Found 3,691 repositories(showing 30)
Master the Toolkit of AI and Machine Learning. Mathematics for Machine Learning and Data Science is a beginner-friendly Specialization where you’ll learn the fundamental mathematics toolkit of machine learning: calculus, linear algebra, statistics, and probability.
nishant-Tiwari24
Data structures and algorithms are fundamental concepts in computer science and programming.Data structures are ways of organizing and storing data, and algorithms are step-by-step procedures for solving problems or performing tasks.
Aswinramesh04
Greetings! 👋 I'm Loga Aswin, diving into a 100-day data science immersion from Python fundamentals to real-world applications. This space will be a live documentation of my journey, where code meets curiosity. Let's connect, learn, and code together. Click ⭐ on GitHub to stay tuned for updates on my work!
thomasnield
No description available
erencice
Step-by-step learning path for aspiring AI and Data Science professionals. Covers fundamental mathematics, machine learning, and advanced data science topics.
ammarmahmood1999
The major reason for the death in worldwide is the heart disease in high and low developed countries. The data scientist uses distinctive machine learning techniques for modeling health diseases by using authentic dataset efficiently and accurately. The medical analysts are needy for the models or systems to predict the disease in patients before the strike. High cholesterol, unhealthy diet, harmful use of alcohol, high sugar levels, high blood pressure, and smoking are the main symptoms of chances of the heart attack in humans. Data Science is an advanced and enhanced method for the analysis and encapsulation of useful information. The attributes and variable in the dataset discover an unknown and future state of the model using prediction in machine learning. Chest pain, blood pressure, cholesterol, blood sugar, family history of heart disease, obesity, and physical inactivity are the chances that influence the possibility of heart diseases. This project emphasizes to evaluate different algorithms for the diagnosis of heart disease with better accuracies by using the patient’s data set because predictions and descriptions are fundamental objectives of machine learning. Each procedure has unique perspective for the modeling objectives. Algorithms have been implemented for the prediction of heart disease with our Heart patient data set
dziganto
No description available
oxfordinternetinstitute
A course in the fundamental skills for data science. Primarily python coding, web scraping and data wrangling along with some special topics in LaTeX, research ethics and research questions.
jonathandinu
This repository contains the exercises and slides for Data Science Fundamentals Live Lessons.
PacktPublishing
No description available
UCL-DSS
Fundamental Python workshop, proudly presented by the UCL Data Science Society
Introduction to machine learning and data mining How can a machine learn from experience, to become better at a given task? How can we automatically extract knowledge or make sense of massive quantities of data? These are the fundamental questions of machine learning. Machine learning and data mining algorithms use techniques from statistics, optimization, and computer science to create automated systems which can sift through large volumes of data at high speed to make predictions or decisions without human intervention. Machine learning as a field is now incredibly pervasive, with applications from the web (search, advertisements, and suggestions) to national security, from analyzing biochemical interactions to traffic and emissions to astrophysics. Perhaps most famously, the $1M Netflix prize stirred up interest in learning algorithms in professionals, students, and hobbyists alike. This class will familiarize you with a broad cross-section of models and algorithms for machine learning, and prepare you for research or industry application of machine learning techniques. Background We will assume basic familiarity with the concepts of probability and linear algebra. Some programming will be required; we will primarily use Matlab, but no prior experience with Matlab will be assumed. (Most or all code should be Octave compatible, so you may use Octave if you prefer.) Textbook and Reading There is no required textbook for the class. However, useful books on the subject for supplementary reading include Murphy's "Machine Learning: A Probabilistic Perspective", Duda, Hart & Stork, "Pattern Classification", and Hastie, Tibshirani, and Friedman, "The Elements of Statistical Learning".
Contains code for fundamental algorithms and data structures in computer science.
Dmytrobi
No description available
Python fundamentals is a series of tutorials on Basic Python knowledge required to get started in the field of Data Science.
gnarayan
Course materials for Fundamentals of Data Science
hiteshsuthar01
<html lang="en-US"><head><script type="text/javascript" async="" src="https://script.4dex.io/localstore.js"></script> <title>HTML p tag</title> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="Keywords" content="HTML, Python, CSS, SQL, JavaScript, How to, PHP, Java, C, C++, C#, jQuery, Bootstrap, Colors, W3.CSS, XML, MySQL, Icons, NodeJS, React, Graphics, Angular, R, AI, Git, Data Science, Code Game, Tutorials, Programming, Web Development, Training, Learning, Quiz, Exercises, Courses, Lessons, References, Examples, Learn to code, Source code, Demos, Tips, Website"> <meta name="Description" content="Well organized and easy to understand Web building tutorials with lots of examples of how to use HTML, CSS, JavaScript, SQL, Python, PHP, Bootstrap, Java, XML and more."> <meta property="og:image" content="https://www.w3schools.com/images/w3schools_logo_436_2.png"> <meta property="og:image:type" content="image/png"> <meta property="og:image:width" content="436"> <meta property="og:image:height" content="228"> <meta property="og:description" content="W3Schools offers free online tutorials, references and exercises in all the major languages of the web. Covering popular subjects like HTML, CSS, JavaScript, Python, SQL, Java, and many, many more."> <link rel="icon" href="/favicon.ico" type="image/x-icon"> <link rel="preload" href="/lib/fonts/fontawesome.woff2?14663396" as="font" type="font/woff2" crossorigin=""> <link rel="preload" href="/lib/fonts/source-code-pro-v14-latin-regular.woff2" as="font" type="font/woff2" crossorigin=""> <link rel="preload" href="/lib/fonts/roboto-mono-v13-latin-500.woff2" as="font" type="font/woff2" crossorigin=""> <link rel="preload" href="/lib/fonts/source-sans-pro-v14-latin-700.woff2" as="font" type="font/woff2" crossorigin=""> <link rel="preload" href="/lib/fonts/source-sans-pro-v14-latin-600.woff2" as="font" type="font/woff2" crossorigin=""> <link rel="preload" href="/lib/fonts/freckle-face-v9-latin-regular.woff2" as="font" type="font/woff2" crossorigin=""> <link rel="stylesheet" href="/lib/w3schools30.css"> <script async="" src="//confiant-integrations.global.ssl.fastly.net/prebid/202204201359/wrap.js"></script><script type="text/javascript" src="https://confiant-integrations.global.ssl.fastly.net/t_Qv_vWzcBDsyn934F1E0MWBb1c/prebid/config.js" async=""></script><script type="text/javascript" async="" src="https://www.google-analytics.com/gtm/js?id=GTM-WJ88MZ5&cid=1308236804.1650718121"></script><script async="" src="https://www.google-analytics.com/analytics.js"></script><script> (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,'script','https://www.google-analytics.com/analytics.js','ga'); ga('create', 'UA-3855518-1', 'auto'); ga('require', 'displayfeatures'); ga('require', 'GTM-WJ88MZ5'); ga('send', 'pageview'); </script> <script src="/lib/uic.js?v=1.0.3"></script> <script data-cfasync="false" type="text/javascript"> var k42 = false; k42 = true; </script> <script data-cfasync="false" type="text/javascript"> window.snigelPubConf = { "adengine": { "activeAdUnits": ["main_leaderboard", "sidebar_top", "bottom_left", "bottom_right"] } } uic_r_a() </script> <script async="" data-cfasync="false" src="https://cdn.snigelweb.com/adengine/w3schools.com/loader.js" type="text/javascript"></script> <script src="/lib/my-learning.js?v=1.0.9"></script> <script type="text/javascript"> var stickyadstatus = ""; function fix_stickyad() { document.getElementById("stickypos").style.position = "sticky"; var elem = document.getElementById("stickyadcontainer"); if (!elem) {return false;} if (document.getElementById("skyscraper")) { var skyWidth = Number(w3_getStyleValue(document.getElementById("skyscraper"), "width").replace("px", "")); } else { var skyWidth = Number(w3_getStyleValue(document.getElementById("right"), "width").replace("px", "")); } elem.style.width = skyWidth + "px"; if (window.innerWidth <= 992) { elem.style.position = ""; elem.style.top = stickypos + "px"; return false; } var stickypos = document.getElementById("stickypos").offsetTop; var docTop = window.pageYOffset || document.documentElement.scrollTop || document.body.scrollTop; var adHeight = Number(w3_getStyleValue(elem, "height").replace("px", "")); if (stickyadstatus == "") { if ((stickypos - docTop) < 60) { elem.style.position = "fixed"; elem.style.top = "60px"; stickyadstatus = "sticky"; document.getElementById("stickypos").style.position = "sticky"; } } else { if ((docTop + 60) - stickypos < 0) { elem.style.position = ""; elem.style.top = stickypos + "px"; stickyadstatus = ""; document.getElementById("stickypos").style.position = "static"; } } if (stickyadstatus == "sticky") { if ((docTop + adHeight + 60) > document.getElementById("footer").offsetTop) { elem.style.position = "absolute"; elem.style.top = (document.getElementById("footer").offsetTop - adHeight) + "px"; document.getElementById("stickypos").style.position = "static"; } else { elem.style.position = "fixed"; elem.style.top = "60px"; stickyadstatus = "sticky"; document.getElementById("stickypos").style.position = "sticky"; } } } function w3_getStyleValue(elmnt,style) { if (window.getComputedStyle) { return window.getComputedStyle(elmnt,null).getPropertyValue(style); } else { return elmnt.currentStyle[style]; } } </script> <link rel="stylesheet" type="text/css" href="/browserref.css"> <script type="text/javascript" async="" src="//cdn.snigelweb.com/prebid/5.20.2/prebid.js?v=3547-1650632016452"></script><script type="text/javascript" async="" src="//c.amazon-adsystem.com/aax2/apstag.js"></script><script type="text/javascript" async="" src="//securepubads.g.doubleclick.net/tag/js/gpt.js"></script><script type="text/javascript" async="" src="https://adengine.snigelweb.com/w3schools.com/3547-1650632016452/adngin.js"></script><script type="text/javascript" async="" src="//cdn.snigelweb.com/argus/argus.js"></script><meta http-equiv="origin-trial" content="AxujKG9INjsZ8/gUq8+dTruNvk7RjZQ1oFhhgQbcTJKDnZfbzSTE81wvC2Hzaf3TW4avA76LTZEMdiedF1vIbA4AAABueyJvcmlnaW4iOiJodHRwczovL2ltYXNkay5nb29nbGVhcGlzLmNvbTo0NDMiLCJmZWF0dXJlIjoiVHJ1c3RUb2tlbnMiLCJleHBpcnkiOjE2NTI3NzQ0MDAsImlzVGhpcmRQYXJ0eSI6dHJ1ZX0="><meta http-equiv="origin-trial" content="Azuce85ORtSnWe1MZDTv68qpaW3iHyfL9YbLRy0cwcCZwVnePnOmkUJlG8HGikmOwhZU22dElCcfrfX2HhrBPAkAAAB7eyJvcmlnaW4iOiJodHRwczovL2RvdWJsZWNsaWNrLm5ldDo0NDMiLCJmZWF0dXJlIjoiVHJ1c3RUb2tlbnMiLCJleHBpcnkiOjE2NTI3NzQ0MDAsImlzU3ViZG9tYWluIjp0cnVlLCJpc1RoaXJkUGFydHkiOnRydWV9"><meta http-equiv="origin-trial" content="A16nvcdeoOAqrJcmjLRpl1I6f3McDD8EfofAYTt/P/H4/AWwB99nxiPp6kA0fXoiZav908Z8etuL16laFPUdfQsAAACBeyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiVHJ1c3RUb2tlbnMiLCJleHBpcnkiOjE2NTI3NzQ0MDAsImlzU3ViZG9tYWluIjp0cnVlLCJpc1RoaXJkUGFydHkiOnRydWV9"><meta http-equiv="origin-trial" content="AxBHdr0J44vFBQtZUqX9sjiqf5yWZ/OcHRcRMN3H9TH+t90V/j3ENW6C8+igBZFXMJ7G3Pr8Dd13632aLng42wgAAACBeyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXN5bmRpY2F0aW9uLmNvbTo0NDMiLCJmZWF0dXJlIjoiVHJ1c3RUb2tlbnMiLCJleHBpcnkiOjE2NTI3NzQ0MDAsImlzU3ViZG9tYWluIjp0cnVlLCJpc1RoaXJkUGFydHkiOnRydWV9"><meta http-equiv="origin-trial" content="A88BWHFjcawUfKU3lIejLoryXoyjooBXLgWmGh+hNcqMK44cugvsI5YZbNarYvi3roc1fYbHA1AVbhAtuHZflgEAAAB2eyJvcmlnaW4iOiJodHRwczovL2dvb2dsZS5jb206NDQzIiwiZmVhdHVyZSI6IlRydXN0VG9rZW5zIiwiZXhwaXJ5IjoxNjUyNzc0NDAwLCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlfQ=="><meta http-equiv="origin-trial" content="AzoawhTRDevLR66Y6MROu167EDncFPBvcKOaQispTo9ouEt5LvcBjnRFqiAByRT+2cDHG1Yj4dXwpLeIhc98/gIAAACFeyJvcmlnaW4iOiJodHRwczovL2RvdWJsZWNsaWNrLm5ldDo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjYxMjk5MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlfQ=="><meta