The requirements are as follows: IT3011 Introduction to Machine Learning and Applications; or, (ST3248 Statistical Learning I and ST4248 Statistical Learning II). He has over 30 years’ experience in IT and information management. with a Major in Statistics [120 MCs] B.Sc. Provost's Welcome Message More pages in Sub pages. Minor Programmes Introduction. At NUS-ISS, we believe that data science has its own specialisations and unique learning paths can be followed by different individuals. EE4802/IE4213 Learning from Data or CS3244 Machine Learning or IT3011 Introduction to Machine Learning and Applications 1 February 2019: - CG3002 (6MCs) will be last offered in sem 1, AY19/20. He has over 30 years’ experience in IT and information management. Selected modules are offered under NUS L3 and NUS CET500 in conjunction with Lifelong Learning @ SCALE NUS. A minor is a programme of study consisting of 6 modules (24 MCs). ST2131/MA2216 Probability. A minimum 60% of the total MCs of the Minor requirements must be earned from modules read in NUS. Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by NUS faculty members. This minor is not awarded with major in Statistics, Statistics with specialization in Biostatistics, Statistics with specialization in Finance and Business Statistics, and second major in Statistics. Academic Calendar The aim of this minor is to enable students to understand how the principles and tools of traditional engineering fields, such as mechanical, materials, electrical, and chemical engineering, can be applied in biology and medicine. Institute of Systems Science The different elements of our curricula are broadly as follows: Year 4 Final-Year Project / Design Project Technical Electives / Specialisation Modules Pathway Electives University General Education Modules Unrestricted Elective Modules – may be used […] Computing 1 13 Computing Drive Singapore 117417 +65 6516 2727 Department of Electrical and Computer Engineering. To qualify for the Minor in Urban Studies, students will need a minimum of 6 modules (3 or 4 Core Modules, and 3 or 2 Elective Modules respectively) from … For diploma holders: Diploma with at least an A2 grade in GCE O-level Elementary Mathematics or at least a B3 grade in GCE O level Additional Mathematics. The NUS Minor in Data Engineering is a programme that offers a suite of modules, projects and internship opportunities to empower you for an exciting and rewarding career in the technology, engineering, manufacturing, and finance industries. CG2023 Signals & Systems: 4. Structured Major-Minor Programmes. H2 pass in Computing or Mathematics or Physics; OR a good pass in H1 Mathematics. There have been some updates to the list of CEG Technical Electives; please refer to the master-list at the start of every semester. Data analytics is used in many industries to allow companies and organisations to make better business decisions and in the sciences to verify or disprove existing models or theories. Read More. Yong Loo Lin School of Medicine Students may plan their degree so that it includes a designated minor. How is Computer Science different from Computer Engineering? 2nd Major in Management / Minor in Management: Students who are not offered direct admission to the 2nd Major / Minor in Management may apply for it no later than during their 4th semester of study, but they need to first complete at least 4 business-coded modules (16 MCs) of the Minor in Management requirements. What’s Newnew! Minor Programmes - FAQs. It is aimed at engineering and science students for widening their intellectual horizons and preparing them for greater challenges ahead. Department of Computer Science. Minor in Physics. Data Engineering consists of lectures about the construction of systems that perform efficient and scalable data processing, ... data engineering and analytics is designed for students with a bachelor's degree in Informatics or Mathematics with a minor Informatics (or similar), which aim to specialize in Data Engineering and Analytics. Students are allowed to double count up to 8 MCs towards satisfying both the Minor in AI and their major programme requirements. Once the requirements for the Minor are fulfilled, students can then write in to the ST2132 Mathematical Statistics. Part I: General The other 8 MCs may be earned through credit transfers, advanced placement and exemptions, provided these MCs are earned from modules deemed relevant to the particular Minor programme. NUS Electrical and Computer Engineering. BT4015 Geospatial Analytics (BT2101 Decision Making Methods and Tools as pre-req) Hardware Design (16 MCs) CG2027 Transistor-level Digital Circuits: 2. The core modules are: Students also have to select TWO elective modules, which contribute a total of 8 MCs, from a basket of elective modules which may change from time to time. School of Business NUS Computing, School of Computing, National University of Singapore, NUS, Singapore Universities The course will define data science and explore the first two things a data scientist must do – cleaning and visualising data. EE4204 Computer