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Artificial Intelligence MSc

1 year, starting in September 2025

Prepare for a career in artificial intelligence with specialist skills and knowledge in classical AI, probabilistic reasoning and machine learning.

Originating in the 1950s, recent years have seen the widespread adoption of artificial intelligence (AI) technologies. Alongside global applications in healthcare, transport, and public services, it’s also working behind the scenes to power our everyday interactions, like tailoring shopping recommendations, helping save energy in homes, and editing smartphone photos with ease.

This course provides you with a foundational knowledge of the principles of AI, as well as proficiency in programming languages and software tools for AI development. You will also gain an understanding of the legal, ethical, social and professional implications of AI. The practical knowledge and skills developed will enable you to apply AI techniques to solve real-world problems in a variety of fields, including healthcare, finance, cybersecurity and manufacturing and industry.

Due to the interdisciplinary nature of this course and to ensure you’re well-prepared to excel in advanced AI studies and research, you will need a good first degree in a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

Course highlights

  • Study at a top 10 ranking university on a course developed in consultation with industry experts to ensure you graduate with the skills to be an innovative, ethical, and responsible AI specialist.
  • Develop teamwork skills working in multidisciplinary teams on AI projects, leveraging the strengths of team members with diverse expertise.
  • Have the opportunity to design and conduct a piece of research into a specific area of artificial intelligence.
  • Be part of our supportive postgraduate community.
  • Live and study in a beautiful world heritage city.

Specialist facilities

You will have access to purpose-built teaching labs, including a maker lab, allowing you to explore, create, experiment and share software-driven and physical artefact projects in a collaborative workspace context. Complex, data-intensive processes can be analysed over our in-house GPU Cluster. You will have access to most of our specialist labs 24/7.

Research project

During the summer, you will carry out a research project in fundamental or applied artificial intelligence. Through your project, you’ll propose, contextualise, perform, and critically evaluate your research, and disseminate the results to an expert audience.

Career prospects

After graduating, you'll be well-placed for a variety of careers in industry. Throughout your studies, you will have access to a development programme via timetabled sessions and that includes employer events which will raise your awareness of the commercial opportunities available to a technologist.

Alongside the specialist skills and knowledge you'll gain, our dedicated careers team offers individual guidance and helps you decide between employment and further study.

Find out more on maximising your employability while at Bath.

Find out more about studying at Bath

2024/25 Academic Year


Before you apply for a course, please check the website for the most recently published course detail. If you apply to the University of Bath, you will be advised of any significant changes to the advertised programme, in accordance with our Terms and Conditions.

We understand that you will want to know more about the shape of the academic year. We work hard and plan for different scenarios, to be able to welcome you to the University of Bath at the start of each semester.

Course structure

This course lasts 1 year. It starts in September 2025 and ends in 2026. Welcome week starts on 22 September 2025.


Occasionally we make changes to our programmes in response to, for example, feedback from students, developments in research and the field of studies, and the requirements of accrediting bodies. You will be advised of any significant changes to the advertised programme, in accordance with our Terms and Conditions.

Year 1

Semester 1

Compulsory units

  • Analytic software technologies

    5 credits

  • Applied artificial intelligence

    10 credits

  • Foundational machine learning

    10 credits

  • Reinforcement learning 1

    5 credits

  • Understanding deep learning

    10 credits

Semester 2

Alongside compulsory units, in semester 2, you will choose 10 credits of optional units. These could include topics such as natural language processing, reinforcement learning, computer vision, Bayesian data science, human and intelligent machines, and entrepreneurship.

Compulsory units

  • Applied artificial intelligence

    Continued

  • Classical artificial intelligence

    5 credits

  • Foundational machine learning

    Continued

  • Research and development project skills

    5 credits

Summer

Compulsory units

  • Specialist project

    30 credits

Placement


This is the one-year version of the course without placement. We also offer this course with a placement year, giving you the opportunity to gain work experience as part of your degree.

Learning and assessment

You’ll be taught and assessed by a variety of methods and it will vary between units. These methods are designed to promote in-depth learning and understanding of the subject.


