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Advanced Data Science and Artificial Intelligence

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What you'll need

As part of the application process, you'll need to submit:

  • School or college transcripts/certificates
  • University transcripts and certified translations if applicable
  • Degree certificates
  • Personal statement outlining your learning ambitions

Our application process

  • Sign into our online portal, Apply Yourself, and start your application
  • Submit your application
  • We'll email you to let you know we're processing your application
  • Track the progress of your application using the Postgraduate Application Tracker (we'll send you a link to the tracker)
  • We'll email you when a decision has been made
  • If you've been made an offer, you can then accept or decline it using the Postgraduate Application Tracker.

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Master of Science

A Master of Science (MSc) is a master’s degree awarded for a postgraduate programme in the sciences.

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Course overview

Gain hands-on experience of big data analytics, data mining and visualisation techniques using high-performance computer technology. This MSc is accredited by BCS, the Chartered Institute for IT, and enables you to develop IT solutions to big data problems in a sector with a significant skills shortage.

Introduction

Big data is increasingly important in the contemporary business and IT world. For many public and private enterprises, analysis of large-scale data sets is critical to growth.

This MSc will prepare you for employment in an IT industry where big data professionals are in high demand.

You’ll learn how to interrogate vast amounts of structured and unstructured data and make informed insights from datasets that are too large to be readily processed using standard techniques.

We’ll provide an overview of the key algorithms, algorithmic approaches and software environments you’ll use when solving big data problems and explore data mining techniques.

Hands-on programming experience with the latest multi-core and multi-processor platforms will ensure your expertise in big data is underpinned by knowledge of high-performance computing. Further opportunities to specialise and enhance your knowledge of algorithms, optimisation and machine learning are available through a range of optional modules.

You’ll work as part of a small group on a practical project to find a solution to a big data problem. We’ll also provide a thorough grounding in how to plan and conduct research in preparation for your dissertation.

What you'll learn

  • Theoretical and practical aspects of programming for the latest multi-core and multi-processor platforms
  • Key algorithms, approaches and software environments for developing solutions to big data problems
  • Data mining techniques and challenges using real-world datasets
  • Application of visualisation methods to data mining
  • Research skills in computer science
  • Bio-inspired algorithms for optimisation and machine learning
  • How to model continuous and discrete optimisation problems
  • The benefits and weaknesses of selected algorithmic techniques
  • Algorithmic aspects of game theory
  • Neural networks for artificial intelligence
  • How to validate systems against safety specifications

Accreditation

The programme is accredited by BCS, The Chartered Institute for IT, the leading professional body for those working in IT. It is continually updated to reflect new technologies and trends.

Accreditations in detail

Accreditations

The programme is accredited by BCS, The Chartered Institute for IT, the leading professional body for those working in IT. It is continually updated to reflect new technologies and trends.

Course content

Discover what you'll learn, what you'll study, and how you'll be taught and assessed.

Semester one

Compulsory modules

Research Methods in Computer Science (COMP516)

Credits: 15 / Semester: semester 1

In this module the students will learn and practise all the necessary skills needed to conduct independent research in computer science, including literature search, project management, presentation techniques, peer reviewing, writing skills and critical review of texts. They will also learn about the professional, legal, social and ethical framework of the IT industry. The module covers, e.g., planning and scheduling projects and drawing Gantt charts. Students shall also conduct a research project (including research, paper, literature review, or MSc project proposal, …) and use tools like EndNote and Zotero bibliography manager within MS Word and Latex.

Multi-Core and Multi-Processor Programming (COMP528)

Credits: 15 / Semester: semester 1

This is a module to cover theoretical and practical aspects of parallel programming for multi-core architectures with the main focus on hand-on programming experience with latest multi-core and multi-processor platforms.

Big Data Analytics (COMP529)

Credits: 15 / Semester: semester 1

This module provides an initial overview of key algorithms and algorithmic approaches and corresponding software environments used when developing solutions to Big Data problems and explains how to use these to analyse data. A significant portion of statistics, some advanced AI approaches as well as key deterministic and hybrid algorithms are included to support the development of future data analytics and to understand how to develop stochastic, machine learning and hybrid algorithms that can exploit Big Data and can be applied to solve real life problems.

Optional modules

Efficient Algorithms (COMP526)

Credits: 15 / Semester: semester 1

Masters module on practical algorithms and data structures for large datasets.

