Regulations for The Bachelor of Information Sciences - BInfSc

Official rules and regulations for the Bachelor of Information Sciences. These regulations are for the 2024 intake to this qualification.

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Qualification Regulations

Part I

These regulations are to be read in conjunction with all other Statutes and Regulations of the University including General Regulations for Undergraduate Degrees, Undergraduate Diplomas, Undergraduate Certificates, Graduate Diplomas, and Graduate Certificates.

Part II

Admission

1. Admission to the Degree of Bachelor of Information Sciences requires that the candidate will meet the University admission requirements as specified.

Qualification requirements

2. Candidates for the Degree of Bachelor of Information Sciences shall follow a flexible programme of study, which shall consist of courses totalling at least 360 credits, comprising:

(a) not more than 165 credits at 100 level;

(b) at least 75 credits at 300 level;

and including:

(c) core courses as set out in Schedule A for the Qualification;

(d) at least one major or joint major;

(e) attending field trips, workshops, tutorials and laboratories as required.

3. Candidates who, in the opinion of the Academic Board, have passed with sufficient merit an NZQF recognised Level 6 diploma in a relevant subject, or equivalent, may be granted specified or unspecified credit not exceeding a total of 240 credits. The credit granted will be determined by Academic Board after taking into account the areas of study, the quantum of study and the standard of pass attained.

4. Candidates who, in the opinion of the Academic Board, have passed with sufficient merit an NZQF recognised Level 5 diploma in a relevant subject, or equivalent, may be granted specified or unspecified credit not exceeding a total of 60 credits. The credit granted will be determined by Academic Board after taking into account the areas of study, the quantum of study and the standard of pass attained.

Specialisations

5. Candidates may complete a major by fulfilling the requirements for a major or joint major as set out in Schedule B for the Qualification.

6. Majors available are: Computer Science, Data Science, Information Technology and Information Systems.

7. Joint Major available is Software Engineering.

8. Candidates may complete a double major in the qualification subject to the following:

(a) the qualification requirements regarding core courses are met;

(b) the requirements of both majors are met.

(c) Notwithstanding Regulation 8(b), candidates completing a double major are required to complete a capstone course from one of the majors; the other capstone course may be waived.

(d) A joint major may not be included as part of a double major.

9. Candidates may include a minor in the qualification subject to the following:

(a) the minor must be in a different subject area from the major;

(b) no course may be credited to both a major and a minor;

(c) the minor may be included from any undergraduate degree within the University for which recognised minors are specified;

(d) where the minor is from another undergraduate degree the regulations of that programme for the minor will apply.

10. Minors available within the Degree of Bachelor of Information Sciences are: Business, Computer Science, Data Science, Games Programming, Information Technology, and Information Systems; the requirements for which are specified in Schedule B for the Qualification.

Completion requirements

11. Any timeframes for completion as outlined in the General Regulations for Undergraduate Degrees, Undergraduate Diplomas, Undergraduate Certificates, and Graduate Diplomas and Graduate Certificates will apply.

12. Candidates may be graduated when they meet the Admission, Qualification and Academic requirements within the prescribed timeframes; candidates who do not meet the requirements for graduation may, subject to the approval of Academic Board, be awarded either the Certificate in Science and Technology or the Diploma in Science and Technology should they meet the relevant Qualification requirements.

Unsatisfactory academic progress

13. The general Unsatisfactory Academic Progress regulations will apply.

Transitional provisions

14. Subject to any Maximum Time to Completion regulations and the Abandonment of Studies provisions specified in the Part I regulations for the degree, all candidates who commenced study towards the Bachelor of Information Sciences prior to 1 January 2020 may be permitted course substitution beyond the normal limits until the end of the 2024 academic year. 

15. Subject to any Maximum Time to Completion regulations and the Abandonment of Studies provisions specified in the Part I regulations for the degree, all candidates who commenced study towards the Bachelor of Information Sciences prior to 1 January 2022 will be permitted to substitute 159.171, if already completed, for 159.100 or 159.101, and 159.172, if already completed, for 159.102, until 31 December 2026.

16. Subject to any Maximum Time to Completion and the Abandonment of Studies provisions specified in the Part I regulations for the degree, candidates enrolled in the Bachelor of Information Sciences prior to 1 January 2024 may substitute 161122 if successfully completed for 297101. Candidates enrolled in the Information Technology, Software Engineering or Data Science Majors and/or the Data Science Minor prior to 1 January 2024 may substitute 158222 if successfully completed for 297201 and 158333 if successfully completed for 297301.

17. These transition arrangements expire 31 December 2028.

Schedule for the Bachelor of Information Sciences

Course planning key

Prerequisites
Courses that need to be completed before moving onto a course at the next level. For example, a lot of 200-level courses have 100-level prerequisite courses.
Corequisites
Courses that must be completed at the same time as another course are known as corequisite courses.
Restrictions
Some courses are restricted against each other because their content is similar. This means you can only choose one of the offered courses to study and credit to your qualification.
Key terms for course planning
Courses
Each qualification has its own specific set of courses. Some universities call these papers. You enrol in courses after you get accepted into Massey.
Course code
Each course is numbered using 6 digits. The fourth number shows the level of the course. For example, in course 219206, the fourth number is a 2, so it is a 200-level course (usually studied in the second year of full-time study).
Credits
Each course is worth a number of credits. You combine courses (credits) to meet the total number of credits needed for your qualification.
Specialisations
Some qualifications let you choose what subject you'd like to specialise in. Your major or endorsement is what you will take the majority of your courses in.