http-equiv="origin-trial" content="A6+nc62kbJgC46ypOwRsNW6RkDn2x7tgRh0wp7jb3DtFF7oEhu1hhm4rdZHZ6zXvnKZLlYcBlQUImC4d3kKihAcAAACLeyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXN5bmRpY2F0aW9uLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjYxMjk5MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlfQ=="><meta http-equiv="origin-trial" content="A/9La288e7MDEU2ifusFnMg1C2Ij6uoa/Z/ylwJIXSsWfK37oESIPbxbt4IU86OGqDEPnNVruUiMjfKo65H/CQwAAACLeyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjYxMjk5MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlfQ=="><script src="https://securepubads.g.doubleclick.net/gpt/pubads_impl_2022042001.js?cb=31067210" async=""></script><argprec0></argprec0><argprec1></argprec1><style type="text/css">.snigel-cmp-framework .sn-inner {background-color:#fffefe!important;}.snigel-cmp-framework .sn-b-def {border-color:#04aa6d!important;color:#04aa6d!important;}.snigel-cmp-framework .sn-b-def.sn-blue {color:#ffffff!important;background-color:#04aa6d!important;border-color:#04aa6d!important;}.snigel-cmp-framework .sn-selector ul li {color:#04aa6d!important;}.snigel-cmp-framework .sn-selector ul li:after {background-color:#04aa6d!important;}.snigel-cmp-framework .sn-footer-tab .sn-privacy a {color:#04aa6d!important;}.snigel-cmp-framework .sn-arrow:after,.snigel-cmp-framework .sn-arrow:before {background-color:#04aa6d!important;}.snigel-cmp-framework .sn-switch input:checked + span::before {background-color:#04aa6d!important;}#adconsent-usp-link {border: 1px solid #04aa6d!important;color:#04aa6d!important;}#adconsent-usp-banner-optout input:checked + .adconsent-usp-slider {background-color:#04aa6d!important;}#adconsent-usp-banner-btn {color:#ffffff;border: solid 1px #04aa6d!important;background-color:#04aa6d!important; }</style><link rel="preload" href="https://adservice.google.co.in/adsid/integrator.js?domain=www.w3schools.com" as="script"><script type="text/javascript" src="https://adservice.google.co.in/adsid/integrator.js?domain=www.w3schools.com"></script><link rel="preload" href="https://adservice.google.com/adsid/integrator.js?domain=www.w3schools.com" as="script"><script type="text/javascript" src="https://adservice.google.com/adsid/integrator.js?domain=www.w3schools.com"></script><meta http-equiv="origin-trial" content="A4/Htern2udN9w3yJK9QgWQxQFruxOXsXL7cW60DyCl0EZFGCSme/J33Q/WzF7bBkVvhEWDlcBiUyZaim5CpFQwAAACceyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiQ29udmVyc2lvbk1lYXN1cmVtZW50IiwiZXhwaXJ5IjoxNjQzMTU1MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlLCJ1c2FnZSI6InN1YnNldCJ9"><meta http-equiv="origin-trial" content="A4/Htern2udN9w3yJK9QgWQxQFruxOXsXL7cW60DyCl0EZFGCSme/J33Q/WzF7bBkVvhEWDlcBiUyZaim5CpFQwAAACceyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiQ29udmVyc2lvbk1lYXN1cmVtZW50IiwiZXhwaXJ5IjoxNjQzMTU1MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlLCJ1c2FnZSI6InN1YnNldCJ9"><meta http-equiv="origin-trial" content="A4/Htern2udN9w3yJK9QgWQxQFruxOXsXL7cW60DyCl0EZFGCSme/J33Q/WzF7bBkVvhEWDlcBiUyZaim5CpFQwAAACceyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiQ29udmVyc2lvbk1lYXN1cmVtZW50IiwiZXhwaXJ5IjoxNjQzMTU1MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlLCJ1c2FnZSI6InN1YnNldCJ9"><meta http-equiv="origin-trial" content="A4/Htern2udN9w3yJK9QgWQxQFruxOXsXL7cW60DyCl0EZFGCSme/J33Q/WzF7bBkVvhEWDlcBiUyZaim5CpFQwAAACceyJvcmlnaW4iOiJodHRwczovL2dvb2dsZXRhZ3NlcnZpY2VzLmNvbTo0NDMiLCJmZWF0dXJlIjoiQ29udmVyc2lvbk1lYXN1cmVtZW50IiwiZXhwaXJ5IjoxNjQzMTU1MTk5LCJpc1N1YmRvbWFpbiI6dHJ1ZSwiaXNUaGlyZFBhcnR5Ijp0cnVlLCJ1c2FnZSI6InN1YnNldCJ9"><link rel="preload" href="https://adservice.google.co.in/adsid/integrator.js?domain=www.w3schools.com" as="script"><script type="text/javascript" src="https://adservice.google.co.in/adsid/integrator.js?domain=www.w3schools.com"></script><link rel="preload" href="https://adservice.google.com/adsid/integrator.js?domain=www.w3schools.com" as="script"><script type="text/javascript" src="https://adservice.google.com/adsid/integrator.js?domain=www.w3schools.com"></script></head> <body> <style> #darkmodemenu { position:absolute; top:-40px; right:16px; padding:5px 20px 10px 18px; border-bottom-left-radius:5px; border-bottom-right-radius:5px; z-index:-1; transition: top 0.2s; user-select: none; } #darkmodemenu input,#darkmodemenu label { cursor:pointer; } </style> <script> ( function setThemeMode() { var x = localStorage.getItem("preferredmode"); var y = localStorage.getItem("preferredpagemode"); if (x == "dark") { document.body.className += " darktheme"; ga('send', 'event', 'theme' , "darkcode"); } if (y == "dark") { document.body.className += " darkpagetheme"; ga('send', 'event', 'theme' , "darkpage"); } })(); </script> <div id="pagetop" class="w3-bar w3-card-2 notranslate"> <a href="https://www.w3schools.com" class="w3-bar-item w3-button w3-hover-none w3-left w3-padding-16" title="Home" style="width:77px"> <i class="fa fa-logo ws-text-green ws-hover-text-green" style="position:relative;font-size:42px!important;"></i> </a> <style> @media screen and (max-width: 1080px) { .ws-hide-1080 { ddddisplay: none !important; } } @media screen and (max-width: 1160px) { .topnavmain_video { display: none !important; } } </style> <a class="w3-bar-item w3-button w3-hide-small barex bar-item-hover w3-padding-24" href="javascript:void(0)" onclick="w3_open_nav('tutorials')" id="navbtn_tutorials" title="Tutorials" style="width:116px">Tutorials <i class="fa fa-caret-down" style="font-size: 20px; display: inline;"></i><i class="fa fa-caret-up" style="display:none"></i></a> <a class="w3-bar-item w3-button w3-hide-small barex bar-item-hover w3-padding-24" href="javascript:void(0)" onclick="w3_open_nav('references')" id="navbtn_references" title="References" style="width:132px">References <i class="fa fa-caret-down" style="font-size: 20px; display: inline;"></i><i class="fa fa-caret-up" style="display:none"></i></a> <a class="w3-bar-item w3-button w3-hide-small barex bar-item-hover w3-padding-24 ws-hide-800" href="javascript:void(0)" onclick="w3_open_nav('exercises')" id="navbtn_exercises" title="Exercises" style="width:118px">Exercises <i class="fa fa-caret-down" style="font-size: 20px; display: inline;"></i><i class="fa fa-caret-up" style="display:none"></i></a> <a class="w3-bar-item w3-button w3-hide-medium bar-item-hover w3-hide-small w3-padding-24 barex topnavmain_video" href="https://www.w3schools.com/videos/index.php" title="Video Tutorials" onclick="ga('send', 'event', 'Videos' , 'fromTopnavMain')">Videos</a> <a class="w3-bar-item w3-button w3-hide-medium bar-item-hover w3-hide-small w3-padding-24 barex" href="/pro/index.php" title="Go Pro" onclick="ga('send', 'event', 'Pro' , 'fromTopnavMainASP')">Pro <span class="ribbon-topnav ws-hide-1080">NEW</span></a> <a class="w3-bar-item w3-button bar-item-hover w3-padding-24" href="javascript:void(0)" onclick="w3_open()" id="navbtn_menu" title="Menu" style="width:93px">Menu <i class="fa fa-caret-down"></i><i class="fa fa-caret-up" style="display:none"></i></a> <div id="loginactioncontainer" class="w3-right w3-padding-16" style="margin-left:50px"> <div id="mypagediv" style="display: none;"></div> <!-- <button id="w3loginbtn" style="border:none;display:none;cursor:pointer" class="login w3-right w3-hover-greener" onclick='w3_open_nav("login")'>LOG IN</button>--> <a id="w3loginbtn" class="w3-bar-item w3-btn bar-item-hover w3-right" style="display: inline; width: 130px; background-color: rgb(4, 170, 109); color: white; border-radius: 25px;" href="https://profile.w3schools.com/log-in?redirect_url=https%3A%2F%2Fmy-learning.w3schools.com" target="_self">Log in</a> </div> <div class="w3-right w3-padding-16"> <!--<a class="w3-bar-item w3-button bar-icon-hover w3-right w3-hover-white w3-hide-large w3-hide-medium" href="javascript:void(0)" onclick="w3_open()" title="Menu"><i class='fa'></i></a> --> <a class="w3-bar-item w3-button bar-item-hover w3-right w3-hide-small barex" style="width: 140px; border-radius: 25px; margin-right: 15px;" href="https://courses.w3schools.com/" target="_blank" id="cert_navbtn" onclick="ga('send', 'event', 'Courses' , 'Clicked on courses in Main top navigation');" title="Courses">Paid Courses</a> <a class="w3-bar-item w3-button bar-item-hover w3-right ws-hide-900 w3-hide-small barex ws-pink" style="border-radius: 25px; margin-right: 15px;" href="https://www.w3schools.com/spaces" target="_blank" onclick="ga('send', 'event', 'spacesFromTopnavMain', 'click');" title="Get Your Own Website With W3Schools Spaces">Website <span class="ribbon-topnav ws-hide-1066">NEW</span></a> </div> </div> <div style="display: none; position: fixed; z-index: 4; right: 52px; height: 44px; background-color: rgb(40, 42, 53); letter-spacing: normal; top: 0px;" id="googleSearch"> <div class="gcse-search"></div> </div> <div style="display: none; position: fixed; z-index: 3; right: 111px; height: 44px; background-color: rgb(40, 42, 53); text-align: right; padding-top: 9px; top: 0px;" id="google_translate_element"></div> <div class="w3-card-2 topnav notranslate" id="topnav" style="position: fixed; top: 0px;"> <div style="overflow:auto;"> <div class="w3-bar w3-left" style="width:100%;overflow:hidden;height:44px"> <a href="javascript:void(0);" class="topnav-icons fa fa-menu w3-hide-large w3-left w3-bar-item w3-button" onclick="open_menu()" title="Menu"></a> <a href="/default.asp" class="topnav-icons fa fa-home w3-left w3-bar-item w3-button" title="Home"></a> <a class="w3-bar-item w3-button" href="/html/default.asp" title="HTML Tutorial" style="padding-left:18px!important;padding-right:18px!important;">HTML</a> <a class="w3-bar-item w3-button" href="/css/default.asp" title="CSS Tutorial">CSS</a> <a class="w3-bar-item w3-button" href="/js/default.asp" title="JavaScript Tutorial">JAVASCRIPT</a> <a class="w3-bar-item w3-button" href="/sql/default.asp" title="SQL Tutorial">SQL</a> <a class="w3-bar-item w3-button" href="/python/default.asp" title="Python Tutorial">PYTHON</a> <a class="w3-bar-item w3-button" href="/php/default.asp" title="PHP Tutorial">PHP</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_ver.asp" title="Bootstrap Tutorial">BOOTSTRAP</a> <a class="w3-bar-item w3-button" href="/howto/default.asp" title="How To">HOW TO</a> <a class="w3-bar-item w3-button" href="/w3css/default.asp" title="W3.CSS Tutorial">W3.CSS</a> <a class="w3-bar-item w3-button" href="/java/default.asp" title="Java Tutorial">JAVA</a> <a class="w3-bar-item w3-button" href="/jquery/default.asp" title="jQuery Tutorial">JQUERY</a> <a class="w3-bar-item w3-button" href="/c/index.php" title="C Tutorial">C</a> <a class="w3-bar-item w3-button" href="/cpp/default.asp" title="C++ Tutorial">C++</a> <a class="w3-bar-item w3-button" href="/cs/index.php" title="C# Tutorial">C#</a> <a class="w3-bar-item w3-button" href="/r/default.asp" title="R Tutorial">R</a> <a class="w3-bar-item w3-button" href="/react/default.asp" title="React Tutorial">React</a> <a href="javascript:void(0);" class="topnav-icons fa w3-right w3-bar-item w3-button" onclick="gSearch(this)" title="Search W3Schools"></a> <a href="javascript:void(0);" class="topnav-icons fa w3-right w3-bar-item w3-button" onclick="gTra(this)" title="Translate W3Schools"></a> <!-- <a href='javascript:void(0);' class='topnav-icons fa w3-right w3-bar-item w3-button' onclick='changecodetheme(this)' title='Toggle Dark Code Examples'></a>--> <a href="javascript:void(0);" class="topnav-icons fa w3-right w3-bar-item w3-button" onmouseover="mouseoverdarkicon()" onmouseout="mouseoutofdarkicon()" onclick="changepagetheme(2)"></a> <!