(Hons.) Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by one or more NUS faculty members. Select Survey in the module > select Application for Double Degree Programme in Computer Science … Academic Calendar School of Continuing and Lifelong Education B.Comp. To produce graduates who are able to understand business analytics principles and practices and apply it in a multi-disciplinary context. 3.3.10.1 Minor in Artificial Intelligence NUS Bulletin– Essential information that concerns you as a student. Information Systems It provides significant depth, but unlike a specialisation, it does so in an additional area outside of the Major. CEG with Minor in Data Engineering CEG with Minor in Economics CEG with Minor in Entrepreneurship CEG with Minor in Financial Mathematics CEG with Minor in Management. They will acquire expertise in IoT through courses that cover IoT systems and architecture, data science for IoT, and IoT devices and sensors. For enquiry on Minor in Forensic Science, you may contact the Programme Coordinator, Assoc Prof Stella Tan dbstwls@nus.edu.sg. Our Business Analytics programme will equip you with the knowledge and skills to uncover key insights from big data using statistics, analytics, and Computing. Updated 17 July 2019 . MSc in Quantitative Finance (NUS-SJTU MQF) (Current Students) MSc in Data Science and Machine Learning. Education at NUS Part I: General Part IV: Archived Bulletins with a Major in Statistics [120 MCs] B.Sc. Yong Loo Lin School of Medicine Academic Information / Policies Institute of Systems Science The programme will also be open to students as a minor or second major. School of Business For students matriculated in AY2014-15 and after: 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. The Minor programme(s) will be reflected in the student’s transcript. This minor is not awarded with the primary major in Mathematics, Applied Mathematics, Quantitative Finance, and Data Science & Analytics, and second major in Mathematics, Financial … Congratulations to our 2012 graduates Chua Hui Xiang and Charmain Tan Seow Fen for making it to the list of Singapore 100 Women in Tech List year 2020 this year! Students who are exempted from CS1010/S/E must complete another 4 MCs of CS-coded electives under Computer Science focus areas (for a total of 12 MCs) (CS1020 and CS2010 ) or (CS2030 and CS2040) can be replaced by CS2020 Data Structures and Algorithms Accelerated … 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 student learning outcomes of the DSA programme are: School of Computing Artificial Intelligence Part I: General 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, classification, regression, clustering, or … Other Multidisciplinary/ Special Programmes (Hons) with Major in Data Science & Analytics (DSA) 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. Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by one or more NUS faculty members. AY2017/18 A Minor programme is a coherent course of study. All students in the Minor are required to complete FOUR core modules, which contribute a total of 16 MCs. The course will define data science and explore the first two things a data scientist must do – cleaning and visu… Yale-NUS College Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by one or more NUS faculty members. The course then moves on to sho… Other Multidisciplinary/ Special Programmes Part III: Modules The NUS MSc in Data Science and Machine Learning is supported by leading NUS researchers in data science as well as data scientists from industry. The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. Data science is widely expected to play an increasingly important role in … ... EE with Minor in Data Engineering EE with Minor in Economics EE with Minor in Financial Mathematics The Singapore 100 Women in Tech List … Data Science and Analytics. It is open to all NUS undergraduate students who have fundamental computational and engineering training. For Cohort AY2020/21 and earlier: With the exception of Computational Biology, Data Science and Analytics, Environmental Studies and Pharmacy which are strictly four-year programmes, all majors allow students to graduate with a Bachelor’s degree. At NUS-ISS, we believe that data science has its own specialisations and unique learning paths can … The declaration to join the Minor should be made by the start of the fifth semester of the undergraduate candidature. 3.3.10.2 Minor in Business Analytics The Minor in Data Science will expose students to the School of Data Science’s conceptual framework for the emerging field of data science. The Minor in Financial Mathematics programme allows non-mathematics majors to obtain a basic understanding of how modern mathematics is being applied in finance, banking and insurance. Faculty of Engineering Part IV: Archived Bulletins Recently, Julian was ranked 6 th in the Microsoft Data Science Capstone Competition. 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. from 14 Nov to 28 Nov 2020). It is open to all NUS undergraduate students who have fundamental computational and engineering training. School of Design & Environment Academic Calendar 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. Enquiry Please contact Life Sciences Enquiry dbsbox2@nus.edu.sg . The modular credit (MC) requirement for a Minor programme should be at least 24 MCs. New libraries for data manipulation, visualisation and data modeling have made Python an increasingly exciting alternative to R as a data science language. Choo Wei Jie, Darren (Data Science & Analytics): NUS Science- Zheng Lu Merit Scholarship. Bulletin Updates B.Sc. Faculty of Dentistry On a daily basis, large data sets are routinely generated by activities in the … NUS Industrial Systems Engineering and Management. The Minor programme(s) will be reflected in the student’s transcript. Bulletin Updates Dr. Julian Lin . Modules read at NUS include all modules taught, co-taught, supervised or co-supervised by one or more NUS faculty members. 