Learning

  • Laboratory sessions
  • Lectures
  • Seminars
  • Tutorials

Assessment

  • Dissertation
  • Essay
  • Examinations
  • Presentations
  • Report

These lists are to give you an idea of some, but not all, of the learning and assessment methods used on this course. They are not exhaustive lists and methods are subject to change.

Learning and teaching

Overall workload

You should expect to spend approximately 35 to 40 hours a week studying on your course. These hours consist of structured activities and independent learning. You will experience a mix of in person teaching, that will take place on campus, and structured online learning delivered through the University’s virtual learning environment.

Structured learning activities

MSc programmes deliver taught unit/modules in the first and second semester, with the Summer dedicated to a dissertation. The second semester will have less structured learning as you will start to prepare for your dissertation. Both during the dissertation preparation and the dissertation, supervision will take place at times suitable to you and your supervisor.

You can expect to spend between 9 to 18 hours engaged in structured learning activities per week, of which the majority will be in timetabled sessions on campus, and the remainder online.

In-person teaching and online activities

Timetabled sessions delivered in person on campus will be a mix of lectures, seminars, tutorials, and laboratories. Online activities may include following a recorded lecture, or other learning materials, or joining a timetabled live interactive session through Microsoft Teams or Zoom.

Independent learning

The remainder of your time outside these structured activities will be spent in independent learning which includes individual research, reading journal articles and books, working on individual and group projects, preparing coursework assignments, presentations, or revising for exams.

To support you in your studies you will be able to access, outside of timetabled learning, facilities on campus and in Bath such as study spaces, computers, and the Library.

Professional accreditations

Our courses have been accredited by the British Computer Society (BCS) for more than 30 years.


Recognition of professional qualifications


As well as being recognised as a higher academic qualification, a number of our degrees are also accredited by professional bodies in the United Kingdom. An accredited degree may entitle you to work in a specific profession within the UK, and abroad (where there are reciprocating arrangements with professional bodies in other countries).

The requirements to practise a profession vary from country to country. If you wish to practise your profession outside the United Kingdom, you are advised to confirm that the UK professional qualification you seek is valid in the country in which you are intending to work.

‘AI is going to surprise us. There’s going to be applications that we can’t even imagine right now.’
Prof. Özgür Şimşek Professor of Artificial Intelligence

Entry requirements


Origin of qualifications

British qualifications

You should have a first or strong second-class Bachelor’s honours degree or international equivalent.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

If your first language is not English but within the last 2 years you completed your degree in the UK you may be exempt from our English language requirements.

Albanian qualifications

You should have a Diplomë Bachelor or a Master i Shkencave with a final overall result of at least 8 out of 10. Please contact us if your institution uses a different grading scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Other qualifications

We welcome applications from graduates from all countries so if you can't see your country in the list, please contact our admissions team for advice about your specific entry requirements.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

Algerian qualifications

You should have a Licence, Diplôme in any specialised professional field, Diplôme d'Ingênieur, Diplôme d'Architecte d'État or Diplôme d'Etudes Supérieures with a final overall score of at least 14 out of 20.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Australian qualifications

You should have a Bachelor Honours degree with a final result of at least Second Class (Upper Division) or a Bachelor degree with a final result of Distinction or higher.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Austrian qualifications

You should have a Bachelor degree or Fachhochschuldiplom/Diplom (FH) with a final result of at least Gut.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Bangladeshi qualifications

You should have a Master's degree (following a 3 or 4 year Bachelor degree) with a final overall grade of at least 3.2 out of 4.0 (65% or B+). We may also consider a Bachelor of Architecture when studied for at least five years, or a Bachelor of Engineering when recognised by the Institution of Engineers Bangladesh (IEB) or accredited by the Board of Accreditation for Engineering and Technical Education (BAETE).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Belgian qualifications

You should have a Bachelier, Licencié or Licentiaat and other two cycle diplomas with a final overall score of at least 16 out of 20.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Bolivian qualifications

You should have a Licenciado or Titulo de [subject area] with a final overall result of at least 75%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Brazilian qualifications

You should have a Titulo de Bacharel, Titulo de [subject area] or Licenciado/a with a final overall result of at least 7.5 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Bulgarian qualifications