Schedule A: Core courses

Choose 15 credits from
Course code: 247112 Science and Sustainability for ICT 15 credits

The pursuit of environmental sustainability is a complex societal issue. This is a problem-based course, where students will develop their critical thinking, communication and information literacy and management skills as they evaluate interdisciplinary approaches to the contemporary sustainability challenge of climate action. Students will explore the intersection of science and community through exemplars of partnership between research and Te Ao Māori (the Māori world) in the context of land, water and wellbeing in Aotearoa New Zealand.

Restrictions: 247177, 141111, 141112, 228111, 228112, 247155, 119155, 246102, 247111, 247113, 247114

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Choose 15 credits from
Course code: 159100 Programming for Engineering and Technology 15 credits

This course provides an introduction to computer programming for Technology and Engineering disciplines. The language is C++ which is a "real world" language heavily used in games, real-time applications and the control of devices. The course guides students through all the steps needed to write, compile and debug simple C++ programs with lots of practical examples. No previous programming experience is required.

Restrictions: 159101

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Course code: 159101 Applied Programming 15 credits

The focus of this course is on problem solving and the design of logical and efficient programming solutions. It is an applied course with an emphasis on software construction using basic algorithmic methods and simple data structures. The course introduces the C++ programming language and is an essential preparation for advanced programming courses.

Restrictions: 159100

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Choose 15 credits from
Course code: 161111 Applied Statistics 15 credits

Statistical literacy, the ability to understand and reason with statistics and data, is becoming increasingly important as our world becomes more and more data-rich. This course focuses on developing statistical literacy in real-world contexts. We teach students to use software (Excel and RStudio) to summarise, display and analyse data. We explore data collection techniques including sampling methods and experimental design. We introduce statistical inference methods (confidence intervals, hypothesis testing and regression) with an emphasis on communicating results in context.

Restrictions: 115101, 161101, 161120, 161122, 161130, 161140

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Course code: 297101 Statistical Data Science 15 credits

An introduction to computer programming and statistics for transforming, visualising and modelling data to discover information and support decision making. A practical approach to analysing New Zealand data includes data cleaning, statistical summaries, data wrangling, visualisation and predictive modelling. Includes an exploration of the statistical ideas of sampling, probability and inference as well as modern programming tools emphasising reproducibility.

Restrictions: 161122

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15 credits from

157.3xx, 158.3xx, 159.3xx, 160.3xx, 161.3xx, 297.3xx

For the major in Computer Science or for the joint major in Software Engineering (Choose 15 credits from)

Choose 15 credits from
Course code: 159102 Computer Science and Programming 15 credits

This course advances the programming knowledge to include abstract data types, recursion, pointers, and the foundations of object-oriented programming. Foundational Computer Science topics are also covered including bits, bytes, twos complement arithmetic, gates, logic circuits and an introduction to assembler programming.

Prerequisites: 159100 or 159101

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For the majors in Computer Science or Data Science, or for the joint major in Software Engineering (Choose 15 credits from)

Choose 15 credits from
Course code: 160101 Calculus 15 credits

A course focusing on the fundamental techniques and applications of calculus including differentiation and integration of functions of one real variable, differential equations, numerical methods, and an introduction to power series with applications to mathematical models. 160.101, alongside 160.102, forms a foundation for further study in mathematics. It is essential for students intending to study Mathematics, Physics, Food Technology or Engineering, or for anyone who wants a strong mathematical component to their degree.

Restrictions: 160112, 160133, 228172

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Course code: 160102 Algebra 15 credits

A course focusing on the fundamental techniques and applications of linear algebra including vector and matrix algebra, vector representation of lines and planes, projections, Gaussian elimination, eigenvectors and complex numbers. 160.102, alongside 160.101, forms a foundation for further study in mathematics. It is essential for students intending to study Mathematics, Physics, Food Technology or Engineering, or for anyone who wants a strong mathematical component to their degree.

Restrictions: 160112, 160133, 228172

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Course code: 160105 Methods of Mathematics 15 credits

An introductory course designed to increase the confidence of students in handling mathematical concepts and skills. Content includes algebraic skills, functions and graphs, and an introduction to calculus.

Restrictions: 160101, 160102, 160103, 160111, 160112, 160131, 160132, 160133, 228171, 228172

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For the majors in Information Systems or Information Technology (Choose at least 30 credits from)

Choose at least 30 credits from
Course code: 157151 Living and Working with Technology 15 credits

An introductory study of the roles and applications of information systems in organisations and society.

Restrictions: 115107, 157150, 157100

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Course code: 158100 Information Technology Principles 15 credits

This course introduces students to concepts and theories in preparation of advanced Information Technology (IT) courses. Students gain foundations in programming, non-relational databases, user interface design, system analysis and testing, along with the impact of IT on society. Hands-on explorations form an important component of this course.

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Course code: 158120 Web-based IT Fundamentals 15 credits

In this course, students study how key information technology components combine to form complex information technology solutions. This includes analysis and experimentation with relational databases, web technologies, programming and networking.

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Schedule B: Specialisations

Majors

Computer Science (120 credits)

Choose 60 credits from
Course code: 159201 Algorithms and Data Structures 15 credits

An introduction to the analysis and implementation of algorithms and data structures including linear data structures, trees, graphs, hash tables, searching algorithms, sorting algorithms, optimization problems and complexity analysis. The course includes a significant practical component covering the implementation and application of important data structures and algorithms.

Prerequisites: 159102 Restrictions: 159271

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Course code: 159234 Object-Oriented Programming 15 credits

An introduction to the principles of object-oriented programming. It covers both object-oriented programming techniques and their application to program design including classes, objects and objects lifecycle, abstraction, encapsulation, inheritance, polymorphism and generic programming, as well as some advanced programming features. The course includes a significant practical component involving designing and implementing object-oriented programs in Java.

