CINXE.COM

Machine Learning: Predictive Analysis for Business Decisions

<!DOCTYPE html> <html id="PageBody" lang="en-US"> <head id="Head1"><meta http-equiv="X-UA-Compatible" content="IE=edge" /><meta charset="utf-8" /> <!--Disabling responsiveness until we optimize.--> <!--<meta name="viewport" content="width=1200" /> --> <meta name="robots" content="index,follow" /><meta name="viewport" content="width=device-width, initial-scale=1" /> <script type="text/javascript"> var ctx = "/" if (ctx == "/") { ctx = ""; } var doc = document.documentElement; doc.setAttribute('data-useragent', navigator.userAgent); </script> <link href="/Skins/Kendo/kendo-css?v=0fP4kA5Nr4q4JHkoTNu1OOr6i681e3jxafNueoAtKAc1" rel="stylesheet"/> <link href="/Skins/Telerik/telerik-css?v=C_dckLOBUg_8S-OjEQJT26rBiKVHtr2RKoM7Vo77FRw1" rel="stylesheet"/> <link href="/Skins/Telerik/Bootstrap_3/telerikskin-css?v=G9ucxSrkwwaU16NyxpF0znQdsqR_syBDWluD6_cdZcY1" rel="stylesheet"/> <link href="/Skins/font-awesome/css/font-awesome.min.css" rel="stylesheet"/> <link rel="stylesheet" href="/Skins/BE595264052F44E4AFF11048E9BB69B8/css/bootstrap.min.css" /> <link rel="icon" href="/Skins/BE595264052F44E4AFF11048E9BB69B8/images/favicon.ico" type="image/x-icon" /> <script src="/bundle/js?v=pWxG99UeDQjrAb1obIi_l5a2ElyMUjEEeEac8L2uNJ81"></script> <title> Machine Learning: Predictive Analysis for Business Decisions </title><meta name="description" content="This course provides an overview of machine learning in the age of big data, cloud computing, and our data-saturated society. Business leaders will learn of the various types of machine learning, and" /><meta name="keywords" content="Machine learning, big data, data science, artificial intelligence, AI, computational intelligence, deep learning, 978-1-7281-7749-6, EDP582, This course provides an overview of machine learning in" /></head> <body class="canvas"> <form method="post" action="./ContentDetails.aspx?id=72F4692104C84E1FA1040ECD20E8B536&amp;utm_source=iaw&amp;utm_medium=web_l_20210411&amp;utm_campaign=ml_PicsAd" id="Form1"> <div class="aspNetHidden"> <input type="hidden" name="RadScriptManager1_TSM" id="RadScriptManager1_TSM" value="" /> <input type="hidden" name="__EVENTTARGET" id="__EVENTTARGET" value="" /> <input type="hidden" name="__EVENTARGUMENT" id="__EVENTARGUMENT" value="" /> <input type="hidden" name="__VIEWSTATE" id="__VIEWSTATE" value="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" /> </div> <script type="text/javascript"> //<![CDATA[ var theForm = document.forms['Form1']; if (!theForm) { theForm = document.Form1; } function __doPostBack(eventTarget, eventArgument) { if (!theForm.onsubmit || (theForm.onsubmit() != false)) { theForm.__EVENTTARGET.value = eventTarget; theForm.__EVENTARGUMENT.value = eventArgument; theForm.submit(); } } //]]> </script> <script src="/WebResource.axd?d=sO5nsER-pRg0ZuNIQIp3jZn9c8gIhKKDxzNKE7-U8bsC_kmMfMuDEaL3g7Q1VkF4EjHm-mb6SibfiZBQNL6K4Yo5qxE1&amp;t=638628080627334853" type="text/javascript"></script> <script type="text/javascript">var blnAutoSuggest = true;</script><script type="text/javascript">var blnIsMobileDevice = false;</script><script type="text/javascript"> var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-125730394-1']); _gaq.push(['_trackPageview']); (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s); })(); </script> <script src="/Telerik.Web.UI.WebResource.axd?_TSM_HiddenField_=RadScriptManager1_TSM&amp;compress=1&amp;_TSM_CombinedScripts_=%3b%3bSystem.Web.Extensions%2c+Version%3d4.0.0.0%2c+Culture%3dneutral%2c+PublicKeyToken%3d31bf3856ad364e35%3aen-US%3a9b1e5a2f-37b8-41b2-8f9c-4823bd51663f%3aea597d4b%3ab25378d2" type="text/javascript"></script> <div class="aspNetHidden"> <input type="hidden" name="__VIEWSTATEGENERATOR" id="__VIEWSTATEGENERATOR" value="380586C1" /> </div> <script type="text/javascript"> //<![CDATA[ Sys.WebForms.PageRequestManager._initialize('ctl00$RadScriptManager1', 'Form1', [], [], [], 90, 'ctl00'); //]]> </script> <a class="sr-only sr-only-focusable" href="#content" id="skipToMainContent"> Skip to Page Content </a> <header> <div id="pnlTop" class="admin"> <nav class="navbar navbar-inverse navbar-fixed-top" role="navigation" id="top-MetaNav-bar" data-bind="template: { name: 'MetaNav-template'}"></nav> <script type="text/html" id="MetaNav-template"> <div class="container"> <div class="navbar-header"> <a aria-expanded="false" class="pull-left navbar-toggle collapsed" data-toggle="collapse" role="button" data-target="#main-navbar"> <span class="sr-only">Toggle Navigation></span><span class="icon-bar" role="presentation"></span><span class="icon-bar" role="presentation"></span><span class="icon-bar" role="presentation"></span> </a> <a role="button" data-bind="attr:{href:metaNavMenu.lnkCart}" class="navbar-toggle metanav-responsive-shopping-cart"> <span class="fa fa-shopping-cart fa-lg"> <span class="sr-only">Cart</span> <span class="badge" data-bind="text:cartItems"></span> </span> </a> <!--ko if: IsMember --> <a role="button" data-bind="attr:{href:metaNavMenu.lnkSignOut}" class="navbar-toggle metanav-responsive-sign-out"> <span class="fa fa-sign-out fa-lg"> <span class="sr-only">Sign Out</span> </span> </a> <!