-- <a class="w3-bar-item w3-button w3-right" id='topnavbtn_exercises' href='javascript:void(0);' onclick='w3_open_nav("exercises")' title='Exercises'>EXERCISES <i class='fa fa-caret-down'></i><i class='fa fa-caret-up' style='display:none'></i></a> --> </div> <div id="darkmodemenu" class="ws-black" onmouseover="mouseoverdarkicon()" onmouseout="mouseoutofdarkicon()" style="top: -40px;"> <input id="radio_darkpage" type="checkbox" name="radio_theme_mode" onclick="click_darkpage()"><label for="radio_darkpage"> Dark mode</label> <br> <input id="radio_darkcode" type="checkbox" name="radio_theme_mode" onclick="click_darkcode()"><label for="radio_darkcode"> Dark code</label> </div> <nav id="nav_tutorials" class="w3-hide-small" style="position: absolute; padding-bottom: 60px; display: none;"> <div class="w3-content" style="max-width:1100px;font-size:18px"> <span onclick="w3_close_nav('tutorials')" class="w3-button w3-xxxlarge w3-display-topright w3-hover-white sectionxsclosenavspan" style="padding-right:30px;padding-left:30px;">×</span><br> <div class="w3-row-padding w3-bar-block"> <div class="w3-container" style="padding-left:13px"> <h2 style="color:#FFF4A3;"><b>Tutorials</b></h2> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">HTML and CSS</h3> <a class="w3-bar-item w3-button" href="/html/default.asp">Learn HTML</a> <a class="w3-bar-item w3-button" href="/css/default.asp">Learn CSS</a> <a class="w3-bar-item w3-button" href="/css/css_rwd_intro.asp" title="Responsive Web Design">Learn RWD</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_ver.asp">Learn Bootstrap</a> <a class="w3-bar-item w3-button" href="/w3css/default.asp">Learn W3.CSS</a> <a class="w3-bar-item w3-button" href="/colors/default.asp">Learn Colors</a> <a class="w3-bar-item w3-button" href="/icons/default.asp">Learn Icons</a> <a class="w3-bar-item w3-button" href="/graphics/default.asp">Learn Graphics</a> <a class="w3-bar-item w3-button" href="/graphics/svg_intro.asp">Learn SVG</a> <a class="w3-bar-item w3-button" href="/graphics/canvas_intro.asp">Learn Canvas</a> <a class="w3-bar-item w3-button" href="/howto/default.asp">Learn How To</a> <a class="w3-bar-item w3-button" href="/sass/default.php">Learn Sass</a> <div class="w3-hide-large w3-hide-small"> <h3 class="w3-margin-top">Data Analytics</h3> <a class="w3-bar-item w3-button" href="/ai/default.asp">Learn AI</a> <a class="w3-bar-item w3-button" href="/python/python_ml_getting_started.asp">Learn Machine Learning</a> <a class="w3-bar-item w3-button" href="/datascience/default.asp">Learn Data Science</a> <a class="w3-bar-item w3-button" href="/python/numpy/default.asp">Learn NumPy</a> <a class="w3-bar-item w3-button" href="/python/pandas/default.asp">Learn Pandas</a> <a class="w3-bar-item w3-button" href="/python/scipy/index.php">Learn SciPy</a> <a class="w3-bar-item w3-button" href="/python/matplotlib_intro.asp">Learn Matplotlib</a> <a class="w3-bar-item w3-button" href="/statistics/index.php">Learn Statistics</a> <a class="w3-bar-item w3-button" href="/excel/index.php">Learn Excel</a> <h3 class="w3-margin-top">XML Tutorials</h3> <a class="w3-bar-item w3-button" href="/xml/default.asp">Learn XML</a> <a class="w3-bar-item w3-button" href="/xml/ajax_intro.asp">Learn XML AJAX</a> <a class="w3-bar-item w3-button" href="/xml/dom_intro.asp">Learn XML DOM</a> <a class="w3-bar-item w3-button" href="/xml/xml_dtd_intro.asp">Learn XML DTD</a> <a class="w3-bar-item w3-button" href="/xml/schema_intro.asp">Learn XML Schema</a> <a class="w3-bar-item w3-button" href="/xml/xsl_intro.asp">Learn XSLT</a> <a class="w3-bar-item w3-button" href="/xml/xpath_intro.asp">Learn XPath</a> <a class="w3-bar-item w3-button" href="/xml/xquery_intro.asp">Learn XQuery</a> </div> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">JavaScript</h3> <a class="w3-bar-item w3-button" href="/js/default.asp">Learn JavaScript</a> <a class="w3-bar-item w3-button" href="/jquery/default.asp">Learn jQuery</a> <a class="w3-bar-item w3-button" href="/react/default.asp">Learn React</a> <a class="w3-bar-item w3-button" href="/angular/default.asp">Learn AngularJS</a> <a class="w3-bar-item w3-button" href="/js/js_json_intro.asp">Learn JSON</a> <a class="w3-bar-item w3-button" href="/js/js_ajax_intro.asp">Learn AJAX</a> <a class="w3-bar-item w3-button" href="/appml/default.asp">Learn AppML</a> <a class="w3-bar-item w3-button" href="/w3js/default.asp">Learn W3.JS</a> <h3 class="w3-margin-top">Programming</h3> <a class="w3-bar-item w3-button" href="/python/default.asp">Learn Python</a> <a class="w3-bar-item w3-button" href="/java/default.asp">Learn Java</a> <a class="w3-bar-item w3-button" href="/c/index.php">Learn C</a> <a class="w3-bar-item w3-button" href="/cpp/default.asp">Learn C++</a> <a class="w3-bar-item w3-button" href="/cs/index.php">Learn C#</a> <a class="w3-bar-item w3-button" href="/r/default.asp">Learn R</a> <a class="w3-bar-item w3-button" href="/kotlin/index.php">Learn Kotlin</a> <a class="w3-bar-item w3-button" href="/go/index.php">Learn Go</a> <a class="w3-bar-item w3-button" href="/django/index.php">Learn Django</a> <a class="w3-bar-item w3-button" href="/typescript/index.php">Learn TypeScript</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">Server Side</h3> <a class="w3-bar-item w3-button" href="/sql/default.asp">Learn SQL</a> <a class="w3-bar-item w3-button" href="/mysql/default.asp">Learn MySQL</a> <a class="w3-bar-item w3-button" href="/php/default.asp">Learn PHP</a> <a class="w3-bar-item w3-button" href="/asp/default.asp">Learn ASP</a> <a class="w3-bar-item w3-button" href="/nodejs/default.asp">Learn Node.js</a> <a class="w3-bar-item w3-button" href="/nodejs/nodejs_raspberrypi.asp">Learn Raspberry Pi</a> <a class="w3-bar-item w3-button" href="/git/default.asp">Learn Git</a> <a class="w3-bar-item w3-button" href="/aws/index.php">Learn AWS Cloud</a> <h3 class="w3-margin-top">Web Building</h3> <a class="w3-bar-item w3-button" href="https://www.w3schools.com/spaces" target="_blank" onclick="ga('send', 'event', 'spacesFromTutorialsAcc', 'click');" title="Get Your Own Website With W3schools Spaces">Create a Website <span class="ribbon-topnav ws-yellow">NEW</span></a> <a class="w3-bar-item w3-button" href="/where_to_start.asp">Where To Start</a> <a class="w3-bar-item w3-button" href="/w3css/w3css_templates.asp">Web Templates</a> <a class="w3-bar-item w3-button" href="/browsers/default.asp">Web Statistics</a> <a class="w3-bar-item w3-button" href="/cert/default.asp">Web Certificates</a> <a class="w3-bar-item w3-button" href="/whatis/default.asp">Web Development</a> <a class="w3-bar-item w3-button" href="/tryit/default.asp">Code Editor</a> <a class="w3-bar-item w3-button" href="/typingspeed/default.asp">Test Your Typing Speed</a> <a class="w3-bar-item w3-button" href="/codegame/index.html" target="_blank">Play a Code Game</a> <a class="w3-bar-item w3-button" href="/cybersecurity/index.php">Cyber Security</a> <a class="w3-bar-item w3-button" href="/accessibility/index.php">Accessibility</a> </div> <div class="w3-col l3 m6 w3-hide-medium"> <h3 class="w3-margin-top">Data Analytics</h3> <a class="w3-bar-item w3-button" href="/ai/default.asp">Learn AI</a> <a class="w3-bar-item w3-button" href="/python/python_ml_getting_started.asp">Learn Machine Learning</a> <a class="w3-bar-item w3-button" href="/datascience/default.asp">Learn Data Science</a> <a class="w3-bar-item w3-button" href="/python/numpy/default.asp">Learn NumPy</a> <a class="w3-bar-item w3-button" href="/python/pandas/default.asp">Learn Pandas</a> <a class="w3-bar-item w3-button" href="/python/scipy/index.php">Learn SciPy</a> <a class="w3-bar-item w3-button" href="/python/matplotlib_intro.asp">Learn Matplotlib</a> <a class="w3-bar-item w3-button" href="/statistics/index.php">Learn Statistics</a> <a class="w3-bar-item w3-button" href="/excel/index.php">Learn Excel</a> <a class="w3-bar-item w3-button" href="/googlesheets/index.php">Learn Google Sheets</a> <h3 class="w3-margin-top">XML Tutorials</h3> <a class="w3-bar-item w3-button" href="/xml/default.asp">Learn XML</a> <a class="w3-bar-item w3-button" href="/xml/ajax_intro.asp">Learn XML AJAX</a> <a class="w3-bar-item w3-button" href="/xml/dom_intro.asp">Learn XML DOM</a> <a class="w3-bar-item w3-button" href="/xml/xml_dtd_intro.asp">Learn XML DTD</a> <a class="w3-bar-item w3-button" href="/xml/schema_intro.asp">Learn XML Schema</a> <a class="w3-bar-item w3-button" href="/xml/xsl_intro.asp">Learn XSLT</a> <a class="w3-bar-item w3-button" href="/xml/xpath_intro.asp">Learn XPath</a> <a class="w3-bar-item w3-button" href="/xml/xquery_intro.asp">Learn XQuery</a> </div> </div> </div> <br class="hidesm"> </nav> <nav id="nav_references" class="w3-hide-small" style="position: absolute; padding-bottom: 60px; display: none;"> <div class="w3-content" style="max-width:1100px;font-size:18px"> <span onclick="w3_close_nav('references')" class="w3-button w3-xxxlarge w3-display-topright w3-hover-white sectionxsclosenavspan" style="padding-right:30px;padding-left:30px;">×</span><br> <div class="w3-row-padding w3-bar-block"> <div class="w3-container" style="padding-left:13px"> <h2 style="color:#FFF4A3;"><b>References</b></h2> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">HTML</h3> <a class="w3-bar-item w3-button" href="/tags/default.asp">HTML Tag Reference</a> <a class="w3-bar-item w3-button" href="/tags/ref_html_browsersupport.asp">HTML Browser Support</a> <a class="w3-bar-item w3-button" href="/tags/ref_eventattributes.asp">HTML Event Reference</a> <a class="w3-bar-item w3-button" href="/colors/default.asp">HTML Color Reference</a> <a class="w3-bar-item w3-button" href="/tags/ref_attributes.asp">HTML Attribute Reference</a> <a class="w3-bar-item w3-button" href="/tags/ref_canvas.asp">HTML Canvas Reference</a> <a class="w3-bar-item w3-button" href="/graphics/svg_reference.asp">HTML SVG Reference</a> <a class="w3-bar-item w3-button" href="/graphics/google_maps_reference.asp">Google Maps Reference</a> <h3 class="w3-margin-top">CSS</h3> <a class="w3-bar-item w3-button" href="/cssref/default.asp">CSS Reference</a> <a class="w3-bar-item w3-button" href="/cssref/css3_browsersupport.asp">CSS Browser Support</a> <a class="w3-bar-item w3-button" href="/cssref/css_selectors.asp">CSS Selector Reference</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_ref_all_classes.asp">Bootstrap 3 Reference</a> <a class="w3-bar-item w3-button" href="/bootstrap4/bootstrap_ref_all_classes.asp">Bootstrap 4 Reference</a> <a class="w3-bar-item w3-button" href="/w3css/w3css_references.asp">W3.CSS Reference</a> <a class="w3-bar-item w3-button" href="/icons/icons_reference.asp">Icon Reference</a> <a class="w3-bar-item w3-button" href="/sass/sass_functions_string.php">Sass Reference</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">JavaScript</h3> <a class="w3-bar-item w3-button" href="/jsref/default.asp">JavaScript Reference</a> <a class="w3-bar-item w3-button" href="/jsref/default.asp">HTML DOM Reference</a> <a class="w3-bar-item w3-button" href="/jquery/jquery_ref_overview.asp">jQuery Reference</a> <a class="w3-bar-item w3-button" href="/angular/angular_ref_directives.asp">AngularJS Reference</a> <a class="w3-bar-item w3-button" href="/appml/appml_reference.asp">AppML Reference</a> <a class="w3-bar-item w3-button" href="/w3js/w3js_references.asp">W3.JS Reference</a> <h3 class="w3-margin-top">Programming</h3> <a class="w3-bar-item w3-button" href="/python/python_reference.asp">Python Reference</a> <a class="w3-bar-item w3-button" href="/java/java_ref_keywords.asp">Java Reference</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">Server Side</h3> <a class="w3-bar-item w3-button" href="/sql/sql_ref_keywords.asp">SQL Reference</a> <a class="w3-bar-item w3-button" href="/mysql/mysql_ref_functions.asp">MySQL Reference</a> <a class="w3-bar-item w3-button" href="/php/php_ref_overview.asp">PHP Reference</a> <a class="w3-bar-item w3-button" href="/asp/asp_ref_response.asp">ASP Reference</a> <h3 class="w3-margin-top">XML</h3> <a class="w3-bar-item w3-button" href="/xml/dom_nodetype.asp">XML DOM Reference</a> <a class="w3-bar-item w3-button" href="/xml/dom_http.asp">XML Http Reference</a> <a class="w3-bar-item w3-button" href="/xml/xsl_elementref.asp">XSLT Reference</a> <a class="w3-bar-item w3-button" href="/xml/schema_elements_ref.asp">XML Schema Reference</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">Character Sets</h3> <a class="w3-bar-item w3-button" href="/charsets/default.asp">HTML Character Sets</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_ascii.asp">HTML ASCII</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_ansi.asp">HTML ANSI</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_ansi.asp">HTML Windows-1252</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_8859.asp">HTML ISO-8859-1</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_symbols.asp">HTML Symbols</a> <a class="w3-bar-item w3-button" href="/charsets/ref_html_utf8.asp">HTML UTF-8</a> </div> </div> <br class="hidesm"> </div> </nav> <nav id="nav_exercises" class="w3-hide-small" style="position: absolute; padding-bottom: 60px; display: none;"> <div class="w3-content" style="max-width:1100px;font-size:18px"> <span onclick="w3_close_nav('exercises')" class="w3-button w3-xxxlarge w3-display-topright w3-hover-white sectionxsclosenavspan" style="padding-right:30px;padding-left:30px;">×</span><br> <div class="w3-row-padding w3-bar-block"> <div class="w3-container" style="padding-left:13px"> <h2 style="color:#FFF4A3;"><b>Exercises and Quizzes</b></h2> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top"><a class="ws-btn ws-yellow w3-hover-text-white" style="width:155px;font-size:21px" href="/exercises/index.php">Exercises</a></h3> <a class="w3-bar-item w3-button" href="/html/html_exercises.asp">HTML Exercises</a> <a class="w3-bar-item w3-button" href="/css/css_exercises.asp">CSS Exercises</a> <a class="w3-bar-item w3-button" href="/js/js_exercises.asp">JavaScript Exercises</a> <a class="w3-bar-item w3-button" href="/sql/sql_exercises.asp">SQL