3.3.10.5 Minor in Information Systems This minor is not awarded with the primary major in Mathematics, Applied Mathematics, Quantitative Finance, and Data Science & Analytics, and second major in Mathematics, Financial Mathematics and Data … Dr. Amirhassan Monajemi . Institute of Systems Science He was born in 1968 in … Address 1 Engineering Drive 2 Block E1A #06-25 Singapore 117576. School of Business The Minor in Data Engineering programme is a joint-initiative by the Faculty of Engineering and School of Computing. To provide a business analytics minor programme within NUS for non-computing students; 2. Find a Module > enter “MATDDP” & Module Type > select “Non-Academic Modules”. The Minor programme(s) will be reflected in the student’s transcript. 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). By doing this, it contributes to the breadth of learning envisaged for undergraduate education. Dr. Amirhassan Monajemi . 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 three minors are offered to students outside the School of Computing: 3.3.10.1 Minor in Artificial Intelligence 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. Lee Kuan Yew School of Public Policy Duke-NUS Medical School To join the Minor in Semester 2 of AY2020/21, please submit the application start of reading week to end of first week of examinations (i.e. NUS Graduate School for Integrative Sciences and Engineering (Hons.) Administrative Policies / Procedures Together with a science or engineering based major, graduates will have a broader spectrum of technical knowledge and skills which will … These would consist of graded modules with assigned grade points, or modules with an ‘S' or ‘CS' grade. with a major in Statistics (specialisation in Data Science) [160 MCs] B.Sc. Saw Swee Hock School of Public Health AY2015/16. School of Continuing and Lifelong Education Academic Information / Policies (Business Analytics) B.Sc. Disciplinary Minors : Artificial Intelligence : School of Computing : Restricted: Business Analytics: School of Computing: Restricted: Computer Science: School of Computing: Restricted: Information Security: School of Computing: Restricted: Information Systems (formerly Management of Information Technology) School of Computing: Restricted: Multidisciplinary … Up to 8 MCs (out of 24 MCs) may be used to meet the requirements for both the Minor  and a Major or another Minor, subject to the agreement of the particular department(s), faculty/faculties or programme(s) hosting the Minor. A Minor programme is a coherent course of study in an additional area outside of the Major, and contributes to the breadth of learning envisaged for undergraduate education. These would consist of graded modules with assigned grade points, or modules with an ‘S’ or ‘CS’ grade. The core courses within STS are historical and sociological, but electives are offered across a broad range of departments and faculties. This new proposed Minor in Management of Technology (MOT) aims to bridge the gap between engineering and business undergraduate education through a prescribed set of modules, offered to students in Faculty of Engineering, Faculty of Science … This minor is not awarded with the primary major in Physics or Physics (with specialisations in Astrophysics or Physics in Nanophysics) and second major in Physics. It is open to all NUS undergraduate students who have fundamental computational and engineering training. Statistics is an interdisciplinary subject in nature. At least 12 MCs (out of 24 MCs) for any Minor programme must be taken from outside the entire set of modules that are listed for the major(s)/another minor that the student is taking/has taken. Data science is an emerging field of study that involves statistical and computational principles, methods and systems for extracting and structuring knowledge from data. On the other hand, inventions and advances in computer science have generated … The objectives of the Minor in Business Analytics are: 1. from 14 Nov to 28 Nov 2020). Faculty of Law 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. The programme is supported by leading NUS researchers in data science as well as data scientists from industry, and offers multiple data science specialisations. Administrative Policies / Procedures The core modules are: Students can also take specialisations in Data Science, which focuses on computing concepts and skills to manage the collection, storage and analysis of voluminous data; or Finance and Business Statistics, which focuses on the application of statistics to the areas of investment and financial analysis, insurance, marketing research and management. Teaching Institutions The basket of elective modules is: Minors: Financial Mathematics, Mathematics, Statistics. To minor in MCS, a student must complete the 3 Core Modules YSC1212 Introduction to Computer Science, YSC2209 Proof and YSC2239 Introduction to Data Science plus 10 MC of elective MCS modules. IE4211 Modelling and Analytics We offer students the opportunity to discover if public health is the right fit for them. NUS Computing, School of Computing, National University of Singapore, NUS, Singapore Universities Part II: Programmes Yong Siew Toh Conservatory of Music (Hons.) Yong Loo Lin School of Medicine The MCs under Unrestricted Elective module requirements can be used to satisfy the Minor programme requirements. 