You should have a Bachelor degree with a final overall result of at least 5 out of 6.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Cambodian qualifications

You should have a Master's degree from a recognised degree-awarding institution with a final overall result of at least 80%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Canadian qualifications

You should have a Bachelor degree (Honours) or Bachelor degree with a final overall result of at least CGPA 3.0 on a 4-point scale (B or 70%). Please contact us if your institution uses a different grading scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Chilean qualifications

You should have a Grado de Licenciado with a final overall result of at least 5.5 on a 7-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Chinese qualifications

You should have a four-year Bachelor degree with a final overall score of at least 75-80% depending on the institution attended.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Colombian qualifications

You should have a Licenciado en, Titulo de, Profesional en, Maestro en or Diploma de [subject area] with a final overall result of at least 3.8.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Croatian qualifications

You should have a Baccalaureus or Baccalaurea with a final overall result of at least 4 out of 5.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Cypriot qualifications

You should have a Bachelor degree (Ptychio) with a final overall result of at least 6.5 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Czech qualifications

You should have a Bakalár (Bachelor degree) with a final overall score of 1.5 on a 1-4 scale or Grade B. Please contact us if your institution uses a different grading scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Danish qualifications

You should have a Bachelor degree, Candidatus Philosophiae, Diplomingeniør (Engineer), Professionsbachelor (Professional Bachelor degree) or Korrespondenteksamen with a final overall result of at least 7 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Egyptian qualifications

You should have a Bachelor degree from a university with a final overall result of at least 75% (Very Good) or 3.0 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Estonian qualifications

You should have a Bakalaurusekraad (Bachelor degree), Diplomeeritud spetsialisti ülikoolidiplom/Kraadita Diploma (University Specialist's Diploma) or Rakenduskõrgharidusõppe Diplom (Professional Higher Education Diploma) with a final overall result of at least 4 on a 5-point scale (B).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Finnish qualifications

You should have a Kandidaatti / Kandidat (University Bachelor Degree), (Professional Title) (AMK/YH) (Bachelor degree from a University of Applied Sciences), Arkkitehti / Arktitekt / Diplomi-insööri / Diplomingenör / Proviisori / Provisor with a final overall result of at least 3.5 on a 5-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

French qualifications

You should have a Grade de licence / Grade de licence professionnelle with a final overall result of at least 13 out of 20.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

German qualifications

You should have a Bachelor degree, Erste Staatsprüfung (Primarstufe / Sekundarstufe I), Fachhochschuldiplom / Diplom (FH) or Magister Artium with a final overall result of at least 2.5 (Gut).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Ghanaian qualifications

You should have a Bachelor degree with a final overall result of Upper Second Class (60% or 3.25 on a 4-point scale).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Greek qualifications

You should have a University Bachelor degree (Ptychio) or Diploma with a final overall score of at least 6.5 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Hong Kongese qualifications

You should have a Bachelor degree (Honours) with a final overall result of Second Class (Division 1) Honours or 3.0 out of 4.0.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Hungarian qualifications

You should have an Alapfokozt (Bachelor degree) or Egyetemi Oklevél (University Diploma) with an overall final result of 4 out of 5.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Icelandic qualifications

You should have a Baccalaureus or Candidatus/a with an overall final result of at least 7.25 on a 10-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Indian qualifications

Typically, you should have a Bachelor degree with a final overall result of at least First Class. However, due to the number of different grading scales in use, we ask that you upload a copy of the grading scale used by your institution, along with your transcript, when you submit your application.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

If you have graduated within the last 5 years from an Indian university where the medium of instruction is English and have achieved the required level of English in your Indian 12th Standard examinations, we may be able to assess your English. More information can be found here.

