Overview
Our new master's in Artificial Intelligence has been developed with input from UK and international organisations to equip you with the cutting-edge practical skills sought by employers across a range of sectors.
Artificial Intelligence (AI) is rapidly changing the world and the advances being made in this fast-paced field of computer science creates a demand for highly-skilled individuals possessing the skills and knowledge with which our MSc programme is designed to equip you.
Drawing on the Department’s research strength, our MSc Artificial Intelligence will appeal to students seeking to build on a first degree in Computer Science by specialising in the quickly evolving fields of AI, data mining and machine learning – areas that are already having a profound impact in everything from business and finance to health and the environment.
Modules, reflecting the expertise of our academic staff, will enable you to develop your professional skills and specialise in such areas as image processing, artificial intelligence, robotics and data science.
Our strong links with industry put us at the forefront of technological development. Our research not only informs the curriculum, but also provides opportunities to work on collaborative projects with industry partners.
As a student of the Department of Computer Science, you will enjoy 24-hour access to computer labs, supported by a team of systems specialists. Based in the Haslegrave Building, your studies will benefit from specialist labs for hardware and robotics work and the latest state-of-the-art equipment.
Who should study this programme?
Our Artificial Intelligence master's is for students who want to build on a first degree in Computer Science or a related discipline with specialised modules in AI technologies and their applications. It will make ideal training for students seeking to develop the knowledge and skills to become a specialist in this growing and highly competitive field, opening up careers within the wide range of industries that recognise the transformative potential of AI.
Why you should choose us
Why you should study this degree
- It is developed with input from UK and international organisations to ensure industry relevance
- You will have opportunities to work on collaborative projects with industry partners
- You will have access to state-of-the-art facilities within a £5 million refurbished building
- It draws on our research specialisms in computer vision, AI, and human-centred systems
What you'll study
The following information is intended as an example only and is based on module information for the 2020/21 year of entry. Modules are reviewed on an annual basis and may be subject to future changes. Updated Programme and Module Specifications are made available ahead of each academic year. Please see Terms and Conditions of Study for more information.
Our MSc Artificial Intelligence covers specialist modules in programming, AI, applied machine learning, data mining robotics and intelligent systems, and computer vision, as well as modules that prepare you for your individual AI project.
Compulsory modules
Programming for Specialist Applications
The module aims to develop the students' competence and confidence in their ability to implement an algorithm or a computing system, starting from a design specification, using programming languages widely used in industry and academia.
Artificial Intelligence
The aim of this module is to provide an up-to-date introduction to state-of-art artificial intelligence with a particular focus on the developments of the last five to ten years. The module will introduce specific methods within the scientific contexts in which AI has seen considerable progress. The module will also prepare students for the in-depth analysis of the various methods presented in the following modules in the programme.
Robotics and Intelligent Systems
The aims of this module are to provide students with the relevant concepts of robotics from the AI perspective and the skills for developing learning systems that apply to robotics.
Machine Learning
More information to follow.
Compulsory modules
Research Methods
The aims of this module are to:
- enhance awareness and critical appreciation of high-quality research-based publications;
- develop ability to communicate research-findings to others in an independent minded manner;
- develop skills in research methods.
Data Mining
This module aims to introduce key concepts in data mining including information pre-processing, extraction and machine learning and to teach techniques for transforming raw data into useful information and actionable knowledge. At a practical level, students will explore an assortment of data mining techniques and apply these to problems involving real-world data.
Computer Vision
The main aim of this module is to introduce students to computer based understanding, analysis and processing of images taken from a digital camera. The module describes various image processing methods that allow computers to enhance images, segment them into regions of interest, extract suitable features, and machine learning/AI approaches to classify parts of the image to recognise objects within them. The module also aims to specify and discuss the problems of image understanding and in particular how software tools can be used with embedded approaches.
Project Preparation
The aims of this module are to:
- To prepare a suitable project plan, analysis of the project requirements and constraints, specification and literature review with critical analysis for their project completed in a subsequent module.
- To start the project and report on the progress made.
Compulsory module
Artificial Intelligence Project
The aim of this module is to allow students to demonstrate their analysis, design and programming skills, acquired in previous modules of their MSc, by applying what they have learned to a substantial problem in Artificial Intelligence. The project must be related to their MSc studies and the student should be able to show they can apply the latest research and developments in their project.