Networks: 4. These consist of graded modules or modules with an ‘S' or ‘CS' grade. Our Bachelor of Engineering programmes are spread typically over four years of full-time study, leading directly to an honours degree. A minimum 16 MCs of the Minor requirements must be earned from modules read in NUS. 3. Understand different ways of modelling data and real-world scenarios computationally; Be able to model a real-world problem into the appropriate form (such as optimization, classification, regression, clustering, or association); Be able to apply the appropriate artificial intelligence or machine learning techniques to solve the problem; Understand common pitfalls and limitations of existing techniques. It is open to all NUS undergraduate students who have fundamental computational and engineering training. Minor In Statistics. Does anyone know what the minor is about and it’s requirements? MA1511 (only for NUS Engineering students) MA1512 (only for NUS Engineering students) MA1513 (only for NUS Engineering students) MA2104 (upgraded from MA1104) MA5268; MA5269; MA6216 (upgraded from MA5231) MA6217 (upgraded from MA5237) QF5207 (only for MQF students) Updates in curriculum/graduation requirements: Major in Mathematics (cohort 2016/17) This list is subject to change without prior notice. Dr. Amirhassan Monajemi . It will also develop students with analytical mindset and techniques to tackle with trade-offs in order to optimize the performance of the systems within the relevant constraints to meet the […] ... CS2040C Data Structures and Algorithms: 4. other AI related modules approved by the Department of Computer Science. School of Design & Environment of Information System and Analytics, CS1010 Programming Methodology or its equivalent, CS1231 Discrete Structures or MA1100 Fundamental Concepts of Mathematics, CS2040 Data Structures and Algorithms or its equivalent, CS3243 Introduction to Artificial Intelligence. with a major in Statistics [160 MCs] B.Sc. NUS Mods This course is aligned with the Infocomm Technology Skills Framework for Data Analyst and Data Scientist and will use R,a widely used statistical package. The other 8 MCs may be earned through credit transfers, advanced placement and exemptions, provided these MCs are earned from modules deemed relevant to the particular Minor programme. Job prospects across public and private sectors have been one of the greatest factors driving the tremendous growth of the demand for GIS education in colleges and universities throughout the world in the past two decades. His career roles span CIO, Director of IT services, Strategy and Planning, Project management, Applications development, Systems engineering, Data management and IT outsourcing. The widespread penetration of mathematics into almost every area of science and technology has vastly expanded the opportunities available to mathematicians, both in traditional areas of pure and applied research and in emerging interdisciplinary areas. This will dive into the use of powerful open source analytics tools such as R and Python, required and best practices in the set-up of a data analytics infrastructure, hiring and building a data science team, including the set-up of a Centre of Excellence for Analytics and data analytics project scoping. Duke-NUS Medical School EE4704 Introduction to Computer Vision and Image Processing Technology is increasingly shaping the way in which we work, think and live. These would consist of graded modules with assigned grade points, or modules with an ‘S' or ‘CS' grade. A student may use, partially or wholly, the MCs under the Unrestricted Electives (outside the major) requirement to satisfy the minor requirements. IoT & Robotics Specialisations; Data Engineering Minor. Urban Environmental Engineering Minor. To fulfill the requirements of the Minor in Management, students have to complete 6 Business modules worth 24 modular credits in total. of Information Systems and Analytics, Dept. A minimum 16 MCs of the Minor requirements must be earned from modules read in NUS. Teaching Institutions IE4211 Modelling and Analytics B.Sc. Biomedical Engineering forms part of the Life Sciences, which is fast becoming a strategic area of economic development in Singapore. The minor in data science targets students from all disciplines and consists of four required courses and two electives drawn from an approved list. *: Students may take EE4212 Computer Vision to replace CS4243. NUS Graduate School for Integrative Sciences and Engineering School of Computing 1 : Students should read CS2113T Software Engineering & Object-Oriented Programming and CS2101 Effective Communication for Computing Professionals (twinned modules) in the same semester. (Hons.) The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. IE4210 Operations Research II Faculty of Law MSc in Data Science and Machine Learning (by Coursework) (Prospective Students) ... economic, finance, computer science, engineering, physical sciences, or equivalent degrees with strong mathematical background. This transformation is driven by digitalisation, where