Indonesian qualifications

You should have a Bachelor degree (Sarjana I) with a final overall result of at least 3.0 out of 4.0.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Iranian qualifications

You should have a Bachelor's degree or Professional Doctorate with a final overall result of at least 14 out of 20 when studied at a state university and 15 out of 20 when studied at a private university.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Irish qualifications

You should have a Honours Bachelor degree with a final overall result of at least Second Class Honours (Grade I).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Israeli qualifications

You should have a Bachelor degree with a final overall result of at least 80%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Italian qualifications

You should have a Laurea, Laurea in Ingegneria / Architettura, Diploma Accademico di Primo Livello, Diploma di Mediatore Linguistico or Licenza di Academia di Belle Arti with a final result of at least 102 out of 110.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Jamaican qualifications

You should have a Bachelor degree with a final overall result of at least Second Class (Upper).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Japanese qualifications

You should have a Bachelor degree (Gakushi) with a final overall result of at least 3.0 out of 4.0 (B).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Jordanian qualifications

You should have a Bachelor degree with a final overall result of Very Good or GPA 3.0 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Kazakhstani qualifications

You should have a Bakalavr (Bachelor degree) or Specialist Diploma with a final overall result of at least 4.3 on a 5-point scale or 3.2 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Kenyan qualifications

You should have a Bachelor degree with a final overall result of at least Second Class Honours (Upper Division).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Kuwaiti qualifications

You should have a Bachelor degree (البكالوريوس) with a final overall result of 3.2 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Lithuanian qualifications

You should have a Bakalauro Diplomas or Profesinis Bakalauras with an overall final result of at least 8 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Malawian qualifications

You should have a Master's degree with a final overall result of at least 70%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Malaysian qualifications

You should have a Bachelor degree with a final overall result of at least Second Class (Division 1).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Mexican qualifications

You should have a Título de Licenciado or Título (Profesional) de [subject area] with a final overall result of least 8 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Nepali qualifications

You should have a four-year Bachelor degree from a recognised university, or a Master's degree following a three-year or four-year Bachelor degree, with a final overall result of at least 65% or 3.25 out of 4.0.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Dutch qualifications

You should have a Bachelor degree or Doctoraal with a final overall result of at least 7 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

New Zealander qualifications

You should have a Bachelor Honours degree or Bachelor degree with a final overall result of at least B+/B or 6 on a 9-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Nigerian qualifications

You should have a Bachelor degree with a final overall result of at least Second Class Honours (Upper Division).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Macedonian qualifications

You should have a Baccalaureus/Baccalaurea (Bachelor degree) with a final overall result of at least 9 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Norwegian qualifications

You should have a Bachelorgrad (Bachelor degree), Candidatus/a Magisterii, Sivilingeniør or Siviløkonom with a final overall result of at least B.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Filipino qualifications

You should have a Bachelor degree (awarded from 2022 onwards) or a Master’s degree from a prestigious institution with a final overall score of 1.75 on a 5-point scale (where 1 is the highest mark) or 3.0 out of 4.0.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Polish qualifications

You should have a Licencjat or Inżynier (Bachelor degree) with a final overall result of at least 4.5 on a 5-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Portuguese qualifications

You should have a Licenciado with a final overall result of at least 15 out of 20.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Romanian qualifications

You should have a Diplomă de Licență (Bachelor degree), Diplomă de Inginer or Diplomă de Urbanist Diplomat with a final overall result of at least 8 out of 10.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Russian qualifications

You should have a Diplom Bakalavra (Bachelor degree) or Specialist Diploma with an overall final result of at least 4 out of 5 (khorosho/good).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Saudi Arabian qualifications

You should have a Bachelor degree with a final overall result of at least 3.5 on a 5-point scale or 3.0 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Singaporean qualifications

You should have a strong Bachelor (Honours) degree when studied at Nanyang Technological University (NTU), National University of Singapore (NUS), Singapore Institute of Technology or Singapore University of Social Sciences with a final overall result of at least Second Class (Upper) Honours, or a strong Bachelor degree when studied at Singapore Management University (SMU) or Singapore University of Technology and Design (SUTD). Typically, we require a final overall result of at least Second Class (Upper) Honours, 60% or B, however we ask that you upload a copy of the grading scale used by your institution, along with your transcript, when you submit your application due to the range of grading scales used by different institutions.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Slovene qualifications

You should have a Diploma o pridobljeni univerzitetni izobrazbi (University Degree), Diplomant or Univerzitetni diplomant with a final overall result of at least 8 out of 10 (prav dobro/very good).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

