can Minors and Cofactors be used to solve systems of Linear Equations?</span></h3><blockquote><p dir="ltr"><span>Yes, minors and cofactors can be used to solve systems of linear equations by representing the system in the form of a matrix and using Cramer’s rule, which expresses the solution in terms of determinants of smaller matrices obtained by replacing one column of the coefficient matrix with the constant terms of the system.</span></p> </blockquote><h3 id="what-is-laplaces-expansion-formulatransformations"><span>What is Laplace’s Expansion Formula?</span><b><strong>transformations</strong></b></h3><blockquote><p dir="ltr"><span>Laplace’s expansion formula is a method for computing the determinant of a matrix by summing the products of the elements in any row or column with their corresponding cofactors. It is given as </span><img src="https://quicklatex.com/cache3/f1/ql_1067eaf04d44b2172e27494734bdf4f1_l3.png" class="ql-img-inline-formula quicklatex-auto-format" alt="det(A) = \sum_{j =1}^{n}(-1)^{i+j}b_{i,j}m_{i,j} " title="Rendered by QuickLaTeX.com" height="34" width="341" style="vertical-align: 21px;"/></p> </blockquote><br/><div id="AP_G4GR_6"></div> <div class='article_bottom_text'></div><br> <div id="video-tab-content" class="video-tab-content"> <div style="text-align: center; margin: 20px 0px;" id="GFG_AD_InContent_Desktop_728x280"></div> </div> <div class="d-row content-bw article-pgnavi v-divider-gfg"style="margin-top: 20px;"> <div class="article-pgnavi_prev"><div class="comment_div" data-title="Comments"><button class="author_footer_btn" data-gfg-action="loadComments"> <div class='discussion_panel'> <i class='discussion_button'> </i> Comment </div></button></div><div class="trigger-div"><button class="author_footer_btn"><div class="more_info">More info<span class="more_info_uparrow gfg-icon gfg-icon_arrow-down-thin"></span></div></button></div></div> <div class="article-pgnavi_next"> <a href="https://www.geeksforgeeks.org/adjoint-of-matrix/?ref=next_article" class="pg-head"> <span>Next Article</span> <span class="gfg-icon gfg-icon_next"></span> </a> <!-- <div class="pg-meta">8 Min Read | <a href="#">Java</a></div> --> <div class="pg-main"> <a href="https://www.geeksforgeeks.org/adjoint-of-matrix/?ref=next_article">Adjoint of a Matrix</a> </div> </div> </div> <div class="article-meta-author-details hidden-div"> <div class="article-meta-author-details-block"> <div class="article-meta-author-details-profile-display"> <div class="author_info"> <div class="article-meta-author-details-profile-display-icon"> <a href="https://www.geeksforgeeks.org/user/srishivansh5404/contributions/?itm_source=geeksforgeeks&itm_medium=article_author&itm_campaign=auth_user" style="text-decoration: none;"><div class="image-wrap" style="position: relative"><img src="https://media.geeksforgeeks.org/auth/profile/ra9opczj2byt7zs611ak" class="avatarprofile_image restrict-popup-gfg" alt="author"> <div style="position: absolute;top: -35px; left: -13px;"> <i class="gfg-badge-icon md scholar"></i> </div> </div> </a> </div> <div class="article-meta-author-details-profile-display-name" > <a aria-label="author profile" href="https://www.geeksforgeeks.org/user/srishivansh5404/contributions/?itm_source=geeksforgeeks&itm_medium=article_author&itm_campaign=auth_user" style="display: block;overflow: hidden;width: 65px;text-decoration: none;text-overflow: ellipsis;color: var(--gfg-title-color);font-weight: bold;white-space: nowrap;">srishivansh5404</a> </div> </div> <div class="author_follow_btn"><div class="article-meta-author-details-follow-button"> <div class="follow-container"> <div class="follow-btn hideIt" > <button id="followAuthor" type="button" onclick ="followOrUnfollowAuthor()" value="srishivansh5404"> <span role="img" aria-label="plus" class="plus-icon"><svg viewBox="64 64 896 896" focusable="false" data-icon="plus" width="1em" height="1em" fill="currentColor" aria-hidden="true"><defs><style></style></defs><path d="M482 152h60q8 0 8 8v704q0 8-8 8h-60q-8 0-8-8V160q0-8 8-8z"></path><path d="M176 474h672q8 0 8 8v60q0 8-8 8H176q-8 0-8-8v-60q0-8 8-8z"></path></svg></span> <span>Follow</span></button></div></div></div></div> </div> </div> <div class="article_bottom_suggestion_wrapper"> <div class="article_bottom_suggestion" data-title="Follow"> <a href='https://news.google.com/publications/CAAqBwgKMLTrzwsw44bnAw?hl=en-IN&gl=IN&ceid=IN%3Aen' target="_blank"> <img class="gfg-icon_Gnews no-zoom-in-cursor" src=https://media.geeksforgeeks.org/auth-dashboard-uploads/Google-news.svg loading="lazy" alt="News"></img> </a> </div> <div pid="502830" class="article--viewer_like tooltip tooltipBottom" data-title="Like Article"> <!-- <span class="tooltiptext likeTooltipBottom">Like Article</span> --> <button id="likeButton" aria-label="like article" data-gfg-action="like-article" data-bookmark-value="0" data-liked="false" style="color: #5B5A5A !important; display: flex; align-items: center; background-color: unset; margin: 0px !important; padding: 5px 0px;"> <i class="author-badge-like-button"></i> <figure id="likeCount" style="margin-left: 3px; margin-top: 4px; color: var(--like-count-color); font-size: 14px; font-weight: 600;" class="favoriteText"></figure> </button> </div> <div class="article_bottom_suggestion" onclick="improveArticleCall()" data-title="Improve"> <span class="improveTooltipBottom">Improve</span> <i class="author-badge-improvement-button"></i> </div> </div> </div> </div> </article> <div class="article--recommended article--recommended_wrapper" id="similar-reads"> <h3 class="new-top-bar top-bar-title">Similar Reads</h3> <div class="gfg-similar-reads-list"> <ul class="similarReadLeftBarList"><div class='second'><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/cbse-class-12-maths-notes/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">CBSE Class 12 Maths Notes: Chapter Wise Notes PDF 2024 </div> <div class="gfg-similar-read-item-subheading">Mathematics is an important subject in CBSE Class 12th Board Exam. There is a common misunderstanding among students that Math is a complex subject. If students will plan their preparation and revision in right direction, they can score well in Mathematics. For this Purpose, We have curated the Chap</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a></li><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 1: Relations and Functions<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/types-of-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Types of Functions </div> <div class="gfg-similar-read-item-subheading">Functions are defined as the relations which give a particular output for a particular input value. A function has a domain and codomain (range). f(x) usually denotes a function where x is the input of the function. In general, a function is written as y = f(x). Table of Content What is a Function?T</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/composite-functions-relations-and-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Composite functions - Relations and functions </div> <div class="gfg-similar-read-item-subheading">Let f : A->B and g : B->C be two functions. Then the composition of f and g, denoted by g o f, is defined as the function g o f : A->C given by g o f (x) = g{f(x)}, ∀ x ∈ A. Clearly, dom(g o f) = dom(f). Also, g o f is defined only when range(f) is a subset of dom(g). Evaluating composite f</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/invertible-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Invertible Functions </div> <div class="gfg-similar-read-item-subheading">As the name suggests Invertible means "inverse", and Invertible function means the inverse of the function. Invertible functions, in the most general sense, are functions that "reverse" each other. For example, if f takes a to b, then the inverse, f-1, must take b to a. Table of Content Invertible F</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/composition-of-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Composition of Functions </div> <div class="gfg-similar-read-item-subheading">Composition of Function is the process or operation which combines two or more functions together into a single function. We define functions as the set of operations that operate on a set of values and give the desired output. Suppose f is a function say a function which draws the sketch of the fru</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/inverse-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Inverse Functions | Definition, Condition for Inverse and Examples </div> <div class="gfg-similar-read-item-subheading">Inverse Functions are an important concept in mathematics. An inverse function basically reverses the effect of the original function. If you apply a function to a number and then apply its inverse, you get back the original number. For example, if a function turns 2 into 5, the inverse function wil</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/verifying-inverse-functions-by-composition/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Verifying Inverse Functions by Composition </div> <div class="gfg-similar-read-item-subheading">A function can be seen as a mathematical formula or a machine that throws output when an input is given. The output is usually some processed version of the input. Function's inverses can be seen as the operations which give us the input back on giving them the output. In other words, inverse functi</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 2: Inverse Trigonometric Functions<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/inverse-trigonometric-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Inverse Trigonometric Functions | Definition, Formula, Types and Examples </div> <div class="gfg-similar-read-item-subheading">Inverse trigonometric functions are the inverse functions of basic trigonometric functions. In mathematics, inverse trigonometric functions are also known as arcus functions or anti-trigonometric functions. The inverse trigonometric functions are the inverse functions of basic trigonometric function</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/graphs-of-inverse-trigonometric-functions-trigonometry-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Graphs of Inverse Trigonometric Functions - Trigonometry | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Inverse trigonometric functions are the inverse functions of the trigonometric ratios i.e. sin, cos, tan, cot, sec, cosec. These functions are widely used in fields like physics, mathematics, engineering and other research fields. There are two popular notations used for inverse trigonometric functi</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/properties-of-inverse-trigonometric-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Properties of Inverse Trigonometric Functions </div> <div class="gfg-similar-read-item-subheading">Inverse trigonometric functions, also known as arc functions, are used to find the angle that corresponds to a given trigonometric value. These functions are the inverses of the six main trigonometric functions: sine, cosine, tangent, cotangent, secant, and cosecant. In this article, we will explore</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/inverse-trigonometric-identities/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Inverse Trigonometric Identities </div> <div class="gfg-similar-read-item-subheading">Inverse Trigonometric Identities: In mathematics, inverse trigonometric functions are also known as arcus functions or anti-trigonometric functions. The inverse trigonometric functions are the inverse functions of basic trigonometric functions, i.e., sine, cosine, tangent, cosecant, secant, and cota</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 3: Matrices<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/types-of-matrices/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Types of Matrices </div> <div class="gfg-similar-read-item-subheading">Types of Matrices classify matrices into different categories based on the number of rows and columns present in them, the position of the elements, and also the special properties exhibited by the Matrix. A matrix is a rectangular array of numbers in which elements are arranged in rows and columns.</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/matrix-operations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Matrix Operations </div> <div class="gfg-similar-read-item-subheading">Matrix Operations are the operations that are operated on the matrix. Matrix Operation includes operations such as Addition of Matrix, Subtraction of Matrix, Multiplication of Matrix, etc, and others. These operations are very b useful for solving various problems of matrices and help us to find the</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/matrix-addition/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Matrix Addition </div> <div class="gfg-similar-read-item-subheading">Matrix Addition as the name suggests in the article, explores the addition of matrices and it is one of the fundamental operations in the field of Linear Algebra. Matrix Addition is very useful in various fields such as data analysis, computer graphics, image processing, cryptography, operations res</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/matrix-multiplication/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Matrix Multiplication </div> <div class="gfg-similar-read-item-subheading">Matrix multiplication is a fundamental operation in mathematics that involves multiplying two or more matrices by following specific rules. Understanding how to multiply matrices is crucial for solving various mathematical problems. In this article, we will learn how to do matrix multiplication, rul</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/transpose-of-a-matrix/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Transpose of a Matrix </div> <div class="gfg-similar-read-item-subheading">Transpose of a matrix is a very common method used for matrix transformation in linear algebra. Transpose of a matrix is obtained by interchanging the rows and columns of the given matrix or vice versa. Transpose of a matrix can be utilized to obtain the adjoint and inverse of the matrices. Before l</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/what-is-symmetric-matrix-and-skew-symmetric-matrix/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Symmetric and Skew Symmetric Matrices </div> <div class="gfg-similar-read-item-subheading">Symmetric and Skew Symmetric Matrices are the types of square matrices based on the relation between a matrix and its transpose. These matrices are one of the most used matrices out of all the matrices out there. Symmetric matrices have use cases in optimization, physics, and statistics, whereas ske</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/elementary-operations-on-matrices/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Elementary Operations on Matrices </div> <div class="gfg-similar-read-item-subheading">Elementary Operations on Matrices are the operations performed on the rows and columns of the matrix that do not change the value of the matrix. A matrix is a way of representing numbers in the form of an array, i.e. the numbers are arranged in the form of rows and columns. In a matrix, the rows and</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/inverse-of-a-matrix-by-elementary-operations-matrices-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Inverse of a Matrix by Elementary Operations - Matrices | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">The Gaussian Elimination method is also known as the row reduction method and it is an algorithm that is used to solve a system of linear equations. It is usually understood as a sequence of operations performed on the corresponding matrix of coefficients. Inverse of a MatrixThe inverse of a matrix</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/invertible-matrix/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Invertible Matrix </div> <div class="gfg-similar-read-item-subheading">Invertible matrices are defined as the matrix whose inverse exists. We define a matrix as the arrangement of data in rows and columns, if any matrix has m rows and n columns then the order of the matrix is m × n where m and n represent the number of rows and columns respectively. We define invertib</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown" style="background-color:var(--leftbar-background-color); border-bottom:1px solid #CCC;"><h2 class="dropdown-title active">Chapter 4: Determinants<span class="gfg-icon gfg-icon_arrow-down-thin upside"></span></h2><ul><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/what-is-determinant-of-a-matrix/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Determinant of Matrix with Solved Examples </div> <div class="gfg-similar-read-item-subheading">Determinant of a matrix is a special number that can be calculated for a square matrix (a matrix with the same number of rows and columns). It is a function that gives the unique output (real number) for every input value of the square matrix. The determinant of the matrix is considered the scaling</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/properties-of-determinants-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Properties of Determinants </div> <div class="gfg-similar-read-item-subheading">Properties of Determinants are the properties that are required to solve various problems in Matrices. There are various properties of the determinant that are based on the elements, rows, and columns of the determinant. These properties help us to easily find the value of the determinant. Suppose w</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/area-of-triangle-using-determinants/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Area of a Triangle using Determinants </div> <div class="gfg-similar-read-item-subheading">Area of a Triangle using Determinants is one of the multiple methods available to find the area of a triangle and this method is often overlooked for its complexity. But the Area of a Triangle using Determinants comes very handy in coordinate geometry when all three vertices of a triangle are given</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="currentpage similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/minors-and-cofactors/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Minors and Cofactors </div> <div class="gfg-similar-read-item-subheading">Minors and Cofactors are important to calculate the adjoint and inverse of a matrix. As the name suggests, a Minor is a smaller part of the larger matrix obtained for a particular element of the matrix by deleting the terms of the row and column to which the element belongs. A cofactor is (-1)i+j ti</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/adjoint-of-matrix/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Adjoint of a Matrix </div> <div class="gfg-similar-read-item-subheading">Knowledge of matrices is necessary for various branches of mathematics. Matrices are one of the most powerful tools in mathematics. From matrices there come Determinants, Now we see one of the properties of the Determinant in this article. In this article, we see how to find the Adjoint of a Matrix.