{"id":18,"date":"2019-02-19T02:57:12","date_gmt":"2019-02-19T02:57:12","guid":{"rendered":"https:\/\/cde.nus.edu.sg\/isem\/?page_id=18"},"modified":"2026-02-05T16:25:15","modified_gmt":"2026-02-05T08:25:15","slug":"courses","status":"publish","type":"page","link":"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/courses\/","title":{"rendered":"Courses"},"content":{"rendered":"\n\n\t\t\t\t\t<ul id=\"menu-undergraduate-menu\"><li id=\"menu-item-13668\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/overview\/\">BEng<\/a>\n<ul>\n\t<li id=\"menu-item-13670\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/what-is-ise\/\">What is ISE?<\/a><\/li>\n\t<li id=\"menu-item-13671\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/curriculum\/\">Curriculum<\/a><\/li>\n\t<li id=\"menu-item-13672\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/courses-in-industrial-systems-engineering-specialisations\/\">Areas of Specialisations<\/a><\/li>\n\t<li id=\"menu-item-13673\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/build-own-degree\/\">Build Your Own Degree<\/a><\/li>\n\t<li id=\"menu-item-13677\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/timetables\/\">Timetables<\/a><\/li>\n\t<li id=\"menu-item-13675\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/courses\/\">Courses<\/a><\/li>\n\t<li id=\"menu-item-13674\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/projects\/\">Projects<\/a><\/li>\n\t<li id=\"menu-item-24696\"><a href=\"https:\/\/cde.nus.edu.sg\/undergraduate\/engineering-internships\/\">Internships<\/a><\/li>\n\t<li id=\"menu-item-13679\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/study-abroad\/\">Study Abroad<\/a><\/li>\n\t<li id=\"menu-item-13680\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/programme-educational-objectives-and-student-learning-outcomes\/\">Objectives and Outcomes<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13681\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/btech\/\">BTech<\/a><\/li>\n<li id=\"menu-item-13683\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/second-major-in-systems-engineering\/\">Second Major in SE<\/a><\/li>\n<li id=\"menu-item-13684\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/minors\/minor-in-systems-engineering\/\">Minors<\/a>\n<ul>\n\t<li id=\"menu-item-13685\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/minors\/minor-in-systems-engineering\/\">Minor in SE<\/a><\/li>\n\t<li id=\"menu-item-13686\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/minors\/minor-in-management-of-technology\/\">Minor in MOT<\/a><\/li>\n\t<li id=\"menu-item-13687\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/data-engineering\/\">Minor in Data Engineering<\/a><\/li>\n\t<li id=\"menu-item-23800\"><a href=\"https:\/\/cde.nus.edu.sg\/nuscities\/undergraduate\/\">Minor in Cities<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13688\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/admissions\/\">Other Information<\/a>\n<ul>\n\t<li id=\"menu-item-13689\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/admissions\/\">Admissions<\/a><\/li>\n\t<li id=\"menu-item-13690\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/student-support\/\">Student Support<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\n\t<h2>\n\t\tCourses\n\t<\/h2>\n\t<h3><strong>Courses Registration<\/strong><\/h3>\n<p>You must register for your courses before the start of each semester through the <a href=\"https:\/\/myedurec.nus.edu.sg\/psc\/cs90prd\/EMPLOYEE\/SA\/c\/N_STUDENT_RECORDS.N_MRS_START_MD_FL.GBL?Action=U&amp;MD=Y&amp;GMenu=N_STUDENT_RECORDS&amp;GComp=N_MRS_START_NAV_FL&amp;GPage=N_MRS_START_NAV_FL&amp;scname=N_MRS_MODULE_REG_NAV&amp;dup=Y\" target=\"_blank\" rel=\"noopener\">CourseReg@EduRec<\/a> (Course Registration System). The typical workload for each semester is 20 units (usually the equivalent of 5 courses), but you may register for up to 23 units (for Year 1 Semester 1 students) or 25 units (for other students), beyond which you would need special approval. Please note that NUS has a\u00a0<a href=\"https:\/\/share.nus.edu.sg\/registrar\/student\/info\/FAQ-Minimum-Workload.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">minimum workload policy<\/a>.<\/p>\n<p>Do refer to your\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergraduate\/beng\/timetables\/\" target=\"_blank\" rel=\"noopener noreferrer\">recommended schedule<\/a> and ensure you keep to the\u00a0<a href=\"http:\/\/www.nus.edu.sg\/ModReg\/\" target=\"_blank\" rel=\"noopener noreferrer\">course registration timeline<\/a>.<\/p>\n<p>Click\u00a0<a href=\"http:\/\/www.nus.edu.sg\/registrar\/academic-information-policies\/undergraduate-students\/general-education\">here<\/a> for more details on General Education Courses.<\/p>\n\t<h3><strong>Courses Listing<\/strong><\/h3>\n\t<table>\n<tbody>\n<tr>\n<th><strong>Course Code<\/strong><\/th>\n<th><strong>Course<\/strong><\/th>\n<th><strong>NUSMods Link\u00a0<\/strong><\/th>\n<\/tr>\n<tr>\n<td>IE1111R<\/td>\n<td>Industrial &amp; Systems Engineering Principles &amp; Practice I<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE1111R\/industrial-systems-engrg-principles-practice-i\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE2100<\/td>\n<td>Probability Models with Applications<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE2100\/probability-models-with-applications\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE2110<\/td>\n<td>Operations Research I<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE2110\/operations-research-i\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE2111<\/td>\n<td>Industrial &amp; Systems Engineering Principles &amp; Practice II<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE2111\/industrial-systems-engrg-principles-practice-ii\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE2141<\/td>\n<td>Systems Thinking and Dynamics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE2141\/systems-thinking-and-dynamics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE3100R<\/td>\n<td>Systems Design Project<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE3100M\/system-design-project\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE3101<\/td>\n<td>Statistics for Engineering Applications<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE3101\/statistics-for-engineering-applications\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE3105<\/td>\n<td>Fundamentals of Systems Engineering and Architecture<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE3105\/fundamentals-of-systems-engineering-and-architecture\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE3110R<\/td>\n<td>Simulation<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE3110R\/simulation\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE3120<\/td>\n<td>Manufacturing Logistics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE3120\/manufacturing-logistics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4100R<\/td>\n<td>BEng