physical systems are connected to virtual networks, and masses of collected data are used to predict events and shape decisions. Home » Admission Requirements » … Amirhassan Monajemi is a Senior Lecturer in AI and Data Science with the School of Continuing and Lifelong Education (SCALE) at the National University of Singapore (NUS).Before joining the NUS, he was with the Faculty of Computer Engineering, University of Isfahan, Iran, where he was serving as a professor of AI and Machine Learning. A minor is a programme of study consisting of 6 modules (24 MCs). Dr. Benjamin Lee . Special Programmes French Double Degree Programme Engineering Scholars Programme NUS Overseas Colleges – Silicon Valley, New York, Stockholm, Israel, Shanghai, Beijing, Munich Overseas Student Exchange Programme Double Degree with Economics & Business New Specialisations in IoT & Robotics Minor / Major Programmes There are many Double Major and Minor programmes that … CG2028 Computer Organization: 2. CS2040C Data Structures and Algorithms: 4. For more information on the programme requirements, please refer to the Business School website. Block E4, Level 5, Room 42 4 Engineering Drive 3 Singapore 117583 National University of Singapore NUS Engineering; Computer Engineering @ NUS Curriculum at a Glance. To satisfy the Minor in Engineering Materials, a student must read materials related modules equivalent to at least 24 MCs, including the 8 MCs earned from the two core modules [((MLE1101 or ME2151) and MLE2101))], and at least two advanced elective modules (Level-3000 and Level-4000). Part III: Modules Important : Please read here for the University's requirement on Minor Programmes. A multidisciplinary minor is a programme of study consisting of 24 MCs which may be offered solely by a department, across several departments or several faculties. This minor will provide students from non-computing discipline a competent level of programming skill, as well as basic knowledge in fundamental fields of computing. Applicants should also complete TOEFL or IELTS, with a minimum score of 85 for TOEFL (with a minimum of 22 for writing component) or 6 for IELTS. NUS Computing, School of Computing, National University of Singapore, NUS, Singapore Universities EE3801 Data Engineering Principles Develop and implement big data operational solutions for data auditing, data security and platform monitoring. Bulletin Updates 1 : Students should read CS2113T Software Engineering & Object-Oriented Programming and CS2101 Effective Communication for Computing Professionals (twinned modules) in the same semester. The basket of elective modules is: MA1511 Engineering Calculus (2 MCs) and MA1512 Differential Equations for Engineering (2 MCs) MA1521 Calculus for Computing; 10 – 12: Level 2000(16 MCs) Pass. IE4243 Decision Modeling and Risk Analysis CEG students from AY2018/19 intake (& after) may apply for a Minor in Data Engineering in Stage 3 of their studies. Ben Lee is a Senior lecturer in Data Analytics and Visualization with the School of Continuing and Lifelong Education (SCALE) at NUS. Major (FASS) Minor (Other Faculties) Admission Requirements . For more information and queries on the programme please contact: Ms Sng Wee Lee (email: physngwl@nus.edu.sg) or the department of chemsitry (chmbox3@nus.edu.sg) Minor in Physics The Department of Physics offers a Minor in Physics which comprises modules related to the fundamentals of physics, leading to a basic understanding of an important area of knowledge. Specialisation in Robotics. The main aim of the Minor is to train graduates with the ability to handle and manage the large volume of data generated by industry and glean actionable insights from that data. The history of the Department of Mathematics at NUS traces back to 1929, when science education began in Singapore with the opening of Raffles College with three students enrolled in Mathematics. Solve real-world problems with hardware and software. The minor in Artificial Intelligence (AI) programme aims to equip students as follows: Understand different ways of modelling data and real-world scenarios computationally; Be able to model a real-world problem into the appropriate form (such as optimization, … Data science is an inter-disciplinary field about processes and systems to extract knowledge or insights from data in various forms and makes use of techniques and theories drawn from the broad areas of computer science, mathematics and statistics. University Scholars Programme Please email us at mgtminor@ null nus.edu.sg.if you have any enquiries on the Minor in Management. Executive Education & Part-time Programmes, Minor in Interactive Media Development (jointly offered by CNM and CS Depts), Minors offered by other faculties (for Computing students), Graduate Certificate in Computing Foundations, Executive Education & Part-time Programmes, Dept. Please note that the last application must be made by students to School of Computing by the 4th semester of study, for enrolment at the start of their 5th semester of study. Saw Swee Hock School of Public Health