</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/applications-of-matrices-and-determinants/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Applications of Matrices and Determinants </div> <div class="gfg-similar-read-item-subheading">Applications of Matrices and Determinants: One application of matrices and determinants is that they can be used to solve linear equations in two or three variables. Matrices and determinants are also used to check the consistency of any system, whether they are consistent or not. This is the most u</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 5: Continuity and Differentiability<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/continuity-and-discontinuity-in-calculus-class-12-cbse/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Continuity and Discontinuity in Calculus </div> <div class="gfg-similar-read-item-subheading">Continuity and Discontinuity: Continuity and discontinuity are fundamental concepts in calculus and mathematical analysis, describing the behavior of functions. A function is continuous at a point if you can draw the graph of the function at that point without lifting your pen from the paper. Contin</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/differentiability-of-a-function-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Differentiability of a Function | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Continuity or continuous which means, "a function is continuous at its domain if its graph is a curve without breaks or jumps". A function is continuous at a point in its domain if its graph does not have breaks or jumps in the immediate neighborhood of the point. Continuity at a Point: A function f</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivatives-of-inverse-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivatives of Inverse Functions </div> <div class="gfg-similar-read-item-subheading">In mathematics, a function(e.g. f), is said to be an inverse of another(e.g. g), if given the output of g returns the input value given to f. Additionally, this must hold true for every element in the domain co-domain(range) of g. E.g. assuming x and y are constants if g(x) = y and f(y) = x then the</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivatives-of-implicit-functions-continuity-and-differentiability-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivatives of Implicit Functions - Continuity and Differentiability | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Implicit functions are functions where a specific variable cannot be expressed as a function of the other variable. A function that depends on more than one variable. Implicit Differentiation helps us compute the derivative of y with respect to x without solving the given equation for y, this can be</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivatives-of-composite-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivatives of Composite Functions </div> <div class="gfg-similar-read-item-subheading">Derivatives are an essential part of calculus. They help us in calculating the rate of change, maxima, and minima for the functions. Derivatives by definition are given by using limits, which is called the first form of the derivative. We already know how to calculate the derivatives for standard fu</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivatives-of-inverse-trigonometric-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivatives of Inverse Trigonometric Functions </div> <div class="gfg-similar-read-item-subheading">Derivatives of Inverse Trigonometric Functions: Every mathematical function, from the simplest to the most complex, has an inverse. In mathematics, the inverse usually means the opposite. In addition, the inverse is subtraction. For multiplication, it's division. In the same way for trigonometric fu</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivative-of-exponential-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivative of Exponential Functions </div> <div class="gfg-similar-read-item-subheading">Derivative of Exponential Function stands for differentiating functions expressed in the form of exponents. We know that exponential functions exist in two forms, ax where a is a real number r and is greater than 0 and the other form is ex where e is Euler's Number and the value of e is 2.718 . . .</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/logarithmic-differentiation-continuity-and-differentiability/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Logarithmic Differentiation - Continuity and Differentiability </div> <div class="gfg-similar-read-item-subheading">The word continuity means something which is continuous in nature. The flow of water is continuous, time in real life is continuous, and many more instances show the continuity in real life. In mathematics, the Continuous function is the one which when drawn on a graph does not show any breaks and i</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/proofs-for-the-derivatives-of-e%cb%a3-and-lnx-advanced-differentiation/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Proofs for the derivatives of eˣ and ln(x) - Advanced differentiation </div> <div class="gfg-similar-read-item-subheading">In this article, we are going to cover the proofs of the derivative of the functions ln(x) and ex. Before proceeding there are two things that we need to revise: The first principle of derivative Finding the derivative of a function by computing this limit is known as differentiation from first prin</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">3 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/rolles-theorem-and-lagranges-mean-value-theorem/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Rolle's Theorem and Lagrange's Mean Value Theorem </div> <div class="gfg-similar-read-item-subheading">Rolle's Theorem and Lagrange's Mean Value Theorem: Mean Value Theorems (MVT) are the basic theorems used in mathematics. They are used to solve various types of problems in Mathematics. Mean Value Theorem is also called Lagrenges's Mean Value Theorem. Rolle’s Theorem is a subcase of the mean value t</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivative-of-functions-in-parametric-form/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivative of Functions in Parametric Forms </div> <div class="gfg-similar-read-item-subheading">Parametric Differentiation refers to the differentiation of a function in which the dependent and independent variables are equated to a third variable. Derivatives of the functions express the rate of change in the functions. We know how to calculate the derivatives for standard functions. Chain ru</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/second-order-derivatives/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Second Order Derivatives: Rules , Formula and Examples (Class 12 Maths) </div> <div class="gfg-similar-read-item-subheading">The Second Order Derivative is defined as the derivative of the first derivative of the given function. The first-order derivative at a given point gives us the information about the slope of the tangent at that point or the instantaneous rate of change of a function at that point. Second-Order Deri</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/mean-value-theorem/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Mean Value Theorem </div> <div class="gfg-similar-read-item-subheading">The Mean Value Theorem states that for a curve passing through two given points there exists at least one point on the curve where the tangent is parallel to the secant passing through the two given points. Mean Value Theorem is abbreviated as MVT. This theorem was first proposed by an Indian Mathem</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/algebra-of-continuous-functions-continuity-and-differentiability-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Algebra of Continuous Functions - Continuity and Differentiability | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Algebra of Continuous Functions deals with the utilization of continuous functions in equations involving the varied binary operations you've got studied so. We'll also mention a composition rule that may not be familiar to you but is extremely important for future applications. Since the continuity</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 6: Applications of Derivatives<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/critical-points/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Critical Points </div> <div class="gfg-similar-read-item-subheading">As the complexity of the functions increase, we see more and more complex behavior from their graphs, and it becomes harder to graph. There have lots of peaks and valleys in their graphs. It becomes essential to find out the position of these valleys and peaks, the peaks are called maxima and the va</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/derivatives-as-rate-of-change/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivatives as Rate of Change </div> <div class="gfg-similar-read-item-subheading">Derivatives are a mathematical tool used to analyze how quantities change. We can calculate derivatives for various, quotient, and chain rulesfunctions, including trigonometric, exponential, polynomial, and implicit functions. There are two main methods for calculating derivatives: using limits or a</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/increasing-and-decreasing-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Increasing and Decreasing Functions </div> <div class="gfg-similar-read-item-subheading">If you're studying calculus, then you're probably familiar with the concepts of increasing and decreasing functions. These terms refer to the behavior of a function as its input values change. Specifically, an increasing function is one that becomes larger as its input values increase, while a decre</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/increasing-and-decreasing-intervals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Increasing and Decreasing Intervals </div> <div class="gfg-similar-read-item-subheading">Increasing and decreasing intervals are the intervals of real numbers in which real-valued functions are increasing and decreasing respectively. Derivatives are a way of measuring the rate of change of a variable. When it comes to functions and calculus, derivatives give us a lot of information abou</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/tangents-and-normals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Tangents and Normals </div> <div class="gfg-similar-read-item-subheading">Tangent and Normals are the lines that are used to define various properties of the curves. We define tangent as the line which touches the circle only at one point and normal is the line that is perpendicular to the tangent at the point of tangency. Any tangent of the curve passing through the poin</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/equation-of-tangents-and-normals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Equation of Tangents and Normals </div> <div class="gfg-similar-read-item-subheading">Derivatives are used to find rate of change of a function with respect to variables. To find rate of change of function with respect to a variable differentiating it with respect to that variable is required. Rate of change of function y = f(x) with respect to x is defined by dy/dx or f'(x). For exa</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/relative-minima-and-maxima/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Relative Minima and Maxima </div> <div class="gfg-similar-read-item-subheading">Relative maxima and minima are the points defined in any function such that at these points the value of the function is either maximum or minimum in their neighborhood. Relative maxima and minima depend on their neighborhood point and are calculated accordingly. We find the relative maxima and mini</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/absolute-minima-and-maxima/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Absolute Minima and Maxima </div> <div class="gfg-similar-read-item-subheading">Absolute Maxima and Minima are the maximum and minimum values of the function defined on a fixed interval. A function in general can have high values or low values as we move along the function. The maximum value of the function in any interval is called the maxima and the minimum value of the funct</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/concave-function/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Concave Function </div> <div class="gfg-similar-read-item-subheading">Graphs of the functions give us a lot of information about the nature of the function, the trends, and the critical points like maxima and minima of the function. Derivatives allow us to mathematically analyze these functions and their sign can give us information about the maximum and minimum of th</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/inflection-point/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Inflection Point </div> <div class="gfg-similar-read-item-subheading">Inflection Point describes a point where the curvature of a curve changes direction. It represents the transition from a concave to a convex shape or vice versa. Let's learn about Inflection Points in detail, including Concavity of Function and solved examples. Table of Content Inflection Point Defi</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/curve-sketching/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Curve Sketching </div> <div class="gfg-similar-read-item-subheading">Curve Sketching as its name suggests helps us sketch the approximate graph of any given function which can further help us visualize the shape and behavior of a function graphically. Curve sketching isn't any sure-shot algorithm that after application spits out the graph of any desired function but</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/approximations-maxima-and-minima-application-of-derivatives-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Approximations & Maxima and Minima - Application of Derivatives | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">An approximation is similar but not exactly equal to something else. Approximation occurs when an exact numerical number is unknown or difficult to obtain. In Mathematics, we use differentiation to find the approximate values of certain quantities. Let f be a given function and let y = f(x). Let ∆x</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/higher-order-derivatives/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Higher