Dissertation<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4100R\/b-eng-dissertation\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4108<\/td>\n<td>Analytics for E-Commerce<\/td>\n<td>Click <a href=\"https:\/\/nusmods.com\/courses\/IE4108\/analytics-for-e-commerce\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4210<\/td>\n<td>Operation Research II<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4210\/operations-research-ii\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4211<\/td>\n<td>Modelling and Analytics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4211\/modelling-analytics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4213<\/td>\n<td>Learning from Data<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4213\/learning-from-data\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4214<\/td>\n<td>Revenue Management and Pricing Analytics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4214\/revenue-management-and-pricing-analytics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4215<\/td>\n<td>Machine Learning for Industrial Engineering<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/courses\/IE4215\/machine-learning-for-industrial-engineering\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4220<\/td>\n<td>Supply Chain Modelling<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4220\/supply-chain-modelling\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4229<\/td>\n<td>Selected Topics in Logistics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4229\/selected-topics-in-logistics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4239<\/td>\n<td>Selected Topics in Quality Engineering<\/td>\n<td>Click\u00a0here<\/td>\n<\/tr>\n<tr>\n<td>IE4242<\/td>\n<td>Cost Analysis and Management<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4242\/cost-analysis-and-management\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4243<\/td>\n<td>Decision Modeling &amp; Risk Analysis<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4243\/decision-modeling-risk-analysis\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4246<\/td>\n<td>Decarbonisation: Principles, Metrics and Cases<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/courses\/IE4246\/decarbonisation-principles-metrics-and-cases\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4248<\/td>\n<td>Energy and Green Economy<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4248\/energy-and-green-economy\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4259<\/td>\n<td>Selected Topics in Systems Engineering<\/td>\n<td>Click\u00a0here<\/td>\n<\/tr>\n<tr>\n<td>IE4280<\/td>\n<td>Generative AI and FinTech Technologies<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/courses\/IE4280\/generative-ai-and-web-3-in-industrial-engineering\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE4299<\/td>\n<td>Selected Topics in Industrial Engineering<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE4299\/selected-topics-in-industrial-engineering\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5108<\/td>\n<td>Facility Layout and Location<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5108\/facility-layout-and-location\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5121<\/td>\n<td>Quality Planning and Management<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5121\/quality-planning-and-management\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5202<\/td>\n<td>Applied Forecasting Methods<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5202\/applied-forecasting-methods\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5205<\/td>\n<td>Healthcare System and Analytics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5205\/healthcare-system-and-analytics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5207<\/td>\n<td>Energy Systems Modelling and Market Mechanisms<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/courses\/IE5207\/energy-systems-modelling-and-market-mechanisms\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5208<\/td>\n<td>Systems Approach to Project Management<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5208\/systems-approach-to-project-management\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5213<\/td>\n<td>Service Innovation and Management<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5213\/service-innovation-and-management\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5221<\/td>\n<td>Transportation Modeling and Economics<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5221\/transportation-modeling-and-economics\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5231<\/td>\n<td>Statistical Methods for Process Design &amp; Control<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5231\/statistical-methods-for-process-design-control\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5301<\/td>\n<td>Human Factors In Engineering And Design<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/IE5301\/human-factors-in-engineering-and-design\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5603<\/td>\n<td>Statistical Learning in Engineering II<\/td>\n<td>Click <a href=\"https:\/\/nusmods.com\/courses\/IE5603\/statistical-learning-in-engineering-ii\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5604<\/td>\n<td>Practical Deep Learning Methods for Decision Making<\/td>\n<td>Click <a href=\"https:\/\/nusmods.com\/courses\/IE5604\/practical-deep-learning-methods-for-decision-making\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td>MT5023<\/td>\n<td>Technology-Based Entrepreneurial Strategy<\/td>\n<td>Click\u00a0<a href=\"https:\/\/nusmods.com\/modules\/MT5023\/technology-based-entrepreneurial-strategy\">here<\/a><\/td>\n<\/tr>\n<tr>\n<td colspan=\"3\"><em>* This is a guide only and is subject to change without notice. For the latest updates, check the\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/isem\/undergradute\/beng\/timetables\/\">current timetables<\/a><\/em><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n","protected":false},"excerpt":{"rendered":"<p>BEng What is ISE? Curriculum Areas of Specialisations Build Your Own Degree Timetables Courses Projects Internships Study Abroad Objectives and Outcomes BTech Second Major in SE Minors Minor in SE Minor in MOT Minor in Data Engineering Minor in Cities Other Information Admissions Student Support Courses Courses Registration You must register for your courses before [&hellip;]<\/p>\n","protected":false},"author":29,"featured_media":0,"parent":6,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-18","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/18","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/comments?post=18"}],"version-history":[{"count":4,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/18\/revisions"}],"predecessor-version":[{"id":25108,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/18\/revisions\/25108"}],"up":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/6"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/media?parent=18"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}