South African qualifications

You should have a Bachelor Honours degree, Professional Bachelor degree or Baccalaureus Technologiae (Bachelor of Technology) with a final overall result of at least Second Class (Division One) or 70%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

South Korean qualifications

You should have a Bachelor degree (Haksa) with a final overall result of at least 3.0 out of 4.3 or 3.5 out of 4.5.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Spanish qualifications

You should have a Título Universitario Oficial de Licenciado en (subject area) (Licenciatura), Título Universitario Oficial de Graduado en (subject area) (Grado), Título de Ingeniero or Título de Arquitecto with a final overall result of at least 7 out of 10 (Notable/Very Good).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Sri Lankan qualifications

You should have a four-year Bachelor degree (Special or Honours) or a Bachelor degree (Professional) with a final overall result of at least 60%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Swedish qualifications

You should have a Kandidatexamen (Bachelor Degree) or Yrkesexamen (Professional Bachelor degree) with a final overall result of at least Grade B. Please contact us if your institution uses a different grading scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Swiss qualifications

You should have a Bachelor Degree (Baccalauréat Universitaire) with a final overall result of at least 5 out of 6.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Syrian qualifications

You should have a Bachelor Degree (Licence/Al-ijâza) with a final overall result of at least 70-80% depending on the institution attended.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Taiwanese qualifications

You should have a Bachelor degree with a final overall result of at least 75%.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Tanzanian qualifications

You should have a Bachelor degree with a final overall result of at least Upper Second (Very Good, B+ or GPA 3.5 on a 5-point scale).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Thai qualifications

You should have a Bachelor degree with a final overall result of at least CGPA 3.0.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Tunisian qualifications

You should have a Licence, Maîtrise, Diplôme National d'Ingénieur, Diplôme National d'Architecture with a final overall result of at least 14 out of 20 (Bien).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Turkish qualifications

You should have a Lisans Diplomasi (Bachelor degree) or Mühendis Diplomasi with a final overall score of at least GPA 2.8-3.0 on a 4-point scale, depending on the institution you have attended.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Ugandan qualifications

You should have a Bachelor degree with a final overall result of at least Class II Upper or GPA 4.0 on a 5-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Ukrainian qualifications

You should have a Bachelor degree (awarded after 2007) or Specialist Diploma with a final result of at least 80% or 3.5 on a 4-point scale. Please contact us if your institution uses a different grading scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Emirati qualifications

You should have a Bachelor degree with a final overall result of at least 3 out of 4, 80% or B.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

American qualifications

You should have an Honors Bachelor degree or Bachelor degree with a final overall result of at least CGPA 3.0 on a 4-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Vietnamese qualifications

You should have a Bachelor degree (Bằng Tốt Nghiệp Đại Học/Bằng Cử Nhân) of at least four years or a Masters (Thạc sĩ) from a recognised degree-awarding institution with a final overall result of at least 7.0 on a 10-point scale.

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Zimbabwean qualifications

You should have a Bachelor Honours degree with a final overall result of at least Upper Second Division (65%).

To apply for this course you should have an undergraduate degree a numerate subject, such as computer science, mathematics, physics, economics, engineering, or relevant social sciences. You should also be able to demonstrate proficiency in mathematical topics such as calculus and linear algebra, possess some familiarity with probability and statistics, and have a good foundation in programming.

We may make an offer based on a lower grade if you can provide evidence of your suitability for the degree.

Fees and funding

Fees and funding information for Artificial Intelligence MSc


Fees

Your tuition fees and how you pay them will depend on whether you are a Home or Overseas student.

Learn how we decide fee status

Tuition fees

See the most recent fees for postgraduate courses.

Placement fees

You will normally pay a reduced tuition fee while on a placement period or studying abroad. Find out more about placement fees and study abroad fees.

Extra costs

If you receive an offer, you will need to pay a non-refundable deposit of £1,000 when you accept to secure your place. This will be deducted from your tuition fee when you register.

IT requirements

For your course you will also need a desktop or laptop computer running relatively recent versions of either Windows, Mac or Linux operating system. Windows 10, MacOS Monterey or Ubuntu 22.04 LTS are recommended.