How you'll be assessed
You will be assessed by a combination of exams, coursework and class presentations, as well as a dissertation on an agreed topic.
How you'll study
- Lectures
- Tutorials
- Independent study
- Workshops
- Practical sessions
Entry requirements
Our entry requirements are listed using standard UK undergraduate degree classifications i.e. first-class honours, upper second-class honours and lower second-class honours. To learn the equivalent for your country, please choose it from the dropdown below.
Entry requirements for United Kingdom
A 2:2 honours degree (or equivalent international qualification) in computer science or a related discipline which includes programming.
Afghanistan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Masters | 95% | 85% | 70% |
Albania
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diplomë e Nivelit të Pare (First Level (University) Diploma (from 2010) | 9.5 | 8.5 | 8 |
Algeria
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licence (4 year) / Diplome d'Inginieur d'Etat / Diplôme d'Etudes Supérieures | 16 | 14 | 12 |
Argentina
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Argentina | 8.5 | 7.5 | 6.0 |
Armenia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bakalavri Kochum | 90% | 80% | 70% |
| Magistrosi Kochum | 3.9 | 3.5 | 3.0 |
Australia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Honours degree (AQF level 8) | First Class, 80% | Upper Second, 70%, H2A | Lower Second, 60%, 2B |
| Ordinary degree - AQF Level 7 pass (mark 46 or 50) | High Distinction (80% or 85%) | Distinction (75% or 80%) | Distinction (70% or 75%) |
Austria
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree/ Diplomstudium / Magister degree | A (or 1.5) mit Auszeichnungbestanden | 60% or B or 3.0 (or 2) | 50% or C or 2.7 (or 3) |
Azerbaijan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bakalavr Diplomu | 4.5 | 4 | 3.5 |
| Diplomu (Specialist Diploma) | 90% | 80% | 70% |
Bahamas
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree from University of the West Indies only | 1st (GPA 3.6) | 2:1 (GPA 3.0) | 2:2 (GPA 2.5) |
Bahrain
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.8 |
Bangladesh
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| BUET or 'Good Private' University - 4 year degree | BUET - 1st (70%) / 3.5 | BUET - 2nd (60%) / 3.0 | BUET - 2nd (55%) / 2.75 |
| Other universities - Masters (1-2 years) following a 3 or 4 year degree | 80% / 4.0 | 65% / 3.25 | 50% / 2.5 |
Belarus
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Specialist Diploma (5Yr) | 9 | 7 | 5 |
Belgium
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bachelor degree | Magna Cum Laude | Cum Laude | 60%/12 |
| Licenciaat | 80% | 70% | 60% |
| Licencie | 17 | 14 | 12 |
Belize
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree from University of the West Indies only | 1st (GPA 3.6) | 2:1 (GPA 3.0) | 2:2 (GPA 2.5) |
Benin
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Maitrise | 18 | 15 or Bien | 12 or Assez Bien |
Bermuda
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree from University of the West Indies only | 1st (GPA 3.6) | 2:1 (GPA 3.0) | 2:2 (GPA 2.5) |
Bolivia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| A Licenciado, 4 years Private (public/private) | 85/78 | 75/66 | 67/55 |
Bosnia and Herzegovina
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diploma Visokog Obrazovanja / Diplomirani | 10 | 9 | 8 |
Botswana
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's degree | A or 80% | B or 70% | C or 60% |
Brazil
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Brazil - 4 yr Bacharel or Licenciado/Licenciatura or Título Profissional | 8.5 | 7.5 | 6.5 |
Brunei
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Brunei | First | Upper Second (60%/B/3.1) | Lower Second (50%/C/2.7) |
Bulgaria
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 5 yr Diploma za Zavarsheno Visshe Obrazovanie (Diploma of Completed Higher Education) | 6 | 5 | 4 |
Cambodia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 years | 90% or 9 or 4.0 | 80% or 8 or 3.5 | 70% or 7 or 3.0 |
Cameroon
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bachelor degree or Diplome d'Etudes Superiures de Commerce | 1st or 15 | 2:1 or 14 | 2:2 or 12.5 |
| Diplome d'Ingenieur or Diplôme d'Ingénieur de Conception or a Maitrise or a 4 year Licence | 20 or GPA 3.7 | 20 or Bien (GPA 3.4) | 20 or Assez Bien (GPA 3.1) |
Canada
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0/percentage scale | 3.7/85% | 3.3/75% | 2.7/68% |
| Out of 9 | 8 | 6 | 5 |
| Out of 12 | 10 | 8 | 6 |
Chile
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Grado de Licenciado / Título (Profesional) de [subject area] (4 years) | 6 | 5.5 | 5 |
China
Students are required to have a bachelor degree (4 years) for entry to a postgraduate programme. The University uses the Shanghai Academic Ranking of World Universities to identify the required final mark, as outlined on the table below:
| First class (70%) | Mid 2:1 (65%) | 2:1 (60%) | Mid 2:2 (55%) | 2:2 (50%) | |
|---|---|---|---|---|---|
| Shanghai Rank Top 250 | 85% | 81% | 80% | 78% | 77% |
| Shanghai Rank 251-500 | 89% | 84% | 83% | 81% | 80% |
| Shanghai Rank 501+ | 92% | 87% | 86% | 85% | 82% |
Affiliated colleges
The University will consider students from Affiliated Colleges in the following way:
Applicants from colleges affiliated to universities in the top 250 Shanghai rankings will considered if they have achieved or are likely to achieve final marks of 80%-84%.