Order Derivatives </div> <div class="gfg-similar-read-item-subheading">Higher Order Derivatives are the second, third, or further derivative of the function, i.e. differentiating a function multiple times results in a higher order derivative. Suppose we have a function f(x) then its differentiation is f'(x) which is a first-order derivative. Then its differentiation ag</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 7: Integrals<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integrals </div> <div class="gfg-similar-read-item-subheading">Integrals: An integral in mathematics is a continuous analog of a sum that is used to determine areas, volumes, and their generalizations. Performing integration is the process of computing an integral and is one of the two basic concepts of calculus. Integral in Calculus is the branch of Mathematic</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integration-by-substitution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration by Substitution Method </div> <div class="gfg-similar-read-item-subheading">Integration by substitution is one of the important methods for finding the integration of the function where direct integration can not be easily found. This method is very useful in finding the integration of complex functions. We use integration by substitution to reduce the given function into t</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integration-by-partial-fractions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration by Partial Fractions </div> <div class="gfg-similar-read-item-subheading">Integration by Partial Fractions is one of the methods of integration, which is used to find the integral of the rational functions. In Partial Fraction decomposition, an improper-looking rational function is decomposed into the sum of various proper rational functions. If f(x) and g(x) are polynomi</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integration-by-parts/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration by Parts </div> <div class="gfg-similar-read-item-subheading">Integration by Parts: Integration by parts is a technique used in calculus to find the integral of the product of two functions. It's essentially a reversal of the product rule for differentiation. Integrating a function is not always easy sometimes we have to integrate a function that is the multip</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integration-of-trigonometric-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration of Trigonometric Functions </div> <div class="gfg-similar-read-item-subheading">Integration is the process of summing up small values of a function in the region of limits. It is just the opposite to differentiation. Integration is also known as anti-derivative. We have explained the Integration of Trigonometric Functions in this article below. Below is an example of the Integr</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/functions-defined-by-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Functions Defined by Integrals </div> <div class="gfg-similar-read-item-subheading">While thinking about functions, we always imagine that a function is a mathematical machine that gives us an output for any input we give. It is usually thought of in terms of mathematical expressions like squares, exponential and trigonometric function, etc. It is also possible to define the functi</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/definite-integral/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Definite Integral | Definition, Formula & How to Calculate </div> <div class="gfg-similar-read-item-subheading">A definite integral is an integral that calculates a fixed value for the area under a curve between two specified limits. The resulting value represents the sum of all infinitesimal quantities within these boundaries. i.e. if we integrate any function within a fixed interval it is called a Definite</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/computing-definite-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Computing Definite Integrals </div> <div class="gfg-similar-read-item-subheading">Integrals are a very important part of the calculus. They allow us to calculate the anti-derivatives, that is given a function's derivative, integrals give the function as output. Other important applications of integrals include calculating the area under the curve, the volume enclosed by a surface</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/fundamental-theorem-of-calculus/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Fundamental Theorem of Calculus | Part 1, Part 2 </div> <div class="gfg-similar-read-item-subheading">Fundamental Theorem of Calculus is the basic theorem that is widely used for defining a relation between integrating a function of differentiating a function. The fundamental theorem of calculus is widely useful for solving various differential and integral problems and making the solution easy for</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/finding-derivative-with-fundamental-theorem-of-calculus/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Finding Derivative with Fundamental Theorem of Calculus </div> <div class="gfg-similar-read-item-subheading">Integrals are the reverse process of differentiation. They are also called anti-derivatives and are used to find the areas and volumes of the arbitrary shapes for which there are no formulas available to us. Indefinite integrals simply calculate the anti-derivative of the function, while the definit</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/evaluating-definite-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Evaluating Definite Integrals </div> <div class="gfg-similar-read-item-subheading">Integration, as the name suggests is used to integrate something. In mathematics, integration is the method used to integrate functions. The other word for integration can be summation as it is used, to sum up, the entire function or in a graphical way, used to find the area under the curve function</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/properties-of-definite-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Properties of Definite Integrals </div> <div class="gfg-similar-read-item-subheading">Properties of Definite Integrals: An integral that has a limit is known as a definite integral. It has an upper limit and a lower limit. It is represented as [Tex]\int_{a}^{b}[/Tex]f(x) = F(b) − F(a) There are many properties regarding definite integral. We will discuss each property one by one with</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/definite-integrals-of-piecewise-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Definite Integrals of Piecewise Functions </div> <div class="gfg-similar-read-item-subheading">Imagine a graph with a function drawn on it, it can be a straight line or a curve or anything as long as it is a function. Now, this is just one function on the graph, can 2 functions simultaneously occur on the graph? Imagine two functions simultaneously occurring on the graph, say, a straight line</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/improper-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Improper Integrals </div> <div class="gfg-similar-read-item-subheading">Geometrically speaking, integrals are the way to compute the area or volume under curves. These methods allow mathematicians to compute the area under arbitrarily complex curves. These types of integrals are called definite integrals. Definite integrals are built upon the idea of indefinite integral</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/riemann-sum/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Riemann Sums </div> <div class="gfg-similar-read-item-subheading">Riemann Sum is a certain kind of approximation of an integral by a finite sum. A Riemann sum is the sum of rectangles or trapezoids that approximate vertical slices of the area in question. German mathematician Bernhard Riemann developed the concept of Riemann Sums. In this article, we will look int</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/riemann-sums-in-summation-notation/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Riemann Sums in Summation Notation </div> <div class="gfg-similar-read-item-subheading">Riemann sums allow us to calculate the area under the curve for any arbitrary function. These formulations help us define the definite integral. The basic idea behind these sums is to divide the area that is supposed to be calculated into small rectangles and calculate the sum of their areas. These</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/trapezoidal-rule/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Trapezoidal Rule </div> <div class="gfg-similar-read-item-subheading">The trapezoidal rule is one of the fundamental rules of integration which is used to define the basic definition of integration. It is a widely used rule and the Trapezoidal rule is named so because it gives the area under the curve by dividing the curve into small trapezoids instead of rectangles.</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/definite-integral-as-the-limit-of-a-riemann-sum/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Definite Integral as the Limit of a Riemann Sum </div> <div class="gfg-similar-read-item-subheading">Definite integrals are an important part of calculus. They are used to calculate the areas, volumes, etc of arbitrary shapes for which formulas are not defined. Analytically they are just indefinite integrals with limits on top of them, but graphically they represent the area under the curve. The li</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/antiderivatives/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Antiderivatives </div> <div class="gfg-similar-read-item-subheading">Antiderivatives: The Antiderivative of a function is the inverse of the derivative of the function. Antiderivative is also called the Integral of a function. Suppose the derivative of a function d/dx[f(x)] is F(x) + C then the antiderivative of [F(x) + C] dx of the F(x) + C is f(x). An example expla</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/indefinite-integrals/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration Formulas </div> <div class="gfg-similar-read-item-subheading">Indefinite Integrals: The derivatives have been really useful in almost every aspect of life. They allow for finding the rate of change of a function. Sometimes there are situations where the derivative of a function is available, and the goal is to calculate the actual function whose derivative is</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/particular-solutions-to-differential-equations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Particular Solutions to Differential Equations </div> <div class="gfg-similar-read-item-subheading">Indefinite integrals are the reverse of the differentiation process. Given a function f(x) and it's derivative f'(x), they help us in calculating the function f(x) from f'(x). These are used almost everywhere in calculus and are thus called the backbone of the field of calculus. Geometrically speaki</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/integration-by-u-substitution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Integration by U-substitution </div> <div class="gfg-similar-read-item-subheading">Finding integrals is basically a reverse differentiation process. That is why integrals are also called anti-derivatives. Often the functions are straightforward and standard functions that can be integrated easily. It is easier to solve the combination of these functions using the properties of ind</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/reverse-chain-rule/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Reverse Chain Rule </div> <div class="gfg-similar-read-item-subheading">Integrals are an important part of the theory of calculus. They are very useful in calculating the areas and volumes for arbitrarily complex functions, which otherwise are very hard to compute and are often bad approximations of the area or the volume enclosed by the function. Integrals are the reve</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/partial-fraction-expansion/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Partial Fraction Expansion </div> <div class="gfg-similar-read-item-subheading">If f(x) is a function that is required to be integrated, f(x) is called the Integrand, and the integration of the function without any limits or boundaries is known as the Indefinite Integration. Indefinite integration has its own formulae to make the process of integration easier. However, sometime</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/trigonometric-substitution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Trigonometric Substitution: Method, Formula and Solved Examples </div> <div class="gfg-similar-read-item-subheading">Trigonometric Substitution is one of the substitution methods of integration where a function or expression in the given integral is substituted with trigonometric functions such as sin, cos, tan, etc. Integration by substitution is the easiest substitution method. It is used when we make a substitu</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 8: Applications of Integrals<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/area-under-simple-curves/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Area under Simple Curves </div> <div class="gfg-similar-read-item-subheading">We know how to calculate the areas of some standard curves like rectangles, squares, trapezium, etc. There are formulas for areas of each of these figures, but in real life, these figures are not always perfect. Sometimes it may happen that we have a figure that looks like a square but is not actual</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/area-between-two-curves/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Area Between Two Curves: Formula, Definition and Examples </div> <div class="gfg-similar-read-item-subheading">Area Between Two Curves in Calculus is one of the applications of Integration. It helps us calculate the area bounded between two or more curves using the integration. As we know Integration in calculus is defined as the continuous summation of very small units. The topic "Area Between Two Curves" h</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/area-between-polar-curves/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Area between Polar Curves </div> <div class="gfg-similar-read-item-subheading">Coordinate systems allow the mathematical formulation of the position and behavior of a body in space. These systems are used almost everywhere in real life. Usually, the rectangular Cartesian coordinate system is seen, but there is another type of coordinate system which is useful for certain kinds</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/area-as-definite-integral/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Area as Definite Integral </div> <div class="gfg-similar-read-item-subheading">Integrals are an integral part of calculus. They represent summation, for functions which are not as straightforward as standard functions, integrals help us to calculate the sum and their areas and give us the flexibility to work with any type of function we want to work with. The areas for the sta</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 9: Differential Equations<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/differential-equations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Differential Equations </div> <div class="gfg-similar-read-item-subheading">A differential equation is a mathematical equation that relates a function with its derivatives. Differential Equations come into play in a variety of applications such as Physics, Chemistry, Biology, Economics, etc. Differential equations allow us to predict the future behavior of systems by captur</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/particular-solutions-to-differential-equations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Particular Solutions to Differential Equations </div> <div class="gfg-similar-read-item-subheading">Indefinite integrals are the reverse of the differentiation process. Given a function f(x) and it's derivative f'(x), they help us in calculating the function f(x) from f'(x). These are used almost everywhere in calculus and are thus called the backbone of the field of calculus. Geometrically speaki</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/homogeneous-differential-equations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Homogeneous Differential Equations </div> <div class="gfg-similar-read-item-subheading">Homogeneous Differential Equations are differential equations with homogenous functions. They are equations containing a differentiation operator, a function, and