Prerequisites: 159102

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Course code: 159235 Programming for Computer Graphics 15 credits

An introduction to the programming principles, methods and techniques of computer graphics. The course covers general graphics methods and techniques, graphics transformations, drawing algorithms, 3D rendering and animation. These are implemented using basic approaches as well as modern shader-based pipelines.

Prerequisites: 159102 Restrictions: 159360

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Course code: 159236 Embedded Programming 15 credits

A study of embedded programming using low-level programming languages. The course covers the hardware architecture of an embedded system and the techniques needed to write programs for simple peripherals such as switches, LEDs, timers and accelerometers.

Prerequisites: 159102 Restrictions: 159233, 159270

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Course code: 159251 Software Engineering Design and Construction 15 credits

A study of techniques, methods and tools used to design and construct high-quality software systems.

Prerequisites: 159234

View full course details
Course code: 159261 Games Programming 15 credits

An exploration of a range of essential topics for implementing computer games including fundamental computer graphics, games software architecture and game physics systems. The course contains a significant practical computer lab component where students are guided through the games development process.

Prerequisites: 159101

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Course code: 159272 Programming Language Paradigms 15 credits

An introduction to different programming paradigms with a focus on the functional paradigm – lists, recursion, lazy-evaluation, higher-order functions, currying and lambda expressions. The course includes a significant practical component designing and implementing functional solutions to problems using both pure and multi-paradigm languages.

Prerequisites: 159102 Restrictions: 159202

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Choose 45 credits from
Course code: 159302 Artificial Intelligence 15 credits

An advanced study of the principles and techniques used in developing Artificial Intelligence applications. The course includes the implementation and application of a range of AI methods including state-space representation and search, knowledge representation, constraint satisfaction, game playing, logic systems and machine learning.

Prerequisites: 159201 or 159234 Restrictions: 159372

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Course code: 159336 Mobile Application Development 15 credits

The course covers many practical aspects of designing, creating, testing and publishing mobile applications. Students will develop mobile applications using a real software development toolkit and have the option of publishing their applications to an app marketplace.

Prerequisites: 159234 or 159235

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Course code: 159341 Programming Languages, Algorithms and Concurrency 15 credits

Advanced study in models of computation, programming languages and algorithms with a specific focus on concurrent programming. The course includes models of computation, programming language paradigms, programming language design, algorithm analysis, processes, threads, synchronisation and parallel programming.

Prerequisites: 159201 or 159202 Restrictions: 159331

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Course code: 159342 Operating Systems and Networks 15 credits

A detailed study of operating systems and network communication protocols. The course covers the technologies that underpin modern computer systems including the architecture of operating systems and their structures and methods along with computer network design, protocols and associated technologies.

Prerequisites: 159201 or 159234 Restrictions: 159334, 159335, 159354, 159355

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Course code: 159352 Advanced Web Development 15 credits

A study of the programming and scripting languages, frameworks and tools used to develop web and distributed applications with a consideration of the security issues involved in these technologies.

Prerequisites: 159201 or 159234 Restrictions: 159339

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Course code: 159361 Advanced Games Programming 15 credits

This course continues the study of games programming by exploring the development of computer games using a modern game engine. The development of games and specific game systems within a modern architecture are covered with a significant practical component.

Prerequisites: 159235, 159261

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Compulsory capstone course
Choose 15 credits from
Course code: 159333 Computer Science Project 15 credits

A capstone computer science project. Students will develop a piece of software or conduct a computer science research project under the supervision of an academic staff member. Projects will be completed individually or as part of a team depending on staff availability. Students must produce a written technical report and give an oral presentation demonstrating their work.

Prerequisites: Four (4) of 1592xx or One (1) of 1593xx

View full course details
Course code: 159356 Software Engineering Capstone Project 15 credits

Management of the software engineering process. A group project will form a significant component of this course.

Prerequisites: 159251 and 159352

View full course details

Data Science (135 credits)

Compulsory courses

Choose 45 credits from
Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

View full course details
Course code: 297201 Data Wrangling and Machine Learning 15 credits

An introduction to the data science workflow involving the acquisition, processing, transformation and integration of data from disparate sources having inherently different data structures, from which actionable insights can be extracted. Entry-level machine learning and statistical techniques for analysing and extracting knowledge from data will be covered. Particular emphasis will be placed on attaining competency in using a high-level programming language for conducting data-driven problem solving and appreciating the necessary agility such tools afford.

Prerequisites: 297101 or 161122 or (one of 159101, 159100 and one of 1611xx, 160101, 160102) Restrictions: 158222

View full course details
Course code: 297301 Applied Machine Learning and Big Data Processing 15 credits

An in-depth exploration of methods for developing intuition and insights about data that enables effective problem formulation and its solution through data-driven methods. A broad range of advanced machine learning and data mining algorithms will be used to build predictive models from real-world contexts. A particular emphasis will be on developing data-products, rapid prototyping and effectively communicating their value through visual storytelling and interpretable summaries. Practical skills for processing large datasets will be taught.

Prerequisites: 158222 or 297201 Restrictions: 158333

View full course details

Subject Courses

At least 30 credits from
Any 161.2xx Courses
At least 15 credits from
Any 161.3xx courses
At least 15 credits from
Course code: 158258 Web Development 15 credits

An introduction to web-based application development. Students will gain practical experience in the use of modern techniques relevant to the design and development of web-based systems.

Prerequisites: 1581xx or 1591xx Restrictions: 158256

View full course details
Course code: 159201 Algorithms and Data Structures 15 credits

An introduction to the analysis and implementation of algorithms and data structures including linear data structures, trees, graphs, hash tables, searching algorithms, sorting algorithms, optimization problems and complexity analysis. The course includes a significant practical component covering the implementation and application of important data structures and algorithms.