Applicants from colleges affiliated to universities which are 251-500 in the Shanghai rankings will considered if they have achieved or are likely to achieve final marks of 82%-87%.
Applicants from colleges affiliated to universities which are above 500 in the Shanghai rankings will considered as follows:
- School of Business and Economics: not considered
- All other programmes if they have achieved or are likely to achieve final marks of 82%-87%.
Universities given special consideration
Applicants from a small number of Chinese universities that specialise in business, management, finance or creative arts will be given special consideration by the University. The full list of these universities and the Shanghai band under which they will be considered can be found in the PDF below.
Download the list of Chinese universities given special consideration here
Colombia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciado / Título de [subject area] | 4.5 | 3.75 | 3.2 |
Costa Rica
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciado | 9 | 8 or 80 | 7 or 75 |
Croatia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Baccalaureus / Prvostupnik | 4.5 | 3.8 | 3.0 |
Cuba
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4-year Titulo de Licenciado / Licenciatura | 5 | 4 | 3 |
Cyprus
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Cyprus | 8.5 | 7.0 | 6.5 |
Czech Republic
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bakalár (after 2001) 6 yr integrated Magistr | 1 | 1.5 | 2 |
Denmark
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 5 year Candidatus/Candidata Magisterii or Bachelor degree (7 point scale) | 12 | 10 | 7 |
Dominican Republic
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 year Licenciado | 3.8 | Magna Cum Laude 3.5 | Cum Laude 3.2 |
| Título de [subject area] | - | 85% | 82% |
Ecuador
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Título de Licenciado | 8.5 | 8 | 7 |
| Título de [subject area] | 85% | 80% | 70% |
Egypt
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Egypt | 3.5 | 3.2 | 2.8 |
| Universities only | BA 90%, BSc 85% | BA 80%, BSc 75% | BA 65%, BSc 65% |
El Salvador
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 5 year Licenciado | 8.5 | 7.5 | 6.5 |
| Título de Ingeniero | 85% | 75% | 65% |
| Arquitecto | - | Muy Bueno | Bueno |
Estonia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bakalaureusekraad or Magister or Magistrikraad | 5 or A | 4 or B | 3 or C |
Ethiopia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's | A/GPA 4.0 | A/GPA 3.5 | B/GPA 2.8 |
Finland
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Kandidaattii/Kandidat (out of 3) | 3 | 2 | 1 |
| Maisteri/Magister (out of 5) | 4.5 | 3 | 2.5 |
France
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licence (3 years)/ Maitrise/ Diplôme d'Ingénieur | 14 | 13 | 11 |
Georgia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4-year degree (% = new system) | 5 (95%) | 4.5 (85%) | 4 (75%) |
Germany
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| German Bachelor/ Diplom, Magister Artium / Zeugnis über den Zweiten Abschnitt der Ärztlichen Prüfung | 1.5 | 2.5 | 3.0 |
Ghana
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Ghana | First | Upper second/60% | Lower second/50% |
Greece
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Univesities | 8.5 | 7.0 | 6 |
| TEI and non-University Institutions | 8.5 | 7 | 6.5 |
Grenada
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree from University of West Indies - classification | 1st | 2:1 | 2:2 |
| Degree from University of West Indies - grade / percentage | A | B / 75% | C / 55% |
| Degree from University of West Indies - GPA | 3.6 | 3.0 | 2.0 |
Guatemala
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Liceniado / Titulo de (subject area) - 4years | 90% (public university) / 95% (private university) | 80% (public university) / 85% (private university) | 60% (public university) / 70% (private university) |
Guyana
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's | GPA 4 | GPA 3.5 | 3.0 |
Honduras
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Título de Licenciado / Grado Académico de Licenciatura (4 year degree) - GPA out of 5 | GPA 5 or 90% | GPA 4 or 80% | GPA 3.5 or 70% |
Hong Kong
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.5 |
Hungary
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Alapfokozt or Egyetemi Oklevel / Bachelor | 5 | 4 | 3 |
Iceland