a set of variables. The general form of the homogeneous differential equation is f(x, y).dy + g(x, y).dx = 0, where f(x, y) and h(x, y) i</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/separable-differential-equations/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Separable Differential Equations </div> <div class="gfg-similar-read-item-subheading">Separable differential equations are a special type of ordinary differential equation (ODE) that can be solved by separating the variables and integrating each side separately. Any differential equation that can be written in form of y' = f(x).g(y), is called a separable differential equation. Basic</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/exact-equations-and-integrating-factors/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Exact Equations and Integrating Factors </div> <div class="gfg-similar-read-item-subheading">Differential Equations are used to describe a lot of physical phenomena. They help us to observe something happening in real life and put it in a mathematical form. At this level, we are mostly concerned with linear and first-order differential equations. A differential equation in “y” is linear if</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">10 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/implicit-differentiation/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Implicit Differentiation </div> <div class="gfg-similar-read-item-subheading">Implicit Differentiation is a useful tool in the arsenal of tools to tackle problems in calculus and beyond which helps us differentiate the function without converting it into the explicit function of the independent variable. Suppose we don't know the method of implicit differentiation. In that ca</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/implicit-differentiation-advanced-examples/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Implicit differentiation - Advanced Examples </div> <div class="gfg-similar-read-item-subheading">In the previous article, we have discussed the introduction part and some basic examples of Implicit differentiation. So in this article, we will discuss some advanced examples of implicit differentiation. Table of Content Implicit DifferentiationMethod to solveImplicit differentiation Formula Solve</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">5 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/advanced-differentiation/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Advanced Differentiation </div> <div class="gfg-similar-read-item-subheading">Derivatives are used to measure the rate of change of any quantity. This process is called differentiation. It can be considered as a building block of the theory of calculus. Geometrically speaking, the derivative of any function at a particular point gives the slope of the tangent at that point of</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/disguised-derivatives-advanced-differentiation-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Disguised Derivatives - Advanced differentiation | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">The dictionary meaning of “disguise” is “unrecognizable”. Disguised derivative means “unrecognized derivative”. In this type of problem, the definition of derivative is hidden in the form of a limit. At a glance, the problem seems to be solvable using limit properties but it is much easier to solve</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/differentiation-of-inverse-trigonometric-functions/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Derivative of Inverse Trigonometric Functions </div> <div class="gfg-similar-read-item-subheading">Derivative of Inverse Trigonometric Function refers to the rate of change in Inverse Trigonometric Functions. We know that the derivative of a function is the rate of change in a function with respect to the independent variable. Before learning this, one should know the formulas of differentiation</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/logarithmic-differentiation/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Logarithmic Differentiation </div> <div class="gfg-similar-read-item-subheading">Logarithmic Differentiation helps to find the derivatives of complicated functions, using the concept of logarithms. Sometimes finding the differentiation of the function is very tough but differentiating the logarithm of the same function is very easy, then in such cases, the logarithmic differenti</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 10: Vector Algebra<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/vector-algebra/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Vector Algebra </div> <div class="gfg-similar-read-item-subheading">Vectors algebra is the branch of algebra that involves operations on vectors. Vectors are quantities that have both magnitude and direction so normal operations are not performed on the vectors. We can add, subtract, and multiply vector quantities using special vector algebra rules. Vectors can be e</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/dot-and-cross-products-on-vectors/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Dot and Cross Products on Vectors </div> <div class="gfg-similar-read-item-subheading">A quantity that is characterized not only by magnitude but also by its direction, is called a vector. Velocity, force, acceleration, momentum, etc. are vectors. Vectors can be multiplied in two ways: Scalar product or Dot productVector Product or Cross productTable of Content Scalar Product/Dot Pr</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">9 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/how-to-find-the-angle-between-two-vectors/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">How to Find the Angle Between Two Vectors? </div> <div class="gfg-similar-read-item-subheading">Vector quantities are the physical quantities that have both magnitude and direction and the angle between two vectors can be easily found if the dot product or the cross product of the two vectors is given. In this article, we will learn how to find the angle between two vectors, its formula, relat</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">6 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/section-formula-vector-algebra/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Section Formula - Vector Algebra </div> <div class="gfg-similar-read-item-subheading">The section formula in vector algebra is a useful formula for finding a point that divides a line segment into a certain ratio. This concept is particularly important in physics and engineering for tasks such as finding center of mass, centroids, and other applications where a point must be located</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 11: Three-dimensional Geometry<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/direction-cosines-and-direction-ratios/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Direction Cosines and Direction Ratios </div> <div class="gfg-similar-read-item-subheading">Usually, for three-dimensional geometry, we rely on the three-dimensional Cartesian plane. Vectors can also be used to describe the lines and the angles they make with the axis. How should we describe a line passing through the origin making an angle with different axes? We define them using cosine</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/equation-of-a-line-in-3d/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Equation of a Line | Definition, Different Forms and Examples </div> <div class="gfg-similar-read-item-subheading">The equation of a line in a plane is given as y = mx + C where x and y are the coordinates of the plane, m is the slope of the line and C is the intercept. However, the construction of a line is not limited to a plane only. We know that a line is a path between two points. These two points can be lo</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/angles-between-two-lines-in-3d-space/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Angles Between two Lines in 3D Space | Solved Examples </div> <div class="gfg-similar-read-item-subheading">A line in mathematics and geometry is a fundamental concept representing a straight, one-dimensional figure that extends infinitely in both directions. Lines are characterized by having no thickness and being perfectly straight. Here are some important aspects and definitions related to lines: Key C</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/shortest-distance-between-two-lines-in-3d-space-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Shortest Distance Between Two Lines in 3D Space | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">The shortest distance between two lines in three-dimensional space is the length of the perpendicular segment drawn from a point on one line to the other line. This distance can be found using vector calculus or analytical geometry techniques, such as finding the vector equation of each line and cal</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/points-lines-and-planes/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Points, Lines and Planes </div> <div class="gfg-similar-read-item-subheading">Points, Lines, and Planes are basic terms used in Geometry that have a specific meaning and are used to define the basis of geometry. We define a point as a location in 3-D or 2-D space that is represented using the coordinates. We define a line as a geometrical figure that is extended in both direc</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">14 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 12: Linear Programming<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/linear-programming/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Linear Programming </div> <div class="gfg-similar-read-item-subheading">Linear programming is a mathematical concept that is used to find the optimal solution of the linear function. This method uses simple assumptions for optimizing the given function. Linear Programming has a huge real-world application and it is used to solve various types of problems. The term "line</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/graphical-solution-of-linear-programming-problems/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Graphical Solution of Linear Programming Problems </div> <div class="gfg-similar-read-item-subheading">Linear programming is the simplest way of optimizing a problem. Through this method, we can formulate a real-world problem into a mathematical model. There are various methods for solving Linear Programming Problems and one of the easiest and most important methods for solving LPP is the graphical m</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><div class="leftbar-dropdown"><h2 class="dropdown-title">Chapter 13: Probability<span class="gfg-icon gfg-icon_arrow-down-thin"></span></h2><ul style="display: none;"><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/conditional-probability-and-independence-probability-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Conditional Probability and Independence - Probability | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Conditional probability and independence are important concepts in probability theory. Conditional probability deals with the likelihood of an event occurring given that another event has already occurred. Independence, on the other hand, refers to situations where the occurrence of one event does n</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/multiplication-theorem/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Multiplication Theorem </div> <div class="gfg-similar-read-item-subheading">Probability refers to the extent of the occurrence of events. When an event occurs like throwing a ball, picking a card from the deck, etc ., then there must be some probability associated with that event. In terms of mathematics, probability refers to the ratio of wanted outcomes to the total numbe</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/dependent-and-independent-events-probability/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Dependent and Independent Events </div> <div class="gfg-similar-read-item-subheading">Dependent and Independent Events are the types of events that occur in probability. Suppose we have two events say Event A and Event B then if Event A and Event B are dependent events then the occurrence of one event is dependent on the occurrence of other events if they are independent events then</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">8 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/bayes-theorem/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Bayes' Theorem </div> <div class="gfg-similar-read-item-subheading">Bayes' Theorem is used to determine the conditional probability of an event. It is used to find the probability of an event, based on prior knowledge of conditions that might be related to that event. Bayes' Theorem and Conditional ProbabilityBayes theorem (also known as the Bayes Rule or Bayes Law)</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">11 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/probability-distribution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Probability Distribution - Function, Formula, Table </div> <div class="gfg-similar-read-item-subheading">A probability distribution describes how the probabilities of different outcomes are assigned to the possible values of a random variable. It provides a way of modeling the likelihood of each outcome in a random experiment. While a frequency distribution shows how often outcomes occur in a sample or</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/binomial-distribution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Binomial Distribution in Probability </div> <div class="gfg-similar-read-item-subheading">Binomial Distribution is a probability distribution used to model the number of successes in a fixed number of independent trials, where each trial has only two possible outcomes: success or failure. This distribution is useful for calculating the probability of a specific number of successes in sce</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/binomial-mean-and-standard-deviation-probability-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Binomial Mean and Standard Deviation - Probability | Class 12 Maths </div> <div class="gfg-similar-read-item-subheading">Binomial distribution is the probability distribution of no. of Bernoulli trials i.e. if a Bernoulli trial is performed n times the probability of its success is given by binomial distribution. Keep in mind that each trial is independent of another trial with only two possible outcomes satisfying th</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/bernoulli-trials-binomial-distribution/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Bernoulli Trials and Binomial Distribution </div> <div class="gfg-similar-read-item-subheading">Bernoulli Trials and Binomial Distribution are the fundamental topics in the study of probability and probability distributions. Bernoulli's Trials are those trials in probability where only two possible outcomes are Success and Failure or True and False. Due to this fact of two possible outcomes, i</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">13 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/discrete-random-variable/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Discrete Random Variable </div> <div class="gfg-similar-read-item-subheading">Discrete Random Variables are an essential concept in probability theory and statistics. Discrete Random Variables play a crucial role in modelling real-world phenomena, from the number of customers who visit a store each day to the number of defective items in a production line. Understanding discr</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15 min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/expected-value/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">Expected Value </div> <div class="gfg-similar-read-item-subheading">Expected Value: Random variables are the functions that assign a probability to some outcomes in the sample space. They are very useful in the analysis of real-life random experiments which become complex. These variables take some outcomes from a sample space as input and assign some real numbers t</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">15+ min read</span> </div> </a><hr style="background:var(--gfg-selected-color); width:70%; margin: 0 auto;"></hr></li></ul></div><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/ncert-solutions-for-class-12-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">NCERT Solution for Class 12 Maths 2024-25 : Chapter Wise PDF Download </div> <div class="gfg-similar-read-item-subheading">NCERT Solution for Class 12 Maths: Maths is one of the most scoring subject in Class 12th board exam 