Optimisation (COMP557)

Credits: 15 / Semester: semester 1

This module is an in-depth tour over optimisation methods applied for various optimisation models. These methods are extensively used in both academic and industrial practices.

Any optional modules listed above are illustrative only and may vary from year to year. Modules may be subject to minimum student numbers being achieved and staff availability. This means that the availability of specific optional modules cannot be guaranteed.

Our curriculum

The Liverpool Curriculum framework sets out our distinctive approach to education. Our teaching staff support our students to develop academic knowledge, skills, and understanding alongside our graduate attributes:

  • Digital fluency
  • Confidence
  • Global citizenship

Our curriculum is characterised by the three Liverpool Hallmarks:

  • Research-connected teaching
  • Active learning
  • Authentic assessment

All this is underpinned by our core value of inclusivity and commitment to providing a curriculum that is accessible to all students.

Course options

Studying with us means you can tailor your degree to suit you. Here's what is available on this course.

Year in industry

Year in industry placements give you an in-depth workplace experience where you can develop your skills and apply your learning. It's a great way to gain insight into potential career options and start building your professional network. Completing this programme with a year in industry usually takes two years, with the placement typically running for 30 weeks from September to June.

View Advanced Data Science and Artificial Intelligence with a Year in Industry MSc

To spend a year in industry, you'll need to secure a placement with an organisation. If you're unable to find a placement, you'll continue with the standard version of the course without a year in industry.

Your experience

The Department of Computer Science is housed in a grade II listed building which has been extensively refurbished for 21st century needs and challenges and provides state-of-the art equipment and high-speed communication links.

Virtual tour

Supporting your learning

From arrival to alumni, we’re with you all the way:

An exciting place to study Computer Science

  • You will be taught by some of the best researchers in the field. In the most recent Research Excellence Framework, the research output of our department was ranked 5th in the UK. This research expertise shows through in our teaching
  • We teach in state-of-the-art PC and Mac laboratories running a variety of different operating systems, as well as iOS and Android tablets to encourage creativity and innovation within a stimulating environment in which to work and study
  • Our programmes are continually updated to reflect new technologies and trends.

What students say...

If you find a subject you love and you are interested in the majority of the modules, take the leap and do it! It provides so many opportunities.

, MSc Advanced Data Science and Artificial Intelligence 2017

Careers and employability

The programme is accredited by BCS, The Chartered Institute for IT, for the purposes of partially meeting the academic requirement for registration as a Chartered IT Professional.

Designed to address a skills gap in the employment market, this MSc will enable you to apply your skills working with big data and your knowledge of high performance computing to real-world challenges.

The MSc has been developed, and is delivered, in close collaboration with the Hartree Centre in Daresbury, near Warrington. Hartree operate the UK’s largest supercomputer, capable of a thousand trillion calculations per second. They collaborate with both industry and the research community to help UK businesses and organisations explore and adopt supercomputing, data science and artificial intelligence technologies.

Career planning

Three career coaches standing outside the Careers Studio

Our campus Career Studio is a space for students and graduates to drop into and talk to a career coach. Career coaches are highly trained to help no matter what stage you are at in your career planning. You can access support to find and apply for full-time and part-time roles, placements, internships and graduate schemes. You will also find the help you need if you have a start-up idea or want to create a business plan. You can explore the world of work, prepare for job interviews, and access careers events and workshops. The Career Studio is open Monday to Friday from 10am-5pm, simply drop in at a time that works for you.

From education to employment

Two graduates in postgraduate robes.

We develop our programmes with employers in mind. You will be supported to enhance your long-term employment prospects as you learn. We do this by exposing you to professionals, a variety of sectors and supporting you to work collaboratively with others to develop transferable skills. You are equipped with a clearer view of what to focus on in your area of interest, and to reflect on your studies. Our digital employability tools give you a tech-enhanced curriculum experience and make it easy for you to prepare for the world of work. You can use tools like the Handshake platform to connect with employers and message the Career Studio 24/7.

Networking events

Postgraduate students hold a discussion while sat round a table in in the Liverpool Guild of Students.

You can start building good professional networks by attending events and employability activities. Our events are designed to develop your skills and expose you to many different employers, as well as to help you make contacts in your field. We help you improve your confidence when speaking to employers and give you access to unique opportunities. Our networking events also boost your understanding of the competencies and skills that employers are looking for in their recruitment process, giving you a competitive edge.