Prerequisites: 159102 Restrictions: 159271

View full course details
At least 15 credits from
Course code: 158326 Software Construction 15 credits

An advanced study of methods used to model, design, build and test robust software artefacts. The course provides an in-depth study of multiple techniques to support software design and implementation. It takes a practical approach using current methods and tools.

Prerequisites: 158256 or 158258 or 159234 or 159270

View full course details
Course code: 159302 Artificial Intelligence 15 credits

An advanced study of the principles and techniques used in developing Artificial Intelligence applications. The course includes the implementation and application of a range of AI methods including state-space representation and search, knowledge representation, constraint satisfaction, game playing, logic systems and machine learning.

Prerequisites: 159201 or 159234 Restrictions: 159372

View full course details
Compulsory capstone course
Choose 15 credits from
Course code: 158383 Information Technology Project 15 credits

Based on an initial project specification, students work individually or in groups on carrying out an information technology project. This includes understanding the project context, selecting appropriate methods and approaches, constructing the project artifacts, and reporting on project outcomes.

Prerequisites: At least two (2) 1582xx courses

View full course details
Course code: 159333 Computer Science Project 15 credits

A capstone computer science project. Students will develop a piece of software or conduct a computer science research project under the supervision of an academic staff member. Projects will be completed individually or as part of a team depending on staff availability. Students must produce a written technical report and give an oral presentation demonstrating their work.

Prerequisites: Four (4) of 1592xx or One (1) of 1593xx

View full course details

Information Systems (120 credits)

200-level courses

Choose between 30 and 45 credits from
Course code: 157216 Management, Analytics and Decision Making 15 credits

Introduction to techniques and issues involved in using data to support organisational decision making.

View full course details
Course code: 157240 Social Media Networks for Business 15 credits

An examination of current issues in the rapidly developing area of social media. A socio-technical approach is adopted to examine how social media networks are being used in business processes.

View full course details
Course code: 157241 Technology Trends for Organisations 15 credits

A comprehensive study of major technology trends and organisational contexts within which information systems are developed and used from user, manager, organisational and societal perspectives.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 157242

View full course details
Choose between 15 and 30 credits from
Course code: 158235 Networks, Security and Privacy 15 credits

A study of the basic principles of digital communications, Internet technologies, communications software, local area network design, client-server system design, middleware and available wide-area network services from the viewpoint of a software engineer/designer developing networked information systems.

Prerequisites: 1581xx or 1591xx or 157150 or 157151 or 115107

View full course details
Course code: 158244 Software Quality Assurance and Testing 15 credits

A discussion of testing concepts and techniques that can be applied to all software projects. This course explores a selection of topics relevant to the design and implementation of test plans in software including web-based applications. The course also looks at activity design to ensure that the project conforms to stakeholder expectations. This course will be of assistance to students who would like to become a Certified Tester through International Software Testing Qualifications Board (ISQTB) foundation level exams.

Prerequisites: One of 1571xx or 1581xx or 1591xx

View full course details
Course code: 158258 Web Development 15 credits

An introduction to web-based application development. Students will gain practical experience in the use of modern techniques relevant to the design and development of web-based systems.

Prerequisites: 1581xx or 1591xx Restrictions: 158256

View full course details

300-level courses

Choose between 30 and 45 credits from
Course code: 157340 Organisational Knowledge Management 15 credits

An examination of the role of information systems in creating business value in a knowledge economy.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

View full course details
Course code: 157350 Technology Governance and Risk Management 15 credits

Designing and managing technology-based solutions for realising organisational strategy.

Restrictions: 57301, 157373, 157341

View full course details
Course code: 157394 Managing Technology Projects and Programmes 15 credits

Agile project management and design thinking as methodologies for implementing technology projects and programmes.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

View full course details
Choose between 15 and 30 credits from
Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

View full course details
Course code: 158359 User Experience Design 15 credits

The course will move from conceptual analysis to the design, prototyping and implementation and evaluation of user interfaces. It will emphasise development processes that result in interfaces that provide a superior user experience. Examples of real-life interfaces, from sources such as desktop, multimedia, web, novel, and mobile technologies will be used. There will be a significant practical work component.

Prerequisites: 1572xx or 1582xx or 1592xx

View full course details

Information Technology (120 credits)

200-level courses

Choose between 45 and 60 credits from
Course code: 158225 Systems Analysis and Modelling 15 credits

A study of methods used to capture, analyse and model system requirements. Students will acquire practical skills through case study work utilising techniques and software tools used by industry.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 158254

View full course details
Course code: 158235 Networks, Security and Privacy 15 credits

A study of the basic principles of digital communications, Internet technologies, communications software, local area network design, client-server system design, middleware and available wide-area network services from the viewpoint of a software engineer/designer developing networked information systems.

Prerequisites: 1581xx or 1591xx or 157150 or 157151 or 115107

View full course details
Course code: 158244 Software Quality Assurance and Testing 15 credits

A discussion of testing concepts and techniques that can be applied to all software projects. This course explores a selection of topics relevant to the design and implementation of test plans in software including web-based applications. The course also looks at activity design to ensure that the project conforms to stakeholder expectations. This course will be of assistance to students who would like to become a Certified Tester through International Software Testing Qualifications Board (ISQTB) foundation level exams.

Prerequisites: One of 1571xx or 1581xx or 1591xx

View full course details
Course code: 158258 Web Development 15 credits

An introduction to web-based application development. Students will gain practical experience in the use of modern techniques relevant to the design and development of web-based systems.