Exercises</a> <a class="w3-bar-item w3-button" href="/mysql/mysql_exercises.asp">MySQL Exercises</a> <a class="w3-bar-item w3-button" href="/php/php_exercises.asp">PHP Exercises</a> <a class="w3-bar-item w3-button" href="/python/python_exercises.asp">Python Exercises</a> <a class="w3-bar-item w3-button" href="/python/numpy/numpy_exercises.asp">NumPy Exercises</a> <a class="w3-bar-item w3-button" href="/python/pandas/pandas_exercises.asp">Pandas Exercises</a> <a class="w3-bar-item w3-button" href="/python/scipy/scipy_exercises.php">SciPy Exercises</a> <a class="w3-bar-item w3-button" href="/jquery/jquery_exercises.asp">jQuery Exercises</a> <a class="w3-bar-item w3-button" href="/java/java_exercises.asp">Java Exercises</a> <a class="w3-bar-item w3-button" href="/cpp/cpp_exercises.asp">C++ Exercises</a> <a class="w3-bar-item w3-button" href="/cs/cs_exercises.asp">C# Exercises</a> <a class="w3-bar-item w3-button" href="/r/r_exercises.asp">R Exercises</a> <a class="w3-bar-item w3-button" href="/kotlin/kotlin_exercises.php">Kotlin Exercises</a> <a class="w3-bar-item w3-button" href="/go/go_exercises.php">Go Exercises</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_exercises.asp">Bootstrap Exercises</a> <a class="w3-bar-item w3-button" href="/bootstrap4/bootstrap_exercises.asp">Bootstrap 4 Exercises</a> <a class="w3-bar-item w3-button" href="/bootstrap5/bootstrap_exercises.php">Bootstrap 5 Exercises</a> <a class="w3-bar-item w3-button" href="/git/git_exercises.asp">Git Exercises</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top"><a class="ws-btn ws-yellow w3-hover-text-white" style="width:135px;font-size:21px" href="/quiztest/default.asp">Quizzes</a></h3> <a class="w3-bar-item w3-button" href="/html/html_quiz.asp" target="_top">HTML Quiz</a> <a class="w3-bar-item w3-button" href="/css/css_quiz.asp" target="_top">CSS Quiz</a> <a class="w3-bar-item w3-button" href="/js/js_quiz.asp" target="_top">JavaScript Quiz</a> <a class="w3-bar-item w3-button" href="/sql/sql_quiz.asp" target="_top">SQL Quiz</a> <a class="w3-bar-item w3-button" href="/mysql/mysql_quiz.asp" target="_top">MySQL Quiz</a> <a class="w3-bar-item w3-button" href="/php/php_quiz.asp" target="_top">PHP Quiz</a> <a class="w3-bar-item w3-button" href="/python/python_quiz.asp" target="_top">Python Quiz</a> <a class="w3-bar-item w3-button" href="/python/numpy/numpy_quiz.asp" target="_top">NumPy Quiz</a> <a class="w3-bar-item w3-button" href="/python/pandas/pandas_quiz.asp" target="_top">Pandas Quiz</a> <a class="w3-bar-item w3-button" href="/python/scipy/scipy_quiz.php" target="_top">SciPy Quiz</a> <a class="w3-bar-item w3-button" href="/jquery/jquery_quiz.asp" target="_top">jQuery Quiz</a> <a class="w3-bar-item w3-button" href="/java/java_quiz.asp" target="_top">Java Quiz</a> <a class="w3-bar-item w3-button" href="/cpp/cpp_quiz.asp" target="_top">C++ Quiz</a> <a class="w3-bar-item w3-button" href="/cs/cs_quiz.asp" target="_top">C# Quiz</a> <a class="w3-bar-item w3-button" href="/r/r_quiz.asp" target="_top">R Quiz</a> <a class="w3-bar-item w3-button" href="/kotlin/kotlin_quiz.php" target="_top">Kotlin Quiz</a> <a class="w3-bar-item w3-button" href="/xml/xml_quiz.asp" target="_top">XML Quiz</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_quiz.asp" target="_top">Bootstrap Quiz</a> <a class="w3-bar-item w3-button" href="/bootstrap4/bootstrap_quiz.asp" target="_top">Bootstrap 4 Quiz</a> <a class="w3-bar-item w3-button" href="/bootstrap5/bootstrap_quiz.php" target="_top">Bootstrap 5 Quiz</a> <a class="w3-bar-item w3-button" href="/cybersecurity/cybersecurity_quiz.php">Cyber Security Quiz</a> <a class="w3-bar-item w3-button" href="/accessibility/accessibility_quiz.php">Accessibility Quiz</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top"><a class="ws-btn ws-yellow w3-hover-text-white" style="width:135px;font-size:21px" href="https://courses.w3schools.com/" target="_blank">Courses</a></h3> <!-- cert <a class="w3-bar-item w3-button" href="/cert/cert_html_new.asp" target="_top">HTML Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_css.asp" target="_top">CSS Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_javascript.asp" target="_top">JavaScript Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_sql.asp" target="_top">SQL Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_php.asp" target="_top">PHP Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_python.asp" target="_top">Python Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_bootstrap.asp" target="_top">Bootstrap Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_jquery.asp" target="_top">jQuery Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_xml.asp" target="_top">XML Certificate</a> --> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/html" target="_blank">HTML Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/css" target="_blank">CSS Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/javascript" target="_blank">JavaScript Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/programs/front-end" target="_blank">Front End Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/sql" target="_blank">SQL Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/php" target="_blank">PHP Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/python" target="_blank">Python Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/numpy-fundamentals" target="_blank">NumPy Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/pandas-fundamentals" target="_blank">Pandas Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/programs/data-analytics" target="_blank">Data Analytics Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/jquery" target="_blank">jQuery Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/java" target="_blank">Java Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/cplusplus" target="_blank">C++ Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/c-sharp" target="_blank">C# Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/r-fundamentals" target="_blank">R Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/xml" target="_blank">XML Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/introduction-to-cyber-security" target="_blank">Cyber Security Course</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/courses/accessibility-fundamentals" target="_blank">Accessibility Course</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top"><a class="ws-btn ws-yellow w3-hover-text-white" style="width:150px;font-size:21px" href="https://courses.w3schools.com/browse/certifications" target="_blank">Certificates</a></h3> <!-- cert <a class="w3-bar-item w3-button" href="/cert/cert_html_new.asp" target="_top">HTML Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_css.asp" target="_top">CSS Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_javascript.asp" target="_top">JavaScript Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_sql.asp" target="_top">SQL Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_php.asp" target="_top">PHP Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_python.asp" target="_top">Python Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_bootstrap.asp" target="_top">Bootstrap Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_jquery.asp" target="_top">jQuery Certificate</a> <a class="w3-bar-item w3-button" href="/cert/cert_xml.asp" target="_top">XML Certificate</a> --> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/html-certification-exam" target="_blank">HTML Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/css-certification-exam" target="_blank">CSS Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/javascript-certification-exam" target="_blank">JavaScript Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/front-end-certification-exam" target="_blank">Front End Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/sql-certification-exam" target="_blank">SQL Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/php-certification-exam" target="_blank">PHP Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/python-certificaftion-exam" target="_blank">Python Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/data-science-certification-exam" target="_blank">Data Science Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/bootstrap-3-certification-exam" target="_blank">Bootstrap 3 Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/bootstrap-4-certification-exam" target="_blank">Bootstrap 4 Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/jquery-certification-exam" target="_blank">jQuery Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/java-certification-exam" target="_blank">Java Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/c-certification-exam" target="_blank">C++ Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/react-certification-exam" target="_blank">React Certificate</a> <a class="w3-bar-item w3-button" href="https://courses.w3schools.com/browse/certifications/courses/xml-certification-exam" target="_blank">XML Certificate</a> </div> </div> <br class="hidesm"> </div> </nav> </div> </div> <div id="myAccordion" class="w3-card-2 w3-center w3-hide-large w3-hide-medium ws-grey" style="width: 100%; position: absolute; display: none; padding-top: 44px;"> <a href="javascript:void(0)" onclick="w3_close()" class="w3-button w3-xxlarge w3-right">×</a><br> <div class="w3-container w3-padding-32"> <a class="w3-button w3-block" style="font-size:22px;" onclick="open_xs_menu('tutorials');" href="javascript:void(0);">Tutorials <i class="fa fa-caret-down"></i></a> <div id="sectionxs_tutorials" class="w3-left-align w3-show" style="background-color:#282A35;color:white;"></div> <a class="w3-button w3-block" style="font-size:22px;" onclick="open_xs_menu('references')" href="javascript:void(0);">References <i class="fa fa-caret-down"></i></a> <div id="sectionxs_references" class="w3-left-align w3-show" style="background-color:#282A35;color:white;"></div> <a class="w3-button w3-block" style="font-size:22px;" onclick="open_xs_menu('exercises')" href="javascript:void(0);">Exercises <i class="fa fa-caret-down"></i></a> <div id="sectionxs_exercises" class="w3-left-align w3-show" style="background-color:#282A35;color:white;"></div> <a class="w3-button w3-block" style="font-size:22px;" href="/cert/default.asp" target="_blank">Paid Courses</a> <a class="w3-button w3-block" style="font-size:22px;" href="https://www.w3schools.com/spaces" target="_blank" onclick="ga('send', 'event', 'spacesFromTutorialsAcc', 'click');" title="Get Your Own Website With W3schools Spaces">Spaces</a> <a class="w3-button w3-block" style="font-size:22px;" target="_blank" href="https://www.w3schools.com/videos/index.php" onclick="ga('send', 'event', 'Videos' , 'fromTopnavMain')" title="Video Tutorials">Videos</a> <a class="w3-button w3-block" style="font-size:22px;" href="https://shop.w3schools.com" target="_blank">Shop</a> <a class="w3-button w3-block" style="font-size:22px;" href="/pro/index.php">Pro</a> </div> </div> <script> ( function setThemeCheckboxes() { var x = localStorage.getItem("preferredmode"); var y = localStorage.getItem("preferredpagemode"); if (x == "dark") { document.getElementById("radio_darkcode").checked = true; } if (y == "dark") { document.getElementById("radio_darkpage").checked = true; } })(); function mouseoverdarkicon() { if(window.matchMedia("(pointer: coarse)").matches) { return false; } var a = document.getElementById("darkmodemenu"); a.style.top = "44px"; } function mouseoutofdarkicon() { var a = document.getElementById("darkmodemenu"); a.style.top = "-40px"; } function changepagetheme(n) { var a = document.getElementById("radio_darkcode"); var b = document.getElementById("radio_darkpage"); document.body.className = document.body.className.replace("darktheme", ""); document.body.className = document.body.className.replace("darkpagetheme", ""); document.body.className = document.body.className.replace(" ", " "); if (a.checked && b.checked) { localStorage.setItem("preferredmode", "light"); localStorage.setItem("preferredpagemode", "light"); a.checked = false; b.checked = false; } else { document.body.className += " darktheme"; document.body.className += " darkpagetheme"; localStorage.setItem("preferredmode", "dark"); localStorage.setItem("preferredpagemode", "dark"); a.checked = true; b.checked = true; } } function click_darkpage() { var b = document.getElementById("radio_darkpage"); if (b.checked) { document.body.className += " darkpagetheme"; document.body.className = document.body.className.replace(" ", " "); localStorage.setItem("preferredpagemode", "dark"); } else { document.body.className = document.body.className.replace("darkpagetheme", ""); document.body.className = document.body.className.replace(" ", " "); localStorage.setItem("preferredpagemode", "light"); } } function click_darkcode() { var a = document.getElementById("radio_darkcode"); if (a.checked) { document.body.className += " darktheme"; document.body.className = document.body.className.replace(" ", " "); localStorage.setItem("preferredmode", "dark"); } else { document.body.className = document.body.className.replace("darktheme", ""); document.body.className = document.body.className.replace(" ", " "); localStorage.setItem("preferredmode", "light"); } } </script> <div class="w3-sidebar w3-collapse" id="sidenav" style="top: 44px; display: none;"> <div id="leftmenuinner" style="padding-top: 44px;"> <div id="leftmenuinnerinner"> <!