-- /ko --> </div> <div class="collapse navbar-collapse" id="main-navbar"> <ul class="nav navbar-nav" id="Meta-nav-left"> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkIEEEorg}" class="nav-link">IEEE.org</a> </li> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkxplore}" class="nav-link">IEEE <span class="xplore-text">Xplore</span> Digital Library</a> </li> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkIEEEStandard}" class="nav-link">IEEE Standards</a> </li> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkSpectrum}" class="nav-link">IEEE Spectrum</a> </li> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkMore}" class="nav-link">More Sites</a> </li> </ul> <ul class="nav navbar-nav navbar-right" id="Meta-nav-right"> <!--ko if: IsMember --> <li class="nav-item dropdown"> <a data-bind="text:userName" class="nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false" id="AccountView"></a> <ul class="dropdown-menu" id="account-menu" role="menu" tabindex="0"> <!-- ko if: AllowCart --> <li role="menuitem" tabindex="-1"><a data-bind="attr:{href:metaNavMenu.lnkMyAccount}">My Account</a></li> <!--ko if: ShowInstitutionalLink--> <li role="menuitem" tabindex="-1"><a data-bind="attr:{href:metaNavMenu.lnkInstitutionalSignIn}">Institutional Sign In</a></li> <!-- /ko --> <!-- /ko --> <li role="menuitem" tabindex="-1"><a data-bind="attr:{href:metaNavMenu.lnkSignOut}" id="lnkSignOut">Sign Out</a></li> </ul> </li> <!-- /ko --> <!-- ko if: AllowCart --> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkCart}" class="nav-link">Cart (<span data-bind="text:cartItems"></span>)</a> </li> <!-- /ko --> <!--ko if: ShowSignInLink--> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkNewAccount}" class="nav-link">Create Account</a> </li> <li class="nav-item"> <a data-bind="attr:{href:metaNavMenu.lnkSignIn}" class="nav-link" id="lnkSignIn">Sign In</a> </li> <!-- /ko --> </ul> </div> </div> </script> </div> <script src='https://www.ieee.org/ieee-mashup/js/common/jquery.cookie.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/common/jquery.json-2.2.min.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/common/postmessage.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/minicart/ieee-mashup-util.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/minicart/ieee-mini-cart-constants.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/common/jquery.ba-jqmq.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/minicart/ieee-minicart-include.js'></script> <script src='https://www.ieee.org/ieee-mashup/js/common/ibpUICommonUtil.js'></script> <script> var objMenu = ""; var MenuModel = {}; $.getJSON('/Menus/MetaNav/PopulateMenuData', function (data) { objMenu = data.metaNavMenu; MenuModel = ko.mapping.fromJS(data); ko.applyBindings(MenuModel, $('#top-MetaNav-bar')[0]); // IEEE-94 if (data.externalLogout) { $.post('/Menus/MetaNav/RemoveSessionsAndLogout', function (result) { document.cookie = encodeURIComponent("_l_n_u") + "=" + encodeURIComponent(MenuModel.metaNavMenu.lnkSignOutReturnURL()) + ";-1;domain=.ieee.org;path=/"; $.ajax({ url: MenuModel.metaNavMenu.lnkSignOut(), type: "GET", dataType: "jsonp", }).always(function (result) { window.location.href = MenuModel.metaNavMenu.lnkSignOut2(); }); }); } $('#lnkSignIn').click(function (e) { e.preventDefault(); $.ajax({ type: 'GET', url: objMenu.lnkAuthenticationApi, dataType: 'json', crossDomain: true, xhrFields: { withCredentials: true }, success: function (result) { var strResult = JSON.stringify(result); var strMemberInfo = JSON.stringify(result.userProfile.member) if (strMemberInfo != null) { $.post('/Menus/MetaNav/SaveSessionAndPopulateMenuData', { data: strResult }, function (objdata) { objdata = JSON.parse(objdata); ko.mapping.fromJS(objdata, MenuModel); }); } else { var signInUrl = MenuModel.metaNavMenu.lnkSignIn(); var path = window.parent.location.pathname.toLocaleLowerCase(); var host = window.parent.location.hostname; if (path.indexOf("public") > -1) { if (path.indexOf("trainingcatalog") == -1) { signInUrl += encodeURI("&returnURL=https://" + host + path.replace("/public", "") + location.search); } } window.location.href = signInUrl; //window.location.href = MenuModel.metaNavMenu.lnkSignIn(); } } }).fail(function () { var signInUrl = MenuModel.metaNavMenu.lnkSignIn(); var path = window.parent.location.pathname.toLocaleLowerCase(); var host = window.parent.location.hostname; if (path.indexOf("public") > -1) { if (path.indexOf("trainingcatalog") == -1) { signInUrl += encodeURI("&returnURL=https://" + host + path.replace("/public", "") + location.search); } } window.location.href = signInUrl; //window.location.href = MenuModel.metaNavMenu.lnkSignIn(); }); }); $('#lnkSignOut').click(function (e) { e.preventDefault(); $.post('/Menus/MetaNav/RemoveSessionsAndLogout', function (result) { document.cookie = encodeURIComponent("_l_n_u") + "=" + encodeURIComponent(MenuModel.metaNavMenu.lnkSignOutReturnURL()) + ";-1;domain=.ieee.org;path=/"; $.ajax({ url: MenuModel.metaNavMenu.lnkSignOut(), type: "GET", dataType: "jsonp", }).always(function (result) { window.location.href = MenuModel.metaNavMenu.lnkSignOut2(); }); }); }); mc_refreshMiniCart( function (data) { /* Updating the cart quantity */ ko.dataFor($('#top-MetaNav-bar')[0]).cartItems(data.cartItemQty); }, function (data) { console.log('error : ' + data); } ); } ); </script> <div id="public-nav" class="learner"> <a class="sr-only sr-only-focusable" href="#content" id="skipToMainContent"> Skip to Page Content </a> <nav class="navbar navbar-inverse navbar-fixed-top" role="navigation" id="top-navigation-bar"> <div class="container"> <!