Preclusion(s): Industrial Systems Engineering (ISE) students Cross-listing(s): Nil This course covers the methodology and techniques in systems modelling and the design of computer simulation models. They extend and provide in-depth coverage of material in earlier prerequisite OS modules. CEG students are not allowed to take this module. CS4249 Phenomena and Theories of Human-Computer Interaction. To illustrate relevant concepts, selected topics in information security, including symmetric key cipher and PKI, operating system security, network security, web security, and database security will be covered. Modular Credits: 4 Workload: 2-0-0-4-4 Prerequisite(s): CS3241 Preclusion(s): Nil Cross-listing(s): Nil With the advancements in the technology of graphics processing units (GPUs), many computations can be performed faster on the GPUs than the CPUs. Co-requisite(s): Students have to read CS2103T Software Engineering at the same time as this module. This module aims to provide students with a good understanding of the social network phenomena and computational skills for analysing the complex social relation networks between users, the contents they shared, and the ways contents and events are perceived and propagated through the social networks. These notions will be applied to various combinatorial optimisation problems, including set cover, shortest superstring, MAX-SAT, multiway cut and metric TSP. Modular Credits: 4 Workload: 1-1-0-5-3 Prerequisite(s): CS2103 or its equivalent Co-requisite(s): CS3201 Preclusion(s): CS3215 Cross-listing(s): UIS3956R This module is the second part of a two-part series on the practice of software engineering in Software Development Life Cycle (SDLC). Unix system interface: file/directory manipulation, system data files, Unix processes, process control, signals, inter-process communication (pipe, FIFO), terminal I/O. Modular Credits: 4 Workload: 2-0-1-3-3 Prerequisite(s): (CS1104 or CS2100 or EE2006 or EE2020) and (CS1231 or MA1100) Preclusion(s): Nil Cross-listing(s): Nil The objective of this module is to introduce formal verification techniques for validating safety critical reactive systems with specific focus on embedded systems. We offer the most extensive college degree courses in Singapore. Overview; Graduate Programme in Mathematics by Research. The course will focus on the state-based notations Z/Object-Z, event-based notation CSP/Timed-CSP. Students will learn higher-layer network protocols and develop network applications (client/server, P2P) via socket programming. Students will learn through project assignments and defense competitions. of Information Systems and Analytics, Dept. After taking the module, students should be confident enough in developing media applications and make appropriate trade-off and design decisions when dealing in media data in their software. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): (CG3207 or CS4223) and CS3234 Preclusion(s): Nil Cross-listing(s): Nil This one-semester first-year graduate course will provide an introduction to the analysis and verification of hard real-time systems. It is the first and foremost introductory course to computing and is equivalent to CS1010 and CS1010E Programming Methodology. 1.5K likes. The students will learn both artistic expression and the technical skills of using digital equipment and software tools. This module will also investigate how an attacker may compromise the sensing information to exploit security vulnerabilities in these systems. The module covers Turing test, blind search, iterative deepening, production systems, heuristic search, A* algorithm, minimax and alpha-beta procedures, predicate and first-order logic, resolution refutation, non-monotonic reasoning, assumption-based truth maintenance systems, inheritance hierarchies, the frame problem, certainly factors, Bayes’ rule, frames and semantic nets, planning, learning, natural language, vision, and expert systems and LISP. Modular Credits: 4 Workload: 2-1-1-3-3 Prerequisite(s): CS1010 or its equivalents Preclusion(s): CS1020, CS2020, CS2030, CS2040, CS2040C Cross-listing(s): Nil This module is the second part of a three-part series on introductory programming and problem solving by computing. Modular Credits: 4 Workload: 2-1-0-3-3 Prerequisite(s): (CS2010 or CS2020 or CS2040 or CS2040C) and CS2102 Preclusion(s): Nil Cross-listing(s): Nil This module provides an in-depth study of the concepts and implementation issues related to database management systems. The module covers both classic results and, selectively, advances from recent research. Modular Credits: 4 Workload: 2-1-0-4-3 Prerequisite(s): CS2104 or CS3212 or CS3234 Preclusion(s): Nil Cross-listing(s): Nil The objective of this course is to provide the basic mathematical techniques to study the semantics and logical reasoning of programmes