-- <a href='javascript:void(0)' onclick='close_menu()' class='w3-button w3-hide-large w3-large w3-display-topright' style='right:16px;padding:3px 12px;font-weight:bold;'>×</a>--> <h2 class="left"><span class="left_h2">HTML</span> Reference</h2> <a target="_top" href="default.asp">HTML by Alphabet</a> <a target="_top" href="ref_byfunc.asp">HTML by Category</a> <a target="_top" href="ref_html_browsersupport.asp">HTML Browser Support</a> <a target="_top" href="ref_attributes.asp">HTML Attributes</a> <a target="_top" href="ref_standardattributes.asp">HTML Global Attributes</a> <a target="_top" href="ref_eventattributes.asp">HTML Events</a> <a target="_top" href="ref_colornames.asp">HTML Colors</a> <a target="_top" href="ref_canvas.asp">HTML Canvas</a> <a target="_top" href="ref_av_dom.asp">HTML Audio/Video</a> <a target="_top" href="ref_charactersets.asp">HTML Character Sets</a> <a target="_top" href="ref_html_dtd.asp">HTML Doctypes</a> <a target="_top" href="ref_urlencode.asp">HTML URL Encode</a> <a target="_top" href="ref_language_codes.asp">HTML Language Codes</a> <a target="_top" href="ref_country_codes.asp">HTML Country Codes</a> <a target="_top" href="ref_httpmessages.asp">HTTP Messages</a> <a target="_top" href="ref_httpmethods.asp">HTTP Methods</a> <a target="_top" href="ref_pxtoemconversion.asp">PX to EM Converter</a> <a target="_top" href="ref_keyboardshortcuts.asp">Keyboard Shortcuts</a> <br> <div class="notranslate"> <h2 class="left"><span class="left_h2">HTML</span> Tags</h2> <a target="_top" href="tag_comment.asp"><!--></a> <a target="_top" href="tag_doctype.asp"><!DOCTYPE></a> <a target="_top" href="tag_a.asp"><a></a> <a target="_top" href="tag_abbr.asp"><abbr></a> <a target="_top" href="tag_acronym.asp"><acronym></a> <a target="_top" href="tag_address.asp"><address></a> <a target="_top" href="tag_applet.asp"><applet></a> <a target="_top" href="tag_area.asp"><area></a> <a target="_top" href="tag_article.asp"><article></a> <a target="_top" href="tag_aside.asp"><aside></a> <a target="_top" href="tag_audio.asp"><audio></a> <a target="_top" href="tag_b.asp"><b></a> <a target="_top" href="tag_base.asp"><base></a> <a target="_top" href="tag_basefont.asp"><basefont></a> <a target="_top" href="tag_bdi.asp"><bdi></a> <a target="_top" href="tag_bdo.asp"><bdo></a> <a target="_top" href="tag_big.asp"><big></a> <a target="_top" href="tag_blockquote.asp"><blockquote></a> <a target="_top" href="tag_body.asp"><body></a> <a target="_top" href="tag_br.asp"><br></a> <a target="_top" href="tag_button.asp"><button></a> <a target="_top" href="tag_canvas.asp"><canvas></a> <a target="_top" href="tag_caption.asp"><caption></a> <a target="_top" href="tag_center.asp"><center></a> <a target="_top" href="tag_cite.asp"><cite></a> <a target="_top" href="tag_code.asp"><code></a> <a target="_top" href="tag_col.asp"><col></a> <a target="_top" href="tag_colgroup.asp"><colgroup></a> <a target="_top" href="tag_data.asp"><data></a> <a target="_top" href="tag_datalist.asp"><datalist></a> <a target="_top" href="tag_dd.asp"><dd></a> <a target="_top" href="tag_del.asp"><del></a> <a target="_top" href="tag_details.asp"><details></a> <a target="_top" href="tag_dfn.asp"><dfn></a> <a target="_top" href="tag_dialog.asp"><dialog></a> <a target="_top" href="tag_dir.asp"><dir></a> <a target="_top" href="tag_div.asp"><div></a> <a target="_top" href="tag_dl.asp"><dl></a> <a target="_top" href="tag_dt.asp"><dt></a> <a target="_top" href="tag_em.asp"><em></a> <a target="_top" href="tag_embed.asp"><embed></a> <a target="_top" href="tag_fieldset.asp"><fieldset></a> <a target="_top" href="tag_figcaption.asp"><figcaption></a> <a target="_top" href="tag_figure.asp"><figure></a> <a target="_top" href="tag_font.asp"><font></a> <a target="_top" href="tag_footer.asp"><footer></a> <a target="_top" href="tag_form.asp"><form></a> <a target="_top" href="tag_frame.asp"><frame></a> <a target="_top" href="tag_frameset.asp"><frameset></a> <a target="_top" href="tag_hn.asp"><h1> - <h6></a> <a target="_top" href="tag_head.asp"><head></a> <a target="_top" href="tag_header.asp"><header></a> <a target="_top" href="tag_hr.asp"><hr></a> <a target="_top" href="tag_html.asp"><html></a> <a target="_top" href="tag_i.asp"><i></a> <a target="_top" href="tag_iframe.asp"><iframe></a> <a target="_top" href="tag_img.asp"><img></a> <a target="_top" href="tag_input.asp"><input></a> <a target="_top" href="tag_ins.asp"><ins></a> <a target="_top" href="tag_kbd.asp"><kbd></a> <a target="_top" href="tag_label.asp"><label></a> <a target="_top" href="tag_legend.asp"><legend></a> <a target="_top" href="tag_li.asp"><li></a> <a target="_top" href="tag_link.asp"><link></a> <a target="_top" href="tag_main.asp"><main></a> <a target="_top" href="tag_map.asp"><map></a> <a target="_top" href="tag_mark.asp"><mark></a> <a target="_top" href="tag_meta.asp"><meta></a> <a target="_top" href="tag_meter.asp"><meter></a> <a target="_top" href="tag_nav.asp"><nav></a> <a target="_top" href="tag_noframes.asp"><noframes></a> <a target="_top" href="tag_noscript.asp"><noscript></a> <a target="_top" href="tag_object.asp"><object></a> <a target="_top" href="tag_ol.asp"><ol></a> <a target="_top" href="tag_optgroup.asp"><optgroup></a> <a target="_top" href="tag_option.asp"><option></a> <a target="_top" href="tag_output.asp"><output></a> <a target="_top" href="tag_p.asp" class="active"><p></a> <a target="_top" href="tag_param.asp"><param></a> <a target="_top" href="tag_picture.asp"><picture></a> <a target="_top" href="tag_pre.asp"><pre></a> <a target="_top" href="tag_progress.asp"><progress></a> <a target="_top" href="tag_q.asp"><q></a> <a target="_top" href="tag_rp.asp"><rp></a> <a target="_top" href="tag_rt.asp"><rt></a> <a target="_top" href="tag_ruby.asp"><ruby></a> <a target="_top" href="tag_s.asp"><s></a> <a target="_top" href="tag_samp.asp"><samp></a> <a target="_top" href="tag_script.asp"><script></a> <a target="_top" href="tag_section.asp"><section></a> <a target="_top" href="tag_select.asp"><select></a> <a target="_top" href="tag_small.asp"><small></a> <a target="_top" href="tag_source.asp"><source></a> <a target="_top" href="tag_span.asp"><span></a> <a target="_top" href="tag_strike.asp"><strike></a> <a target="_top" href="tag_strong.asp"><strong></a> <a target="_top" href="tag_style.asp"><style></a> <a target="_top" href="tag_sub.asp"><sub></a> <a target="_top" href="tag_summary.asp"><summary></a> <a target="_top" href="tag_sup.asp"><sup></a> <a target="_top" href="tag_svg.asp"><svg></a> <a target="_top" href="tag_table.asp"><table></a> <a target="_top" href="tag_tbody.asp"><tbody></a> <a target="_top" href="tag_td.asp"><td></a> <a target="_top" href="tag_template.asp"><template></a> <a target="_top" href="tag_textarea.asp"><textarea></a> <a target="_top" href="tag_tfoot.asp"><tfoot></a> <a target="_top" href="tag_th.asp"><th></a> <a target="_top" href="tag_thead.asp"><thead></a> <a target="_top" href="tag_time.asp"><time></a> <a target="_top" href="tag_title.asp"><title></a> <a target="_top" href="tag_tr.asp"><tr></a> <a target="_top" href="tag_track.asp"><track></a> <a target="_top" href="tag_tt.asp"><tt></a> <a target="_top" href="tag_u.asp"><u></a> <a target="_top" href="tag_ul.asp"><ul></a> <a target="_top" href="tag_var.asp"><var></a> <a target="_top" href="tag_video.asp"><video></a> <a target="_top" href="tag_wbr.asp"><wbr></a> </div> <br><br> </div> </div> </div> <div class="w3-main w3-light-grey" id="belowtopnav" style="margin-left: 220px; padding-top: 44px;"> <div class="w3-row w3-white"> <div class="w3-col l10 m12" id="main"> <div id="mainLeaderboard" style="overflow:hidden;"> <!-- MainLeaderboard--> <!--<pre>main_leaderboard, all: [728,90][970,90][320,50][468,60]</pre>--> <div id="adngin-main_leaderboard-0" data-google-query-id="CJPA_sueqvcCFXiOSwUd2fYBLg"><div id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//main_leaderboard_1__container__" style="border: 0pt none;"><iframe id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//main_leaderboard_1" name="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//main_leaderboard_1" title="3rd party ad content" width="728" height="90" scrolling="no" marginwidth="0" marginheight="0" frameborder="0" role="region" aria-label="Advertisement" tabindex="0" srcdoc="" data-google-container-id="7" style="border: 0px; vertical-align: bottom;" data-load-complete="true"><div style="position: absolute; width: 0px; height: 0px; border: 0px; padding: 0px; margin: 0px; overflow: hidden;"><button></button><a href="https://yahoo.com"></a><input></div></iframe></div></div> <!-- adspace leaderboard --> </div> <h1>HTML <span class="color_h1"><p></span> Tag</h1> <div class="w3-clear w3-center nextprev"> <a class="w3-left w3-btn" href="tag_output.asp">❮<span class="w3-hide-small"> Previous</span></a> <a class="w3-btn" href="default.asp"><span class="w3-hide-small">Complete HTML </span>Reference</a> <a class="w3-right w3-btn" href="tag_param.asp"><span class="w3-hide-small">Next </span>❯</a> </div> <br> <div class="w3-example"> <h3>Example</h3> <p>A paragraph is marked up as follows:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span>This is some text in a paragraph.<span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_paragraphs1" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <p>More "Try it Yourself" examples below.</p> <hr> <h2>Definition and Usage</h2> <p>The <code class="w3-codespan"><p></code> tag defines a paragraph.</p> <p>Browsers automatically add a single blank line before and after each <code class="w3-codespan"><p></code> element.</p> <p><strong>Tip:</strong> Use CSS to <a href="/html/html_css.asp">style paragraphs</a>.</p> <hr> <h2>Browser Support</h2> <table class="browserref notranslate"> <tbody><tr> <th style="width:20%;font-size:16px;text-align:left;">Element</th> <th style="width:16%;" class="bsChrome" title="Chrome"></th> <th style="width:16%;" class="bsEdge" title="Internet Explorer / Edge"></th> <th style="width:16%;" class="bsFirefox" title="Firefox"></th> <th style="width:16%;" class="bsSafari" title="Safari"></th> <th style="width:16%;" class="bsOpera" title="Opera"></th> </tr><tr> <td style="text-align:left;"><p></td> <td>Yes</td> <td>Yes</td> <td>Yes</td> <td>Yes</td> <td>Yes</td> </tr> </tbody></table> <hr> <h2>Global Attributes</h2> <p>The <code class="w3-codespan"><p></code> tag also supports the <a href="ref_standardattributes.asp">Global Attributes in HTML</a>.</p> <hr> <h2>Event Attributes</h2> <p>The <code class="w3-codespan"><p></code> tag also supports the <a href="ref_eventattributes.asp">Event Attributes in HTML</a>.</p> <hr> <div id="midcontentadcontainer" style="overflow:auto;text-align:center"> <!-- MidContent --> <!-- <p class="adtext">Advertisement</p> --> <div id="adngin-mid_content-0" data-google-query-id="CKfs_8ueqvcCFXiOSwUd2fYBLg"><div id="sn_ad_label_adngin-mid_content-0" class="sn_ad_label" style="color:#000000;font-size:12px;margin:0;text-align:center;">ADVERTISEMENT</div><div id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//mid_content_1__container__" style="border: 0pt none; display: inline-block; width: 300px; height: 250px;"><iframe frameborder="0" src="https://56d0da6c34aaa471db22bb4266aac656.safeframe.googlesyndication.com/safeframe/1-0-38/html/container.html" id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//mid_content_1" title="3rd party ad content" name="" scrolling="no" marginwidth="0" marginheight="0" width="300" height="250" data-is-safeframe="true" sandbox="allow-forms allow-popups allow-popups-to-escape-sandbox allow-same-origin allow-scripts allow-top-navigation-by-user-activation" role="region" aria-label="Advertisement" tabindex="0" data-google-container-id="8" style="border: 0px; vertical-align: bottom;" data-load-complete="true"></iframe></div></div> </div> <hr> <h2>More Examples</h2> <div class="w3-example"> <h3>Example</h3> <p>Align text in a paragraph (with CSS):</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="attributecolor" style="color:red"> style<span class="attributevaluecolor" style="color:mediumblue">="text-align:right"</span></span><span class="tagcolor" style="color:mediumblue">></span></span>This is some text in a paragraph.