2024-25. The syllabus of CBSE Maths exam is based on latest NCERT Math syllabus. So, GeeksforGeeks has curated the NCERT Class 12 Maths Solution for you to prepare. Students can also download the NCE</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">7 min read</span> </div> </a></li><li class="similarReadDropdownItem"><a href="https://www.geeksforgeeks.org/rd-sharma-class-12-solutions-for-maths/?ref=lbp"><div class="gfg-similar-read-item-content"> <div class="gfg-similar-read-item-heading">RD Sharma Class 12 Solutions for Maths </div> <div class="gfg-similar-read-item-subheading">RD Sharma Solutions for class 12 provide solutions to a wide range of questions with a varying difficulty level. With the help of numerous sums and examples, it helps the student to understand and clear the chapter thoroughly. Solving the given questions inside each chapter of RD Sharma will allow t</div> </div> <div class="reading-time"> <i class="reading-time-icon" data-gfg-action="readingtime"></i> <span style="color: var(--recommendation-card-text-color);font-size: 14px;font-weight: 500;line-height: 17px;">12 min read</span> </div> </a></li></div></ul> </div> </div> <div class="bottom-wrap" style="padding: 0px 20px;margin-bottom: 10px;"> <div class="improved"> <div class="t-head">Article Tags : </div> <ul> <li style="border-radius: 25px;" class=""> <a href="https://www.geeksforgeeks.org/category/school-learning/class-12/?ref=article_category">Class 12</a> </li> <li style="border-radius: 25px;" class=""> <a href="https://www.geeksforgeeks.org/category/dsa/?ref=article_category">DSA</a> </li> <li style="border-radius: 25px;" class=""> <a href="https://www.geeksforgeeks.org/category/school-learning/maths/?ref=article_category">Mathematics</a> </li> <li style="border-radius: 25px;" class=""> <a href="https://www.geeksforgeeks.org/category/school-learning/?ref=article_category">School Learning</a> </li> <li style="border-radius: 25px;display:none;" class="articles-hidden-tags"> <a href="https://www.geeksforgeeks.org/tag/maths-class-12/?ref=article_tag">Maths-Class-12</a> </li> <li style="border-radius: 25px;display:none;" class="articles-hidden-tags"> <a href="https://www.geeksforgeeks.org/tag/matrix-and-determinant/?ref=article_tag">Matrix and Determinant</a> </li> </ul> <button id="showMoreTagsBtn" class="show-more-recommendation-button">+2 More</button> </div> </div> <div class="vote-wrap"> <div style="display:none;align-items:center;justify-content:center;width:100%;"> <button aria-label="like" data-type="like" class="vote-this" style="margin-right: 0; margin-left:0 ;"> <i class="gfg-icon gfg-icon_like favoriteIcon"></i> <span class="favoriteLike">Like</span> <figure class="favoriteText"></figure> </button> </div> </div> </div> <div class="article-meta"> <div class="bottom-wrap"> <div id="GFG_AD_InContent_Desktop_BTF_650x250" style="text-align:center;max-height: 300px;"></div> </div> <!-- end --> </div> </div> </div> </div> <div id="report_modal_content" class="report_modal_content" style="display:hidden;"></div> <div class="onopen-discussion-panel"> <div class="discussion-tab"> <div class="discussion_heading"> <div></div> <i class="gfg-icon close-tab-icon"></i> </div> <div class="discussion_content"> <div style="height:100%"> <div style="height:100%" id="comment-system"></div> </div> </div> </div> </div> <div class="rightBar" style="padding-right: 5px;"> <style> .article--container_content{ align-items: unset !important; } .sideBar { position: sticky !important; } .gfg-icon_switch::after { background-position: -40px -281px !important; } .gfg-icon_transaction::after { background-position: -40px -321px !important; } .header-main__profile.selected+.mega-dropdown{ width: 225px !important; } #courses-container .course-price{ display:none; } /* .side--container_wscard .card-content .content .meta:empty, .practiceBannerFromPlugin{ display:none !important; } */ .side--container_wscard .card-content .content .meta{ display:block !important; } .side--container_wscard .card-content .content .meta p{ background-color: rgba(254, 212, 91, 0.6); font-size: 10pt; font-weight: bold; display: inline-block; color: var(--color-black); margin-top: 15px; padding: 0px 5px; } #try-it{ display:initial !important; } #try-it .try-it-div{ line-height: 34px; } .gfg-icon_dark-mode::after { background-position: -40px -680px; } .side--container_wscard .head{ font-size: 14px !important; } .nineDot-menu, .gfg-icon_ndot{ display: none; } #text-15{ flex-direction: column; } .mtq_correct_marker, .mtq_wrong_marker{ display: none; } .sidebar_wrapper > :last-child{ margin: unset !important; margin-left: 5px !important; margin-top: 20px !important; top: 70px !important; } .darkMode-wrap{ bottom:1% !important; } #secondary .textwidget{ margin-left: auto; margin-right: 0; text-align: right; } #secondary .widget_text:last-child{ top: 70px !important; } @media(max-width:768px){ #scrollTopBtn{ display:none !important; } } .rightbar_loggedin_promo_cta{ display:flex; cursor:pointer; margin-bottom:20px; } </style> <div id="secondary" class="widget-area"> <div class='OINTechPromoRightBarBanner' id='rightBarSaleBanner' style='text-align:right; margin-bottom:5px;'><a href=https://www.geeksforgeeks.org/geeksforgeeks-premium-subscription?itm_source=geeksforgeeks&itm_medium=rightbar_oin&itm_campaign=premium><img src=https://media.geeksforgeeks.org/auth-dashboard-uploads/premium_oin_rbar_min.png alt='three90RightbarBannerImg' style='width:300px; height:250px;'></a></div> <!------------------------ text-15 (for Ads) ------------------------ --> <aside id="text-15" class="widget widget_text"> <div class="textwidget"> <div id="_GFG_ABP_Desktop_RightSideBar_ATF_300x600_2"></div> <div id="GFG_AD_Desktop_RightSideBar_ATF_300x250_2" style="min-width: 300px;margin-bottom:10px;"></div> <div id='GFG_AD_Desktop_RightSideBar_ATF_300x600' style='min-width: 300px; min-height: 600px;margin-bottom:10px;'></div> </div> </aside> <!------------------------ text-16 (For Ads)------------------------ --> <aside id="text-16" class="widget widget_text"> <div class="textwidget"> <div id="_GFG_ABP_Desktop_RightSideBar_MTF_300x600"></div> <div id='GFG_AD_Desktop_RightSideBar_MTF_300x250' style='min-width: 300px;'></div> <div id="_GFG_ABP_Desktop_RightSideBar_BTF_300x600"></div> <div id="_GFG_ABP_Desktop_RightSideBar_BTF_300x600_3"></div> </div> </aside> <!-- ---------------------- courses section ------------------------- --> <style>.right-bar-explore-more{ visibility: hidden; min-height: 230px;text-align:left;min-width:300px;max-width:300px; padding-left: 19px; padding-right: 25px; margin-top: 20px;} .right-bar-explore-more .title{text-align:left;font-size:20px; font-weight: 600; line-height: 22px; color:var(--em-heading);padding:14px 0;font-family:var(--font-primary)} .right-bar-explore-more .rightbar-sticky-ul {list-style: disc outside; padding-left: 17px;} .right-bar-explore-more li{font-size: 14px !important;font-weight: 400;line-height: 18px !important;color: var(--em-text);margin: 14px 0;font-family:var(--font-primary);} .right-bar-explore-more li::marker{color: var(--em-text) !important;} .right-bar-explore-more .rightbar-sticky-ul a{text-align:left !important; color: var(--em-text); display: block !important;} .right-bar-explore-more .rightbar-sticky-ul a:hover{text-decoration:underline;color:var(--em-link)!important;} .right-bar-explore-more hr {margin: 0;background-color: var(--tn-hr);} @media (max-width: 991px){ .right-bar-explore-more{ width: 85%; margin: auto; margin-top: 20px; max-width: unset; display: none !important; } #text-18 .textwidget{ width: 100%; } }</style> <script> var rightBarExploreMoreList = `<li style="color:var(--color-black)"><a href="https://www.geeksforgeeks.org/dsa-tutorial-learn-data-structures-and-algorithms/?ref=rightbar_explore" target="_blank" style="font-family:var(--font-primary)">DSA Tutorial - Learn Data Structures and Algorithms</a></li><li style="color:var(--color-black)"><a href="https://www.geeksforgeeks.org/quick-sort-algorithm/?ref=rightbar_explore" target="_blank" style="font-family:var(--font-primary)">Quick Sort</a></li><li style="color:var(--color-black)"><a href="https://www.geeksforgeeks.org/merge-sort/?ref=rightbar_explore" target="_blank" style="font-family:var(--font-primary)">Merge Sort - Data Structure and Algorithms Tutorials</a></li><li style="color:var(--color-black)"><a href="https://www.geeksforgeeks.org/breadth-first-search-or-bfs-for-a-graph/?ref=rightbar_explore" target="_blank" style="font-family:var(--font-primary)">Breadth First Search or BFS for a Graph</a></li><li style="color:var(--color-black)"><a href="https://www.geeksforgeeks.org/bubble-sort-algorithm/?ref=rightbar_explore" target="_blank" style="font-family:var(--font-primary)">Bubble Sort Algorithm</a></li>` </script> <!-------------------------------- Text-18 (explore more section + ads) ---------------------------> <aside id="text-18" class="widget widget_text"> <div class="textwidget"> <div class="right-bar-explore-more" style="display:none;visibility: unset;"> <div class="title">Explore More</div> <ul class="rightbar-sticky-ul"></ul> </div> <div id='GFG_AD_Desktop_RightSideBar_BTF_Sticky_300x250' style='min-width: 300px;margin-bottom:10px'></div> <div id='GFG_AD_Desktop_RightSideBar_Docked_160x600' style='min-width: 160px;'></div><div id='GFG_AD_Desktop_RightSideBar_BTFdocked_300x600' style='min-width: 300px;'></div> </aside> <!-------------------------- Text -20 (For maintaining some CSS) ---------------------- --> <aside id="text-20" class="widget widget_text"> <div class="textwidget"> <!-- Please do not delete this div --> </div> </aside> </div> <div id="user-personal-note" style="display: none;"></div> </div> </div> <section class="disqus-section"> <div class="article-page_flex"> <div class="leftBar"> </div> </div> </section> </div> <div id="video-popup" style="display:none"></div> <link rel="stylesheet" href='https://www.geeksforgeeks.org/wp-content/themes/iconic-one/css/articleList.min.css?ver=1.7'> <script> $(document).ready(function() { var isfollowingApiCall = false; if ($('.follow-btn').length) { var articleRecommendedTop = $(".article--recommended").offset().top; var articleRecommendedBottom = articleRecommendedTop + $(".article--recommended").outerHeight(); $(window).scroll(function() { var top_of_element = $(".article--recommended").offset().top; var bottom_of_element = $(".article--recommended").offset().top + $(".article--recommended").outerHeight(); var bottom_of_screen = $(window).scrollTop() + $(window).innerHeight(); var top_of_screen = $(window).scrollTop(); if ((bottom_of_screen > top_of_element && top_of_screen < bottom_of_element) || (bottom_of_screen > articleRecommendedTop && top_of_screen < articleRecommendedBottom) || (top_of_screen > articleRecommendedBottom)) { if (!isfollowingApiCall) { isfollowingApiCall = true; setTimeout(function(){ if (loginData && loginData.isLoggedIn) { if (loginData.userName !== $('#followAuthor').val()) { is_following(); } else { $('.profileCard-profile-picture').css('background-color', '#E7E7E7'); } } else { $('.follow-btn').removeClass('hideIt'); } }, 3000); } } }); } $(".accordion-header").click(function() { var arrowIcon = $(this).find('.bottom-arrow-icon'); arrowIcon.toggleClass('rotate180'); }); }); window.isReportArticle = false; function report_article(){ if (!loginData || !loginData.isLoggedIn) { const loginModalButton = $('.login-modal-btn') if (loginModalButton.length) { loginModalButton.click(); } return; } if(!window.isReportArticle){ //to add loader $('.report-loader').addClass('spinner'); jQuery('#report_modal_content').load(gfgSiteUrl+'wp-content/themes/iconic-one/report-modal.php', { PRACTICE_API_URL: practiceAPIURL, PRACTICE_URL:practiceURL },function(responseTxt, statusTxt, xhr){ if(statusTxt == "error"){ alert("Error: " + xhr.status + ": " + xhr.statusText); } }); }else{ window.scrollTo({ top: 0, behavior: 'smooth' }); $("#report_modal_content").show(); } } function closeShareModal() { const shareOption = document.querySelector('[data-gfg-action="share-article"]'); shareOption.classList.remove("hover_share_menu"); let shareModal = document.querySelector(".hover__share-modal-container"); shareModal && shareModal.remove(); } function openShareModal() { closeShareModal(); // Remove existing modal if any let shareModal = document.querySelector(".three_dot_dropdown_share"); shareModal.appendChild(Object.assign(document.createElement("div"), { className: "hover__share-modal-container" })); document.querySelector(".hover__share-modal-container").append( Object.assign(document.createElement('div'), { className: "share__modal" }), ); document.querySelector(".share__modal").append(Object.assign(document.createElement('h1'), { className: "share__modal-heading" }, { textContent: "Share to" })); const socialOptions = ["LinkedIn", "WhatsApp", "Copy Link"]; socialOptions.forEach((socialOption) => { const socialContainer = Object.assign(document.createElement('div'), { className: "social__container" }); const icon = Object.assign(document.createElement("div"), { className: `share__icon share__${socialOption.split(" ").join("")}-icon` }); const socialText = Object.assign(document.createElement("span"), { className: "share__option-text" }, { textContent: `${socialOption}` }); const shareLink = (socialOption === "Copy Link") ? Object.assign(document.createElement('div'), { role: "button", className: "link-container CopyLink" }) : Object.assign(document.createElement('a'), { className: "link-container" }); if (socialOption === "LinkedIn") { shareLink.setAttribute('href', `https://www.linkedin.com/sharing/share-offsite/?url=${window.location.href}`); shareLink.setAttribute('target', '_blank'); } if (socialOption === "WhatsApp") { shareLink.setAttribute('href', `https://api.whatsapp.com/send?text=${window.location.href}`); shareLink.setAttribute('target', "_blank"); } shareLink.append(icon, socialText); socialContainer.append(shareLink); document.querySelector(".share__modal").appendChild(socialContainer); //adding copy url functionality if(socialOption === "Copy Link") { shareLink.addEventListener("click", function() { var tempInput = document.createElement("input"); tempInput.value = window.location.href; document.body.appendChild(tempInput); tempInput.select(); tempInput.setSelectionRange(0, 99999); // For mobile devices document.execCommand('copy'); document.body.removeChild(tempInput); this.querySelector(".share__option-text").textContent = "Copied" }) } }); document.querySelector(".hover__share-modal-container").addEventListener("mouseover", () => document.querySelector('[data-gfg-action="share-article"]').classList.add("hover_share_menu")); } function toggleLikeElementVisibility(selector, show) { document.querySelector(`.${selector}`).style.display = show ? "block" : "none"; } function closeKebabMenu(){ document.getElementById("myDropdown").classList.toggle("show"); } </script> <!-- Script for the new design of similar read --> <script> $(document).ready(function() { $("#showMoreTagsBtn").click(function() { $('.articles-hidden-tags').show(); $(this).hide(); }); $("#showMorePracticeTagsBtn").click(function() { $(".practice-tags li:nth-child(n+5)").show(); $(this).hide(); }); }); </script> <!-- Script end for similar read --> <style> .grecaptcha-badge { visibility: hidden !important; } .thank-you-message { height: 100%; display:flex; flex-direction: column; justify-content: center; align-items: center; } .thank-you-message-content { margin-top: 17px; font: 400 20px var(--font-secondary); color: var(--improve-modal-text); line-height: 180%; text-align: center; } .thank-you-message-content h2{ font-family: var(--font-secondary); } .all-footer-information{ width: 100% !important;; } .footer-wrapper_links-list{ margin-block-start: 0em !important; width: 16% !important; padding-inline-start: 18px !important; } .link-head{ margin-bottom: 0px; } @media only screen and (max-width:1340px) { .footer-wrapper_links-list{ overflow-wrap: break-word; } } @media screen and (min-width: 991px) { .all-footer-information{ padding-left:15px; } } @media only screen and (max-width:980px) { .footer-wrapper_branding-address{ padding-top: 10px; } } @media (max-width: 750px) { .thank-you-message-content{ font-size: 14px; line-height: 170%; } } /* CSS variable meant to handle the dark and light mode icon for three 90 event in header courses dropdown */ :root{ --three90headericon : url('https://media.geeksforgeeks.org/auth-dashboard-uploads/three90daylogocompressed.svg'); --three90headericonposition : 0px -40px; --three90leftbarimggrid : url('https://media.geeksforgeeks.org/auth-dashboard-uploads/three90leftbarspritecompressed.svg'); --three90leftbarimgposition : -5px -55px; --three90leftbarbgcolour : #b3abd0; } body[data-dark-mode="true"]{ --three90leftbarimgposition : -6px 1px; --three90headericonposition : 0px 0px; --three90leftbarbgcolour: #8c82b9; } .three90leftbarimg{ margin-left: -5px; height: 30px; background-image: var(--three90leftbarimggrid); background-repeat: no-repeat; background-position: var(--three90leftbarimgposition); background-size: 212px; } .courseTabShimmer{ position: absolute; height: 110%; width: 0; opacity: .7; -webkit-animation: courseShimmer 2s cubic-bezier(0,0,.07,.61) infinite; animation: courseShimmer 2s cubic-bezier(0,0,.07,.61) infinite; box-shadow: 0 0 25px 5px #dddcdc; -webkit-transform: rotate(90deg); transform: rotate(90deg); padding:0px !important; border:unset !important; } @keyframes courseShimmer{ 0% { left: 0; } 55% { left: 100%; } 99% { left: 110%; } } </style> </div><!