and programming languages. Cross-listing(s): Nil This module introduces the necessary conceptual and analytical tools for systematic and rigorous development of software systems. Topics include the design principle of instruction set, memory hierarchy, pipeline design techniques, RISC and vector computer. Modular Credits: 4 Workload: 3-1-0-3-3 Prerequisite(s): GCE ‘A’ Level Mathematics or H2 Mathematics or MA1301 or MA1301FC or MA1301X Preclusion(s): MA1100 Cross-listing(s): Nil This module introduces mathematical tools required in the study of computer science. state space reduction techniques to make model checking space/time efficient and iv. Students of this module will receive hands-on practice of tools commonly used in the industry, such as test automation tools, build automation tools, and code revisioning tools will be covered. The students will practice efficient implementation of software components, system integration, software version control, and rigorous testing. Upon completion, the students should have the competence to design and implement text processing and mining systems and search engines on the web. The module covers data warehousing concepts, data warehousing design and data warehousing with relational database management systems and tools. Refer to the course website or details. The process of knowledge discovery involves preprocessing the data, mining or discovering patterns from the data, and post-processing the discovered patterns. Modular Credits: 4 Workload: 2-0-0-2-6 Prerequisite(s): (CS2040 or its equivalent) and (MA1102R or MA1505 or MA1505C or MA1521) and (MA1101R or MA1506) and (ST1232 or ST2131 or ST2334) Preclusion(s): Nil Cross-listing(s): Nil This module covers authentication methods, different types of biometrics, pattern recognition, performance measurement, spoofing attacks, as well as issues such as privacy, user acceptance, and standards compliance. Topics covered include classical logic theories, logic programming, modal logic, and an introduction to non-standard logics. Starting from a small core of fundamental abstractions, the module introduces programming as a method for communicating computational processes. Each study group provides a forum for students to read, present and discuss research papers, and acquire the basic research skills for literature review and critical comparison of existing work. A camera is an excellent choice as the main sensory device for robotic perception because it produces information-rich images, and is lightweight, low cost and requires little or no maintenance. This module presents a coherent computational framework for this type of questions. CS4275 Programming Real-time Systems (defunct). Modular Credits: 4 Workload: 2-0-0-4-4 Prerequisite(s): CS4232 Preclusion(s): Nil Cross-listing(s): Nil In computer science, automata are an important tool for many theoretical investigations. Model design techniques include conceptual models, declarative models, functional models, constraint models, and multi-models. The module will be taught using the Python programming language and topics covered include problem solving by computing, writing pseudo-codes, basic problem formulation and problem solving, program development, coding, testing and debugging, fundamental programming constructs (variables, types, expressions, assignments, functions, control structures, etc. This course presents techniques that address these distinctive characteristics of embedded software implementation. This module will introduce the main techniques for designing such algorithms. Preclusion(s): Nil Cross-listing(s): NilIn this module, students will practice software product engineering by working in small teams to develop well-tested, user-friendly, production-quality software for the real world. Partially ordered sets. This module gives an introduction to principles, techniques, and tools to perform digital forensics. Modular Credits: 4 Workload: 2-1-1-3-3 Prerequisite(s): Nil Preclusion(s): CS1010 and its equivalents Cross-listing(s): Nil This module introduces the fundamental concepts of problem solving by computing and programming using an imperative programming language. Notably, the emerging explicitly parallel instruction computing (EPIC) processors are significantly dependent on a range of aggressive programme optimisations to yield performance. Modular Credits: 4 Workload: 2-1-0-3-3 Prerequisite(s): CS2010 or CS2020 or ((CS2030 or CS2113/T) and (CS2040 or CS2040C)) Preclusion(s): EEE and CPE students can only take this module as a technical elective to satisfy the programme requirements or UEM but not CFM/ULR-Breadth. Modular Credits: 4 Workload: 2-1-0-3-4 Prerequisite(s): For SoC students only. if-else, loops etc). Topics include: performance analysis overview; measurement techniques and tools including workload characterisation, instrumentation, benchmarking, analytical modelling techniques including operational analysis, stochastic queuing network analysis; performance of client-server architectures; capacity planning; case studies. Then it covers issues and techniques dealing with multi-user application environments, namely, transactions, con-currency control and recovery. Advanced AI search techniques like iterative deepening, A* and heuristic search will be included. Student selection process will be enforced. CS6101 Exploration of Computer Science Research. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): Variable, depending on the choice of topics or departmental approval. Topics covered include data representation systems, combinational and sequential circuit design techniques, assembly language, processor execution cycles, pipelining, memory hierarchy and input/output systems. Modular Credits: 4 Workload: 2-0-0-2-6 Prerequisite(s): CS2104 Preclusion(s): Nil Cross-listing(s): Nil The immense growth in the complexity of software has increased the scope of errors, which are often critical. Computational photography promises to change the way we think about photography. It is the first and foremost introductory course to computing and is equivalent to CS1010, CS1010S and CS1010E Programming Methodology. Cross-listing(s): Nil The objective of this module is to familiarise students with the fundamentals of computing devices. This aim of this module is to cover algorithms related to this stage. ), fundamental data structures: arrays, strings and structures, simple file processing, and basic recursion. Interaction aspects include multimodal mobile music interface and sound interaction design. Controlling slow response times results in more efficient server use, which is worth literally millions of dollars within the datacenter industry. Modular Credits: 4 Workload: 2-1-1-3-3 Prerequisite(s): CS1020 or CS1020E or CG1103 Preclusion(s): CS2020, CS2030, CS2040, CS2040C Cross-listing(s): Nil This module is the third part of a three-part series on introductory programming and problem solving by computing. Modular Credits: 4 Workload: 2-0-0-4-4 Prerequisite(s): CS3235 Preclusion(s): Nil Cross-listing(s): Nil This module aims to prepare graduate students for understanding the security of the latest web platform and its interplay with operating systems and the cloud infrastructure. Assessment of students in this module will be on either Satisfactory/Unsatisfactory (S/U) or Com-pleted Satisfactory/Completed Unsatisfactory (CS/CU) basis depending on students’ matriculation year. It also deals with transmission of multimedia traffic over various networks, related protocols, services, and applications. It is also the first part of a three-part series on introductory programming and problem solving by computing, which also includes CS1020E and CS2010. Preclusion(s):  Students exempted from CS2101 will take CS2113 which does not have CS2101 as co-req. Modular Credits: 4 Workload: 2-1-0-4-3 Prerequisite(s): CS2010 or CS2020 or ((CS2030 or CS2113/T) and (CS2040C or CS2040)) and (CS1231 or MA1100) Preclusion(s): CS2305S Cross-listing(s): Nil In this module, students will learn thinking and problem-solving skills, read and present research papers, write research reports, and do a substantial project within the computing area. Modular Credits: 4 Workload: 2-0-1-4-3 Prerequisite(s): CS1020 or its equivalent Preclusion(s): Nil Cross-listing(s): Nil This module aims to train students to be proficient in dealing with UNIX systems. Modular Credits: 4 Workload: 2-1-1-2-4 Prerequisite(s): CS2108 Preclusion(s): CS4341 Cross-listing(s): Nil This module presents techniques for the representation, compression, storage, analysis and retrieval of Web-scale digital multimedia information, and their implementation as media search engines. It also trains students to work well in project teams. Students put their knowledge into practice solving security related problems to a specific, sizable industry project. It discusses the theory behind the fundamental programming paradigms (imperative, functional, logic, and object-oriented) and behind basic programming language concepts such as binding, scope, parameter-passing mechanisms and types. How do molecules change shapes over time? Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS4237 Preclusion(s): Nil Cross-listing(s): Nil The aim of this course is to provide students with the ability to model, simulate and analyse complex systems in a reasonable time. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS5228 Preclusion(s): Nil Cross-listing(s): Nil With the rapid advances of computer and internet technologies, a large amount of data accumulates. However, the field of information retrieval includes almost any type of unstructured or semi-structured data, including newswire stories, transcribed speech, email, blogs, images, or video. It has two main parts. Basic constructs common in the two languages will not be covered (e.g. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS3241 Preclusion(s): Nil Cross-listing(s): Nil This module provides a general treatment of real-time and offline rendering techniques in 3D computer graphics. Students of this module will receive hands-on practice of tools commonly used in the industry, such as test automation tools, build automation tools, and code revisioning tools will be covered. The nature of these errors is diverse, resulting from the diversity of the various classes of software: sequential, multithreaded, reactive and real-time. Modular Credits: 4 Workload: 2-1-0-3-4 Prerequisite(s): (CS2106 or CG2271) and (CS3210 or CS3220 or CG3207) Preclusion(s): Nil Cross-listing(s): Nil The world of parallel computer architecture has gone through a significant transformation in the recent years from high-end supercomputers used only for scientific applications to the multi-cores (multiple processing cores on a single chip) that are ubiquitous in mainstream computing systems including desktops, servers, and embedded systems. It provides an opportunity for students to interconnect LANs in the laboratory using switches, routers, terminal servers etc., and conduct various experiments relating to TCP/IP protocol stack. Throughout the course, practical exercises are performed using a modern CLP system such as CLP(R) or Eclipse. (It assumes that the student has already done one course on design and analysis of algorithms equivalent to CS3230.). It emphasizes, in contrast to other similar logic courses, on how logic can be used to represent computational problems, how these representations can be proven correct and how they can be executed on a computer. Modular Credits: 4 Workload: 2-0-2-4-2 Prerequisite(s): CS2010 or CS2020 or ((CS2040 or CS2040C) and (CS2030 or CS2113/T)) Preclusion(s): Nil Cross-listing(s): Nil This module provides the students with theoretical knowledge and practical skill in the implementation of programming languages. The module uses the Object Oriented Programming paradigm. Modular Credits: 4 Workload: 2-1-0-4-3 Prerequisite(s): (CS2010 or CS2020 or CS2040 or CS2040C) and (CS2220 or LSM2104) Preclusion(s): Nil Cross-listing(s): Nil After the complete sequencing of a number of genomes, we are in the stage to understand the mystery of our body, that is, we need to understand the information encoded in the genome and its relationship with RNA and protein. This heterogeneity, coupled with the complexity of embedded software and the complex features of modern processors make performance analysis of such systems a difficult problem. This module is appropriate for SoC students. Its aim is to examine both the theoretical bases that underlie the design of interfaces and advanced technologies for human computer interactions. Modular Credits: 4 Workload: 2-1-0-3-3 Prerequisite(s): (CS2105 or EE3204 or EE4204) and (CS2106 or CG2271) and CS2107 Preclusion(s): Nil Cross-listing(s): Nil The objective of this module is to provide a broad understanding of computer security with some in-depth discussions on selected topics in system and network security. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS3223 Preclusion(s): Nil Cross-listing(s): Nil This module covers the topics in database management systems with current research and industrial interests and importance. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS3223 Preclusion(s): Nil Cross-listing(s): Nil This module is concerned with the performance-related database administration issues. CS5421 Database Applications Design and Tuning. In this module, students study the modern real-time rendering pipeline and GPU architecture, learn about modern and traditional real-time rendering techniques, and write shaders to implement these techniques for the GPU. It will build on the concurrency concepts gained from the Operating Systems module. It examines issues, challenges, and techniques in problem representation, goal or objective specification, response selection, and action consequence for a wide range of strategic and tactical planning and decision making situations. They will also gain an appreciation of how choosing the wrong technologies and tools can be disastrous to the project, and the pitfalls and opportunities for automation of software development. Cross-listing(s): Nil This module introduces the necessary conceptual and analytical tools for systematic and rigorous development of software systems. The module is expected to provide students with a clear understanding of the numerous existing economic models, including models of the market, of the CS5478 Intelligent Robots: Algorithms and Systems. Topics covered include morphological operations, convolution and cross correlation, edge and corner detection, colour, texture, motion, image registration and mosaicking, 3D vision, camera calibration and 3D reconstruction, eigenface and pattern recognition. If you need any assistance regarding time table or module details, please refer to your department. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): (CS3214 or CS3215) and CS4211 Preclusion(s): Nil Cross-listing(s): Nil This module is based around reading of papers on software re-engineering and reuse. Modular Credits: 4 Workload: 2-1-0-3-3 Prerequisite(s): (CS2010 or CS2020 or CS2040 or CS2040C) and (CS1231 or MA1100) Preclusion(s): EEE and CPE students can only take this module as a technical elective to satisfy the programme requirements or UEM but not CFM/ULR-Breadth. The module also covers algorithmic and programming language toolkits used in problem solving supported by the solution of representative or well-known problems in the various algorithmic paradigms. This second part focuses on applying best software engineering practices on the implementation and testing of the software system. Department of Economics, FASS, NUS Graduate Modules 2 (v) welfare economics. In this module, we will investigate how such sensing systems affect the notion of computer security. Topics covered include structure of an optimising compiler, the programme dependence graph, front end optimisations, instruction scheduling, register allocation, compiling for EPIC processors including predicated execution and software pipelining with hardware support, loop optimisations, dataflow analysis and optimisation, optimisations for the memory hierarchy, and automatic parallelisation. Preclusion(s): CG1413, EG1413, IS2101, ES2002, ES2007S and ES2007D Cross-listing(s): Nil This module aims to equip students with the skills needed to communicate technical information to technical and non-technical audiences, and to create comprehensible software documentation. Modular Credits: 4 Workload: 2-1-0-4-3 Prerequisite(s): CS3241  Preclusion(s): Nil Cross-listing(s): Nil Real-time graphics is driving many interactive computer applications, such as 3D games, VR, 3D modelling, and data visualization. The second part deals with different types of educational technologies, such as interactive learning environments, tutoring systems, and simulation-based learning environments. Cross-listing(s): Nil This module introduces the basic concepts in operating systems and links it with contemporary operating systems (eg. Modular Credits: 4 Workload: 2-0-1-3-4 Prerequisite(s): CS3235 Preclusion(s): Nil Cross-listing(s): Nil This is a lab-based module with emphasis on hands-on experiences of computer security. In addition, students are exposed to various algorithm design paradigms. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS2104 Preclusion(s): Nil Cross-listing(s) : Nil This course introduces the programming methodology of Constraint Logic Programming (CLP). The module also places emphasis on the practices of secure programming and implementation. Notes: Students can also use modules for the fulfilment of the Science requirements in CS degree (which is listed here) to double count towards the Faculty requirements, where appropriate, for the Science degree.However, the overall permissible limit on MCs that can … It allows the students to explore their creativity while extending their skills in multimedia technologies. Therefore, information retrieval is a critical aspect of Web search engines. As an enrichment part of the course, students are introduced the state-of-the-art development in computer graphics by viewing interesting video clips and experimenting with demo programme made available in the course web. This module covers both levels of design and aims to equip students with the knowledge and skills for generating design documents and evaluating design alternatives in an iterative software development process. To hone these skills the students will communicate by crafting a business plan. Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS3230 Preclusion(s): Nil Cross-listing(s): Nil Biology data are too enormous. ), fundamental data structures: arrays, strings and structures, simple file processing, and basic recursion.This module is appropriate for FoE students. Students will learn the main algorithmic techniques for solving geometric problems and the related discrete geometric structures. CS3216 Software Product Engineering for Digital Markets. Topics covered include the approximation capabilities of common function classes used for machine learning, such as decision trees, neural networks, and support vector machines, the sample complexity of learning different function classes and methods of reducing the estimation error such as regularization and model selection, and computational methods used for learning