<span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_p_align_css" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p>Style paragraphs with CSS:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>html<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>head<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>style<span class="tagcolor" style="color:mediumblue">></span></span><span class="cssselectorcolor" style="color:brown"><br>p <span class="cssdelimitercolor" style="color:black">{</span><span class="csspropertycolor" style="color:red"><br> color<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> navy<span class="cssdelimitercolor" style="color:black">;</span></span><br> text-indent<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 30px<span class="cssdelimitercolor" style="color:black">;</span></span><br> text-transform<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> uppercase<span class="cssdelimitercolor" style="color:black">;</span></span><br></span><span class="cssdelimitercolor" style="color:black">}</span><br></span><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/style<span class="tagcolor" style="color:mediumblue">></span></span><br> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/head<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>body<span class="tagcolor" style="color:mediumblue">></span></span><br><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.<span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span><br><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/body<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/html<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_p_style_css" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p> More on paragraphs:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span><br>This paragraph<br>contains a lot of lines<br>in the source code,<br> but the browser <br>ignores it.<br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_paragraphs2" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p>Poem problems in HTML:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span><br>My Bonnie lies over the ocean.<br>My Bonnie lies over the sea.<br>My Bonnie lies over the ocean.<br>Oh, bring back my Bonnie to me.<br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_poem" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <hr> <h2>Related Pages</h2> <p>HTML tutorial: <a href="/html/html_paragraphs.asp">HTML Paragraphs</a></p> <p>HTML DOM reference: <a href="/jsref/dom_obj_paragraph.asp">Paragraph Object</a></p> <hr> <h2>Default CSS Settings</h2> <p>Most browsers will display the <code class="w3-codespan"><p></code> element with the following default values:</p> <div class="w3-example"> <h3>Example</h3> <div class="w3-code notranslate cssHigh"><span class="cssselectorcolor" style="color:brown"> p <span class="cssdelimitercolor" style="color:black">{</span><span class="csspropertycolor" style="color:red"><br> display<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> block<span class="cssdelimitercolor" style="color:black">;</span></span><br> margin-top<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 1em<span class="cssdelimitercolor" style="color:black">;</span></span><br> margin-bottom<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 1em<span class="cssdelimitercolor" style="color:black">;</span></span><br> margin-left<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 0<span class="cssdelimitercolor" style="color:black">;</span></span><br> margin-right<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 0<span class="cssdelimitercolor" style="color:black">;</span></span><br></span><span class="cssdelimitercolor" style="color:black">}</span> </span></div> <a target="_blank" href="tryit.asp?filename=tryhtml_p_default_css" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <br> <br> <div class="w3-clear w3-center nextprev"> <a class="w3-left w3-btn" href="tag_output.asp">❮<span class="w3-hide-small"> Previous</span></a> <a class="w3-btn" href="default.asp"><span class="w3-hide-small">Complete HTML </span>Reference</a> <a class="w3-right w3-btn" href="tag_param.asp"><span class="w3-hide-small">Next </span>❯</a> </div> <div id="mypagediv2" style="position:relative;text-align:center;"></div> <br> </div> <div class="w3-col l2 m12" id="right"> <div class="sidesection"> <div id="skyscraper"> <div id="adngin-sidebar_top-0" data-google-query-id="CJXA_sueqvcCFXiOSwUd2fYBLg"><div id="sn_ad_label_adngin-sidebar_top-0" class="sn_ad_label" style="color:#000000;font-size:12px;margin:0;text-align:center;">ADVERTISEMENT</div><div id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//wide_skyscraper_1__container__" style="border: 0pt none;"><iframe id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//wide_skyscraper_1" name="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//wide_skyscraper_1" title="3rd party ad content" width="320" height="50" scrolling="no" marginwidth="0" marginheight="0" frameborder="0" role="region" aria-label="Advertisement" tabindex="0" srcdoc="" data-google-container-id="9" style="border: 0px; vertical-align: bottom;" data-load-complete="true"></iframe></div></div> </div> </div> <style> .ribbon-vid { font-size:12px; font-weight:bold; padding: 6px 20px; left:-20px; top:-10px; text-align: center; color:black; border-radius:25px; } </style> <div class="sidesection" id="video_sidesection"> <div class="w3-center" style="padding-bottom:7px"> <span class="ribbon-vid ws-yellow">NEW</span> </div> <p style="font-size: 14px;line-height: 1.5;font-family: Source Sans Pro;padding-left:4px;padding-right:4px;">We just launched<br>W3Schools videos</p> <a onclick="ga('send', 'event', 'Videos' , 'fromSidebar');" href="https://www.w3schools.com/videos/index.php" class="w3-hover-opacity"><img src="/images/htmlvideoad_footer.png" style="max-width:100%;padding:5px 10px 25px 10px" loading="lazy"></a> <a class="ws-button" style="font-size:16px;text-decoration: none !important;display: block !important; color:#FFC0C7!important; width: 100%; border-bottom-left-radius: 5px; border-bottom-right-radius: 5px; paxdding-top: 10px; padding-bottom: 20px; font-family: 'Source Sans Pro', sans-serif; text-align: center;" onclick="ga('send', 'event', 'Videos' , 'fromSidebar');" href="https://www.w3schools.com/videos/index.php">Explore now</a> </div> <div class="sidesection"> <h4><a href="/colors/colors_picker.asp">COLOR PICKER</a></h4> <a href="/colors/colors_picker.asp"> <img src="/images/colorpicker2000.png" alt="colorpicker" loading="lazy"> </a> </div> <div class="sidesection"> <!--<h4>LIKE US</h4>--> <div class="sharethis" style="visibility: visible;"> <a href="https://www.facebook.com/w3schoolscom/" target="_blank" title="Facebook"><span class="fa fa-facebook-square fa-2x"></span></a> <a href="https://www.instagram.com/w3schools.com_official/" target="_blank" title="Instagram"><span class="fa fa-instagram fa-2x"></span></a> <a href="https://www.linkedin.com/company/w3schools.com/" target="_blank" title="LinkedIn"><span class="fa fa-linkedin-square fa-2x"></span></a> <a href="https://discord.gg/6Z7UaRbUQM" target="_blank" title="Join the W3schools community on Discord"><span class="fa fa-discord fa-2x"></span></a> </div> </div> <!-- <div class="sidesection" style="border-radius:5px;color:#555;padding-top:1px;padding-bottom:8px;margin-left:auto;margin-right:auto;max-width:230px;background-color:#d4edda"> <p>Get your<br>certification today!</p> <a href="/cert/default.asp" target="_blank"> <img src="/images/w3certified_logo_250.png" style="margin:0 12px 20px 10px;max-width:80%"> </a> <a class="w3-btn w3-margin-bottom" style="text-decoration:none;border-radius:5px;" href="/cert/default.asp" target="_blank">View options</a> </div> --> <style> #courses_get_started_btn { text-decoration:none !important; background-color:#04AA6D; width:100%; border-bottom-left-radius:5px; border-bottom-right-radius:5px; padding-top:10px; padding-bottom:10px; font-family: 'Source Sans Pro', sans-serif; } #courses_get_started_btn:hover { background-color:#059862!important; } </style> <div id="internalCourses" class="sidesection"> <p style="font-size:18px;padding-left:2px;padding-right:2px;">Get certified<br>by completing<br>a course today!</p> <a href="https://courses.w3schools.com" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on courses banner in ads column');"> <div style="padding:0 20px 20px 20px"> <svg id="w3_cert_badge2" style="margin:auto;width:85%" data-name="w3_cert_badge2" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"><defs><style>.cls-1{fill:#04aa6b;}.cls-2{font-size:23px;}.cls-2,.cls-3,.cls-4{fill:#fff;}.cls-2,.cls-3{font-family:RobotoMono-Medium, Roboto Mono;font-weight:500;}.cls-3{font-size:20.08px;}</style></defs><circle class="cls-1" cx="150" cy="150" r="146.47" transform="translate(-62.13 150) rotate(-45)"></circle><text class="cls-2" transform="translate(93.54 63.89) rotate(-29.5)">w</text><text class="cls-2" transform="translate(107.13 56.35) rotate(-20.8)">3</text><text class="cls-2" transform="matrix(0.98, -0.21, 0.21, 0.98, 121.68, 50.97)">s</text><text class="cls-2" transform="translate(136.89 47.84) rotate(-3.47)">c</text><text class="cls-2" transform="translate(152.39 47.03) rotate(5.12)">h</text><text class="cls-2" transform="translate(167.85 48.54) rotate(13.72)">o</text><text class="cls-2" transform="translate(182.89 52.35) rotate(22.34)">o</text><text class="cls-2" transform="matrix(0.86, 0.52, -0.52, 0.86, 197.18, 58.36)">l</text><text class="cls-2" transform="matrix(0.77, 0.64, -0.64, 0.77, 210.4, 66.46)">s</text><text class="cls-3" transform="translate(35.51 186.66) rotate(69.37)"> </text><text class="cls-3" transform="matrix(0.47, 0.88, -0.88, 0.47, 41.27, 201.28)">C</text><text class="cls-3" transform="matrix(0.58, 0.81, -0.81, 0.58, 48.91, 215.03)">E</text><text class="cls-3" transform="matrix(0.67, 0.74, -0.74, 0.67, 58.13, 227.36)">R</text><text class="cls-3" transform="translate(69.16 238.92) rotate(39.44)">T</text><text class="cls-3" transform="matrix(0.85, 0.53, -0.53, 0.85, 81.47, 248.73)">I</text><text class="cls-3" transform="translate(94.94 256.83) rotate(24.36)">F</text><text class="cls-3" transform="translate(109.34 263.09) rotate(16.83)">I</text><text class="cls-3" transform="translate(124.46 267.41) rotate(9.34)">E</text><text class="cls-3" transform="translate(139.99 269.73) rotate(1.88)">D</text><text class="cls-3" transform="translate(155.7 270.01) rotate(-5.58)"> </text><text class="cls-3" transform="translate(171.32 268.24) rotate(-13.06)"> </text><text class="cls-2" transform="translate(187.55 266.81) rotate(-21.04)">.</text><text class="cls-3" transform="translate(203.27 257.7) rotate(-29.24)"> </text><text class="cls-3" transform="translate(216.84 249.83) rotate(-36.75)"> </text><text class="cls-3" transform="translate(229.26 240.26) rotate(-44.15)">2</text><text class="cls-3" transform="translate(240.39 229.13) rotate(-51.62)">0</text><text class="cls-3" transform="translate(249.97 216.63) rotate(-59.17)">2</text><text class="cls-3" transform="matrix(0.4, -0.92, 0.92, 0.4, 257.81, 203.04)">2</text><path class="cls-4" d="M196.64,136.31s3.53,3.8,8.5,3.8c3.9,0,6.75-2.37,6.75-5.59,0-4-3.64-5.81-8-5.81h-2.59l-1.53-3.48,6.86-8.13a34.07,34.07,0,0,1,2.7-2.85s-1.11,0-3.33,0H194.79v-5.86H217.7v4.28l-9.19,10.61c5.18.74,10.24,4.43,10.24,10.92s-4.85,12.3-13.19,12.3a17.36,17.36,0,0,1-12.41-5Z"></path><path class="cls-4" d="M152,144.24l30.24,53.86,14.94-26.61L168.6,120.63H135.36l-13.78,24.53-13.77-24.53H77.93l43.5,77.46.15-.28.16.28Z"></path></svg> </div> </a> <a class="w3-btn" id="courses_get_started_btn" href="https://courses.w3schools.com" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on courses banner in ads column');">Get started</a> </div> <!-- <div class="sidesection" style="margin-left:auto;margin-right:auto;max-width:230px"> <a href="https://shop.w3schools.com/" target="_blank" title="Buy W3Schools Merchandize"> <img src="/images/tshirt.jpg" style="max-width:100%;"> </a> </div> --> <div class="sidesection" id="moreAboutSubject"> </div> <!