-- #main .wrapper --> <div id="displayModal" class="modal fade" role="dialog"> <div class="modal-dialog"> <!-- <div class="upper-box"> <h3 style="font: normal normal bold 18px/31px var(--font-primary); color: var(--color-black);">Improve your Coding Skills with Practice</h3> <button class="upper-box-btn"><a style="color: white !important;" href="https://practice.geeksforgeeks.org/explore?page=1&sortBy=submissions&utm_source=gfg&utm_medium=search-bar&utm_campaign=practice-search">Try It!</a></button> </div> --> <div class="modal-content"> <div class="error-message"></div> <!-- <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" data-modal="displayModal">×</button> <h2 class="modal-title" id="dmTitle"></h2> </div> --> <div class="modal-body" id="dmBody"> <div id="modal-dm-content"></div> <div class="modal-overlay" aria-hidden=true> <span class="loader__animation"></span> </div> <!-- body --> </div> </div> </div> </div> <div id="displayModalBackdrop" class="backdrop"></div> <!-- Footer start --> <footer class="gfg-footer" id="gfg-footer"> <div class="footer-wrapper"> <div class="footer-wrapper_branding"> <a class="footer-wrapper_branding-anchor" aria-label="GeeksforGeeks Logo" href="https://www.geeksforgeeks.org/"> <img style="height: 32px; width: 230px; max-width: fit-content;" class="footer-wrapper_branding-nlogo" src="https://media.geeksforgeeks.org/auth-dashboard-uploads/gfgFooterLogo.png" alt="geeksforgeeks-footer-logo"/> </a> <div class="footer-wrapper_branding-address"> <div class="address_section"> <div class="address-icon-wrapper"> <i class="gfg-icon gfg-icon_pin"></i> <div class="address_div"> <div class="footer-address"> Corporate & Communications Address:- A-143, 7th Floor, Sovereign Corporate Tower, Sector- 136, Noida, Uttar Pradesh (201305) | Registered Address:- K 061, Tower K, Gulshan Vivante Apartment, Sector 137, Noida, Gautam Buddh Nagar, Uttar Pradesh, 201305 </div> </div> </div> </div> </div> <div class="footer-wrapper_branding-social"> <a href="https://www.facebook.com/geeksforgeeks.org/" rel="noopener noreferrer" aria-label="GeeksforGeeks Facebook" target="_blank"> <div class="facebook"></div> </a> <a href="https://www.instagram.com/geeks_for_geeks/" rel="noopener noreferrer" aria-label="GeeksforGeeks Instagram" target="_blank"> <div class="instagram"></div> </a> <a href="https://in.linkedin.com/company/geeksforgeeks" rel="noopener noreferrer" aria-label="GeeksforGeeks LinkedIn" target="_blank"> <div class="linkedin"></div> </a> <a href="https://twitter.com/geeksforgeeks" rel="noopener noreferrer" aria-label="GeeksforGeeks Twitter" target="_blank"> <div class="twitter"></div> </a> <a href="https://www.youtube.com/geeksforgeeksvideos" rel="noopener noreferrer" aria-label="GeeksforGeeks YouTube" target="_blank"> <div class="youtube"></div> </a> </div> <div class="footer-wrapper_branding-app"> <a aria-label="GeeksforGeeks App Link" href="https://geeksforgeeksapp.page.link/gfg-app" target="_blank" ><img src="https://media.geeksforgeeks.org/auth-dashboard-uploads/googleplay.png" alt="GFG App on Play Store" id="gplay" loading="lazy"></a> <a aria-label="GeeksforGeeks App Link" href="https://geeksforgeeksapp.page.link/gfg-app" target="_blank"><img src="https://media.geeksforgeeks.org/auth-dashboard-uploads/appstore.png" alt="GFG App on App Store" id="appstore" loading="lazy"></a> </div> </div> <div class="all-footer-information"> <div class="footer-wrapper_links" style="justify-content: space-between; text-align: -webkit-left;"><ul class="footer-wrapper_links-list" ><li>Company</li><li><a href=https://www.geeksforgeeks.org/about/?ref=outindfooter>About Us</a></li><li><a href=https://www.geeksforgeeks.org/legal/?ref=outindfooter>Legal</a></li><li><a href=https://www.geeksforgeeks.org/press-release/?ref=outindfooter>In Media</a></li><li><a href=https://www.geeksforgeeks.org/about/contact-us/?ref=outindfooter>Contact Us</a></li><li><a href=https://www.geeksforgeeks.org/advertise-with-us/?ref=outindfooter>Advertise with us</a></li><li><a href=https://www.geeksforgeeks.org/gfg-corporate-solution/?ref=outindfooter>GFG Corporate Solution</a></li><li><a href=https://www.geeksforgeeks.org/campus-training-program/?ref=outindfooter>Placement Training Program</a></li><li><a href=https://www.geeksforgeeks.org/community/?ref=outindfooter>GeeksforGeeks Community</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/introduction-to-programming-languages/?ref=outindfooter>Languages</a></li><li><a href=https://www.geeksforgeeks.org/python-programming-language/?ref=outindfooter>Python</a></li><li><a href=https://www.geeksforgeeks.org/java/?ref=outindfooter>Java</a></li><li><a href=https://www.geeksforgeeks.org/c-plus-plus/?ref=outindfooter>C++</a></li><li><a href=https://www.geeksforgeeks.org/php-tutorials/?ref=outindfooter>PHP</a></li><li><a href=https://www.geeksforgeeks.org/golang/?ref=outindfooter>GoLang</a></li><li><a href=https://www.geeksforgeeks.org/sql-tutorial/?ref=outindfooter>SQL</a></li><li><a href=https://www.geeksforgeeks.org/r-tutorial/?ref=outindfooter>R Language</a></li><li><a href=https://www.geeksforgeeks.org/android-tutorial/?ref=outindfooter>Android Tutorial</a></li><li><a href=https://www.geeksforgeeks.org/geeksforgeeks-online-tutorials-free/?ref=outindfooter>Tutorials Archive</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/learn-data-structures-and-algorithms-dsa-tutorial/?ref=outindfooter>DSA</a></li><li><a href=https://www.geeksforgeeks.org/data-structures/?ref=outindfooter>Data Structures</a></li><li><a href=https://www.geeksforgeeks.org/fundamentals-of-algorithms/?ref=outindfooter>Algorithms</a></li><li><a href=https://www.geeksforgeeks.org/complete-guide-to-dsa-for-beginners/?ref=outindfooter>DSA for Beginners</a></li><li><a href=https://www.geeksforgeeks.org/basic-coding-problems-in-dsa-for-beginners/?ref=outindfooter>Basic DSA Problems</a></li><li><a href=https://www.geeksforgeeks.org/complete-roadmap-to-learn-dsa-from-scratch/?ref=outindfooter>DSA Roadmap</a></li><li><a href=https://www.geeksforgeeks.org/top-100-data-structure-and-algorithms-dsa-interview-questions-topic-wise/?ref=outindfooter>Top 100 DSA Interview Problems</a></li><li><a href=https://www.geeksforgeeks.org/dsa-roadmap-for-beginner-to-advanced-by-sandeep-jain/?ref=outindfooter>DSA Roadmap by Sandeep Jain</a></li><li><a href=https://www.geeksforgeeks.org/geeksforgeeks-master-sheet-list-of-all-cheat-sheets/?ref=outindfooter>All Cheat Sheets</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/ai-ml-ds/?ref=outindfooter>Data Science & ML</a></li><li><a href=https://www.geeksforgeeks.org/data-science-tutorial/?ref=outindfooter>Data Science With Python</a></li><li><a href=https://www.geeksforgeeks.org/data-science-for-beginners/?ref=outindfooter>Data Science For Beginner</a></li><li><a href=https://www.geeksforgeeks.org/machine-learning/?ref=outindfooter>Machine Learning</a></li><li><a href=https://www.geeksforgeeks.org/machine-learning-mathematics/?ref=outindfooter>ML Maths</a></li><li><a href=https://www.geeksforgeeks.org/python-data-visualization-tutorial/?ref=outindfooter>Data Visualisation</a></li><li><a href=https://www.geeksforgeeks.org/pandas-tutorial/?ref=outindfooter>Pandas</a></li><li><a href=https://www.geeksforgeeks.org/numpy-tutorial/?ref=outindfooter>NumPy</a></li><li><a href=https://www.geeksforgeeks.org/natural-language-processing-nlp-tutorial/?ref=outindfooter>NLP</a></li><li><a href=https://www.geeksforgeeks.org/deep-learning-tutorial/?ref=outindfooter>Deep Learning</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/web-technology/?ref=outindfooter>Web Technologies</a></li><li><a href=https://www.geeksforgeeks.org/html/?ref=outindfooter>HTML</a></li><li><a href=https://www.geeksforgeeks.org/css/?ref=outindfooter>CSS</a></li><li><a href=https://www.geeksforgeeks.org/javascript/?ref=outindfooter>JavaScript</a></li><li><a href=https://www.geeksforgeeks.org/typescript/?ref=outindfooter>TypeScript</a></li><li><a href=https://www.geeksforgeeks.org/learn-reactjs/?ref=outindfooter>ReactJS</a></li><li><a href=https://www.geeksforgeeks.org/nextjs/?ref=outindfooter>NextJS</a></li><li><a href=https://www.geeksforgeeks.org/bootstrap/?ref=outindfooter>Bootstrap</a></li><li><a href=https://www.geeksforgeeks.org/web-design/?ref=outindfooter>Web Design</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/python-programming-language/?ref=outindfooter>Python Tutorial</a></li><li><a href=https://www.geeksforgeeks.org/python-programming-examples/?ref=outindfooter>Python Programming Examples</a></li><li><a href=https://www.geeksforgeeks.org/python-projects-beginner-to-advanced/?ref=outindfooter>Python Projects</a></li><li><a href=https://www.geeksforgeeks.org/python-tkinter-tutorial/?ref=outindfooter>Python Tkinter</a></li><li><a href=https://www.geeksforgeeks.org/python-web-scraping-tutorial/?ref=outindfooter>Web Scraping</a></li><li><a href=https://www.geeksforgeeks.org/opencv-python-tutorial/?ref=outindfooter>OpenCV Tutorial</a></li><li><a href=https://www.geeksforgeeks.org/python-interview-questions/?ref=outindfooter>Python Interview Question</a></li><li><a href=https://www.geeksforgeeks.org/django-tutorial/?ref=outindfooter>Django</a></li></ul></div><div class="footer-wrapper_links" style="justify-content: space-between; text-align: -webkit-left;"><ul class="footer-wrapper_links-list" style="margin-block-start: 0em; width:16%; padding-inline-start: 18px;"><li>Computer Science</li><li><a href=https://www.geeksforgeeks.org/operating-systems/?ref=outindfooter>Operating Systems</a></li><li><a href=https://www.geeksforgeeks.org/computer-network-tutorials/?ref=outindfooter>Computer Network</a></li><li><a href=https://www.geeksforgeeks.org/dbms/?ref=outindfooter>Database Management System</a></li><li><a href=https://www.geeksforgeeks.org/software-engineering/?ref=outindfooter>Software Engineering</a></li><li><a href=https://www.geeksforgeeks.org/digital-electronics-logic-design-tutorials/?ref=outindfooter>Digital Logic Design</a></li><li><a href=https://www.geeksforgeeks.org/engineering-mathematics-tutorials/?ref=outindfooter>Engineering Maths</a></li><li><a href=https://www.geeksforgeeks.org/software-development/?ref=outindfooter>Software Development</a></li><li><a href=https://www.geeksforgeeks.org/software-testing-tutorial/?ref=outindfooter>Software Testing</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/devops-tutorial/?ref=outindfooter>DevOps</a></li><li><a href=https://www.geeksforgeeks.org/git-tutorial/?ref=outindfooter>Git</a></li><li><a href=https://www.geeksforgeeks.org/linux-tutorial/?ref=outindfooter>Linux</a></li><li><a href=https://www.geeksforgeeks.org/aws-tutorial/?ref=outindfooter>AWS</a></li><li><a href=https://www.geeksforgeeks.org/docker-tutorial/?ref=outindfooter>Docker</a></li><li><a href=https://www.geeksforgeeks.org/kubernetes-tutorial/?ref=outindfooter>Kubernetes</a></li><li><a href=https://www.geeksforgeeks.org/microsoft-azure/?ref=outindfooter>Azure</a></li><li><a href=https://www.geeksforgeeks.org/google-cloud-platform-tutorial/?ref=outindfooter>GCP</a></li><li><a href=https://www.geeksforgeeks.org/devops-roadmap/?ref=outindfooter>DevOps Roadmap</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/system-design-tutorial/?ref=outindfooter>System Design</a></li><li><a href=https://www.geeksforgeeks.org/what-is-high-level-design-learn-system-design/?ref=outindfooter>High Level Design</a></li><li><a href=https://www.geeksforgeeks.org/what-is-low-level-design-or-lld-learn-system-design/?ref=outindfooter>Low Level Design</a></li><li><a href=https://www.geeksforgeeks.org/unified-modeling-language-uml-introduction/?ref=outindfooter>UML Diagrams</a></li><li><a href=https://www.geeksforgeeks.org/system-design-interview-guide/?ref=outindfooter>Interview Guide</a></li><li><a href=https://www.geeksforgeeks.org/software-design-patterns/?ref=outindfooter>Design Patterns</a></li><li><a href=https://www.geeksforgeeks.org/object-oriented-analysis-and-design/?ref=outindfooter>OOAD</a></li><li><a href=https://www.geeksforgeeks.org/system-design-interview-bootcamp-guide/?ref=outindfooter>System Design Bootcamp</a></li><li><a href=https://www.geeksforgeeks.org/most-commonly-asked-system-design-interview-problems-questions/?ref=outindfooter>Interview Questions</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/technical-interview-preparation/?ref=outindfooter>Inteview Preparation</a></li><li><a href=https://www.geeksforgeeks.org/competitive-programming-a-complete-guide/?ref=outindfooter>Competitive Programming</a></li><li><a href=https://www.geeksforgeeks.org/top-algorithms-and-data-structures-for-competitive-programming/?ref=outindfooter>Top DS or Algo for CP</a></li><li><a href=https://www.geeksforgeeks.org/company-wise-recruitment-process/?ref=outindfooter>Company-Wise Recruitment Process</a></li><li><a href=https://www.geeksforgeeks.org/company-preparation/?ref=outindfooter>Company-Wise Preparation</a></li><li><a href=https://www.geeksforgeeks.org/aptitude-questions-and-answers/?ref=outindfooter>Aptitude Preparation</a></li><li><a href=https://www.geeksforgeeks.org/puzzles/?ref=outindfooter>Puzzles</a></li></ul><ul class="footer-wrapper_links-list" ><li>School Subjects</li><li><a href=https://www.geeksforgeeks.org/maths/?ref=outindfooter>Mathematics</a></li><li><a href=https://www.geeksforgeeks.org/physics/?ref=outindfooter>Physics</a></li><li><a href=https://www.geeksforgeeks.org/chemistry/?ref=outindfooter>Chemistry</a></li><li><a href=https://www.geeksforgeeks.org/biology/?ref=outindfooter>Biology</a></li><li><a href=https://www.geeksforgeeks.org/social-science/?ref=outindfooter>Social Science</a></li><li><a href=https://www.geeksforgeeks.org/english-grammar/?ref=outindfooter>English Grammar</a></li><li><a href=https://www.geeksforgeeks.org/commerce/?ref=outindfooter>Commerce</a></li><li><a href=https://www.geeksforgeeks.org/tag/world-general-knowledge/?ref=outindfooter>World GK</a></li></ul><ul class="footer-wrapper_links-list" ><li><a class="link-head" href=https://www.geeksforgeeks.org/videos/?ref=outindfooter>GeeksforGeeks Videos</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/sde-sheet/?ref=outindfooter>DSA</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/python/?ref=outindfooter>Python</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/java-w6y5f4/?ref=outindfooter>Java</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/c/?ref=outindfooter>C++</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/web-development/?ref=outindfooter>Web Development</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/data-science/?ref=outindfooter>Data Science</a></li><li><a href=https://www.geeksforgeeks.org/videos/category/cs-subjects/?ref=outindfooter>CS Subjects</a></li></ul></div> </div> </div> <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.16.9/dist/katex.min.css" integrity="sha384-n8MVd4RsNIU0tAv4ct0nTaAbDJwPJzDEaqSD1odI+WdtXRGWt2kTvGFasHpSy3SV" crossorigin="anonymous"> <script type="module" defer> import renderMathInElement from "https://cdn.jsdelivr.net/npm/katex@0.16.9/dist/contrib/auto-render.mjs"; function renderMath() { renderMathInElement(document.body, { delimiters: [ {left: '[Tex]', right: '[/Tex]', display: false}, {left: '[katex]', right: '[/katex]', display: true}, {left: '[TEX]', right: '[/TEX]', display: false}, {left: "\\begin{equation}", right: "\\end{equation}", display: true} ] }); } document.addEventListener("DOMContentLoaded", renderMath); document.addEventListener('DOMContentLoaded', function() { //solving the problem of white spaces for class mord after katex rendering // Get all elements with class "mord" let elements = document.querySelectorAll('.mord'); // Iterate through each element and remove the dynamic addition of   to only one. elements.forEach(function(element) { // Check if innerHTML includes ' ' if (element.innerHTML.includes(' ')) { // Update innerHTML to ' ' element.innerHTML = element.innerHTML.replace(/( )+/g, " "); } }); // Get all elements with class "katexPreClass" let preElements = document.querySelectorAll('.katexPreClass'); preElements.forEach(function(element) { $(element).replaceWith($('<pre>' + $(element)[0].innerHTML + '</pre>')); }); }); </script> <!