Your future

Potential roles working with big data include:

  • Data analyst
  • Data scientist
  • Mathematical modeller
  • Database administrator
  • Machine learning engineer
  • Statistician.

The transferable skills you develop will also prepare you for a variety of other roles across the IT industry, while your expertise working with data will mean you’re well suited to potential PhD study.

In the UK, a machine learning engineer can expect a graduate entry level salary of £35,000.

With three to five years experience, this can rise to £50,000 to £80,0000.

At senior level or in a specialised or lead role, this can rise to £120,000.

source: Prospects, Sept 2024

87% of Computer Science students find their main activity after graduation meaningful.

Graduate Outcomes, 2018-19.

Fees and funding

Your tuition fees, funding your studies, and other costs to consider.

Tuition fees

UK fees (applies to Channel Islands, Isle of Man and Republic of Ireland)
Full-time place, per year £13,300
Part-time place, per year £6,650
International fees
Full-time place, per year £30,800
Part-time place, per year £15,400
Fees stated are for the 2025-26 academic year.

Tuition fees cover the cost of your teaching and assessment, operating facilities such as libraries, IT equipment, and access to academic and personal support.

If you're a UK national, or have settled status in the UK, you may be eligible to apply for a Postgraduate Loan worth up to £12,167 to help with course fees and living costs. Learn more about fees and funding.

Additional costs

We understand that budgeting for your time at university is important, and we want to make sure you understand any course-related costs that are not covered by your tuition fee. This could include buying a laptop, books, or stationery.

Find out more about the additional study costs that may apply to this course.

Additional study costs

We understand that budgeting for your time at university is important, and we want to make sure you understand any course-related costs that are not covered by your tuition fee. This could include buying a laptop, books, or stationery.

Find out more about additional study costs.

Scholarships and bursaries

We offer a range of scholarships and bursaries that could help pay your tuition and living expenses.

We've set the country or region your qualifications are from as United Kingdom. Change it here


Postgraduate Global Advancement Scholarship – Achievement

  • International students

If you’re an international student joining a master’s course with us, you could be eligible to receive a tuition fee discount of £2,500, based on your prior academic achievement, choice of course, and you not having studied with us before.

Postgraduate Global Advancement Scholarship – Country

  • International students
  • Antigua and Barbuda
  • Australia
  • Bangladesh
  • Barbados
  • Belize
  • Brunei
  • Canada
  • Cyprus
  • Dominica
  • Egypt
  • Ghana
  • Grenada
  • Guyana
  • India
  • Jamaica
  • Japan
  • Kenya
  • Malaysia
  • Mauritius
  • Mexico
  • New Zealand
  • Nigeria
  • Pakistan
  • Saint Kitts and Nevis
  • Saint Lucia
  • Saint Vincent and The Grenadines
  • Singapore
  • South Africa
  • South Korea
  • Sri Lanka
  • Tanzania
  • Thailand
  • Trinidad and Tobago
  • Turkey
  • Uganda
  • Vietnam

If you’re an international student joining a master’s course with us, you could be eligible to receive a tuition fee discount of £2,500, based on your nationality, choice of course, and you not having studied with us before.

Chilean National Agency for Research and Development (ANID) Scholarship

  • International students
  • Chile

If you’re a Chilean student joining a master’s degree, you could be eligible to apply for a 20% discount on your tuition fees with a Chilean National Agency for Research and Development (ANID) Scholarship.

Bracken Data Science Scholarship

  • Home students

Studying a data science master’s in the School of Electrical Engineering, Electronics and Computer Science? If you live in the Liverpool City Region, with household income below £25,000, you could be eligible to apply for £5,000. One award is available per academic year.

