{"id":536,"date":"2019-04-02T05:22:44","date_gmt":"2019-04-02T05:22:44","guid":{"rendered":"https:\/\/cs.uwc.ac.za\/?page_id=536"},"modified":"2020-09-22T04:14:14","modified_gmt":"2020-09-22T04:14:14","slug":"cos711","status":"publish","type":"page","link":"https:\/\/cs.uwc.ac.za\/?page_id=536","title":{"rendered":"COS711"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"536\" class=\"elementor elementor-536\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fb76b1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fb76b1f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2caeed6\" data-id=\"2caeed6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-30edcf9 elementor-widget elementor-widget-heading\" data-id=\"30edcf9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">COMPUTER SCIENCE 711 - COS 711<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4aeddd6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4aeddd6a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-757897a9\" data-id=\"757897a9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1bac360a elementor-widget elementor-widget-text-editor\" data-id=\"1bac360a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table style=\"font-size: 16px;\"><tbody><tr><td><b>Faculty<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Natural Sciences<\/span><\/td><\/tr><tr><td><b>Home Department<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Computer Science<\/span><\/td><\/tr><tr><td><b>Module Topic<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Artificial Intelligence<\/span><\/td><\/tr><tr><td><b>Generic Module Name<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Computer Science 711<\/span><\/td><\/tr><tr><td><b>Alpha-numeric Code<\/b><\/td><td colspan=\"4\"><b>COS711<\/b><\/td><\/tr><tr><td><b>NQF Level<\/b><\/td><td colspan=\"4\"><b> \u00a08<\/b><\/td><\/tr><tr><td><b>NQF Credit Value<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">15<\/span><\/td><\/tr><tr><td><b>Duration<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Semester<\/span><\/td><\/tr><tr><td><b>Proposed semester to be offered.<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">First<\/span><\/td><\/tr><tr><td><b>Programmes in which the module will be offered<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">BSc Hons (Computer Science) (3735)<\/span><\/td><\/tr><tr><td><b>Year level<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">1<\/span><\/td><\/tr><tr><td><b>Main Outcomes<\/b><\/td><td colspan=\"4\"><p><span style=\"font-weight: 400;\">On completion of this module, students should be able to:<\/span><\/p><ul><li style=\"font-weight: 400;\"><span>Understand key concepts and theories in machine learning.<\/span><\/li><li style=\"font-weight: 400;\"><span>Develop and implement key machine learning algorithms including decision tree learning, Bayesian \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0learning, back-propagation neural networks, and genetic algorithms.<\/span><\/li><\/ul><\/td><\/tr><tr><td><b>Main Content<\/b><\/td><td colspan=\"4\"><ul><li style=\"font-weight: 400;\"><span>Concept Learning,<\/span><\/li><li style=\"font-weight: 400;\"><span>Decision Tree Learning,<\/span><\/li><li style=\"font-weight: 400;\"><span>Artificial Neural Networks,<\/span><\/li><li style=\"font-weight: 400;\"><span>Bayesian Learning,<\/span><\/li><li style=\"font-weight: 400;\"><span>Instance-Based Learning,<\/span><\/li><li style=\"font-weight: 400;\"><span>Evolutionary Computation,<\/span><\/li><li style=\"font-weight: 400;\"><span>Computational Learning Theory<\/span><\/li><\/ul><\/td><\/tr><tr><td><b>Pre-requisite modules<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">None<\/span><\/td><\/tr><tr><td><b>Co-requisite modules<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">None<\/span><\/td><\/tr><tr><td><b>Prohibited module Combination<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">None<\/span><\/td><\/tr><tr><td><b>Breakdown of Learning Time<\/b><\/td><td><b>Hours<\/b><\/td><td colspan=\"2\"><b>Timetable Requirement per week<\/b><\/td><td><b>Other teaching modes that does not require time-table<\/b><\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Contact with lecturer: \/ tutor:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">28<\/span><\/td><td><i><span style=\"font-weight: 400;\">Lectures p.w.<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">3<\/span><\/td><td rowspan=\"8\">\u00a0<\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Assignments &amp; tasks:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">28<\/span><\/td><td><i><span style=\"font-weight: 400;\">Practicals p.w.<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">2<\/span><\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Practicals:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">28<\/span><\/td><td><i><span style=\"font-weight: 400;\">Tutorials p.w.<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">0<\/span><\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Tutorials:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">0<\/span><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Tests &amp; Examinations:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">8<\/span><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Selfstudy:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">58<\/span><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><tr><td><i><span style=\"font-weight: 400;\">Other:<\/span><\/i><\/td><td><span style=\"font-weight: 400;\">0<\/span><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><tr><td><b>Total Learning Time<\/b><\/td><td><b>150<\/b><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><tr><td><b>Methods of Student Assessment<\/b><\/td><td colspan=\"4\"><p><span style=\"font-weight: 400;\">Continuous Assessment (CA):<\/span> <span style=\"font-weight: 400;\">100%<\/span><\/p><p><span style=\"font-weight: 400;\">Final Assessment (FA):<\/span> <span style=\"font-weight: 400;\">0%<\/span><\/p><\/td><\/tr><tr><td><b>Assessment Module type<\/b><\/td><td colspan=\"4\"><span style=\"font-weight: 400;\">Continuous Assessment (CA)<\/span><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">\f<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<div id=\"themify_builder_content-536\" data-postid=\"536\" class=\"themify_builder_content themify_builder_content-536 themify_builder\">\n    <\/div>\n<!-- \/themify_builder_content -->\n","protected":false},"excerpt":{"rendered":"<p>COMPUTER SCIENCE 711 &#8211; COS 711 Faculty Natural Sciences Home Department Computer Science Module Topic Artificial Intelligence Generic Module Name Computer Science 711 Alpha-numeric Code COS711 NQF Level \u00a08 NQF Credit Value 15 Duration Semester Proposed semester to be offered. First Programmes in which the module will be offered BSc Hons (Computer Science) (3735) Year [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-536","page","type-page","status-publish","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"_links":{"self":[{"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/pages\/536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=536"}],"version-history":[{"count":4,"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/pages\/536\/revisions"}],"predecessor-version":[{"id":1256,"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=\/wp\/v2\/pages\/536\/revisions\/1256"}],"wp:attachment":[{"href":"https:\/\/cs.uwc.ac.za\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}