-- <div id="sidesection_exercise" class="sidesection" style="background-color:#555555;max-width:200px;margin:auto;margin-bottom:32px"> <div class="w3-container w3-text-white"> <h4>Exercises</h4> </div> <div> <div class="w3-light-grey"> <a target="_blank" href="/html/exercise.asp" style="padding-top:8px">HTML</a> <a target="_blank" href="/css/exercise.asp">CSS</a> <a target="_blank" href="/js/exercise_js.asp">JavaScript</a> <a target="_blank" href="/sql/exercise.asp">SQL</a> <a target="_blank" href="/php/exercise.asp">PHP</a> <a target="_blank" href="/python/exercise.asp">Python</a> <a target="_blank" href="/bootstrap/exercise_bs3.asp">Bootstrap</a> <a target="_blank" href="/jquery/exercise_jq.asp" style="padding-bottom:8px">jQuery</a> </div> </div> </div> --> <div class="sidesection codegameright ws-turquoise" style="font-size:18px;font-family: 'Source Sans Pro', sans-serif;border-radius:5px;color:#FFC0C7;padding-top:12px;margin-left:auto;margin-right:auto;max-width:230px;"> <style> .codegameright .w3-btn:link,.codegameright .w3-btn:visited { background-color:#04AA6D; border-radius:5px; } .codegameright .w3-btn:hover,.codegameright .w3-btn:active { background-color:#059862!important; text-decoration:none!important; } </style> <h4><a href="/codegame/index.html" class="w3-hover-text-black">CODE GAME</a></h4> <a href="/codegame/index.html" target="_blank" class="w3-hover-opacity"><img style="max-width:100%;margin:16px 0;" src="/images/w3lynx_200.png" alt="Code Game" loading="lazy"></a> <a class="w3-btn w3-block ws-black" href="/codegame/index.html" target="_blank" style="padding-top:10px;padding-bottom:10px;margin-top:12px;border-top-left-radius: 0;border-top-right-radius: 0">Play Game</a> </div> <!-- <div class="sidesection w3-light-grey" style="margin-left:auto;margin-right:auto;max-width:230px"> <div class="w3-container w3-dark-grey"> <h4><a href="/howto/default.asp" class="w3-hover-text-white">HOW TO</a></h4> </div> <div class="w3-container w3-left-align w3-padding-16"> <a href="/howto/howto_js_tabs.asp">Tabs</a><br> <a href="/howto/howto_css_dropdown.asp">Dropdowns</a><br> <a href="/howto/howto_js_accordion.asp">Accordions</a><br> <a href="/howto/howto_js_sidenav.asp">Side Navigation</a><br> <a href="/howto/howto_js_topnav.asp">Top Navigation</a><br> <a href="/howto/howto_css_modals.asp">Modal Boxes</a><br> <a href="/howto/howto_js_progressbar.asp">Progress Bars</a><br> <a href="/howto/howto_css_parallax.asp">Parallax</a><br> <a href="/howto/howto_css_login_form.asp">Login Form</a><br> <a href="/howto/howto_html_include.asp">HTML Includes</a><br> <a href="/howto/howto_google_maps.asp">Google Maps</a><br> <a href="/howto/howto_js_rangeslider.asp">Range Sliders</a><br> <a href="/howto/howto_css_tooltip.asp">Tooltips</a><br> <a href="/howto/howto_js_slideshow.asp">Slideshow</a><br> <a href="/howto/howto_js_sort_list.asp">Sort List</a><br> </div> </div> --> <!-- <div class="sidesection w3-round" style="margin-left:auto;margin-right:auto;max-width:230px"> <div class="w3-container ws-black" style="border-top-right-radius:5px;border-top-left-radius:5px;"> <h5><a href="/cert/default.asp" class="w3-hover-text-white">Certificates</a></h5> </div> <div class="w3-border" style="border-bottom-right-radius:5px;border-bottom-left-radius:5px;"> <a href="/cert/cert_html.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">HTML</a> <a href="/cert/cert_css.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">CSS</a> <a href="/cert/cert_javascript.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">JavaScript</a> <a href="/cert/cert_frontend.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">Front End</a> <a href="/cert/cert_python.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">Python</a> <a href="/cert/cert_sql.asp" class="w3-button ws-grey w3-block w3-border-bottom" style="text-decoration:none">SQL</a> <a href="/cert/default.asp" class="w3-button ws-grey w3-block" style="text-decoration:none;">And more</a> </div> </div> --> <div id="stickypos" class="sidesection" style="text-align:center;position:sticky;top:50px;"> <div id="stickyadcontainer" style="width: 653.984px;"> <div style="position:relative;margin:auto;"> <div id="adngin-sidebar_sticky-0-stickypointer" style=""><div id="adngin-sidebar_sticky-0" style=""><div id="sn_ad_label_adngin-sidebar_sticky-0" class="sn_ad_label" style="color:#000000;font-size:12px;margin:0;text-align:center;">ADVERTISEMENT</div></div></div> <script> function secondSnigel() { if(window.adngin && window.adngin.adnginLoaderReady) { if (Number(w3_getStyleValue(document.getElementById("main"), "height").replace("px", "")) > 2200) { if (document.getElementById("adngin-mid_content-0")) { adngin.queue.push(function(){ adngin.cmd.startAuction(["sidebar_sticky", "mid_content" ]); }); } else { adngin.queue.push(function(){ adngin.cmd.startAuction(["sidebar_sticky"]); }); } } else { if (document.getElementById("adngin-mid_content-0")) { adngin.queue.push(function(){ adngin.cmd.startAuction(["mid_content"]); }); } } } else { window.addEventListener('adnginLoaderReady', function() { if (Number(w3_getStyleValue(document.getElementById("main"), "height").replace("px", "")) > 2200) { if (document.getElementById("adngin-mid_content-0")) { adngin.queue.push(function(){ adngin.cmd.startAuction(["sidebar_sticky", "mid_content" ]); }); } else { adngin.queue.push(function(){ adngin.cmd.startAuction(["sidebar_sticky"]); }); } } else { if (document.getElementById("adngin-mid_content-0")) { adngin.queue.push(function(){ adngin.cmd.startAuction(["mid_content"]); }); } } }); } } </script> </div> </div> </div> <script> uic_r_c() </script> </div> </div> <div id="footer" class="footer w3-container w3-white"> <hr> <div style="overflow:auto"> <div class="bottomad"> <!-- BottomMediumRectangle --> <!--<pre>bottom_medium_rectangle, all: [970,250][300,250][336,280]</pre>--> <div id="adngin-bottom_left-0" style="padding:0 10px 10px 0;float:left;width:auto;" data-google-query-id="CJbA_sueqvcCFXiOSwUd2fYBLg"><div id="sn_ad_label_adngin-bottom_left-0" class="sn_ad_label" style="color:#000000;font-size:12px;margin:0;text-align:center;">ADVERTISEMENT</div><div id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//bottom_medium_rectangle_1__container__" style="border: 0pt none;"><iframe id="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//bottom_medium_rectangle_1" name="google_ads_iframe_/22152718,16833175/sws-hb//w3schools.com//bottom_medium_rectangle_1" title="3rd party ad content" width="300" height="250" scrolling="no" marginwidth="0" marginheight="0" frameborder="0" role="region" aria-label="Advertisement" tabindex="0" srcdoc="" data-google-container-id="a" style="border: 0px; vertical-align: bottom;" data-load-complete="true"></iframe></div></div> <!-- adspace bmr --> <!-- RightBottomMediumRectangle --> <!--<pre>right_bottom_medium_rectangle, desktop: [300,250][336,280]</pre>--> <div id="adngin-bottom_right-0" style="padding:0 10px 10px 0;float:left;width:auto;"><div id="sn_ad_label_adngin-bottom_right-0" class="sn_ad_label" style="color:#000000;font-size:12px;margin:0;text-align:center;">ADVERTISEMENT</div></div> </div> </div> <hr> <div class="w3-row-padding w3-center w3-small" style="margin:0 -16px;"> <div class="w3-col l3 m3 s12"> <a class="w3-button ws-grey ws-hover-black w3-block w3-round" href="javascript:void(0);" onclick="displayError();return false" style="white-space:nowrap;text-decoration:none;margin-top:1px;margin-bottom:1px;font-size:15px;">Report Error</a> </div> <!-- <div class="w3-col l3 m3 s12"> <a class="w3-button w3-light-grey w3-block" href="javascript:void(0);" target="_blank" onclick="printPage();return false;" style="text-decoration:none;margin-top:1px;margin-bottom:1px">PRINT PAGE</a> </div> --> <div class="w3-col l3 m3 s12"> <a class="w3-button ws-grey ws-hover-black w3-block w3-round" href="/forum/default.asp" target="_blank" style="text-decoration:none;margin-top:1px;margin-bottom:1px;font-size:15px">Forum</a> </div> <div class="w3-col l3 m3 s12"> <a class="w3-button ws-grey ws-hover-black w3-block w3-round" href="/about/default.asp" target="_top" style="text-decoration:none;margin-top:1px;margin-bottom:1px;font-size:15px">About</a> </div> <div class="w3-col l3 m3 s12"> <a class="w3-button ws-grey ws-hover-black w3-block w3-round" href="https://shop.w3schools.com/" target="_blank" style="text-decoration:none;margin-top:1px;margin-bottom:1px;font-size:15px">Shop</a> </div> </div> <hr> <div class="ws-grey w3-padding w3-margin-bottom" id="err_form" style="display:none;position:relative"> <span onclick="this.parentElement.style.display='none'" class="w3-button w3-display-topright w3-large">×</span> <h2>Report Error</h2> <p>If you want to report an error, or if you want to make a suggestion, do not hesitate to send us an e-mail:</p> <p>help@w3schools.com</p> <br> <!-- <h2>Your Suggestion:</h2> <form> <div class="w3-section"> <label for="err_email">Your E-mail:</label> <input class="w3-input w3-border" type="text" style="margin-top:5px;width:100%" id="err_email" name="err_email"> </div> <div class="w3-section"> <label for="err_email">Page address:</label> <input class="w3-input w3-border" type="text" style="width:100%;margin-top:5px" id="err_url" name="err_url" disabled="disabled"> </div> <div class="w3-section"> <label for="err_email">Description:</label> <textarea rows="10" class="w3-input w3-border" id="err_desc" name="err_desc" style="width:100%;margin-top:5px;resize:vertical;"></textarea> </div> <div class="form-group"> <button type="button" class="w3-button w3-dark-grey" onclick="sendErr()">Submit</button> </div> <br> </form> --> </div> <div class="w3-container ws-grey w3-padding" id="err_sent" style="display:none;position:relative"> <span onclick="this.parentElement.style.display='none'" class="w3-button w3-display-topright">×</span> <h2>Thank You For Helping Us!</h2> <p>Your message has been sent to W3Schools.</p> </div> <div class="w3-row w3-center w3-small"> <div class="w3-col l3 m6 s12"> <div class="top10"> <h5 style="font-family: 'Source Sans Pro', sans-serif;">Top Tutorials</h5> <a href="/html/default.asp">HTML Tutorial</a><br> <a href="/css/default.asp">CSS Tutorial</a><br> <a href="/js/default.asp">JavaScript Tutorial</a><br> <a href="/howto/default.asp">How To Tutorial</a><br> <a href="/sql/default.asp">SQL Tutorial</a><br> <a href="/python/default.asp">Python Tutorial</a><br> <a href="/w3css/default.asp">W3.CSS Tutorial</a><br> <a href="/bootstrap/bootstrap_ver.asp">Bootstrap Tutorial</a><br> <a href="/php/default.asp">PHP Tutorial</a><br> <a href="/java/default.asp">Java Tutorial</a><br> <a href="/cpp/default.asp">C++ Tutorial</a><br> <a href="/jquery/default.asp">jQuery Tutorial</a><br> </div> </div> <div class="w3-col l3 m6 s12"> <div class="top10"> <h5 style="font-family: 'Source Sans Pro', sans-serif;">Top References</h5> <a href="/tags/default.asp">HTML Reference</a><br> <a href="/cssref/default.asp">CSS Reference</a><br> <a href="/jsref/default.asp">JavaScript Reference</a><br> <a href="/sql/sql_ref_keywords.asp">SQL Reference</a><br> <a href="/python/python_reference.asp">Python Reference</a><br> <a href="/w3css/w3css_references.asp">W3.CSS Reference</a><br> <a href="/bootstrap/bootstrap_ref_all_classes.asp">Bootstrap Reference</a><br> <a href="/php/php_ref_overview.asp">PHP Reference</a><br> <a href="/colors/colors_names.asp">HTML Colors</a><br> <a href="/java/java_ref_keywords.asp">Java Reference</a><br> <a href="/angular/angular_ref_directives.asp">Angular Reference</a><br> <a href="/jquery/jquery_ref_overview.asp">jQuery Reference</a><br> </div> </div> <div class="w3-col l3 m6 s12"> <div class="top10"> <h5 style="font-family: 'Source Sans Pro', sans-serif;">Top Examples</h5> <a href="/html/html_examples.asp">HTML Examples</a><br> <a href="/css/css_examples.asp">CSS Examples</a><br> <a href="/js/js_examples.asp">JavaScript Examples</a><br> <a href="/howto/default.asp">How To Examples</a><br> <a href="/sql/sql_examples.asp">SQL Examples</a><br> <a href="/python/python_examples.asp">Python Examples</a><br> <a href="/w3css/w3css_examples.asp">W3.CSS Examples</a><br> <a href="/bootstrap/bootstrap_examples.asp">Bootstrap Examples</a><br> <a href="/php/php_examples.asp">PHP Examples</a><br> <a href="/java/java_examples.asp">Java Examples</a><br> <a href="/xml/xml_examples.asp">XML Examples</a><br> <a href="/jquery/jquery_examples.asp">jQuery Examples</a><br> </div> </div> <div class="w3-col l3 m6 s12"> <div class="top10"> <!