Chevening Scholarships

  • International students
  • Albania
  • Algeria
  • Anguilla
  • Antigua and Barbuda
  • Argentina
  • Australia
  • Azerbaijan
  • Bangladesh
  • Barbados
  • Belize
  • Bolivia
  • Brazil
  • British Virgin Islands
  • Brunei
  • Canada
  • Cayman Islands
  • Chile
  • China
  • Columbia
  • Costa Rica
  • Cuba
  • Dominica
  • Ecuador
  • Egypt
  • El Salvador
  • Ghana
  • Guatemala
  • Guyana
  • Honduras
  • Hong Kong
  • Iceland
  • India
  • Indonesia
  • Iraq
  • Jamaica
  • Japan
  • Jordan
  • Kazakhstan
  • Kenya
  • Libya
  • Malaysia
  • Mauritius
  • Mexico
  • Moldova
  • Mongolia
  • Montserrat
  • Morocco
  • Nepal
  • New Zealand
  • Nicaragua
  • Nigeria
  • Pakistan
  • Panama
  • Paraguay
  • Peru
  • Philippines
  • Russia
  • Saint Kitts and Nevis
  • Saint Lucia
  • Saint Vincent and The Grenadines
  • Serbia
  • Singapore
  • South Africa
  • South Korea
  • South Sudan
  • Sri Lanka
  • Sudan
  • Taiwan
  • Tanzania
  • Thailand
  • Trinidad and Tobago
  • Turkey
  • Turks and Caicos Islands
  • Uganda
  • Ukraine
  • Uruguay
  • Venezuela
  • Vietnam
  • Zimbabwe

If you’re an international student from an eligible country, joining a one-year master’s course, you could be eligible to apply for a Chevening Scholarship. If your application is successful, you could expect to have your master’s fees paid, up to a maximum of £18,000, and receive additional help with living costs.

Consejo Nacional de Ciencia y Tecnologia (CONACyT) Award

  • International students
  • Mexico

If you’re a Mexican student joining a master’s degree, you could be eligible to apply for a 30% discount on your tuition fees with a CONACyT Award.

Fund for the Development of Human Resources (FIDERH) Award

  • International students
  • Mexico

If you’re a Mexican student joining a master’s degree and you’re in receipt of a FIDERH graduate loan, you could be eligible to benefit from a 20% discount on your tuition fees with a FIDERH Award.

FUNED Award

  • International students
  • Mexico

If you’re a Mexican student joining a master’s degree and you’re in receipt of a FUNED loan, you can apply to be considered for a 20% tuition fee discount. A total of up to 50 awards will be available to master’s and PhD students per academic year.

FUNED Scholarship for Women in STEM Subjects

  • International students
  • Mexico

If you’re a female Mexican student joining an eligible master’s course in a science, technology, engineering or maths (STEM) subject and you’re in receipt of a FUNED loan, you can apply to be considered for a 25% tuition fee discount. Up to five awards are available in each academic year.

Hong Kong Graduate Association & Tung Foundation Postgraduate Scholarships

  • International students
  • China
  • Hong Kong

If you’re a master’s student from Hong Kong or the People’s Republic of China who can demonstrate academic excellence, you may be eligible to apply for a scholarship worth up to £10,000 in partnership with the Tung Foundation.

HRH Princess Sirindhorn University of Liverpool Scholarship (Thailand)

  • International students
  • Thailand

If you’re a student from Thailand joining a one-year master’s degree, you might be eligible to apply to have your tuition fees paid in full and receive help with living costs. One award is available and only students who are new to the University will be considered.

Humanitarian Scholarships for Master’s Programmes

  • International students

Do you have recognised status as a refugee or person with humanitarian protection outside the UK? Or are you a Ukrainian who’s sought temporary protection in the EU? You could be eligible to apply for the full payment of your master’s fees and additional financial support.

John Lennon Memorial Scholarship

  • Home students

If you’re a UK student, either born in or with strong family connections to Merseyside, you could be eligible to apply for a fee discount of up to £4,500. You’ll need to demonstrate an active interest in global, community and environmental issues to be considered.

JuventudEsGto Scholarship

  • International students
  • Mexico

If you’re a resident of the state of Guanajuato in Mexico joining a master’s degree, you could be eligible for a 10% discount on your tuition fees with a JuventudEsGto Scholarship.

Kaplan Digital Pathways Excellence Scholarship

  • International students

Completed a Kaplan Digital Pathways Pre-Master’s? We’re offering a £5,000 fee discount off the first year of master’s study for a maximum of two high achieving students joining one of our non-clinical master’s courses from an online Kaplan Pre-Master’s programme.

Marshall Scholarship

  • International students
  • United States

If you’re a USA student joining an eligible master’s with us, you could be eligible to apply for a Marshall Scholarship. If your application is successful, your master’s tuition fees will be paid in full. One Marshall Scholarship for master’s study is available in each academic year.