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Baccalaurreatus degree or Kandidatsprof/Candidatus Mag | 8.5 | 7.5 | 6.5 |
India
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Institutions listed on the Indian Ranking of Higher Educational Institutions Framework (Applicable for our September 2021 intake) |
65% (First) | 60% (First) | 55% (Upper second) |
| All other Indian institutions | 70% (First with distinction) | 65% (First) | 60% (First) |
Indonesia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Sarjana I (S1) from A (or B) credited Universities | 3.7 (4.0) | 3.3 (3.7) | 3 (3.3) |
Iran
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Iran | 17 | 15 | 13 |
Iraq
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Iraq | 80% | 75% | 70% |
Ireland
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Republic of Ireland | First (70%) | Upper second (60%) | Lower second (50%) |
Israel
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 3 yr Bachelor Degree | 90% | 80% | 70% |
Italy
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diploma di Laurea | 109/110 | 104/110 (or 27) | 100/110 (or 26) |
Ivory Coast
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diplome d'Etude Approfondies, Diplome d'Etude Superieures or Diplome d'Etude Superieures | 16 | 14 (Bien) | 12 (Assez Bien) |
Jamaica
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| For degrees studied at The University of West Indies or degrees accredited by UCJ and CCCJ | 1st (GPA 3.6) | 2:1 (GPA 3.0) or B | 2:2 (GPA 2.0) or C |
Japan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Japan | 85% | 80% or B or 3.0 | 70% or C or 2.0 |
Jordan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3 or 3.5/5 or 75% | 2.8 or 65% |
Kazakhstan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 5.0/percentage scale | 4.5 or 90% | 4 or 85% | 3.5 or 80% |
| GPA 4.33 scale | 3.9 | 3.7 | 3.2 |
| GPA 4.0 scale | 3.7 | 3.4 | 3 |
Kenya
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Kenya | First / 70% / A | Upper second / 60% / B | Lower second / 50% / C |
Kosovo
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Kosovo | 10 | 9 | 8 |
Kuwait
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.6 | 3.0 | 2.8 |
Latvia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Latvia | 9 | 7 | 6 |
Lebanon
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| American | 90% (3.5) | 80% (3.2) | 70% (2.8) |
| French | 18 | 15 | 12 |
Liberia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's | 4.0 or 90% | 3.5 or 85% | 3 or 80% |
Libya
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| BSc Engineering, Architecture, Medicine | 85 (3.6) | 75 (3.0) | 65 (2.5) |
| Other bachelor's degree from a university | 90 (4.0) | 85% (3.6) | 75% (3.0) |
Lithuania
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Lithuania | 9 | 8 | 7 |
Macau
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Macau | 1st or GPA 3.7 | 2:1 or GPA 3.0 | 2:2 or GPA 2.5 |
Macedonia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Macedonia | 10 | 9 | 8 |
Malawi
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's only | MSc 75% | MSc 70% | MSc 65% |
Malaysia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Classification | First Class | 2.1 | 2.2 |
| GPA 4.0 scale | 3.5 | 3.0 | 2.8 |
Malta
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Malta | 1st (80%) | 2:1 (70%) | 2:2 (55%) |
Mauritius
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Mauritius | 1st or 70% | 2:1 or 60% | 2:2 or 50% |
Mexico
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Mexico | 9 | 8 | 7 |
Moldova
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diploma de Licenţă (Diploma of Licentiate) | 10 | 9 | 8 |
Mongolia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Диплом Специалиста (Specialist Diploma) | 90% or 3.5 | 80% or GPA 3.2 | 70% or GPA 3.0 |
Morocco
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Morocco | 17 | 15 | 13 |
Mozambique
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 year Licenciatura | 16 | 14 | 12 |
Myanmar (Burma)
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 2 year Master's degree | 5 or 85% | 5 or 75% | 4.5 or 65% |
Namibia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Namibia | 80% or A | 70% or B | 60% or C |
Nepal
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's (after 3 year bachelor degree) | 90% or 3.9 GPA | 80% or 3.8 GPA | 65% or 3.3 GPA |
Netherlands
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Netherlands | 8 | 7 | 6 |