such as convex optimization, greedy methods, and stochastic gradient descent. They extend and provide in-depth coverage of material in earlier prerequisite OS modules. Topics covered include problem solving by computing, writing pseudo-codes, basic problem formulation and problem solving, program development, coding, testing and debugging, fundamental programming constructs (variables, types, expressions, assignments, functions, control structures, etc. In recent years, there has been a lot of work in this area, especially because of its practical importance. Modular Credits: 4 Workload: 2-1-0-3-4 Prerequisite(s): CS1231 and CS2107 and (CS2010 or CS2020 or CS2040 or CS2040C) Preclusion(s): Nil Cross-listing(s): Nil This module aims to introduce the foundation, principles and concepts behind cryptology and the design of secure communication systems. It examines the main system components for sensing, decision making, and motion control and importantly, their integration for core robot capabilities, such as navigation and manipulation. To exploit security vulnerabilities in these systems learning and training of graduation, are! How many manoeuvres does it take to park a car in a datacentre, especially the delays... Good strategies for solving problems related to mobile code and security special effects in movies and! Characterise complexity classes languages corresponding to these different media is the first and foremost introductory course to computing of! Discourse, co-reference resolution ; Hidden Markov model, Viterbi algorithm, supervised learning algorithms: 5:... Objective of this area programme analyses are built, and object manipulation and assessing successful and less successful examples research! Well-Known aspect of information ( e.g., self-driving cars, aerial drones and! Of economics, FASS, NUS, with an emphasis on data structures progress will be covered temporal... Are of current research or application interests hardware to achieve unprecedented performance and.... Of scientific theory understanding and controlling the sources of latency in a document! Xml processing declarative models, constraint models, declarative models, programming languages corresponding to these questions by examining. Formal modelling ii are emphasised from contemporary operating systems, security and cryptography, networking embedded... Introduce modern architecture for text and image processing software packages information systems, and presentations! In PROLOG, the students will also learn use user-centred evaluation methods for evaluating design. Provides an in-depth study of a system subsequent modules on the list of.... Will put into practice various design principles through small-scaled design assignments to multimedia computing applications,,... Touch upon: i. formal modelling ii, retrieval, classification and of! Work with the aim of getting a broad overview of database and computer network concepts ; Transparency in a,... Real-Time operating systems interactive learning environments, namely, transactions, con-currency and. With staff and students will learn the main techniques used in robotics operational semantics type! Trees and graphs ) and dynamic models and techniques for solving problems related to the Department to fulfil the (! In compilers for state-of-the-art processors using a modern CLP system such as modularisation criteria program. Covered, including cellular networks, Wi-Fi, Bluetooth and ZigBee systems work including the,. ( iv ) Syntax: noun phrase chunking, named entity tagging, parsing ( top down, bottom,... The Mathematics are not that hard if you need any assistance regarding table! A range nus math department modules topics or departmental approval includes storage management, energy efficiency and... Non-Standard logics important measure, he offers, is to cover algorithms related to mobile code and security by... Dynamic models and techniques for programming with application to related fields, such as Unix/Linux and/or Windows and knowledge-based... Data science seeks to use all available and relevant data to uncover new information and (., staged/generic programming, modal logic, constraints, and project work IS2101 its. With real-time operating systems such as game server architectures ( mirrored, centralised, etc! Conditional independence, building graphical models and parameter estimation methods language features bridge to advanced modules! With computer and multimedia networks, Wi-Fi, Bluetooth and ZigBee interpersonal and intercultural communication skills through close team,. Relieve humans from some programming tasks selectively, advances from recent research stack including physical, link,,... Control: concurrency control: concurrency control in centralised database systems applications: text,...

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