Prerequisites: 1581xx or 1591xx Restrictions: 158256

View full course details
Course code: 297201 Data Wrangling and Machine Learning 15 credits

An introduction to the data science workflow involving the acquisition, processing, transformation and integration of data from disparate sources having inherently different data structures, from which actionable insights can be extracted. Entry-level machine learning and statistical techniques for analysing and extracting knowledge from data will be covered. Particular emphasis will be placed on attaining competency in using a high-level programming language for conducting data-driven problem solving and appreciating the necessary agility such tools afford.

Prerequisites: 297101 or 161122 or (one of 159101, 159100 and one of 1611xx, 160101, 160102) Restrictions: 158222

View full course details
Choose no more than 15 credits from
Course code: 157216 Management, Analytics and Decision Making 15 credits

Introduction to techniques and issues involved in using data to support organisational decision making.

View full course details
Course code: 157240 Social Media Networks for Business 15 credits

An examination of current issues in the rapidly developing area of social media. A socio-technical approach is adopted to examine how social media networks are being used in business processes.

View full course details
Course code: 157241 Technology Trends for Organisations 15 credits

A comprehensive study of major technology trends and organisational contexts within which information systems are developed and used from user, manager, organisational and societal perspectives.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 157242

View full course details

300-level courses

Choose between 30 and 45 credits from
Course code: 158326 Software Construction 15 credits

An advanced study of methods used to model, design, build and test robust software artefacts. The course provides an in-depth study of multiple techniques to support software design and implementation. It takes a practical approach using current methods and tools.

Prerequisites: 158256 or 158258 or 159234 or 159270

View full course details
Course code: 158335 The Internet of Things and Cloud Computing 15 credits

This course involves participants in solving problems whose solutions require active, sensing and connected “things” augmented with Cloud Computing capabilities. Students will design and implement things that participate in the Internet of Things (IoT) and Cloud Computing environments.

Prerequisites: 158235 and (158212, 158256 or 158258)

View full course details
Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

View full course details
Course code: 158359 User Experience Design 15 credits

The course will move from conceptual analysis to the design, prototyping and implementation and evaluation of user interfaces. It will emphasise development processes that result in interfaces that provide a superior user experience. Examples of real-life interfaces, from sources such as desktop, multimedia, web, novel, and mobile technologies will be used. There will be a significant practical work component.

Prerequisites: 1572xx or 1582xx or 1592xx

View full course details
Course code: 297301 Applied Machine Learning and Big Data Processing 15 credits

An in-depth exploration of methods for developing intuition and insights about data that enables effective problem formulation and its solution through data-driven methods. A broad range of advanced machine learning and data mining algorithms will be used to build predictive models from real-world contexts. A particular emphasis will be on developing data-products, rapid prototyping and effectively communicating their value through visual storytelling and interpretable summaries. Practical skills for processing large datasets will be taught.

Prerequisites: 158222 or 297201 Restrictions: 158333

View full course details
Choose no more than 15 credits from
Course code: 157340 Organisational Knowledge Management 15 credits

An examination of the role of information systems in creating business value in a knowledge economy.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

View full course details
Course code: 157350 Technology Governance and Risk Management 15 credits

Designing and managing technology-based solutions for realising organisational strategy.

Restrictions: 57301, 157373, 157341

View full course details
Course code: 157394 Managing Technology Projects and Programmes 15 credits

Agile project management and design thinking as methodologies for implementing technology projects and programmes.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

View full course details

Compulsory capstone course

Choose 15 credits from
Course code: 158383 Information Technology Project 15 credits

Based on an initial project specification, students work individually or in groups on carrying out an information technology project. This includes understanding the project context, selecting appropriate methods and approaches, constructing the project artifacts, and reporting on project outcomes.

Prerequisites: At least two (2) 1582xx courses

View full course details

Software Engineering (165 credits)

Compulsory courses

Choose 30 credits from
Course code: 159251 Software Engineering Design and Construction 15 credits

A study of techniques, methods and tools used to design and construct high-quality software systems.

Prerequisites: 159234

View full course details
Course code: 159336 Mobile Application Development 15 credits

The course covers many practical aspects of designing, creating, testing and publishing mobile applications. Students will develop mobile applications using a real software development toolkit and have the option of publishing their applications to an app marketplace.

Prerequisites: 159234 or 159235

View full course details

Subject courses (120 credits)

30 credits from
Course code: 158225 Systems Analysis and Modelling 15 credits

A study of methods used to capture, analyse and model system requirements. Students will acquire practical skills through case study work utilising techniques and software tools used by industry.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 158254

View full course details
Course code: 158235 Networks, Security and Privacy 15 credits

A study of the basic principles of digital communications, Internet technologies, communications software, local area network design, client-server system design, middleware and available wide-area network services from the viewpoint of a software engineer/designer developing networked information systems.

Prerequisites: 1581xx or 1591xx or 157150 or 157151 or 115107

View full course details
Course code: 158244 Software Quality Assurance and Testing 15 credits

A discussion of testing concepts and techniques that can be applied to all software projects. This course explores a selection of topics relevant to the design and implementation of test plans in software including web-based applications. The course also looks at activity design to ensure that the project conforms to stakeholder expectations. This course will be of assistance to students who would like to become a Certified Tester through International Software Testing Qualifications Board (ISQTB) foundation level exams.

Prerequisites: One of 1571xx or 1581xx or 1591xx

View full course details
Course code: 158258 Web Development 15 credits

An introduction to web-based application development. Students will gain practical experience in the use of modern techniques relevant to the design and development of web-based systems.

Prerequisites: 1581xx or 1591xx Restrictions: 158256

View full course details
Course code: 297201 Data Wrangling and Machine Learning 15 credits

An introduction to the data science workflow involving the acquisition, processing, transformation and integration of data from disparate sources having inherently different data structures, from which actionable insights can be extracted. Entry-level machine learning and statistical techniques for analysing and extracting knowledge from data will be covered. Particular emphasis will be placed on attaining competency in using a high-level programming language for conducting data-driven problem solving and appreciating the necessary agility such tools afford.