-- Brand and toggle get grouped for better mobile display --> <div class="navbar-header"> <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#utility-nav"> <span class="sr-only">Toggle Navigation</span> <span class="icon-bar" role="presentation"></span> <span class="icon-bar" role="presentation"></span> <span class="icon-bar" role="presentation"></span> </button> <a href="/public/trainingcatalog.aspx"> <span class="navbar-logo navbar-logo-left navbar-logo-pm"></span> </a> </div> <!-- Collect the nav links, forms, and other content for toggling --> <div class="collapse navbar-collapse" id="utility-nav"> <ul class="nav navbar-nav"> <li class="search-bar"> <div class="input-group"> <span class="input-group-btn"> <button class="btn btn-default" type="button" onclick="window.location.href='/public/searchresults?q=&at=T&ty=ML.BASE.DV.SearchAnyWords&ln='">Browse Catalog</button> </span> <label for="txtGlobalSearch" class="sr-only">Search Catalog</label> <input type="search" id="txtGlobalSearch" placeholder="Search Catalog" class="form-control" autocomplete="off" data-bind="ko_autocomplete:{listId:'autocomplete-list', numberOfResults: numberOfResults, dataObject: searchResults}, enterkey:SiteWideSearchRedirect" /> <span class="input-group-btn"> <button class="btn btn-default" type="button" onclick="return SiteWideSearchRedirect();"><span class="fa fa-search" title="Search"></span></button> </span> <ul id="autocomplete-list" class="autocomplete" data-bind="template: { name: 'autocomplete-template', data: searchResults}" style="display:none"></ul> </div> </li> </ul> <ul class="nav navbar-nav navbar-right"> <li id="help-list-item"> <a id="lnkHelp" title='Help' href="" target="_blank"> <span class="fa fa-question-circle fa-lg"> <em class="sr-only">Help</em> </span> </a> </li> </ul> <a class="hidden-xs hidden-sm" href="https://www.ieee.org/index.html"> <span class="navbar-logo navbar-logo-right" title="IEEE Logo" aria-label="IEEE Logo" role="img"></span> </a> </div> <!-- /.navbar-collapse --> </div> <!-- /.container --> </nav> </div> <div class="brand-bar-container" role="presentation"> <div class="container hidden-sm hidden-xs brand-bar"> <div class="row"> <div class="col-xs-12"> <div class="brand-bar-logo" role="presentation"></div> <div class="brand-bar-photo" role="presentation"></div> </div> </div> </div> </div> <script type="text/html" id="autocomplete-template"> <!--ko if: $data --> <!--ko foreach: $data.search_results --> <li> <a data-bind="attr: {'href': '/public/contentdetails.aspx?id=' + $data.id}, formatText: [name]"> {0} <span class="content_type" data-bind="text: type_name"></span> </a> </li> <!-- /ko --> <!--ko if: $root.numberOfResults() < $data.total --> <li class="see-all"> <a onclick="return SiteWideSearchRedirect();" data-bind="enterkey:SiteWideSearchRedirect" href="#"> See all results for "<span class='searchText' data-bind='text: $root.search_term()'></span>" </a> </li> <!-- /ko --> <!-- /ko --> </script> <script> $(function () { var query = getQueryStringValueByName("q"); if (query.length > 0) { $('#txtGlobalSearch').val(query); } var viewModel = { searchResults: ko.observableArray([]), numberOfResults: ko.observable(5), search_term: function () { return $('input[type="search"]:visible').val(); } } ko.applyBindings(viewModel, $('#public-nav')[0]); }); $('#txtGlobalSearch').on('keydown', function (event) { var keypressed = event.keyCode || event.which; if (keypressed === 13) { return SiteWideSearchRedirect(); } }); var searchLanguages = ''; function SiteWideSearchRedirect() { var SearchTerm = encodeURIComponent(document.getElementById('txtGlobalSearch').value); var SearchType = "ML.BASE.DV.SearchAnyWords"; var url = "/public/searchresults"; var RedirectUrl = url + "?q=" + SearchTerm + "&at=T&ty=" + SearchType + "&ln=" + searchLanguages; $(location).attr('href', RedirectUrl); return false; } //Set Shopping Cart Badge Count if (true || $('.badge').length > 0) { $.ajax({ url: '/Menus/TopLevelMenu/GetCartCount', dataType: 'text', success: function (sc_count) { $('.badge').text(sc_count); } }); } //Set help Link if ($('#lnkHelp').length > 0) { $.ajax({ url: '/Menus/TopLevelMenu/GetHelpUrl', dataType: 'text', success: function (help_url) { $('#lnkHelp').attr('href', help_url); if(help_url.lastIndexOf('401') == -1) { $('#help-list-item').hide(); } } }); } </script> <div class="brand-bar-container" role="presentation"> <div class="container hidden-sm hidden-xs brand-bar"> <div class="row"> <div class="col-xs-12"> <div class="brand-bar-logo" role="presentation"></div> <div class="brand-bar-photo" role="presentation"></div> </div> </div> </div> </div> </header> <div class="container"> <div id="content" class="row" tabindex="-1" role="main"> <div class="col-md-8"> <div class="portlet"> <h1>Machine Learning: Predictive Analysis for Business Decisions</h1> <ul class="list-inline"> <li> <strong> Course Program </strong> </li> <li class="social-sharing"> </li> </ul> <p> <p>This course provides an overview of machine learning in the age of big data, cloud computing, and our data-saturated society. Business leaders will learn of the various types of machine learning, and how they can be used with a variety of enterprise data holdings and publicly available data to develop deeper insights in the business environment; &nbsp;understand basic computational intelligence paradigms, and how machine learning is integral to the field; &nbsp;learn the technical vocabulary and high-level concepts of machine learning in a manner that demystifies the topic and enables them to ask the right questions on the deployment of machine learning into business operations.