New Zealand
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Year Honours degree (480 credits) - Level 8 | First (7.0) | Upper Second (6.0) | Lower Second (4.0) |
| 3 Year degree (360 credits) - Level 7 | A+ (9.0) | A- (7.0) | B+ (6.0) |
Nicaragua
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciatura (4 year) | 90% | 80% | 70% |
Nigeria
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 7 point Scale | 6 | 5 | 4 |
| 5 point scale | 4.5 | 3.8 | 3.5 |
| 4 point scale | 3.5 | 3 | 2.5 |
Norway
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Norway | A | B | C |
Oman
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.5 |
Pakistan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Year degree only (the higher of the 2 option) | A- or GPA 3.7 | B or GPA 3.0 | C+ or GPA 2.6 |
| 2 or 3 year bachelor's plus Master's | First (60%) | Second (55%) | Second (50%) |
Palestine
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bachelor Degree | A / 90% / 3.7 | B+ / 85% / 3.3 | B / 80% / 3.0 |
Panama
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Year Licenciado / Título de [subject area] | 91 (A) | 81 (B) | 71 (C) |
Papua New Guinea
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Papua New Guinea | 1st | 2:1 | 2:2 |
Paraguay
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Year Título de Licenciado / Título de [subject area] | 4.5 (85%) | 4 (80%) | 3.5 (75%) |
Peru
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Year Título de Licenciado / Título de [subject area] | 14 | 13 | 12 |
Philippines
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Degree from prestigious state universities or Centres of Excellence (COE) | Summa Cum Laude 4.0 / 96% / 1.0 | Magna cum Laude 3.5 / 92% / 1.5 | Cum Laude 3.0 / 87%/ 2.0 |
Poland
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bachelor Degree (post 2003) Magister (pre- 2003) | 5 | 4.5 / 4+ | 4 |
Portugal
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Portugal | 18 | 16 | 14 |
Qatar
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.8 |
Romania
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diploma de Licenta/ Diploma de Inginer | 9 | 8 | 7 |
Russia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Russia | 4.5 | 4.0 | 3.5 |
Rwanda
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 year bachelor (Hons) degree (480 credits) | 1st, 16/20 (80%) | 2:1,14/20 (70%) | 2:2, 12/20 (60%) |
Saudi Arabia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.8 |
| GPA 5.0 scale | 4.5 | 3.75 | 3.5 |
Senegal
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Maitrise, Diplome d'Etude Approfondies,Diplome d'Etude Superieures or Diplome d'Etude Superieures Specialisees | 16/20 or Tres Bien | 14/20 or Bien | 12/20 or Assez Bien |
Serbia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Diplomirani/ Bachelor's degree | 9 | 8 | 7 |
Sierra Leone
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Honours degree or masters | 1st (70%) | 2:1 (60% or B) | 2:2 (50% or C) |
Singapore
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Classification | First | Upper second | Lower second |
| GPA 4.0 scale | 3.7 | 3.0 | 2.7 |
| GPA 5.0 scale | 4.5 | 3.5 | 3.0 |
Slovakia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Slovakia | 1.5 or B | 2.0 or C | 2.5 or C/high D |
Slovenia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Slovenia | 9.5 | 8.5 | 7 |
South Africa
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Classification | 1st | 2:1 | 2:2 |
| Percentage scale | 75-100% | 70-74% | 60-69% |
South Korea
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA out of 4.5 | 4.0 / A | 3.5 / B | 3.0 / C+ |
| GPA out of 4.3 | 4.0 / A | 3.0 / B | 2.7 / C+ |
Spain
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciado / Título de Ingeniero / Título de Arquitecto | 8.5 | 7 | 6.5 |
| UCM grading | 3.0 | 2.0 | 1.5 |
Sri Lanka
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 year Professional degree or Bachelor Special or Honours degree | 90%, GPA 3.70 | 80%, GPA 3.30 | 70%, GPA 3.0 |
Sudan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Sudan (North and South) | 1st or 70% or B+ | 2:1 or 66% | Mid 2:2 or 60% or B |
Sweden
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Sweden | - | Overall grade of VG with a minimum of 90 credits at VG | Overall grade of G with a minimum of 90 credits at G |
Switzerland
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Switzerland | 6 | 5 | 4 |
Syria