Prerequisites: 297101 or 161122 or (one of 159101, 159100 and one of 1611xx, 160101, 160102) Restrictions: 158222

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45 credits from
Course code: 159201 Algorithms and Data Structures 15 credits

An introduction to the analysis and implementation of algorithms and data structures including linear data structures, trees, graphs, hash tables, searching algorithms, sorting algorithms, optimization problems and complexity analysis. The course includes a significant practical component covering the implementation and application of important data structures and algorithms.

Prerequisites: 159102 Restrictions: 159271

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Course code: 159234 Object-Oriented Programming 15 credits

An introduction to the principles of object-oriented programming. It covers both object-oriented programming techniques and their application to program design including classes, objects and objects lifecycle, abstraction, encapsulation, inheritance, polymorphism and generic programming, as well as some advanced programming features. The course includes a significant practical component involving designing and implementing object-oriented programs in Java.

Prerequisites: 159102

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Course code: 159235 Programming for Computer Graphics 15 credits

An introduction to the programming principles, methods and techniques of computer graphics. The course covers general graphics methods and techniques, graphics transformations, drawing algorithms, 3D rendering and animation. These are implemented using basic approaches as well as modern shader-based pipelines.

Prerequisites: 159102 Restrictions: 159360

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Course code: 159236 Embedded Programming 15 credits

A study of embedded programming using low-level programming languages. The course covers the hardware architecture of an embedded system and the techniques needed to write programs for simple peripherals such as switches, LEDs, timers and accelerometers.

Prerequisites: 159102 Restrictions: 159233, 159270

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Course code: 159272 Programming Language Paradigms 15 credits

An introduction to different programming paradigms with a focus on the functional paradigm – lists, recursion, lazy-evaluation, higher-order functions, currying and lambda expressions. The course includes a significant practical component designing and implementing functional solutions to problems using both pure and multi-paradigm languages.

Prerequisites: 159102 Restrictions: 159202

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15 credits from
Course code: 158326 Software Construction 15 credits

An advanced study of methods used to model, design, build and test robust software artefacts. The course provides an in-depth study of multiple techniques to support software design and implementation. It takes a practical approach using current methods and tools.

Prerequisites: 158256 or 158258 or 159234 or 159270

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Course code: 158335 The Internet of Things and Cloud Computing 15 credits

This course involves participants in solving problems whose solutions require active, sensing and connected “things” augmented with Cloud Computing capabilities. Students will design and implement things that participate in the Internet of Things (IoT) and Cloud Computing environments.

Prerequisites: 158235 and (158212, 158256 or 158258)

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Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

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Course code: 158359 User Experience Design 15 credits

The course will move from conceptual analysis to the design, prototyping and implementation and evaluation of user interfaces. It will emphasise development processes that result in interfaces that provide a superior user experience. Examples of real-life interfaces, from sources such as desktop, multimedia, web, novel, and mobile technologies will be used. There will be a significant practical work component.

Prerequisites: 1572xx or 1582xx or 1592xx

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Course code: 297301 Applied Machine Learning and Big Data Processing 15 credits

An in-depth exploration of methods for developing intuition and insights about data that enables effective problem formulation and its solution through data-driven methods. A broad range of advanced machine learning and data mining algorithms will be used to build predictive models from real-world contexts. A particular emphasis will be on developing data-products, rapid prototyping and effectively communicating their value through visual storytelling and interpretable summaries. Practical skills for processing large datasets will be taught.

Prerequisites: 158222 or 297201 Restrictions: 158333

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30 credits from
Course code: 159302 Artificial Intelligence 15 credits

An advanced study of the principles and techniques used in developing Artificial Intelligence applications. The course includes the implementation and application of a range of AI methods including state-space representation and search, knowledge representation, constraint satisfaction, game playing, logic systems and machine learning.

Prerequisites: 159201 or 159234 Restrictions: 159372

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Course code: 159341 Programming Languages, Algorithms and Concurrency 15 credits

Advanced study in models of computation, programming languages and algorithms with a specific focus on concurrent programming. The course includes models of computation, programming language paradigms, programming language design, algorithm analysis, processes, threads, synchronisation and parallel programming.

Prerequisites: 159201 or 159202 Restrictions: 159331

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Course code: 159342 Operating Systems and Networks 15 credits

A detailed study of operating systems and network communication protocols. The course covers the technologies that underpin modern computer systems including the architecture of operating systems and their structures and methods along with computer network design, protocols and associated technologies.

Prerequisites: 159201 or 159234 Restrictions: 159334, 159335, 159354, 159355

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Course code: 159352 Advanced Web Development 15 credits

A study of the programming and scripting languages, frameworks and tools used to develop web and distributed applications with a consideration of the security issues involved in these technologies.

Prerequisites: 159201 or 159234 Restrictions: 159339

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Compulsory capstone course
Choose 15 credits from
Course code: 159333 Computer Science Project 15 credits

A capstone computer science project. Students will develop a piece of software or conduct a computer science research project under the supervision of an academic staff member. Projects will be completed individually or as part of a team depending on staff availability. Students must produce a written technical report and give an oral presentation demonstrating their work.

Prerequisites: Four (4) of 1592xx or One (1) of 1593xx

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Course code: 159356 Software Engineering Capstone Project 15 credits

Management of the software engineering process. A group project will form a significant component of this course.