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 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. 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. Second Major in Data Analytics; ... Second Major in Computer Science / Minor in Computer Science; Second Major in Information Security / Minor in Information Security; ... National University of Singapore Block S3 #05-01 16 Science Drive 4 Singapore 117558. EE5907 Pattern Recognition AY2017/18 Part III: Modules To be awarded a minor in Physics, a student must pass the following modules: One compulsory Level 1000 module: PC1101 Frontiers of Physics; Two compulsory Level 2000 modules: PC2174A Mathematical Methods in Physics I; PC2193 Experimental Physics and Data Analysis; Any two of the following modules: PC2130 Quantum Mechanics I It is open to all NUS undergraduate students who have fundamental computational and engineering training. This course aims to quickly bring up to speed a programmer or business analyst who already knows how to programme in Python to begin using Python as a data science tool. NUS Mods 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. Please check the minor’s requirements with the Head of Studies. EE4704 Introduction to Computer Vision and Image Processing This course introduces basic Python programming and community best practices such as using Jupyter/Python. with a major in Statistics [160 MCs] B.Sc. AY2018/19 Primary Majors: Applied Mathematics, Business Analytics, Computational Biology, Computer Engineering, Computer Science, Data Science and Analytics, Industrial and Systems Engineering, Information Security, Mathematics, Quantitative Finance, Statistics. Centre for English Language and Communication The four-year direct Honours programme is designed to prepare graduates who are ready to acquire, manage and explore data that will inspire change around the world. Yale-NUS College with a major in Statistics (specialisation in Finance … BT4015 Geospatial Analytics (BT2101 Decision Making Methods and Tools as pre-req) 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. To join the Minor in Semester 2 of AY2020/21, please submit the application start of reading week to end of first week of examinations (i.e. 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. For enquiry on Minor in Forensic Science, you may contact the Programme Coordinator, Assoc Prof Stella Tan dbstwls@nus.edu.sg. School of Design & Environment These would consist of graded modules with assigned grade points, or modules with an ‘S' or ‘CS' grade. Management of Technology (MOT) has been increasing in since the early 1980’s. Web Analyst. Faculty of Law Faculty of Arts & Social Sciences MSc in Data Science and Machine Learning (by Coursework) (Prospective Students) MSc in Data Science and Machine Learning (Current Students) MSc in Data Science and Machine Learning (about DSA5201) Graduate Advisors with a major in Statistics [160 MCs] B.Sc. Teaching Institutions (Hons.) The aim of this minor programme is to introduce students to the basic concepts and practices in statistics as a pathway to enhance the analytical skill and statistical reasoning in dealing with information related to their majors. 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, Machine Learning, and Data Science. 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. Students who wish to stretch their academic horizon through a coherent but less rigorous course can opt to read minors. 3.4.3.14 Minor in Statistics. The National University of Singapore Master of Science in Data Science and Machine Learning is an interdisciplinary graduate degree programme designed to nurture the next generation of leaders in data science. The four-year honors program will also be open to other NUS students as a minor or second major. From search results, look for “MATDDP” > Sign Up > select “Yes”. It is a student’s responsibility to ensure that the graduation requirements applicable to his/her cohort will be … 3.3.10.2 Minor in Business Analytics 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. NUS Computing, School of Computing, National University of Singapore, NUS, Singapore Universities Updated 17 July 2019 . EE4802/IE4213 Learning from Data or CS3244 Machine Learning or IT3011 Introduction to Machine Learning and Applications AY2016/17 Technology plays a key role in the growth of a business. NUS Bulletin– Essential information that concerns you as a student. The MCs under Unrestricted Elective module requirements can be used to satisfy the Minor programme requirements. University Scholars Programme The Institute of Data Science (IDS) is a proud member and key pillar of the NUS' Smart Nation Cluster. at AC Nielsen . Analyse online consumer behaviour and make recommendations to improve overall business performance and search visibility. Faculty of Science The Minor is appropriate for students interested in careers utilizing GIS as an analytical tool in such areas as geography, business, communication, engineering, environmental science, political science, public health, sociology, and urban planning, or for … NUS Mods Lee Kuan Yew School of Public Policy It has played a very important role in many scientific discoveries and social science studies. School of Computing 3.3.10.3 Minor in Computer Science For Cohort AY2020/21 and earlier: With the exception of Computational Biology, Data Science and Analytics, Environmental Studies and Pharmacy which are strictly four-year programmes, all majors allow students to graduate with a Bachelor’s degree. These components combine to form the practice of data science and are represented in the curriculum. IE4243 Decision Modeling and Risk Analysis For students matriculated in AY2014-15 and after: 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. 