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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. Function equality. These will include formal models, algorithms, various simulation techniques, tools and case studies in the specific context of embedded systems, which significantly differ from techniques used for the performance analysis of general computer systems. Suitable for those who love hands-on work and keen to apply computing technologies to solve real-world problems, the programme will equip students with the critical knowledge and capacity to take on the world with confidence. It also serves as a bridge to advanced media modules. Software design consists of two activities that fit between software requirements analysis and software construction: software architectural design and software detailed design. Modular Credits: 4 Workload: 2-0-0-4-4 Prerequisite(s): (CG2271 or CS2106) and (CS2103 or its equivalent) Preclusion(s): Nil Cross-listing(s): Nil This course focuses on the design and implementation of software for programmable embedded systems. They will also engage in hands-on practice of digital video production. The topics covered include: map-reduce as a tool for creating parallel algorithms that operate on very large amount of data, similarity search, data-streaming processing, search engine technology, clustering of very large, high-dimensional datasets. Modules offered by Department of Information Systems and Analytics All modules offered by Department of Computer Science specifically for B.Eng (Computer Engineering) can be … Topics covered include normalisation theory (functional, multi-valued and join dependency, normal forms, decomposition and synthesis methods), entityrelationship approach and SQL tuning (performance evaluation, execution plan verification, indexing, de-normalization, code level and transactions tuning). It focuses on OS structuring and architecture, processes, memory management, concurrency and file systems. analyzable models and reasoning tools). The module also provides students the opportunity to understand the methodology involved in software-engineering research. Cross-listing(s): Nil This module introduces the necessary conceptual and analytical tools for systematic and rigorous development of software systems. The students are required to analyse and critique special effects in movies. Modular Credits: 4 Workload: 0-4-0-4-2 Prerequisite(s): Students have to complete ES1000 and/or ES1102 (if required to take the module/s) before reading this module. Selected topics may include classical issues such as provable security, design of symmetric key ciphers, and public key cryptography, as well as emerging topics, such as pairing-based cryptography, homomorphic encryption, privacy-preserving methods, information hiding, and data forensic. Through analysis and application of the techniques to a variety of canonical problems, students develop confidence to (i) appropriately model a given optimisation problem, (ii) apply appropriate algorithmic techniques to solve the problem, (iii) analyse the properties of the problem and candidate algorithms, such as time and space complexity, convergence, approximability, and optimality bound. 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: 2-1-0-3-4 Prerequisite(s): CS3223 Preclusion(s): CS5424 Cross-listing(s): Nil This module studies the management of data in a distributed environment. It focuses on the design and implementation of user interfaces in general, including graphical user interface. Four NUS-affiliated researchers have received national recognition for their excellent achievements and contributions in science and technology. Students will be assessed based on their understanding and ability to apply and communicate what they have learned in CS2103 and CS3215 on a real-life application system. Modular Credits: 4 Workload: 2-0-0-6-2 Prerequisite(s): CS3235 Preclusion(s): Nil Cross-listing(s): Nil The objective of this module is to introduce students to the various issues that arise in securing and managing the networks, and study the state-of-the-art techniques for addressing these challenges. In this course, we will review and examine the present techniques and the theories behind them and explore new and improved techniques for real world knowledge discovery applications. Modular Credits: 4 Workload: 2-1-0-4-3 Prerequisite(s): (CS2105 or EE3204 or EE4204) and (ST2131 or ST2334) Preclusion(s): Nil Cross-listing(s): Nil This module aims to focus on advanced networking concepts pertaining to the modern Internet architecture and applications. The module covers basic data structures (linked lists, stacks, queues, hash tables, binary heaps, trees, and graphs), searching and sorting algorithms, basic analysis of algorithms, and basic object-oriented programming concepts. 1.5K likes. After this module, students should be able to identify privacy vulnerabilities in a system, design inference attacks, and propose effective countermeasures in a systematic manner. They will also sharpen their communication skills through close team interactions, consultations, and formal presentations. Distributed computing: time, global state, snapshots, message ordering. National University of Singapore Level 4, Block S17 Modular Credits: 4 Workload: 3-0-0-3-4 Prerequisite(s): CS3230 Preclusion(s): Nil Cross-listing(s): Nil Biology data are too enormous. This module introduces the theory, design and technologies of media search. These concepts are illustrated by examples from varieties of languages such as Pascal, C, Java, Smalltalk, Scheme, Haskell, Prolog. After taking the module, students will be able to apply advanced automated program analysis tools and techniques to verify, test, and debug programs, as well as be better prepared for conducting research in program analysis and apply them in related research areas. Notably, the emerging explicitly parallel instruction computing (EPIC) processors are significantly dependent on a range of aggressive programme optimisations to yield performance. Project activities can include analyzing the security requirements, designing and implementing security systems, and attacking and defending a system. This module covers the mathematical concepts and algorithms that allow us to recover the 3D geometry of the camera motions and the structures in its environment. Both the theoretical and practical aspects of biometrics authentication will be discussed. Problem with Online Registration: Modular Credits: 4 Workload: 2-0-0-6-2 Prerequisite(s): CS3223 Preclusion(s): Nil Cross-listing(s): Nil Database security has a great impact on the design of today’s information systems. National University of Singapore is ranked consistently as one of the world's top universities. This course is divided into three parts and covers advanced techniques in simulation model design, model execution and model analysis. Students will also be exposed to practical issues for digital markets such as growing the user base of their application, deployment of the application on the Web or in the cloud system, and validating the UI design and UX of the application. It has two main parts. The use of testing and analysis for performance prediction, performance clustering and performance debugging will be studied. Other topics of current research interests may also be included. Modular Credits: 4 Workload: 2-1-0-3-3 Prerequisite(s): At least grade A- in (CS2010 or CS2020 or (both CS2030 and CS2040)) or special permission Preclusion(s): Nil Cross-listing(s): Nil This module aims to prepare students in competitive problem solving. Examples will be drawn from different types of media. The module covers practical and theoretical aspects of design with entity-relationship model, theory of functional dependencies and normalisation by decomposition in second, third and Boyce-Codd normal forms. The goal of this course is to teach these fundamentals/ techniques that will remain important and relevant regardless of the hot topics in networks and networking. It continues the introduction that begins in CS1010, and emphasises object-oriented programming with application to simple data structures. Topics include kernel architecture and interfaces, computer architecture issues, process APIs and implementation, threads, scheduling, physical and kernel memory management, virtual memory, synchronisation and interprocess communication mechanisms, multi-processor issues, device characteristics and management, file system implementation, memory mapped files, special purpose file systems. For the projects, students need to develop some methods/algorithms, integrate existing tools, or enhance existing tools with new functions. Cross-listing(s): Nil Topics will be of an advanced computer science nature and will be selected by the Department. Students will learn interpersonal and intercultural communication skills as well as hone their oral and written communication skills. The module will provide students with insights into the innovation process and case studies of successful innovation. Modular Credits: 5 Workload: 1-1-0-9-2 Prerequisites: CS2103 or with special approval from instructor. This module will serve as an introduction to the IoT and provide a holistic view of the entire spectrum of the IoT system architecture from the devices to the fog and the cloud computing. The objective is to expose the students to the basic concepts underlying various computer vision techniques and the application of current techniques for problem solving. The module covers both classic results and, selectively, advances from recent research. They extend and provide in-depth coverage of material in earlier prerequisite OS modules. It looks at advanced mobile IP features, including NAT traversal, integration with IPSec, and network mobility. Good-to-have background: CS4342, CS5240, Physics I, Multivariable Calculus, Machine Learning. 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