-- Jobs Fair 2024 related CSS changes --> <style> :root{ --home-jobs-section-jf-logo: url('https://media.geeksforgeeks.org/auth-dashboard-uploads/JobFair2024Logo.svg'); } body[data-dark-mode="true"] { --home-jobs-section-jf-logo: url('https://media.geeksforgeeks.org/auth-dashboard-uploads/JobFair2024LogoDark.svg'); } .hp_job_section_jf_logo, .job-a-thon-jf-sticky-header-logo{ background: var(--home-jobs-section-jf-logo); height: 50px; background-repeat: no-repeat; width: 105px; background-size: 100px; } @keyframes challenge { 0%{ transform: scale(1); } 50%{ transform: scale(1.03); } 100%{ transform: scale(1); } } .job-a-thon-jf-sticky-header-logo{ height: 45px; } </style> <!-- ---------------------------------- --> <div class="footer-strip" > <div class="copyright"> <a href="https://www.geeksforgeeks.org/" rel="noopener noreferrer" target="_blank">@GeeksforGeeks, Sanchhaya Education Private Limited</a><span>, <a href="https://www.geeksforgeeks.org/copyright-information/">All rights reserved</a></span> </div> <div class="social-links"> </div> </div> </footer> </div><!-- #page --> <script type='text/javascript' src='https://www.geeksforgeeks.org/wp-includes/js/wp-embed.min.js?ver=4.9.8'></script> <!-- Cookie Consent Div--> <div class="cookie-consent hide-consent"> <span class="cookie-text"> We use cookies to ensure you have the best browsing experience on our website. By using our site, you acknowledge that you have read and understood our <a href="https://www.geeksforgeeks.org/cookie-policy/" target="_blank"><u>Cookie Policy</u></a> & <a href="https://www.geeksforgeeks.org/privacy-policy/" target="_blank"><u>Privacy Policy</u></a> </span> <button class="consent-btn"> Got It ! </button> </div> <!-- Cookie Consent Div ends --> <!--Light Box Div starts--> <div class="lightbox-target"> <img id="lightbox-image" src="" alt="Lightbox"/> <span class="lightbox-close"></span> </div> <!--Light Box Div ends--> <!-- <link rel="stylesheet" href="https://use.typekit.net/mrg0hpc.css"/> --> <link href="https://fonts.googleapis.com/css2?family=Nunito:wght@400;700&family=Source+Sans+3:wght@400;600&display=swap" rel="stylesheet"> <script> if(post_slug.includes('premium-plans-payment/') || post_slug.includes('premium-plans/')){ $('.darkMode-wrap').remove(); $('.toggle-darkMode').remove(); } function setGoogleRecaptcha() { var captchaSiteKey = '6LdMFNUZAAAAAIuRtzg0piOT-qXCbDF-iQiUi9KY'; grecaptcha.ready(function() { grecaptcha.execute(captchaSiteKey).then(function(token) { document.getElementById('g-recaptcha-response-suggestion-form').value = token; suggestionCall(); }); }); } </script> <div class="improve-modal--overlay" style="display: none;"> <div class="improve-modal--improvement" status="locked"> <div class="improve-modal--improve-header"> <div class="improve-header-fst-child">Improvement</div> <div class="improve-header-sec-child"> <i class="gfg-icon improve-cross-icon"></i> </div> </div> <div class="locked-status--impove-modal"> <div class="improve-modal--improve-content error-message"></div> <div class="improve-modal--improve-bottom"> <button class="improve-bottom-btn" type="button">Suggest changes</button> </div> </div> <div class="unlocked-status--improve-modal-content"> <div class="suggest-change_wrapper"> <div class="suggest-change-content_wrapper"> <div class="suggest-change">Suggest Changes</div> <div class="suggest-changes-about">Help us improve. Share your suggestions to enhance the article. Contribute your expertise and make a difference in the GeeksforGeeks portal.</div> </div> <div class="suggest-change-icon_wrapper"> <img class="suggest-change-icon" src="https://media.geeksforgeeks.org/auth-dashboard-uploads/suggestChangeIcon.png" alt="geeksforgeeks-suggest-icon"/> </div> </div> <div class="create-improvement_wrapper"> <div class="create-improvement-content_wrapper"> <div class="create-improvement">Create Improvement</div> <div class="create-improvements-about">Enhance the article with your expertise. Contribute to the GeeksforGeeks community and help create better learning resources for all.</div> </div> <div class="create-improvement-icon_wrapper"> <img class="create-improvement-icon" src="https://media.geeksforgeeks.org/auth-dashboard-uploads/createImprovementIcon.png" alt="geeksforgeeks-improvement-icon"/> </div> </div> <div class="error-status"></div> </div> </div> <div class="improve-modal--suggestion" style="display: none;"> <!-- Header of improve-modal--improvement and improve-modal--suggestion have same CSS rule that's why I use same class name --> <div class="improve-modal--improve-header"> <div class="left-arrow-icon_suggest_wrapper"> <div class="left-arrow-icon_wrapper"> <i class="gfg-icon improve-left-arrow-icon"></i> </div> <div class="improve-header-fst-child">Suggest Changes</div> </div> <div class="improve-header-sec-child"> <i class="gfg-icon improve-cross-icon"></i> </div> </div> <div class="suggestion-modal-section"> <form> <label for="suggestion-section">min 4 words, max CharLimit:2000</label> <textarea id="suggestion-section-textarea" name="suggestion-section" placeholder="Write your suggestions here"></textarea> <input type="hidden" name="g-recaptcha-suggestion-response" id="g-recaptcha-response-suggestion-form"> </form> </div> <!-- Button of improve-modal--improvement and improve-modal--suggestion have same CSS rule that's why I use same class name --> <div class="improve-modal--improve-bottom suggestion-btn"> <p><span id="suggestion-modal-alert" style="display: none;"></span></p> <button class="suggest-bottom-btn" type="button"></button> </div> </div> <a href="#" style="visibility:hidden" class="create-improvement-redirection-to-write" target="_blank"></a> </div> <script> var lockedCasesHtml = `<span class="improve-modal--improve-content-modified"></span><span>You can suggest the changes for now and it will be under 'My Suggestions' Tab on Write.</span><br><br><span>You will be notified via email once the article is available for improvement. Thank you for your valuable feedback!</span>`; var badgesRequiredHtml = `<span>It seems that you do not meet the eligibility criteria to create improvements for this article, as only users who have earned specific badges are permitted to do so.</span><br><br><span>However, you can still create improvements through the <a href="https://write.geeksforgeeks.org/pick-improvements/pick" target='_blank'>Pick for Improvement</a> section.</span>`; jQuery('.improve-header-sec-child').on('click', function(){ jQuery('.improve-modal--overlay').hide(); $('.improve-modal--suggestion').hide(); }); $('.suggest-change_wrapper, .locked-status--impove-modal .improve-bottom-btn').on('click',function(){ // when suggest changes option is clicked $('#suggestion-section-textarea').val(""); $('.suggest-bottom-btn').html("Suggest changes"); $('.improve-modal--improvement').hide(); $('.improve-modal--suggestion').show(); }); $('.create-improvement_wrapper').on('click',function(){ // when create improvement option clicked then improvement reason will be shown if(loginData && loginData.isLoggedIn) { $('body').append('<div class="spinner-loading-overlay"></div>'); $('.spinner-loading-overlay').show(); jQuery.ajax({ url: writeApiUrl + 'create-improvement-post/?v=1', type: "POST", contentType: 'application/json; charset=utf-8', dataType: 'json', xhrFields: { withCredentials: true }, data: JSON.stringify({ gfg_id: post_id }), success:function(result) { $('.spinner-loading-overlay:eq(0)').remove(); $('.improve-modal--overlay').hide(); $('.unlocked-status--improve-modal-content').css("display","none"); $('.create-improvement-redirection-to-write').attr('href',writeUrl + 'improve-post/' + `${result.id}` + '/', '_blank'); $('.create-improvement-redirection-to-write')[0].click(); }, error:function(e) { showErrorMessage(e.responseJSON,e.status) }, }); } else { if(loginData && !loginData.isLoggedIn) { $('.improve-modal--overlay').hide(); if ($('.header-main__wrapper').find('.header-main__signup.login-modal-btn').length) { $('.header-main__wrapper').find('.header-main__signup.login-modal-btn').click(); } return; } } }); $('.left-arrow-icon_wrapper').on('click',function(){ if($('.improve-modal--suggestion').is(":visible")) $('.improve-modal--suggestion').hide(); else{ } $('.improve-modal--improvement').show(); }); const showErrorMessage = (result,statusCode) => { if(!result) return; $('.spinner-loading-overlay:eq(0)').remove(); if(statusCode == 403) { $('.improve-modal--improve-content.error-message').html(result.message); jQuery('.improve-modal--overlay').show(); jQuery('.improve-modal--improvement').show(); $('.locked-status--impove-modal').css("display","block"); $('.unlocked-status--improve-modal-content').css("display","none"); $('.improve-modal--improvement').attr("status","locked"); return; } } function loadScript(src, callback) { var script = document.createElement('script'); script.src = src; script.onload = callback; document.head.appendChild(script); } function suggestionCall() { var suggest_val = $.trim($("#suggestion-section-textarea").val()); var array_String= suggest_val.split(" ") var gCaptchaToken = $("#g-recaptcha-response-suggestion-form").val(); var error_msg = false; if(suggest_val != "" && array_String.length >=4){ if(suggest_val.length <= 2000){ var payload = { "gfg_post_id" : `${post_id}`, "suggestion" : `<p>${suggest_val}</p>`, } if(!loginData || !loginData.isLoggedIn) // User is not logged in payload["g-recaptcha-token"] = gCaptchaToken jQuery.ajax({ type:'post', url: "https://apiwrite.geeksforgeeks.org/suggestions/auth/create/", xhrFields: { withCredentials: true }, crossDomain: true, contentType:'application/json', data: JSON.stringify(payload), success:function(data) { jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-section-textarea').val(""); jQuery('.suggest-bottom-btn').css("display","none"); // Update the modal content const modalSection = document.querySelector('.suggestion-modal-section'); modalSection.innerHTML = ` <div class="thank-you-message" style="text-align: center;"> <h2>Thank You!</h2> <div class="thank-you-message-content">Your suggestions are valuable to us.</div> </div> `; }, error:function(data) { jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Something went wrong."); jQuery('#suggestion-modal-alert').show(); error_msg = true; } }); } else{ jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Minimum 5 Words and Maximum Character limit is 2000."); jQuery('#suggestion-modal-alert').show(); jQuery('#suggestion-section-textarea').focus(); error_msg = true; } } else{ jQuery('.spinner-loading-overlay:eq(0)').remove(); jQuery('#suggestion-modal-alert').html("Enter atleast four words !"); jQuery('#suggestion-modal-alert').show(); jQuery('#suggestion-section-textarea').focus(); error_msg = true; } if(error_msg){ setTimeout(() => { jQuery('#suggestion-section-textarea').focus(); jQuery('#suggestion-modal-alert').hide(); }, 3000); } } document.querySelector('.suggest-bottom-btn').addEventListener('click', function(){ jQuery('body').append('<div class="spinner-loading-overlay"></div>'); jQuery('.spinner-loading-overlay').show(); if(loginData && loginData.isLoggedIn) { suggestionCall(); return; } // load the captcha script and set the token loadScript('https://www.google.com/recaptcha/api.js?render=6LdMFNUZAAAAAIuRtzg0piOT-qXCbDF-iQiUi9KY',[], function() { setGoogleRecaptcha(); }); }); $('.improvement-bottom-btn.create-improvement-btn').click(function() { //create improvement button is clicked $('body').append('<div class="spinner-loading-overlay"></div>'); $('.spinner-loading-overlay').show(); // send this option via create-improvement-post api jQuery.ajax({ url: writeApiUrl + 'create-improvement-post/?v=1', type: "POST", contentType: 'application/json; charset=utf-8', dataType: 'json', xhrFields: { withCredentials: true }, data: JSON.stringify({ gfg_id: post_id }), success:function(result) { $('.spinner-loading-overlay:eq(0)').remove(); $('.improve-modal--overlay').hide(); $('.create-improvement-redirection-to-write').attr('href',writeUrl + 'improve-post/' + `${result.id}` + '/', '_blank'); $('.create-improvement-redirection-to-write')[0].click(); }, error:function(e) { showErrorMessage(e.responseJSON,e.status); }, }); }); </script> <script> var AdblockPlus = new function() { this.detect = function(px, callback) { var detected = false; var checksRemain = 2; var error1 = false; var error2 = false; if (typeof callback != "function") return; px += "?ch=*&rn=*"; function beforeCheck(callback, timeout) { if (checksRemain == 0 || timeout > 1E3) callback(checksRemain == 0 && detected); else setTimeout(function() { beforeCheck(callback, timeout * 2) }, timeout * 2) } function checkImages() { if (--checksRemain) return; detected = !error1 && error2 } var random = Math.random() * 11; var img1 = new Image; img1.onload = checkImages; img1.onerror = function() { error1 = true; checkImages() }; img1.src = px.replace(/\*/, 1).replace(/\*/, random); var img2 = new Image; img2.onload = checkImages; img2.onerror = function() { error2 = true; checkImages() }; img2.src = px.replace(/\*/, 2).replace(/\*/, random); beforeCheck(callback, 250) } }; /* AdblockPlus.detect("https://cdnads.geeksforgeeks.org/res/px.gif", function(abp){ window.googletag = window.googletag || {cmd: []}; window.abp=abp; var elms = [...document.querySelectorAll('div[id^=_GFG_ABP_]')]; const units=elms.map(elem=>elem.id) if(abp) { for(let curr_unit of units) { const iframe = document.createElement('iframe'); iframe.setAttribute('src',"https://aa.geeksforgeeks.org/iframe.html?code="+curr_unit.substr(1)) const elem = document.getElementById(curr_unit) const div = document.createElement('div'); div.setAttribute('id',curr_unit.substr(1)) let sizes = curr_unit.split("_"); sizes = sizes.filter(val => val.includes('x')); let [width, height] = sizes[0].split("x"); iframe.style.width = `${+width+20}px` iframe.style.height = `${+height+20}px` if(elem) { elem.appendChild(iframe); } } var gfgAdDivs = [...document.querySelectorAll('div[id^=GFG_AD_]')]; gfgAdDivs.forEach(gfgDiv => document.getElementById(gfgDiv.id).removeAttribute("style")); jQuery('#secondary .widget_text:last-child').css({"position": "unset"}); } });*/ AdblockPlus.detect("https://cdnads.geeksforgeeks.org/res/px.gif", function(abp){ window.googletag = window.googletag || {cmd: []}; window.abp=abp; var elms = [...document.querySelectorAll('div[id^=_GFG_ABP_]')]; //const units=elms.map(elem=>elem.id) const units = elms .filter(elem => !(window.innerWidth < 1500 && elem.id === "_GFG_ABP_Incontent_728x90")) .map(elem => elem.id); if(abp) { isAdBlockerPresent = true; for(let curr_unit of units) { const iframe = document.createElement('iframe'); iframe.addEventListener("load", () => { iframe.contentWindow.postMessage(JSON.stringify({host: window.location.host,category: window.arrPostCatName,parentWidth: window.innerWidth}),'https://aa.geeksforgeeks.org'); }); iframe.setAttribute('src',"https://aa.geeksforgeeks.org/iframe.html?code="+curr_unit.substr(1)) const elem = document.getElementById(curr_unit) const div = document.createElement('div'); div.setAttribute('id',curr_unit.substr(1)) let sizes = curr_unit.split("_"); sizes = sizes.filter(val => val.includes('x')); let [width, height] = sizes[0].split("x"); iframe.style.width = `${+width+20}px` iframe.style.height = `${+height+20}px` if(elem) { elem.appendChild(iframe); } } var gfgAdDivs = [...document.querySelectorAll('div[id^=GFG_AD_]')]; gfgAdDivs.forEach(gfgDiv => document.getElementById(gfgDiv.id).removeAttribute("style")); jQuery('#secondary .widget_text:last-child').css({"position": "unset"}); } else{ try { var isAdblockEnabled = t => fetch( new Request('https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js', { method: 'HEAD', mode: 'no-cors' }) ).catch(t); isAdblockEnabled(() => { // here goes modal pop-up code isAdBlockerPresent = true; }); } catch (err) {console.log(err);} } }); function closeAdBlockPopupModal(){ const modal = document.getElementById("adBlockerModal"); $('body').removeClass('body-for-ad-blocker'); $('#adBlockerModal').remove() localStorage.setItem('gfgAdBlockPopup',new Date()) } function showAdblockerModal(){ let randomNumberForButtonText = Math.round(Math.random()); let currTime = new Date(); let lastTime = new Date(localStorage.getItem('gfgAdBlockPopup')); if(((currTime-lastTime)/(1000*60*60))<1) { return; } const adBlockerModal = `<div id="adBlockerModal" class="ad-blocker-modal"> <div id="ad-blocker-modal-overlay"> <div id="ad-blocker-outer-div"> <div id="ad-blocker-div"> <p id="ad-blocker-div-warning" style="margin-bottom: 30px;">It seems that you are using an ad blocker.<br><span style="font-size: 22px;font-weight: normal;">Please disable it to support us!</span></p> <div id="ad-blocker-div-btns"> <button id="ad-blocker-div-button1" onclick="handleAdBlockerClick('disabled')"> I disabled my ad blocker </button> <a href="https://www.geeksforgeeks.org/geeksforgeeks-premium-subscription${randomNumberForButtonText === 1 ? "/?itm_source=geeksforgeeks&itm_medium=adblocker&itm_campaign=premium1" : "/?itm_source=geeksforgeeks&itm_medium=adblocker&itm_campaign=premium2"}" target="_blank"> <button id="ad-blocker-div-button2" style=" background: linear-gradient(45deg, #f0bd36, #bf873f); border: 1px solid transparent; color: white; " > ${randomNumberForButtonText === 1 ? "Go Ad-Free with Premium" : "Upgrade for No Ads"} </button> </a> </div> <div id="ad-blocker-div-continue-premium-promo-text"> "For an ad-free experience and exclusive features, subscribe to our Premium Plan!"