Prerequisites: 159251 and 159352

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Minors

Business (60 credits)

Compulsory courses

Choose 60 credits from
Course code: 125230 Business Finance 15 credits

The course provides students with a fundamental knowledge of financial theory and practice. In addition to valuation and capital budgeting, students will study working capital management, capital structure, the cost of capital, dividend policy and ethics in finance.

Prerequisites: 115114

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Course code: 152233 Fundamentals of Entrepreneurship and Innovation 15 credits

This introductory course develops understanding of the key concepts in entrepreneurship and innovation.

Restrictions: 152230

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Course code: 152336 Leadership Practice 15 credits

A critical analysis of the theory and practice of leadership relevant to public and private organisations and the development of ethical leadership and citizenship in a variety of socio-cultural contexts.

Restrictions: 152328, 152329

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Course code: 152350 Strategic Management and Governance 15 credits

An examination of strategic management concepts, the tools and techniques of strategic analysis, and issues associated with governance including business ethics.

Prerequisites: Any 200 level Management course Restrictions: 152341, 152365

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Computer Science (60 credits)

Choose 30 credits from
Course code: 159201 Algorithms and Data Structures 15 credits

An introduction to the analysis and implementation of algorithms and data structures including linear data structures, trees, graphs, hash tables, searching algorithms, sorting algorithms, optimization problems and complexity analysis. The course includes a significant practical component covering the implementation and application of important data structures and algorithms.

Prerequisites: 159102 Restrictions: 159271

View full course details
Course code: 159234 Object-Oriented Programming 15 credits

An introduction to the principles of object-oriented programming. It covers both object-oriented programming techniques and their application to program design including classes, objects and objects lifecycle, abstraction, encapsulation, inheritance, polymorphism and generic programming, as well as some advanced programming features. The course includes a significant practical component involving designing and implementing object-oriented programs in Java.

Prerequisites: 159102

View full course details
Course code: 159235 Programming for Computer Graphics 15 credits

An introduction to the programming principles, methods and techniques of computer graphics. The course covers general graphics methods and techniques, graphics transformations, drawing algorithms, 3D rendering and animation. These are implemented using basic approaches as well as modern shader-based pipelines.

Prerequisites: 159102 Restrictions: 159360

View full course details
Course code: 159236 Embedded Programming 15 credits

A study of embedded programming using low-level programming languages. The course covers the hardware architecture of an embedded system and the techniques needed to write programs for simple peripherals such as switches, LEDs, timers and accelerometers.

Prerequisites: 159102 Restrictions: 159233, 159270

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Course code: 159251 Software Engineering Design and Construction 15 credits

A study of techniques, methods and tools used to design and construct high-quality software systems.

Prerequisites: 159234

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Course code: 159272 Programming Language Paradigms 15 credits

An introduction to different programming paradigms with a focus on the functional paradigm – lists, recursion, lazy-evaluation, higher-order functions, currying and lambda expressions. The course includes a significant practical component designing and implementing functional solutions to problems using both pure and multi-paradigm languages.

Prerequisites: 159102 Restrictions: 159202

View full course details
Choose 30 credits from
Course code: 159302 Artificial Intelligence 15 credits

An advanced study of the principles and techniques used in developing Artificial Intelligence applications. The course includes the implementation and application of a range of AI methods including state-space representation and search, knowledge representation, constraint satisfaction, game playing, logic systems and machine learning.

Prerequisites: 159201 or 159234 Restrictions: 159372

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Course code: 159336 Mobile Application Development 15 credits

The course covers many practical aspects of designing, creating, testing and publishing mobile applications. Students will develop mobile applications using a real software development toolkit and have the option of publishing their applications to an app marketplace.

Prerequisites: 159234 or 159235

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Course code: 159341 Programming Languages, Algorithms and Concurrency 15 credits

Advanced study in models of computation, programming languages and algorithms with a specific focus on concurrent programming. The course includes models of computation, programming language paradigms, programming language design, algorithm analysis, processes, threads, synchronisation and parallel programming.

Prerequisites: 159201 or 159202 Restrictions: 159331

View full course details
Course code: 159342 Operating Systems and Networks 15 credits

A detailed study of operating systems and network communication protocols. The course covers the technologies that underpin modern computer systems including the architecture of operating systems and their structures and methods along with computer network design, protocols and associated technologies.

Prerequisites: 159201 or 159234 Restrictions: 159334, 159335, 159354, 159355

View full course details
Course code: 159352 Advanced Web Development 15 credits

A study of the programming and scripting languages, frameworks and tools used to develop web and distributed applications with a consideration of the security issues involved in these technologies.

Prerequisites: 159201 or 159234 Restrictions: 159339

View full course details

Data Science (60 credits)

Compulsory courses

Choose 30 credits from
Course code: 297201 Data Wrangling and Machine Learning 15 credits

An introduction to the data science workflow involving the acquisition, processing, transformation and integration of data from disparate sources having inherently different data structures, from which actionable insights can be extracted. Entry-level machine learning and statistical techniques for analysing and extracting knowledge from data will be covered. Particular emphasis will be placed on attaining competency in using a high-level programming language for conducting data-driven problem solving and appreciating the necessary agility such tools afford.

Prerequisites: 297101 or 161122 or (one of 159101, 159100 and one of 1611xx, 160101, 160102) Restrictions: 158222

View full course details
Course code: 297301 Applied Machine Learning and Big Data Processing 15 credits

An in-depth exploration of methods for developing intuition and insights about data that enables effective problem formulation and its solution through data-driven methods. A broad range of advanced machine learning and data mining algorithms will be used to build predictive models from real-world contexts. A particular emphasis will be on developing data-products, rapid prototyping and effectively communicating their value through visual storytelling and interpretable summaries. Practical skills for processing large datasets will be taught.