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, Machine Learning, and Data Science. Provost's Welcome Message Up to 8 MCs (out of 24 MCs) may be used to meet the requirements for both the Minor  and a Major or another Minor, subject to the agreement of the particular department(s), faculty/faculties or programme(s) hosting the Minor. 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. These would consist of graded modules with assigned grade points, or modules with an ‘S’ or ‘CS’ grade. 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 The following three minors are offered to students outside the School of Computing: IT2002 Database Technology and Management or CS2102 Database Systems You can choose from a diverse range offered by the Faculty of Science and other faculties. It has played a very important role in many scientific discoveries and social science studies. FASS students of the 2006 cohort and onwards are allowed to read a minor in Statistics. CS1010/S/E Programming Methodology can be replaced by CS1101S, CS1010J, or CS1010X. at Citibank Singapore. This minor is not awarded with the primary major in Mathematics, Applied Mathematics, Quantitative Finance, and Data Science & Analytics, and second major in Mathematics, Financial Mathematics and Data Analytics. All students in the Minor are required to complete FOUR core modules, which contribute a total of 16 MCs. NUS Bulletin AY2020/21 Data literacy skills are relevant to everyone – from managers and CXOs to technical professionals. 6516 2692. dbssec@nus.edu.sg CS4225 Big Data Systems for Data Science The age of the fourth industrial revolution has seen the explosion of data, with a mind-boggling 2.5 quintillion bytes of data created each day at our current pace. 3.3.10.3 Minor in Computer Science In addition to learning knowledge in data science, students will also have opportunities to explore the integration of machine learning and data analysis in sectors such as financial industry, healthcare and government. NUS Bulletin AY2020/21 AY2018/19 The aim of this minor programme is to introduce students to the basic concepts and practices in statistics as a pathway to enhance the analytical skill … Yong Siew Toh Conservatory of Music At least 12 MCs (out of 24 MCs) for any Minor programme must be taken from outside the entire set of modules that are listed for the major(s)/another minor that the student is taking/has taken. With the increasing governmental, private, and societal interests in aquatic sciences, there is a growing demand for manpower with expertise in freshwater and/or marine ecology. 3.3.10.5 Minor in Information Systems, D. School of Continuing and Lifelong Education, H. NUS Graduate School for Integrative Sciences and Engineering, 1. Log in to LumiNUS (log in with valid NUSNET ID) Select Module Search tab. You will learn and use R’s dplyr, ggplot and ggvis packages for these tasks. Sample Study Schedule. Go to My Modules tab > select “MATDDP” module. About NUS (Hons.) Duke-NUS Medical School The program covers a wide range of topics including data preparation and visualization, statistical modeling, programming, machine learning and data mining techniques. Class of 2021 onwards. Phone number: +65 65162203 For students matriculated in AY2014-15 and after: 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. Bachelor of Science (Honours) with Major in Data Science and Analytics. With this Minor in Pharmaceutical Science, graduates may also choose to pursue further studies either in the coursework MSc (Pharmaceutical Science and Technology) or pursue other Ph.D. or MSc research programmes in their own majors at NUS or elsewhere. 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. (Computational Biology) B.Comp. The course will define data science and explore the first two things a data scientist must do – cleaning and visualising data. Tan Wye Yan (Data Science & Analytics): Kwan Im Thong Cho Temple Science Merit Scholarship . 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. 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. Examples include Mathematics, Interactive Media Development, and Entrepreneurship minors. It will then cover the Data Science Workflow - training models and testing them through the application of machine learning models to various industry-relevant data science problems. The Minor programme(s) will be reflected in the student’s transcript. A Minor programme is a coherent course of study providing significant depth in a certain area outside that of the Major, within or outside the student's department.The modular credit (MC) requirement for a Minor programme should be at least 24MCs, of which up to 8MCs may be used to meet the requirements for both the Minor and a Major or another Minor subject to the … The Minor is open to students from all Faculties and is designed to meet the needs of students from a variety of backgrounds. The Minor is open to students from all Faculties and is designed to meet the needs of students from a variety of backgrounds. Saw Swee Hock School of Public Health Mathematics & Statistics. Important Note. (Computer Science) B.Comp. 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