<br> </div> <div id="ad-blocker-div-continue-btn-div"> <a id="ad-blocker-div-continue-btn" href="#" onclick="closeAdBlockPopupModal()">Continue without supporting</a> </div> </div> </div> </div> </div>`; $('body').append(adBlockerModal); $('body').addClass('body-for-ad-blocker'); const modal = document.getElementById("adBlockerModal"); modal.style.display = "block"; } function handleAdBlockerClick(type){ if(type == 'disabled'){ window.location.reload(); } else if(type == 'info'){ document.getElementById("ad-blocker-div").style.display = "none"; document.getElementById("ad-blocker-info-div").style.display = "flex"; handleAdBlockerIconClick(0); } } var lastSelected= null; //Mapping of name and video URL with the index. const adBlockerVideoMap = [ ['Ad Block Plus','https://media.geeksforgeeks.org/auth-dashboard-uploads/abp-blocker-min.mp4'], ['Ad Block','https://media.geeksforgeeks.org/auth-dashboard-uploads/Ad-block-min.mp4'], ['uBlock Origin','https://media.geeksforgeeks.org/auth-dashboard-uploads/ub-blocke-min.mp4'], ['uBlock','https://media.geeksforgeeks.org/auth-dashboard-uploads/U-blocker-min.mp4'], ] function handleAdBlockerIconClick(currSelected){ const videocontainer = document.getElementById('ad-blocker-info-div-gif'); const videosource = document.getElementById('ad-blocker-info-div-gif-src'); if(lastSelected != null){ document.getElementById("ad-blocker-info-div-icons-"+lastSelected).style.backgroundColor = "white"; document.getElementById("ad-blocker-info-div-icons-"+lastSelected).style.borderColor = "#D6D6D6"; } document.getElementById("ad-blocker-info-div-icons-"+currSelected).style.backgroundColor = "#D9D9D9"; document.getElementById("ad-blocker-info-div-icons-"+currSelected).style.borderColor = "#848484"; document.getElementById('ad-blocker-info-div-name-span').innerHTML = adBlockerVideoMap[currSelected][0] videocontainer.pause(); videosource.setAttribute('src', adBlockerVideoMap[currSelected][1]); videocontainer.load(); videocontainer.play(); lastSelected = currSelected; } </script> <!-- <script async src="https://www.googleoptimize.com/optimize.js?id=OPT-5PGZ8MN"></script> --> <style> /* Temporary CSS for Three90 pop up modal (START)*/ .three90popup__container { width: 100vw; height: 100vh; position: fixed; top:0px; background: var(--job-tab-faded-background); z-index: 1024; display: flex; align-items: center; justify-content: center; } .three90modal__wrapper{ background-color: white; max-width: 350px; display: flex; flex-direction: column; border-radius: 10px; overflow: hidden; } .three90modal__message-container { display: flex; flex-direction: column; align-items: center; font-family: var(--font-primary); } .three90modal__subheading { margin-top: 20px; font-size: 22px; font-weight: 600; } .three90modal__text-message { margin-top: 20px; font-size: 15px; font-weight: 400; text-align: center; padding: 0 5px; } .three90__modal__button-wrapper { width: 100%; padding: 20px 0px; display: flex; justify-content: space-evenly; } .three90__modal__button-wrapper > button { width: 105px; height: 35px; border-radius: 13px; border:none; font-weight: 600; cursor: pointer; } #three90__modal-close-btn:hover { background-color: #cacbcd; } #three90__modal-explore-btn { background-color: #0a0727; color: white } @media screen and (max-width: 441px) { .three90modal__wrapper { max-width: 300px; } } /* Temporary CSS for Three90 pop up modal (END)*/ </style> <script type="text/javascript" > const coursePromotionCities = JSON.parse(`{"NCR":{"LOCATIONS":["Noida","Greater Noida","Ghaziabad","Faridabad","Delhi","New Delhi"],"COURSES":[{"name":"GATE CS 2025 Classroom Program","url":"https:\/\/www.geeksforgeeks.org\/courses\/gate-cs-self-paced"},{"name":"MERN Full Stack Development","url":"https:\/\/www.geeksforgeeks.org\/courses\/mern-full-stack-development-classroom"},{"name":"DSA For Interview Preparation","url":" https:\/\/www.geeksforgeeks.org\/courses\/dsa-interview-preparation-classroom"},{"name":"JAVA Backend Development","url":"https:\/\/www.geeksforgeeks.org\/courses\/complete-java-backend-development-program"},{"name":"Data Analytics Programme","url":"https:\/\/www.geeksforgeeks.org\/courses\/complete-data-analytics-program"},{"name":"AWS Solutions Architect Certification","url":"https:\/\/www.geeksforgeeks.org\/courses\/aws-solutions-architect-certification-classroom-training"},{"name":"Explore All","url":"https:\/\/www.geeksforgeeks.org\/courses\/offline-courses"}]},"NON_NCR":{"Bengaluru":[{"name":"Data Science Classroom Program","url":"https:\/\/www.geeksforgeeks.org\/courses\/data-science-classroom-program"},{"name":"System Design Classroom Program","url":"https:\/\/www.geeksforgeeks.org\/courses\/system-design-classroom-program"},{"name":"MERN Full Stack Development","url":"https:\/\/www.geeksforgeeks.org\/courses\/mern-full-stack-development-classroom"},{"name":"DSA For Interview Preparation","url":"https:\/\/www.geeksforgeeks.org\/courses\/dsa-interview-preparation-classroom"},{"name":"JAVA Backend Development","url":"https:\/\/www.geeksforgeeks.org\/courses\/complete-java-backend-development-program"},{"name":"Data Analytics Programme","url":"https:\/\/www.geeksforgeeks.org\/courses\/complete-data-analytics-program"},{"name":"AWS Solutions Architect Certification","url":"https:\/\/www.geeksforgeeks.org\/courses\/aws-solutions-architect-certification-classroom-training"},{"name":"Explore All","url":"https:\/\/www.geeksforgeeks.org\/courses\/offline-courses"}],"Pune":[{"name":"MERN Full Stack Development","url":"https:\/\/www.geeksforgeeks.org\/courses\/mern-full-stack-development-classroom"},{"name":"DSA For Interview Preparation","url":"https:\/\/www.geeksforgeeks.org\/courses\/dsa-interview-preparation-classroom"},{"name":"Complete Data Analytics Program","url":"https:\/\/www.geeksforgeeks.org\/courses\/complete-data-analytics-program"},{"name":"Explore All","url":"https:\/\/www.geeksforgeeks.org\/courses\/offline-courses"}]}}`); const offlineCourseTermMapper = JSON.parse(`{"ALL_TERMIDS":["2058","6263","2628","1745","1789","2601","2057","5037","2971","2023","2162","2795"],"COURSE_TERMID_MAP":{"JAVA":["2058"],"DATA_ANALYTICS":["1745","1789","2601","2057","5037","2971","2023","2162","2795"],"DSA":["6263"],"MERN":["2628"]}}`); </script> <!-- gfg tabs compatablity bundled js --> <!-- Google Tag Manager --> <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-KDVRCT5');</script> <!-- Global site tag (gtag.js) - Google Analytics --> <script async src="https://www.googletagmanager.com/gtag/js?id=G-DWCCJLKX3X"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); // gtag('config', 'AW-474915276'); gtag('config', 'G-DWCCJLKX3X'); gtag('config', 'AW-796001856'); </script> <!-- fancybar ad code start --> <div id="GFG_AD_Desktop_Stickyunit_1x1"></div> <!-- fancybar ad code ends --> <!-- <div id="GFG_AD_gfg_mobile_320x50"></div> --> <style> :root { --com-extra-icons-mobile-image: url(https://media.geeksforgeeks.org/auth-dashboard-uploads/Com-Extra-Icons13.svg); --write-experience-card-1: #ECF5F5; --write-experience-card-icon-1: #21898C; --write-experience-card-2: #EAF2F7; --write-experience-card-icon-2: #3079AC; --write-experience-card-3: #FDEFE6; --write-experience-card-icon-3: #F5A572; --write-experience-card-4: #F1F8F5; --write-experience-card-icon-4: #91C4AD; --write-experience-card-5: #EEE7FF; --write-experience-card-icon-5: #8B72C9; --write-experience-card-6: #F2F8E6; --write-experience-card-icon-6: #78C57F; --editor-button-text-color: #6E6E73; --write-modal-background: #fefefe; --experience-sidebar: #000; --left-bar-background: #FFFFFF; --write-redirect-container:#EAF2F7; --write-redirect-container-hover:#d6e7f2; } /* Dark Mode */ body[data-dark-mode="true"] { --write-modal-background: #161c23; --experience-sidebar: #000; --left-bar-background: #F0F3F5; } .popup-main { padding: 20px 18px 20px 18px; border-radius: 8px; } .popup-main .popup-heading { display: flex; align-items: center; color: #E9E9EA; margin-bottom: 10px; justify-content: space-between; } .popup-main .close-icon { background-image: var(--com-extra-icons-mobile-image);background-position: -15px -1651px;height: 22px;width: 22px;transform: scale(1); margin-bottom: 12px; cursor: pointer; } .popup-main .experience-card { color: #000; display: grid; grid-template-columns: repeat(2, 1fr); gap: 16px; /* margin-bottom:10px; */ } .popup-main a:hover, .popup-main a:active, .popup-main a:visited { color: inherit; text-decoration: none; } .popup-main .exp-card1, .popup-main .exp-card2, .popup-main .exp-card3, .popup-main .exp-card4, .popup-main .exp-card5, .popup-main .exp-card6 { display: flex; align-items: center; border-radius: 10px; cursor: pointer; } .popup-main .exp-card1 .icon1, .popup-main .exp-card2 .icon2, .popup-main .exp-card3 .icon3, .popup-main .exp-card4 .icon4, .popup-main .exp-card5 .icon5, .popup-main .exp-card6 .icon6 { width: 80px; height: 80px; border-radius: 10px 0px 0px 10px; display: flex; align-items: center; justify-content: center; background: var(--write-experience-card-icon-1); } .popup-main .exp-card1 .icon1, .popup-main .exp-card2 .icon2, .popup-main .exp-card3 .icon3, .popup-main .exp-card4 .icon4, .popup-main .exp-card5 .icon5, .popup-main .exp-card6 .icon6 { width: 80px; height: 80px; border-radius: 10px 0px 0px 10px; display: flex; align-items: center; justify-content: center; } .popup-main .exp-card1 .icon1 { background: var(--write-experience-card-icon-1); } .popup-main .exp-card2 .icon2 { background: var(--write-experience-card-icon-2); } .popup-main .exp-card3 .icon3 { background: var(--write-experience-card-icon-3); } .popup-main .exp-card4 .icon4 { background: var(--write-experience-card-icon-4); } .popup-main .exp-card5 .icon5 { background: var(--write-experience-card-icon-5); } .popup-main .exp-card6 .icon6 { background: var(--write-experience-card-icon-6); } .popup-main .exp-card6 .icon6-image { background-image: url(https://media.geeksforgeeks.org/auth-dashboard-uploads/compass.svg); width: 46px; height: 30px; background-size: 30px; background-repeat: no-repeat; background-position: center; } .popup-main .exp-card1 .icon1-image { background-image: var(--com-extra-icons-mobile-image); width: 46px; height: 28px; background-position: -4px -812px; } .popup-main .exp-card2 .icon2-image { background-image: var(--com-extra-icons-mobile-image); width: 46px; height: 28px; background-position: -4px -888px; } .popup-main .exp-card3 .icon3-image { background-image: var(--com-extra-icons-mobile-image); width: 46px; height: 28px; background-position: -4px -848px; } .popup-main .exp-card4 .icon4-image { background-image: url(https://media.geeksforgeeks.org/auth-dashboard-uploads/competitive.svg); width: 46px; height: 30px; background-size: 30px; background-repeat: no-repeat; background-position: center; } .popup-main .exp-card5 .icon5-image { background-image: var(--com-extra-icons-mobile-image); width: 46px; height: 33px; background-position: -4px -1217px; } .popup-main .exp-card1 .exp-card1-text, .popup-main .exp-card2 .exp-card2-text, .popup-main .exp-card3 .exp-card3-text, .popup-main .exp-card4 .exp-card4-text, .popup-main .exp-card5 .exp-card5-text, .popup-main .exp-card6 .exp-card6-text { display: flex; align-items: center; border-radius: 0px 10px 10px 0px; height: 80px; width: calc(100% - 80px); } .popup-main .exp-card1 { justify-content: flex-start; background: var(--write-experience-card-1); } .popup-main .exp-card2 { justify-content: flex-start; background: var(--write-experience-card-2); } .popup-main .exp-card3 { justify-content: flex-start; background: var(--write-experience-card-3); } .popup-main .exp-card4 { justify-content: flex-start; background: var(--write-experience-card-4); } .popup-main .exp-card5 { justify-content: flex-start; background: var(--write-experience-card-5); } .popup-main .exp-card6 { justify-content: flex-start; background: var(--write-experience-card-6); } .popup-main span { font-family: var(--font-primary); font-size: 14px; font-style: normal; font-weight: 500; line-height: normal; padding-left: 5px; padding-right: 5px; } #popup { display: none; background-color: var(--write-modal-background); padding: 20px; text-align: center; position: fixed; top: 50%; left: 50%; transform: translate(-50%, -50%); z-index: 1026; width: min(650px, calc(100% - 20px)); } .link-container-write{ display:flex; flex-direction:column; } .link-container-write > a { margin:7px 0px; } .phrase__container{ color:var(--color-gfg); border-radius: 6px; width: 100%; background-color:var(--write-redirect-container); padding: 15px; text-align: justify; font-size:14px; } .phrase__container:hover { color:var(--color-gfg) !important; background-color:var(--write-redirect-container-hover); } </style> <div class="popup-container"> <div id="popup" accesskey="" class="popup-main"> <div class="popup-heading"> <h2>What kind of Experience do you want to share?</h2> <div class="close-icon share-experience-modal-close"></div> </div> <!-- <span class="description"style="color: #BEBEC2;">Tell us your type of experiences which can help other fellow Geeks for their future events and preparations.</span> --> <div class="experience-card"> <a class="exp-card5" href= "https://write.geeksforgeeks.org/posts-new?cid=e8fc46fe-75e7-4a4b-be3c-0c862d655ed0" target="_blank"> <div class="icon5"> <div class="icon5-image"></div> </div> <div class="exp-card5-text"> <span style="color: #000;">Interview Experiences</span> </div> </a> <a class="exp-card1" href="https://write.geeksforgeeks.org/posts-new?cid=82536bdb-84e6-4661-87c3-e77c3ac04ede" target="_blank"> <div class="icon1"> <div class="icon1-image"></div> </div> <div class="exp-card1-text"> <span style="color: #000;">Admission Experiences</span> </div> </a> <a class="exp-card6" href= "https://write.geeksforgeeks.org/posts-new?cid=5219b0b2-7671-40a0-9bda-503e28a61c31" target="_blank"> <div class="icon6"> <div class="icon6-image"></div> </div> <div class="exp-card6-text"> <span style="color: #000;">Career Journeys</span> </div> </a> <a class="exp-card2" href="https://write.geeksforgeeks.org/posts-new?cid=22ae3354-15b6-4dd4-a5b4-5c7a105b8a8f" target="_blank"> <div class="icon2"> <div class="icon2-image"></div> </div> <div class="exp-card2-text"> <span style="color: #000;">Work Experiences</span> </div> </a> <a class="exp-card3" href= "https://write.geeksforgeeks.org/posts-new?cid=c5e1ac90-9490-440a-a5fa-6180c87ab8ae" target="_blank"> <div class="icon3"> <div class="icon3-image"></div> </div> <div class="exp-card3-text"> <span style="color: #000;">Campus Experiences</span> </div> </a> <a class="exp-card4" href= "https://write.geeksforgeeks.org/posts-new?cid=5ebb8fe9-b980-4891-af07-f2d62a9735f2" target="_blank"> <div class="icon4"> <div class="icon4-image"></div> </div> <div class="exp-card4-text"> <span style="color: #000;">Competitive Exam Experiences</span> </div> </a> </div> <!-- <div class="link-container-write"> <a href="https://write.geeksforgeeks.org/pick-article?taxonomy=10261&page=1"> <div role="span" class="phrase__container"> Can't choose a topic to write? click here for suggested topics </div> </a> <a href="https://write.geeksforgeeks.org/posts-new"> <div role="span" class="phrase__container"> Write and publish your own Article </div> </a> </div> --> </div> <div id="overlay" onclick="toggleExperiencePopup()" style="display: block;min-height: 100vh;min-width: 100vw;position: fixed;top: 0;bottom: 0;right: 0;left: 0;display: none;justify-content: center;align-items: center;background: rgba(0,0,0,.702);z-index: 1025 !important;backdrop-filter: blur(4px); -webkit-backdrop-filter: blur(4px);word-break: keep-all;"></div> </div> <script> $('.share-experience-modal').click(function(e){ e.preventDefault(); var link = $(this).attr('href'); toggleExperiencePopup(link); }); function toggleExperiencePopup(link) { var popup = document.getElementById("popup"); var overlay = document.getElementById("overlay"); if (window.innerWidth < 992) { window.location.href = link; } else { popup.style.display = (popup.style.display === "block") ? "none" : "block"; overlay.style.display = (overlay.style.display === "block") ? "none" : "block"; } } $('.share-experience-modal-close').click(function(e){ var popup = document.getElementById("popup"); popup.style.display = 'none'; var overlay = document.getElementById("overlay"); overlay.style.display = 'none'; }); </script> </div><script type="text/javascript"> $(window).on('load', function() { (function(c,l,a,r,i,t,y){ c[a]=c[a]||function(){(c[a].q=c[a].q||[]).push(arguments)}; t=l.createElement(r);t.async=1;t.src="https://www.clarity.ms/tag/"+i; y=l.getElementsByTagName(r)[0];y.parentNode.insertBefore(t,y); })(window, document, "clarity", "script", "ayc7ypwwuk"); }); </script> <!-- Chat bot is being shown for these category articles (8 -> linked-list 9172 -> AI-ML-DS, 1789 -> python 4667 -> math) --> </body> </html> <!-- Dynamic page generated in 16.563 seconds. --> <!-- Cached page generated by WP-Super-Cache on 2024-12-08 23:46:10 -->