Prerequisites: 158222 or 297201 Restrictions: 158333

View full course details

15 credits from

Any 161.2xx courses
15 credits from
Any 161.3xx courses or
Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

View full course details

Games Programming (60 credits)

Compulsory courses

Choose 45 credits from
Course code: 159235 Programming for Computer Graphics 15 credits

An introduction to the programming principles, methods and techniques of computer graphics. The course covers general graphics methods and techniques, graphics transformations, drawing algorithms, 3D rendering and animation. These are implemented using basic approaches as well as modern shader-based pipelines.

Prerequisites: 159102 Restrictions: 159360

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Course code: 159261 Games Programming 15 credits

An exploration of a range of essential topics for implementing computer games including fundamental computer graphics, games software architecture and game physics systems. The course contains a significant practical computer lab component where students are guided through the games development process.

Prerequisites: 159101

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Course code: 159361 Advanced Games Programming 15 credits

This course continues the study of games programming by exploring the development of computer games using a modern game engine. The development of games and specific game systems within a modern architecture are covered with a significant practical component.

Prerequisites: 159235, 159261

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Choose 15 credits from
Course code: 159302 Artificial Intelligence 15 credits

An advanced study of the principles and techniques used in developing Artificial Intelligence applications. The course includes the implementation and application of a range of AI methods including state-space representation and search, knowledge representation, constraint satisfaction, game playing, logic systems and machine learning.

Prerequisites: 159201 or 159234 Restrictions: 159372

View full course details
Course code: 159336 Mobile Application Development 15 credits

The course covers many practical aspects of designing, creating, testing and publishing mobile applications. Students will develop mobile applications using a real software development toolkit and have the option of publishing their applications to an app marketplace.

Prerequisites: 159234 or 159235

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Information Systems (60 credits)

Choose 30 credits from
Course code: 157216 Management, Analytics and Decision Making 15 credits

Introduction to techniques and issues involved in using data to support organisational decision making.

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Course code: 157240 Social Media Networks for Business 15 credits

An examination of current issues in the rapidly developing area of social media. A socio-technical approach is adopted to examine how social media networks are being used in business processes.

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Course code: 157241 Technology Trends for Organisations 15 credits

A comprehensive study of major technology trends and organisational contexts within which information systems are developed and used from user, manager, organisational and societal perspectives.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 157242

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Choose 30 credits from
Course code: 157340 Organisational Knowledge Management 15 credits

An examination of the role of information systems in creating business value in a knowledge economy.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

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Course code: 157350 Technology Governance and Risk Management 15 credits

Designing and managing technology-based solutions for realising organisational strategy.

Restrictions: 57301, 157373, 157341

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Course code: 157394 Managing Technology Projects and Programmes 15 credits

Agile project management and design thinking as methodologies for implementing technology projects and programmes.

Prerequisites: 1142xx or 1522xx or 1572xx or 1582xx or 1592xx

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Information Technology (60 credits)

Choose 30 credits from
Course code: 158225 Systems Analysis and Modelling 15 credits

A study of methods used to capture, analyse and model system requirements. Students will acquire practical skills through case study work utilising techniques and software tools used by industry.

Prerequisites: 157150 or 157151 or 115107 or 1581xx or 1591xx Restrictions: 158254

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Course code: 158235 Networks, Security and Privacy 15 credits

A study of the basic principles of digital communications, Internet technologies, communications software, local area network design, client-server system design, middleware and available wide-area network services from the viewpoint of a software engineer/designer developing networked information systems.

Prerequisites: 1581xx or 1591xx or 157150 or 157151 or 115107

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Course code: 158244 Software Quality Assurance and Testing 15 credits

A discussion of testing concepts and techniques that can be applied to all software projects. This course explores a selection of topics relevant to the design and implementation of test plans in software including web-based applications. The course also looks at activity design to ensure that the project conforms to stakeholder expectations. This course will be of assistance to students who would like to become a Certified Tester through International Software Testing Qualifications Board (ISQTB) foundation level exams.

Prerequisites: One of 1571xx or 1581xx or 1591xx

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Course code: 158258 Web Development 15 credits

An introduction to web-based application development. Students will gain practical experience in the use of modern techniques relevant to the design and development of web-based systems.

Prerequisites: 1581xx or 1591xx Restrictions: 158256

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Choose 30 credits from
Course code: 158326 Software Construction 15 credits

An advanced study of methods used to model, design, build and test robust software artefacts. The course provides an in-depth study of multiple techniques to support software design and implementation. It takes a practical approach using current methods and tools.

Prerequisites: 158256 or 158258 or 159234 or 159270

View full course details
Course code: 158335 The Internet of Things and Cloud Computing 15 credits

This course involves participants in solving problems whose solutions require active, sensing and connected “things” augmented with Cloud Computing capabilities. Students will design and implement things that participate in the Internet of Things (IoT) and Cloud Computing environments.

Prerequisites: 158235 and (158212, 158256 or 158258)

View full course details
Course code: 158337 Database Development 15 credits

A study of enterprise data models, including how data storage and retrieval methods have changed over time. Modern techniques for handling relational and non-relational data and their implications in transactional and analytical processing are evaluated. Students will gain practical skills in designing, creating and querying databases using database management systems.

Prerequisites: One of 1582xx or 1592xx Restrictions: 158247

View full course details
Course code: 158359 User Experience Design 15 credits

The course will move from conceptual analysis to the design, prototyping and implementation and evaluation of user interfaces. It will emphasise development processes that result in interfaces that provide a superior user experience. Examples of real-life interfaces, from sources such as desktop, multimedia, web, novel, and mobile technologies will be used. There will be a significant practical work component.

Prerequisites: 1572xx or 1582xx or 1592xx

View full course details

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