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| State universities 4 years of study | 80% | 70% | 60% |
| Private universities 4 years of study | 90% | 80% | 70% |
Taiwan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Category 1 (4 year degree) | 80% | 75% | 70% |
| Category 2 (4 year degree) | 85% | 80% | 75% |
Tajikistan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Tajikistan | - | 4.5 | 4 |
Tanzania
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Tanzania | 1st | 2:1 | 2:2 |
Thailand
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.2 | 2.8 |
Trinidad and Tobago
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| For degrees studied at The University of West Indies or degrees accredited by ACTT | 1st or B+ or 70% | 2:1 or B or 65% | 2:2 or B- or 60% |
Tunisia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licence, Maîtrise, Diplôme National d'Ingénieu | 16 (tres bien) | 14 (bien) | 11 (assez bien) |
Turkey
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Lisans Diplomasi or a Műhendis Diplomasi | 3.5 | 3 | 2.5 |
Turkmenistan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 4 Yr Bakalavr, Specialist Diploma or Magistr | 5 | 4.5 | 4 |
Uganda
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Uganda | 1st or 4.4 | 2:1 or 3.8 | 2:2 or 3.0 |
Ukraine
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Dyplom Magistra or a Bachelors degree (11 / 5) | 11 or 5 | 9 or 4.5 | 8 or 4 |
United Arab Emirates
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.0 | 2.6 |
United States of America
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| GPA 4.0 scale | 3.5 | 3.2 | 2.8 |
Uruguay
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciado (4 year) | 10 | 9 | 8 |
Uzbekistan
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Bakalavr Diplomi / Diplomi (Specialist Diploma) | 90% or GPA 4.5 | 80% or GPA 4.0 | 70% or GPA 3.0 |
Venezuela
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Licenciado/Professional title. (4 year) | 18/20 or 8/9 | 16/20 or 7/9 | 14/20 or 6/9 |
Vietnam
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 10-point scale | 8.0 | 7.0 | 6.0 |
| 4-point scale | 3.5 | 3.0 | 2.8 |
Zambia
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| Master's | A or 4.0 or 80% | B+, 3.5 or 70% | B or 3.0 or 60% |
Zimbabwe
| First-class honours (70%) | Upper second-class honours (60%) | Lower second-class honours (50%) | |
|---|---|---|---|
| 3/4 year degree | 1st or 75% | 2:1 or 65% | 2:2 or 60% |
English language requirements
Applicants must meet the minimum English language requirements. Further details are available on the International website.
Fees and funding
UK fee
- Full-time degree per annum
- £11,400
EU fee
- Full-time degree per annum
- To be confirmed
International fee
- Full-time degree per annum
- £25,450
Tuition fees cover the cost of your teaching, assessment and operating University facilities such as the library, IT equipment and other support services. University fees and charges can be paid in advance and there are several methods of payment, including online payments and payment by instalment. Fees are reviewed annually and are likely to increase to take into account inflationary pressures.
Your development
Our Department of Computer Science is committed to helping you develop the skills and attributes you need to progress successfully in your chosen career.
A master's in computer science enables you to further develop a number of key transferable skills, including the ability to work effectively on your own or as part of a team, and to plan and manage a project to complete within schedule and resource availability.
Your future career
With module content influenced by industry, and specialist equipment supporting experiential learning, our master's in Artificial Intelligence is designed to support future careers in both industry and academia. AI is a rapidly growing area with many applications across wide-ranging organisations in all sectors and, as such, opportunities exist for talented individuals with specialised knowledge in AI.
This is a new programme for 2020 so no graduate data is available as yet. However graduates of our MSc Advanced Computer Science have gone on to enjoy careers within a diverse range of organisations, including Google, Credit Suisse, Ocado, Rolls-Royce, Winton Capital and AVG Technologies, and in a wide variety of roles, such as software development, network security, and systems engineering.
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