-- <h4>Web Certificates</h4> <a href="/cert/default.asp">HTML Certificate</a><br> <a href="/cert/default.asp">CSS Certificate</a><br> <a href="/cert/default.asp">JavaScript Certificate</a><br> <a href="/cert/default.asp">SQL Certificate</a><br> <a href="/cert/default.asp">Python Certificate</a><br> <a href="/cert/default.asp">PHP Certificate</a><br> <a href="/cert/default.asp">Bootstrap Certificate</a><br> <a href="/cert/default.asp">XML Certificate</a><br> <a href="/cert/default.asp">jQuery Certificate</a><br> <a href="//www.w3schools.com/cert/default.asp" class="w3-button w3-margin-top w3-dark-grey" style="text-decoration:none"> Get Certified »</a> --> <h5 style="font-family: 'Source Sans Pro', sans-serif;">Web Courses</h5> <a href="https://courses.w3schools.com/courses/html" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on html course link in footer');">HTML Course</a><br> <a href="https://courses.w3schools.com/courses/css" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on css course link in footer');">CSS Course</a><br> <a href="https://courses.w3schools.com/courses/javascript" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on javascript course link in footer');">JavaScript Course</a><br> <a href="https://courses.w3schools.com/programs/front-end" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on Front End course link in footer');">Front End Course</a><br> <a href="https://courses.w3schools.com/courses/sql" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on sql course link in footer');">SQL Course</a><br> <a href="https://courses.w3schools.com/courses/python" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on python course link in footer');">Python Course</a><br> <a href="https://courses.w3schools.com/courses/php" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on php course link in footer');">PHP Course</a><br> <a href="https://courses.w3schools.com/courses/jquery" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on jquery course link in footer');">jQuery Course</a><br> <a href="https://courses.w3schools.com/courses/java" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on Java course link in footer');">Java Course</a><br> <a href="https://courses.w3schools.com/courses/cplusplus" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on C++ course link in footer');">C++ Course</a><br> <a href="https://courses.w3schools.com/courses/c-sharp" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on bootstrap C# link in footer');">C# Course</a><br> <a href="https://courses.w3schools.com/courses/xml" target="_blank" onclick="ga('send', 'event', 'Courses' , 'Clicked on xml course link in footer');">XML Course</a><br> <a href="https://courses.w3schools.com/" target="_blank" class="w3-button w3-margin-top ws-black ws-hover-black w3-round" style="text-decoration:none" onclick="ga('send', 'event', 'Courses' , 'Clicked on get certified button in footer');"> Get Certified »</a> </div> </div> </div> <hr> <div class="w3-center w3-small w3-opacity"> W3Schools is optimized for learning and training. Examples might be simplified to improve reading and learning. Tutorials, references, and examples are constantly reviewed to avoid errors, but we cannot warrant full correctness of all content. While using W3Schools, you agree to have read and accepted our <a href="/about/about_copyright.asp">terms of use</a>, <a href="/about/about_privacy.asp">cookie and privacy policy</a>.<br><br> <a href="/about/about_copyright.asp">Copyright 1999-2022</a> by Refsnes Data. All Rights Reserved.<br> <a href="//www.w3schools.com/w3css/default.asp">W3Schools is Powered by W3.CSS</a>.<br><br> </div> <div class="w3-center w3-small"> <a href="//www.w3schools.com"> <i class="fa fa-logo ws-text-green ws-hover-text-green" style="position:relative;font-size:42px!important;"></i> </a></div><a href="//www.w3schools.com"> <br><br> </a></div><a href="//www.w3schools.com"> </a></div><iframe name="__tcfapiLocator" style="display: none;"></iframe><iframe name="__uspapiLocator" style="display: none;"></iframe><a href="//www.w3schools.com"> <script src="/lib/w3schools_footer.js?update=20220202"></script> <script> MyLearning.loadUser('footer'); function docReady(fn) { document.addEventListener("DOMContentLoaded", fn); if (document.readyState === "interactive" || document.readyState === "complete" ) { fn(); } } uic_r_z(); uic_r_d() </script><iframe src="https://56d0da6c34aaa471db22bb4266aac656.safeframe.googlesyndication.com/safeframe/1-0-38/html/container.html" style="visibility: hidden; display: none;"></iframe> <!--[if lt IE 9]> <script src="https://oss.maxcdn.com/libs/html5shiv/3.7.0/html5shiv.js"></script> <script src="https://oss.maxcdn.com/libs/respond.js/1.4.2/respond.min.js"></script> <![endif]--> </a><script type="text/javascript" src="https://geo.moatads.com/n.js?e=35&ol=3318087536&qn=%604%7BZEYwoqI%24%5BK%2BdLLU)%2CMm~tM!90vv9L%24%2FoDb%2Fz(lKm3GFlNUU%2Cu%5Bh_GcS%25%5BHvLU%5B4(K%2B%7BgeFWl_%3DNqUXR%3A%3D%2BAxMn%3Ch%2CyenA8p%2FHm%24%60%233P(ry5*ZRocMp1tq%5BN%7Bq%60RP%3CG.ceFW%7CoG%22mxT%3Bwv%40V374BKm55%3D%261fp%5BoU5t(KX%3C%3Ce%24%26%3B%23wPjrBEe31k5X%5BG%5E%5B)%2C2iVSWf3Stnq%263t!9jr%7BRzI%2C%7BOCb%25%24(%3DNqU%60W5u%7Bo(zs1CoK%2Bdr%5BG)%2C3ii)RGL3emgSuRVE&tf=1_nMzjG---CSa7H-1SJH-bW7qhB-LRwqH-nMzjG-&vi=111111&rb=2-90xv0J4P%2FoMsPm8%2BZbNmT2EB%2BBOA3JNdQL68hLPh4bg2%2F%2FnQIIWF3Q%3D%3D&rs=1-iHtHGE9B1zA1OQ%3D%3D&sc=1&os=1-3g%3D%3D&qp=10000&is=BBBBB2BBEYBvGl2BBCkqtUTE1RmsqbKW8BsrBu0rCFE48CRBeeBS2hWTMBBQeQBBn2soYggyUig0CBlWZ0uBBCCCCCCOgRBBiOfnE6Bkg7Oxib8MxOtJYHCBdm5kBhIcC9Y8oBXckXBR76iUUsJBCBBBBBBBBBWBBBj3BBBZeGV2BBBCMciUBBBjgEBBBBBB94UMgTdJMtEcpMBBBQBBBniOccBBBBBB47kNwxBbBBBBBBBBBhcjG6BBJM2L4Bk8BwCBQmIoRBBCzBz1BBCTClBBrbGBC4ehueB57NG9aJeRzBqEKBBBBBBB&iv=8&qt=0&gz=0&hh=0&hn=0&tw=&qc=0&qd=0&qf=1240&qe=883&qh=1280&qg=984&qm=-330&qa=1280&qb=1024&qi=1280&qj=984&to=000&po=1-0020002000002120&vy=ot%24b%5Bh%40%22oDgO%3DLlE6%3Avy%2CUitwb4%5Du!%3CFo%40Y_3r%3F%5DAY~MhXyz%26_%5B*Rp%7C%3EoDKmsiFDRz%5EmlNM%22%254ZpaR%5BA7Do%2C%3Bg%2C%2C%40W7RbzTmejO%3Def%2C%7Bvp%7C9%7C_%3Bm_Qrw5.W%2F84VKp%40i6AKx!ehV%7Du!%3CFo%40pF&ql=%3B%5BpwxnRd%7Dt%3Aa%5DmJVOG)%2C~%405%2F%5BGI%3F6C(TgPB*e%5D1(rI%24(rj2Iy!pw%40aOS%3DyNX8Y%7BQgPB*e%5D1(rI%24(rj%5EB61%2F%3DSqcMr1%7B%2CJA%24Jz_%255tTL%3Fwbs_T%234%25%60X%3CA&qo=0&qr=0&i=TRIPLELIFT1&hp=1&wf=1&ra=1&pxm=8&sgs=3&vb=6&kq=1&hq=0&hs=0&hu=0&hr=0&ht=1&dnt=0&bq=0&f=0&j=https%3A%2F%2Fwww.google.com&t=1650718754860&de=466991431602&m=0&ar=bee2df476bf-clean&iw=2a1d5c5&q=2&cb=0&ym=0&cu=1650718754860&ll=3&lm=0&ln=1&r=0&em=0&en=0&d=6737%3A94724%3Aundefined%3A10&zMoatTactic=undefined&zMoatPixelParams=aid%3A29695277962791520917040%3Bsr%3A10%3Buid%3A0%3B&zMoatOrigSlicer1=2662&zMoatOrigSlicer2=39&zMoatJS=-&zGSRC=1&gu=https%3A%2F%2Fwww.w3schools.com%2Ftags%2Ftag_p.asp&id=1&ii=4&bo=2662&bd=w3schools.com&gw=triplelift879988051105&fd=1&ac=1&it=500&ti=0&ih=1&pe=1%3A512%3A512%3A1026%3A846&jm=-1&fs=198121&na=2100642455&cs=0&ord=1650718754860&jv=1483802810&callback=DOMlessLLDcallback_5147906"></script><iframe src="https://www.google.com/recaptcha/api2/aframe" width="0" height="0" style="display: none;"></iframe></body><iframe sandbox="allow-scripts allow-same-origin" id="936be7941bd9c5c" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://jp-u.openx.net/w/1.0/pd?plm=6&ph=8a7ca719-8c2c-4c16-98ad-37ac6dbf26e9&gdpr=0&us_privacy=1---"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="94da8182082e79b" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://eus.rubiconproject.com/usync.html?us_privacy=1---"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="950ad185776f97c" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://cdn.connectad.io/connectmyusers.php?us_privacy=1---&"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="960961bdb263a5c" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://ads.pubmatic.com/AdServer/js/user_sync.html?kdntuid=1&p=157369&gdpr=0&gdpr_consent=&us_privacy=1---"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="973d77507d8ed2c" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://s.amazon-adsystem.com/iu3?cm3ppd=1&d=dtb-pub&csif=t&dl=n-index_pm-db5_ym_rbd_n-vmg_ox-db5_smrt_an-db5_3lift"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="986df094b3ccc6f" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://biddr.brealtime.com/check.html"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="9984b091a86efa7" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://js-sec.indexww.com/um/ixmatch.html"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="1004b17db44af55b" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://csync.smilewanted.com?us_privacy=1---"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="101af22cac10bcfd" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://onetag-sys.com/usync/?cb=1650718752982&us_privacy=1---"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="10290b51ae900f2b" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://eb2.3lift.com/sync?us_privacy=1---&"> </iframe><iframe sandbox="allow-scripts allow-same-origin" id="103d27603dbc3983" frameborder="0" allowtransparency="true" marginheight="0" marginwidth="0" width="0" hspace="0" vspace="0" height="0" style="height:0px;width:0px;display:none;" scrolling="no" src="https://acdn.adnxs.com/dmp/async_usersync.html"> </iframe></html>
Source code for ' Data Science Fundamentals for Python and MongoDB' by David Paper
Gurupatil0003
Data Structures and Algorithms (DSA) is a fundamental part of Computer Science that teaches you how to think and solve complex problems systematically.
[Advanced] Data Science Fundamentals and Practical Applications for Financial Engineering
codingforentrepreneurs
In this series, we're going to learn the fundamentals of the popular Python data science tool called Pandas.
CertifaiAI
Data Science lab materials for CDLE
This repository contains resources and materials for a data science bootcamp. The bootcamp is designed to teach individuals the fundamentals of data science.
PB2204
Data Structures and Algorithms are the backbone of computer science and software development. They are fundamental tools that every aspiring programmer and developer must grasp to write optimized and scalable code. With the Code Explorer YouTube playlist, we aim to demystify these concepts and make them accessible to everyone, regardless of their p
Workshop Data Science Fundamentals (Course at the University of St.Gallen)
reddyprasade
Prepare to Technical Skills Here are the essential skills that a Machine Learning Engineer needs, as mentioned Read me files. Within each group are topics that you should be familiar with. Study Tip: Copy and paste this list into a document and save to your computer for easy referral. Computer Science Fundamentals and Programming Topics Data structures: Lists, stacks, queues, strings, hash maps, vectors, matrices, classes & objects, trees, graphs, etc. Algorithms: Recursion, searching, sorting, optimization, dynamic programming, etc. Computability and complexity: P vs. NP, NP-complete problems, big-O notation, approximate algorithms, etc. Computer architecture: Memory, cache, bandwidth, threads & processes, deadlocks, etc. Probability and Statistics Topics Basic probability: Conditional probability, Bayes rule, likelihood, independence, etc. Probabilistic models: Bayes Nets, Markov Decision Processes, Hidden Markov Models, etc. Statistical measures: Mean, median, mode, variance, population parameters vs. sample statistics etc. Proximity and error metrics: Cosine similarity, mean-squared error, Manhattan and Euclidean distance, log-loss, etc. Distributions and random sampling: Uniform, normal, binomial, Poisson, etc. Analysis methods: ANOVA, hypothesis testing, factor analysis, etc. Data Modeling and Evaluation Topics Data preprocessing: Munging/wrangling, transforming, aggregating, etc. Pattern recognition: Correlations, clusters, trends, outliers & anomalies, etc. Dimensionality reduction: Eigenvectors, Principal Component Analysis, etc. Prediction: Classification, regression, sequence prediction, etc.; suitable error/accuracy metrics. Evaluation: Training-testing split, sequential vs. randomized cross-validation, etc. Applying Machine Learning Algorithms and Libraries Topics Models: Parametric vs. nonparametric, decision tree, nearest neighbor, neural net, support vector machine, ensemble of multiple models, etc. Learning procedure: Linear regression, gradient descent, genetic algorithms, bagging, boosting, and other model-specific methods; regularization, hyperparameter tuning, etc. Tradeoffs and gotchas: Relative advantages and disadvantages, bias and variance, overfitting and underfitting, vanishing/exploding gradients, missing data, data leakage, etc. Software Engineering and System Design Topics Software interface: Library calls, REST APIs, data collection endpoints, database queries, etc. User interface: Capturing user inputs & application events, displaying results & visualization, etc. Scalability: Map-reduce, distributed processing, etc. Deployment: Cloud hosting, containers & instances, microservices, etc. Move on to the final lesson of this course to find lots of sample practice questions for each topic!
Peacock-Biscuit
The repository is to document skills that a data scientist needs to acquire
No description available
Q-shick
Graduate Level Course
gnarayan
ASTR596: Fundamentals of Data Science at UIUC Astronomy, Spring 2023