</p><p><em>What you will learn:</em></p><ul><li>Examine the fundamental types of machine learning that drive business insights</li><li>Explore how to manage multi-facet enterprise data to enable machine learning</li><li>Review the application of data mining and diagnostic analytics to measure business performance</li><li>Gain an understanding of software, algorithms, and models</li><li>Understand the concepts and techniques necessary for deploying scalable machine learning into business processes</li></ul><p><strong>Courses included in this program</strong>:</p><ul><li><a href="https://iln.ieee.org/Public/ContentDetails.aspx?id=CD3308F8F1AF474BB3D4E911467883A9" rel="noopener noreferrer" target="_blank">Machine Learning in the Age of Enterprise Big Data</a></li><li><a href="https://iln.ieee.org/Public/Contentdetails.aspx?id=07C34DCA38434F359A940C33BFB1D8B1" rel="noopener noreferrer" target="_blank">Machine Learning in a Data-Driven Business Environment</a></li><li><a href="https://iln.ieee.org/Public/Contentdetails.aspx?id=0FBCDF731EAA402FA1F24D51317770A8" rel="noopener noreferrer" target="_blank">Sound Business Practices for Data Mining and Predictive Analysis</a></li><li><a href="https://iln.ieee.org/Public/ContentDetails.aspx?id=E2E7E75137CC437E87FD38981EE2161F" rel="noopener noreferrer" target="_blank">Machine Learning Algorithms, Models, and Systems Integration</a></li><li><a href="https://iln.ieee.org/Public/ContentDetails.aspx?id=37CE84124A00423DB9D4CA5F222178F8" rel="noopener noreferrer" target="_blank">Machine Learning Platforms, Technology, and Tools</a></li></ul><p><strong>Course Program Length</strong>: 5 hours</p><p><strong>Who Should Attend</strong>: Computer engineers, business executives, industry executives, &nbsp;industry leaders, business leaders, &nbsp;technical managers, data scientists, and data engineers</p><p><strong><span style="color: rgb(226, 80, 65);">Instructor</span></strong></p><p><strong>Grant Scott</strong>, Assistant Professor in the Center for Geospatial Intelligence (CGI) and the Electrical Engineering and Computer Science Department, University of Missouri</p><p data-empty="true"><strong>Publication Year</strong>: 2020</p><p data-empty="true"><strong>ISBN</strong>: 978-1-7281-7749-6</p><p data-empty="true">Upon successful completion of this course program, you are eligible to receive a <a href="http://innovationatwork.ieee.org/wp-content/uploads/2022/06/21-EA-308f-EABadgingFlyer-R9.pdf" rel="noopener noreferrer" target="_blank">digital badge</a> that can be shared on LinkedIn and other social networks. &nbsp; If you would like to request a badge for this program, please contact us: &nbsp;eab-ceuadmin@ieee.org.</p> </p> <hr /> <script type="text/javascript"> function XploreLogin(strURL) { window.location.href = strURL; return false; } </script> </div> </div><div class="col-md-4"> <div class="portlet"> <div id="PriceBox" class="price-box"> <template id="priceBoxTemplate"> <div id="ieeePriceBox" class="price-box panel panel-default"> <div class="panel-body"> <div class="price-box-cost-groups" data-bind="foreach: costGroups"> <div class="row"> <div class="col-xs-9 cost-group-name"><strong data-bind="text: name"></strong></div> <div class="col-xs-3 cost-group-cost text-right"><strong data-bind="text: '$' + cost"></strong></div> </div> </div> <div class="price-box-add-to-cart clearfix"> <a class="price-box-add-to-cart-button btn btn-default pull-right" id="IEEEAddToCart" data-bind="text: addToCartText"></a> </div> <div class="price-box-additional-details"> <!-- ko if: $data.pricingText --> <div class="price-box-pricing-text" data-bind="html: pricingText"></div> <!-- /ko --> <!-- ko if: $data.joinText --> <div class="price-box-join-text" data-bind="html: joinText"></div> <!-- /ko --> </div> </div> </div> </template> <template id="priceBoxPurchasedTemplate"> <div id="ieeePriceBoxPurchased" class="price-box price-box-purchased panel panel-default"> <div class="panel-body"> <div class="price-box-purchased-text" data-bind="visible: purchased, html: purchasedText"></div> <div class="price-box-tracked-subscription-text" data-bind="visible: trackedSubscription, text: trackedSubscriptionText"></div> <div class="price-box-untracked-subscription-text" data-bind="visible: untrackedSubscription, html: untrackedSubscriptionText"></div> <div class="price-box-untracked-subscription-button text-center" data-bind="visible: untrackedSubscription"> <a class="btn btn-default" data-bind="html: goToIEEEXploreText, attr: { href: goToIEEEXploreUrl }"></a> </div> <div class="price-box-tracked-subscription-bundle-text" data-bind="visible: trackedSubscriptionBundle, text: trackedSubscriptionBundleText"></div> </div> </div> </template> <template id="priceBoxNotAvailableTemplate"> <div id="ieeePriceBoxNotAvailable" class="price-box price-box-not-available panel panel-default"> <div class="panel-body"> <div class="price-box-not-active-text" data-bind="visible: !isActive, text: $data.inactiveText"></div> <div class="price-box-checked-out-text" data-bind="visible: $data.classroomButNoSeats, html: $data.classroomButNoSeatsText"></div> <div class="price-box-checked-out-text" data-bind="visible: !isAvailable, text: $data.unavailableText"></div> </div> </div> </template> <div id="ieeePriceBoxAddToCartSuccess" class="price-box price-box-add-to-cart-success modal fade" role="dialog" aria-labelledby="addToCartSuccessHeaderText"> <div class="modal-dialog" role="document"> <div class="modal-content text-center"> <div class="modal-body"> <div> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">&times;</span></button> <strong id="addToCartSuccessHeaderText" data-bind="text: success"></strong> </div> <div class="price-box-checkout-button"> <a class="btn btn-default" data-bind="text: proceedToCheckout, attr: { href: checkoutUrl }"></a> </div> <div> <a href="#" data-dismiss="modal" data-bind="text: continueBrowsing"></a> </div> </div> </div> </div> </div> <script> $(function () { var setupPriceBox = function (priceBoxData) { var priceBoxTemplate = $('#priceBoxTemplate').html(); var priceBox = $(priceBoxTemplate); priceBox.find('#IEEEAddToCart').click(function () { ShowOverlay($('#ieeePriceBox')); mc_addItems('[{"partNum" : "' + ko.dataFor($('#ieeePriceBox')[0]).productId + '", "quantity":"1", "country":"", "membershipType" : "", "quoteGrade" : ""}]', function (data) { ko.dataFor($('#top-MetaNav-bar')[0]).cartItems(data.cartItemQty); $('#ieeePriceBoxAddToCartSuccess').modal(); HideOverlay($('#ieeePriceBox')); }, function (data) { console.log('error : ' + data); alert(data); HideOverlay($('#ieeePriceBox')); } ); }); ko.applyBindings(priceBoxData, priceBox[0]); $('#priceBoxTemplate').closest('.col-md-4').prepend(priceBox); }; var priceBoxUrl = "/custom/IEEEUtilities/getpricebox?id=" + getQueryStringValueByName('id'); var forcePruchased = getQueryStringValueByName('forcePurchased'); if (forcePruchased.length > 0) { priceBoxUrl += "&forcePurchased=" + forcePruchased; } var forceTrackedSubscription = getQueryStringValueByName('forceTrackedSubscription'); if (forceTrackedSubscription.length > 0) { priceBoxUrl += "&forceTrackedSubscription=" + forceTrackedSubscription; } var forceUntrackedSubscription = getQueryStringValueByName('forceUntrackedSubscription'); if (forceUntrackedSubscription.length > 0) { priceBoxUrl += "&forceUntrackedSubscription=" + forceUntrackedSubscription; } var forceTrackedSubscriptionBundle = getQueryStringValueByName('forceTrackedSubscriptionBundle'); if (forceTrackedSubscriptionBundle.length > 0) { priceBoxUrl += "&forceTrackedSubscriptionBundle=" + forceTrackedSubscriptionBundle; } $.ajax({ url: priceBoxUrl }).done( function (priceBoxData) { if ((typeof priceBoxData.isActive != 'undefined' && !priceBoxData.isActive) || (typeof priceBoxData.isAvailable != 'undefined' && !priceBoxData.isAvailable)) { var priceBoxNotAvailableTemplate = $('#priceBoxNotAvailableTemplate').html(); var priceBoxNotAvailable = $(priceBoxNotAvailableTemplate); ko.applyBindings(priceBoxData, priceBoxNotAvailable[0]); $('#priceBoxNotAvailableTemplate').closest('.col-md-4').prepend(priceBoxNotAvailable); } else if ((typeof priceBoxData.classroomButNoSeats == 'undefined' || !priceBoxData.classroomButNoSeats || priceBoxData.hasSectionEnrollment) && (priceBoxData.purchased || priceBoxData.trackedSubscription || priceBoxData.untrackedSubscription || priceBoxData.trackedSubscriptionBundle)) { var priceBoxPurchasedTemplate = $('#priceBoxPurchasedTemplate').html(); var priceBoxPurchased = $(priceBoxPurchasedTemplate); ko.applyBindings(priceBoxData, priceBoxPurchased[0]); $('#priceBoxPurchasedTemplate').closest('.col-md-4').prepend(priceBoxPurchased); } else if (typeof priceBoxData.classroomButNoSeats != 'undefined' && !!priceBoxData.classroomButNoSeats) { var priceBoxNotAvailableTemplate = $('#priceBoxNotAvailableTemplate').html(); var priceBoxNotAvailable = $(priceBoxNotAvailableTemplate); priceBoxData.isActive = true; priceBoxData.isAvailable = true; ko.applyBindings(priceBoxData, priceBoxNotAvailable[0]); $('#priceBoxNotAvailableTemplate').closest('.col-md-4').prepend(priceBoxNotAvailable); } else { $.ajax({ url: "/custom/IEEEUtilities/getcartsuccess" }).done( function (cartData) { let updateCartLink = function () { if (typeof ko.dataFor($('#top-MetaNav-bar')[0]) === 'undefined') { window.setTimeout(updateCartLink, 50); } else { ko.applyBindings(cartData, $('#ieeePriceBoxAddToCartSuccess')[0]); setupPriceBox(priceBoxData); } } updateCartLink(); } ); } } ); }) </script> </div> <div class="content-thumbnail"> <img id="MainContent_ucContentMetaData_FormView1_MImage1" class="img-thumbnail ieee-content-image" src="/CServer//Image/72F4692104C84E1FA1040ECD20E8B536/EDP590_bigstock-Automation-Software-Technology-258588526.jpg" alt="Machine Learning: Predictive Analysis for Business Decisions" /> </div> <ul class="list-group"> <li class="list-group-item"> Course Provider: <strong>Educational Activities</strong> </li> <li class="list-group-item"> Course Number: <strong>EDP582CP</strong> </li> <li class="list-group-item"> Credits: <strong>0.5 CEU/ 5 PDH</strong> </li> </ul> </div> </div> </div> </div> <footer class="container-fluid"> <div class="row"> <div id="mgFooter" class="col-xs-12"> <script type="text/javascript"> //Adjust the pull-right class