How to pay

Tuition fee loans

If you are studying a postgraduate course, you may be able to take out a loan for your tuition fees and living costs.

Read more about tuition fee loans

Scholarships and bursaries

You could be considered for a bursary or scholarship to help you study at Bath. You do not have to pay it back.

Read more about bursaries and scholarships

Other payment options

You can pay your tuition fees by Direct Debit, debit card, credit card or bank transfer. You may also be eligible for a student loan to help you pay your fees.

Read more about your payment options

Budgeting

You will need to budget at least £100 for the cost of photocopying, printing and binding. You will also need to budget for the cost of textbooks.

Some courses involve visits away from campus and you may be required to pay some or all of the costs of travel, accommodation and food and drink.

If you’re on a placement, you’re responsible for your own travel, accommodation and living costs. You should also consider the financial implications if you go on an unpaid or overseas placement.

Application information


  • Course title
    Artificial Intelligence
  • Final award
    MSc
  • Mode of study
    Full-time
  • Department
  • Location
    University of Bath
    Claverton Down, Bath BA2 7AY
  • Home application deadline
    31 August 2025

    We recommend you apply early as we may close applications before the deadline if a course is full.

  • Overseas application deadline
    31 July 2025

    We recommend you apply early as we may close applications before the deadline if a course is full. We may consider late applications but if you need a Student Visa to study in the UK, you will need time to apply for and receive your visa to be in the UK by the start of the course.

  • Application eligibility
    Home and Overseas students are eligible to apply
  • Regulator

Course enquiries


On this page

Analytic software technologies

5 credits

Learn key software skills and fundamental tools to develop solutions for Data Science and AI problems. You will learn a programming language (e.g. Python) and explore its key libraries, main data structures and essential database knowledge, and learn to navigate factors influencing solution complexity, performance, and scalability.

Applied artificial intelligence

10 credits

You will work in teams to get hands-on experience in the design and development of practical artificial intelligence (AI) systems. You will initially focus on basic problem framing and knowledge processing, before applying AI algorithms and exploiting relevant software tools and libraries. You will learn how to critically evaluate and communicate outputs while appreciating legal, ethical, social, and professional implications of intelligent systems.

This unit spans the following periods of study:

Classical artificial intelligence

5 credits

You will engage with fundamental concepts of Artificial Intelligence (AI). You will learn the strengths and limitations of a range of AI techniques, and apply these in solving practical problems, as well as appreciating the historical development of these techniques.

Foundational machine learning

10 credits

Develop an understanding of the basic theories of probability, calculus and linear algebra and an appreciation of how these concepts underpin algorithmic approaches to machine learning. You will learn about a range of core machine learning techniques and will recognise how principled mathematical foundations are fundamental to the successful application of machine learning in practical scenarios.

This unit spans the following periods of study:

Reinforcement learning 1

5 credits

Explore how reinforcement learning differs from other branches of machine learning such as supervised and unsupervised learning, and gain experience implementing fundamental reinforcement learning methods to solve simple problems.

You will analyse the challenges of tackling larger, more complex sequential decision problems. You will learn about the more sophisticated reinforcement learning algorithms needed to solve such problems and gain experience implementing them as part of a group.

Research and development project skills

5 credits

Identify a problem in Computer Science, conduct a review into the state of the art, and plan a project to meaningfully address it. You will cover project management concepts, such as resourcing, risk or scheduling, and explore how projects can be managed through software engineering activities or using academic research skills. Gain skills to help work on software projects for your dissertation or future work in industry.

Specialist project

30 credits

You will carry out a project in computer science where you will propose, contextualise, perform, and critically evaluate your work, and disseminate the results to an expert audience.

Understanding deep learning

10 credits

Gain an understanding of deep learning techniques, ranging from foundational knowledge to recent advancements in the field. You will study shallow and deep networks, how they are trained, and how performance is measured and can be improved. You will explore common architectural variations such as multi-layer perceptron, convolutional neural networks, residual connections, generative models and transformers. You will learn how to apply deep learning techniques to solve real-world problems.