The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. About NUS This multidisciplinary research group emphasizes the synergy of mathematics, engineering and computer science in the areas of imaging science, computer vision, information theory and learning. The course aims to quickly bring up to speed a programmer or business analyst whoalready knows how to programme in other language or have done advanced Excel macros to begin using R as a datascience tool. To apply for admissions to the NUS MSc in Data Science and Machine Learning programme, applicants should possess a bachelor (Hons) degree or a 4-year bachelor’s degree in quantitative science (mathematics, applied mathematics, computational mathematics, statistics and physics) or engineering or computer science. in Engineering Education at NUS? The minor in Artificial Intelligence (AI) programme aims to equip students as follows: The Minor in AI programme offers direct admission. The McKinsey Global Institute reported in 2011 that the volume of data worldwide is growing at a rate of 40% per year. All students in the Minor are required to complete FOUR core modules, which contribute a total of 16 MCs. (Hons.) This course is the sequel to Data Analytics Begins with Me. SoC Minor/Second major are restricted programmes which students must apply during the application window. Administrative Policies / Procedures Faculty of Arts & Social Sciences AY2017/18 AY2015/16. Department of Computer Science. EE2026 Digital Design: 4. Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by one or more NUS faculty members. This minor, offered by the Department of Industrial Systems Engineering and Management, will ground the engineering students with a solid foundation of systems engineering principles. Application opens in early-June (after semester 2 exam results release). The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. The Minor in Urban Studies is open to all students in NUS. Minor in Data Science. Minor in Management: No application is needed for non-business undergraduates who have not been admitted to the Minor programme at the point of admission to NUS. A minimum 16 MCs of the Minor requirements must be earned from modules read in NUS, unless indicated otherwise by Faculties/Departments for specific minors. Application opens in early-June (after semester 2 exam results release). This programme offers a broad-based education in mathematics and covers the same nine core mathematics modules as in the primary Major in Mathematics/Applied Mathematics. The main aim of the Minor is to train graduates with the ability to handle and manage the large volume of data generated by industry and glean actionable insights from that data. The following … Centre for English Language and Communication NUS Engineering; askCEG@nus.edu.sg . Whether you wish to pursue a career in big data, become an Artificial Intelligence (AI) expert, design the latest Virtual Reality game, or create the next big mobile app, our degree in Computer Science prepares you for a tech career in practically any industry of your choice. Faculty of Engineering Eligibility Students from BEng (Electrical Engineering) are precluded from reading this minor. He has over 30 years’ experience in IT and information management. Lee Kuan Yew School of Public Policy The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. Centre for English Language and Communication, S. Other Multidisciplinary/Special Programmes, Pre-University Students from Local Institutions, Graduate Continuation and Graduation Requirements, Non-Graduating Programme Application & Eligibility, Responsibility for Notices/Circulars and Updates of Personal Particulars, Notes on Leave Matters for Research Scholars (RS), Open Researcher and Contributor ID (ORCID), Social Visit Pass for Spouse and Child of Full-Time Graduate Research Students, Important Information to Note Upon Cessation of Studies at NUS, Satisfactory / Unsatisfactory (S/U) Option, School of Continuing and Lifelong Education, NUS Graduate School for Integrative Sciences and Engineering, Centre for English Language and Communication, Other Multidisciplinary/ Special Programmes. AY2018/19 Students in the Minor in Data Engineering are required to complete a minimum of 24 MCs, including a mix of core modules and elective modules. Students may petition to take electives other than those listed below, if they can demonstrate substantial data science content in … You will learn and u… Computing 1 13 Computing Drive Singapore 117417 +65 6516 2727 Department of Electrical and Computer Engineering. CS4225 Big Data Systems for Data Science CEG students from AY2018/19 intake (& after) may apply for a Minor in Data Engineering in Stage 3 of their studies. The basket of elective modules is: Minor in Data Engineering (with School of Computing), D. School of Continuing and Lifelong Education, H. NUS Graduate School for Integrative Sciences and Engineering, 1. Students may apply for the following structured major-minor programmes at the point of admission to NUS. 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