function changePullRight() { if (window.location.href.indexOf("managesectiontimeline") != -1 && document.getElementsByClassName('btn-group pull-right')) { document.getElementsByClassName('btn-group pull-right')[0].style.left = "-235px"; document.getElementsByClassName('btn-group pull-right')[0].style.top = "10px"; } else {} } //Event listener to change the pull-right class on page load window.addEventListener('load', (event) => { //console.log('The page has fully loaded'); changePullRight(); }); //adjust the custom block function setCustomBlock() { if (window.location.href.indexOf("customblockmanage") != -1 && document.getElementsByClassName('panel-info')) { document.getElementsByClassName('panel-info')[0].style.paddingRight = "65px"; document.getElementsByClassName('panel-info')[0].style.paddingLeft = "65px"; document.getElementsByClassName('panel-info')[0].style.border = "0px"; } else {} } //run setCustomBlock on page load window.addEventListener('load', (event) => { //console.log('The page has fully loaded'); setCustomBlock(); }); //Adjust breadcrumbs for the custom block function changeBreadCrumbsCustomBlockDetailsPage() { if (window.location.href.indexOf("customblockdetails") != -1 && document.getElementsByClassName('breadcrumb')) { document.getElementsByClassName('breadcrumb')[0].style.marginBottom = "2rem"; } else {} } //run breadcrumb adjustment function on page load window.addEventListener('load', (event) => { changeBreadCrumbsCustomBlockDetailsPage(); }); //change the width of the custom block on the details page function changeWidthOfCustomBlockDetailsPage() { if (window.location.href.indexOf("customblockdetails") != -1 && document.getElementsByClassName('pb-px')) { document.getElementsByClassName('pb-px')[0].style.paddingRight = "65px"; document.getElementsByClassName('pb-px')[0].style.paddingLeft = "65px"; } else {} } //run the changewidth function on page load window.addEventListener('load', (event) => { changeWidthOfCustomBlockDetailsPage(); }); //add the curation link to the end of the admin > training > content management section function addCurationLink() { var curation_ul = document.getElementById("administer_content_management"); var curation_targetUL = curation_ul.getElementsByClassName("list-unstyled").item(0); var curation_targetItem = curation_targetUL.getElementsByTagName("li").item(9); var curation_li = document.createElement("li"); var curation_a = document.createElement("a"); curation_li.appendChild(curation_a); curation_a.setAttribute("href", "https://sandbox26.mksi-lms.net/CServer/Temp/react/index.html"); curation_a.setAttribute("target", "_blank"); //curation_a.setAttribute("data-toggle", "modal"); //curation_a.setAttribute("data-target", "#curationModal"); curation_targetUL.appendChild(curation_li); curation_a.appendChild(document.createTextNode("Content Curation")); } //allow everything to load otherwise curation link cannot find siblings setTimeout(addCurationLink, 2000); //addCurationLink(); </script> <!-- create the footer --> <style> @font-face { font-family: 'Formata-Light'; src: url("/MResources/Skins/3C4E6C394F41418A835711D76EBE4BFD/fonts/formata_light_woff.woff") format("woff"); font-weight: normal; font-style: normal; } .font-f { font-family: 'Formata-Light'; font-size: 12px; line-height: 18px } .global-footer-container .global-footer { color: #fff; /*background: #006595;*/ padding: 30px 0; /*border-top: 5px solid #fff;*/ } .global-footer-container .global-footer .container { max-width: 950px; width: auto; padding-right: 15px; padding-left: 15px; margin-right: auto; margin-left: auto; } .global-footer-container .global-footer .font-f { font-family: 'Formata-Light'; font-size: 12px; line-height: 18px; } .global-footer-container .global-footer .utilitylinks li { float: left; } .global-footer-container .global-footer ul li { background: none !important; } .global-footer .utilitylinks li a { padding: 0 5px; } @media (max-width: 767px) { .global-footer .utilitylinks li { float: left; width: 100%; margin-bottom: 20px; text-align: center; } } @media(min-width: 768px) { .separator-pipe li { line-height:12px; border-right: 1px solid; padding: 0 8px; } } @media(min-width: 768px) { .separator-pipe li:first-child { padding-left:0; } } @media(min-width: 768px) { .separator-pipe li:last-child { border-right:0; padding-right: 0 } } .separator-pipe li { position: relative; display: inline-block; list-style-type: none; line-height: 12px } .global-footer-container .separator-pipe li { position: relative; display: inline-block; list-style-type: none; line-height: 12px; } .global-footer-container .global-footer .legal-copy { padding-top: 30px; text-align: left; } .global-footer-container .global-footer .legal-copy a { text-decoration: underline; } .global-footer-container .global-footer a, .global-footer a:visited, .footer a, .footer a:visited { color: #fff; } .global-footer ul.utilitylinks{margin:0;padding:0;} .global-footer ul.utilitylinks.verticly li{display:block} .global-footer ul.utilitylinks li{display:inline-block} .global-footer ul.utilitylinks li a{display:block} .global-footer .utilitylinks li:first-child a { padding-left: 0; } footer.container-fluid { background: #006595; } #slideOut { position: fixed; z-index: 5000; width: 300px; height: 800px; /* top: 520px; */ top: 50%; right: -300px; /* Animation */ transition-property: all; transition-duration: .5s; transition-timing-function: cubic-bezier(0, 1, 0.5, 1); } /* Display slideOut */ .showSlideOut { right: 0px !important; } /* slideout tab */ .slideOutTab { margin-top: 50px; position: absolute; left: -40px; height: 200px; width: 40px; -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, .5); box-shadow: 0 5px 15px rgba(0, 0, 0, .5); background: #31708f; border-radius: 15px 0px 0px 15px; cursor: pointer; } .slideOutTab div { text-align: center; position: relative; right: 70px; top: 90px; background: #31708f; width: 180px; -webkit-transform: rotate(270deg); -moz-transform: rotate(270deg); -o-transform: rotate(270deg); writing-mode: lr-tb; cursor: pointer; } /* modal body for the techslide */ .modal-body-techslide { height: 230px; padding: 20px; } /* for classroom section page */ #gradebook { margin-left: 5%; margin-right: 5%; } #enrollment { margin-left: 5%; margin-right: 5%; } #courseMaterials { margin-left: 5%; margin-right: 5%; } #notification { margin-left: 5%; margin-right: 5%; } </style> <!-- // SlideOut html --> <div id="slideOut"> <!-- // Tab --> <div class="slideOutTab"> <div> <p style="color:#ffffff; font-weight: 600; text-align: center;"> Support / Help</p> </div> </div> <div class="modal-content"> <div class="modal-header"> <h4 class="modal-title">Support and Help</h4> </div> <div class="modal-body-techslide"> <p><a href="https://supportcenter.ieee.org/app/chat/chat_launch" title="Live chat" target="_blank"><i class="fa fa-external-link" aria-hidden="true" target="_blank"></i> Live chat</a></p> <p>In US, call us: <a href="tel:1-800-701-4333">1-800-701-4333</a></br> Outside of US, call us: <a href="tel:1-732-981-0060">1-732-981-0060</a> </p> <p><a href="https://supportcenter.ieee.org/app/ask" title="Question" target="_blank"><i class="fa fa-external-link" aria-hidden="true" target="_blank"></i> Submit a question</a></p> <p><a href="https://www.ieee.org/education/ieee-learning-network/iln-user-guides.html" title="Self Help" target="_blank"><i class="fa fa-external-link" aria-hidden="true" target="_blank"></i> Self help user guides</a></p> </div> <div class="modal-footer"> </div> </div> </div> <script type="text/javascript"> this.$slideOut = $('#slideOut'); // Slideout show this.$slideOut.find('.slideOutTab').on('click', function() { $("#slideOut").toggleClass('showSlideOut'); }); /* This portion will need a little adjustment see the possible fix below */ var myLoadingArea = document.getElementById("loading-area"); myLoadingArea.style.marginLeft = "-60px"; myLoadingArea.style.marginRight = "-60px"; myLoadingArea.style.marginTop = "-20px"; /* possible fix this so that on https://sandbox26.mksi-lms.net/LearnerPage.aspx?Edit=T it doesn't use this style var myLoadingArea = document.getElementById("loading-area"); if(typeof(myLoadingArea) != 'undefined' && myLoadingArea != null){ myLoadingArea.style.marginLeft="-60px"; myLoadingArea.style.marginRight="-60px"; myLoadingArea.style.marginTop="-20px"; } else{ console.log('myLoadingArea was found and changed'); }; */ </script> <!-- Modals --> <div class="modal fade" id="basicModal" tabindex="-1" role="dialog" aria-labelledby="basicModal" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-hidden="true">&times;</button> <h4 class="modal-title" id="myModalLabel">Provide Feedback</h4> </div> <div class="modal-body"> <!-- <form> <div class="form-group">--> <p><span style="font-weight: 100;">You are providing feedback for the following url:</span><span style="color:#FFA500;"> <script type="text/javascript"> var curURL; function getURL() { curURL = window.location.href; } getURL(); document.write(" " + curURL); </script> </span></p> <p>Please provide feedback specific to the issue you are encountering.</p> <!-- <textarea class="form-control" rows="3"></textarea> <div class="form-group"> <label for="exampleInputFile">Provide a screen capture if you have one.</label> <input type="file" id="exampleInputFile"><hr> <p class="help-block">We will be in touch as soon as possible.</p> </div> </div> <button type="submit" class="btn btn-default">Submit</button> </form> --> <p>Form here</p> </div> <div class="modal-footer"> <button type="button" class="btn btn-default" data-dismiss="modal">Close</button> <button type="button" class="btn btn-primary">Submit</button> </div> </div> </div> </div> <div class="modal fade" id="jiraModal" tabindex="-1" role="dialog" aria-labelledby="jiraModal" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-hidden="true">&times;</button> <h4 class="modal-title" id="jiraModalLabel">Jira Modal</h4> </div> <div class="modal-body"> <!-- <form> <div class="form-group"> <p>Please provide specific ticket information.</p> <textarea class="form-control" rows="3"></textarea> <div class="form-group"> <label for="exampleInputFile">Provide a screen capture if you have one.</label> <input type="file" id="jiraInputFile"><hr> <p class="help-block">You are creating an official Jira ticket in our help system.</p> </div> </div> <button type="submit" class="btn btn-default">Submit</button> </form> --> <p>Form here</p> </div> <div class="modal-footer"> <button type="button" class="btn btn-default" data-dismiss="modal">Close</button> <button type="button" class="btn btn-primary">Submit</button> </div> </div> </div> </div> <div class="modal fade" id="curationModal" tabindex="-1" role="dialog" aria-labelledby="curationModal" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-hidden="true"> &times; </button> <h4 class="modal-title" id="curationModalLabel">Curation Modal</h4> </div> <div class="modal-body"> <!-- Forms break the page -- need to fix this <form> <div class="form-group"> <p>Please provide specific ticket information.</p> <textarea class="form-control" rows="3"></textarea> <div class="form-group"> <label for="exampleInputFile">Provide a screen capture if you have one.</label> <input type="file" id="jiraInputFile"><hr> <p class="help-block">You are creating an official Jira ticket in our help system.</p> </div> </div> <button type="submit" class="btn btn-default">Submit</button> </form> --> <p>Form here</p> <input type="file" id="myFile" name="filename"> </div> <div class="modal-footer"> <button type="button" class="btn btn-default" data-dismiss="modal"> Close </button> <intput type="submit" class="btn btn-primary">Submit</button> </div> </div> </div> </div> <div class="global-footer-container"> <!-- Global Footer Content ============================================= --> <div class="global-footer"> <div class="container"> <div class="row"> <div class="col-xs-12 footer-links font-f" style="width:101%;"> <!-- Utility Links Content ============================================= --> <ul id="WHJXJCHSZSXEASDXTS" class=" utilitylinks separator-pipe"> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://iln.ieee.org">Home</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://www.ieee.org/sitemap.html">Sitemap</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://www.ieee.org/about/contact.html">Contact &amp; Support</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://www.ieee.org/accessibility-statement.html">Accessibility</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://www.ieee.org/about/corporate/governance/p9-26.html">Nondiscrimination Policy</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="http://www.ieee-ethics-reporting.org">IEEE Ethics Reporting</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://www.ieee.org/security_privacy.html">IEEE Privacy Policy</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 26px"> <a href="https://www.ieee.org/site_terms_conditions.html" target="_blank">Terms & Disclosures</a> </div> </li> <li class="utilitylinks-default-color" style="color:"> <div style="min-width: 30px"> <a href="https://innovationatwork.ieee.org/ieee-learning-network-feedback-form/">Feedback</a> </div> </li> </ul> <!-- #utility-links-content end --> </div> <div class="col-xs-12 legal-copy font-f"> <div class="cq-dd-paragraph"> <div class="rte text parbase"> <i></i>漏 Copyright <span id="ieeecpyr"></span> IEEE - All rights reserved. Use of this website signifies your agreement to the <a href="https://www.ieee.org/site-terms-conditions.html?WT.mc_id=hpf_terms&utm_source=hp&utm_campaign=hpf_terms&utm_medium=hpf&utm_term=terms%20conditions">IEEE Terms and Conditions</a>. A public charity, IEEE is the world's largest technical professional organization dedicated to advancing technology for the benefit of humanity.<br /> </div> </div> </div> </div> </div> </div> <!-- #global-footer-content end --> </div> <script> document.querySelector('#ieeecpyr').textContent = (new Date()).getFullYear() </script> <script src="https://s3-us-west-2.amazonaws.com/ieeeshutpages/gdpr/settings.js"></script> <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/cookieconsent2/3.0.3/cookieconsent.min.css" /> <script src="https://cdnjs.cloudflare.com/ajax/libs/cookieconsent2/3.0.3/cookieconsent.min.js"></script> <!--script> window.addEventListener("load", function(){ window.cookieconsent.initialise(json) }); </script--> <!-- v ieee cookie banner v --> <script src="https://cmp.osano.com/AzyzptTmRlqVd2LRf/ef8394fc-8d76-4cf2-a05c-a6d2430d8b22/osano.js"></script> <link rel="stylesheet" href="https://cookie-consent.ieee.org/ieee-cookie-banner.css" type="text/css"/> <!-- ^ ieee cookie banner ^ --> <!-- Marketo Munchkin Code --> <script src="//app-ab24.marketo.com/js/forms2/js/forms2.min.js"></script> <script src="https://s3.amazonaws.com/ieee-mkto-cross-domain/enterprise-page-code.js"></script> <script type="text/javascript" src="https://cdns.gigya.com/js/gigya.js?apikey=3_ihC9k-currG51rxnDiN6bhiAzQy1-4zw1zOtNOrZ11jAxUhFRKPUrVKs553Kv7px "></script> <!-- Google Tag Manager --> <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-KKPCDLN');</script> <!-- End Google Tag Manager --> <!-- Global site tag (gtag.js) - Google Analytics IEEE00122-9--> <script async src="https://www.googletagmanager.com/gtag/js?id=G-3G6FRKPY2X"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-3G6FRKPY2X'); </script> <!-- End of IEEE00122-9 --> </div> </div> </footer> <script src="/bundle/bottomjs?v=hrD6uxIl83nj7TwmmBOkXWUVTNhSfPalsrvUv2soKeQ1"></script> <script> $("#skipToMainContent").click(function () { $('#content').focus(); }); </script> </form> </body> </html> <script language="javascript" type="text/javascript">function addLoadEvent(func) { var oldonload = window.onload; if (typeof window.onload != 'function') { window.onload = func; } else { window.onload = function () { if (oldonload) { oldonload(); } func(); } } }; addLoadEvent(function () { var logger = new Meridian.Analytics.ESLogger(); logger.sendAnalytics(); });</script>

Pages: 1 2 3 4 5 6 7 8 9 10