Postgraduate Opportunity Bursary

  • Home students

If you’re a UK University of Liverpool graduate joining a master’s degree with us, you could be eligible to receive £3,000 off your tuition fees. You must have graduated in the last two years and received a widening access scholarship during your undergraduate studies.

Scottish Power Scholarships

  • Home students

Are you a UK student joining a master’s course focused on sustainable energy or environmental protection? You could be eligible to apply for a Scottish Power Scholarship. This award offers full payment of your master’s fees and a monthly bursary while you study.

Sport Liverpool Performance Programme

  • Home and international students

Apply to receive tailored training support to enhance your sporting performance. Our athlete support package includes a range of benefits, from bespoke strength and conditioning training to physiotherapy sessions and one-to-one nutritional advice.

The Aziz Foundation Scholarship

  • Home students

If you’re a British Muslim, active within a Muslim community and dedicated to bringing positive change to society, you could apply to potentially have the full cost of your master’s tuition fees covered by an Aziz Foundation Scholarship.

Turkish Ministry of Education Scholarship

  • International students
  • Turkey

If you’re a Turkish student joining a master’s degree, you could be eligible to apply for a 20% discount on your tuition fees with a Turkish Ministry of Education Scholarship.

Graduate Loyalty Advancement Scholarship

  • Home and international students

If you’re a University of Liverpool graduate starting a master’s degree with us, you could be eligible to receive a loyalty discount of up to £2,500 off your master’s tuition fees.

University of Liverpool International College Excellence Scholarship

  • International students

Completed a Pre-Master’s at University of Liverpool International College (UoLIC)? We’re offering a £5,000 fee discount off the first year of master’s study to some of the highest achieving students joining one of our non-clinical master’s courses from UoLIC.

University of Liverpool International College Impact Progression Scholarships

  • International students

If you’re a University of Liverpool International College student awarded a Kaplan Impact Scholarship, we’ll also consider you for an Impact Progression Scholarship. If selected, you’ll receive a fee discount worth £3,000 off the first year of your master’s course.

Vice-Chancellor’s International Attainment Scholarship for Mainland China

  • International students
  • China

Are you a high-achieving graduate from the People’s Republic of China with a degree from a Chinese university? You could be eligible to apply for a £5,000 fee discount if you’re joining an eligible master’s course. Up to 15 eligible students will receive this scholarship.

Entry requirements

The qualifications and exam results you'll need to apply for this course.

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Your qualification Requirements

About our typical entry requirements

Postgraduate entry requirements

We accept a 2:2 honours degree from a UK university, or an equivalent academic qualification from a similar non-UK institution. This degree should be in computer science or a closely related subject.

International qualifications

If you hold a bachelor’s degree or equivalent, but don’t meet our entry requirements, you could be eligible for a Pre-Master’s course. This is offered on campus at the University of Liverpool International College, in partnership with Kaplan International Pathways. It’s a specialist preparation course for postgraduate study, and when you pass the Pre-Master’s at the required level with good attendance, you’re guaranteed entry to a University of Liverpool master’s degree.

English language requirements

You'll need to demonstrate competence in the use of English language, unless you’re from a majority English speaking country.

We accept a variety of international language tests and country-specific qualifications.

International applicants who do not meet the minimum required standard of English language can complete one of our Pre-Sessional English courses to achieve the required level.

English language qualification Requirements
IELTS 6.5 overall, with no component below 5.5
TOEFL iBT 88 overall, with minimum scores of listening 17, writing 17, reading 17 and speaking 19. TOEFL Home Edition not accepted.
Duolingo English Test 120 overall, with no component below 95
Pearson PTE Academic 61 overall, with no component below 59
LanguageCert Academic 70 overall, with no skill below 60
PSI Skills for English B2 Pass with Merit overall and no band below B2 Pass
INDIA Standard XII National Curriculum (CBSE/ISC) - 75% and above in English. Accepted State Boards - 80% and above in English.
WAEC C6 or above

PRE-SESSIONAL ENGLISH

Do you need to complete a Pre-Sessional English course to meet the English language requirements for this course?

The length of Pre-Sessional English course you’ll need to take depends on your current level of English language ability.

Find out the length of Pre-Sessional English course you may require for this degree.

Pre-sessional English

If you don’t meet our English language requirements, we can use your most recent IELTS score, or the equivalent score in selected other English language tests, to determine the length of Pre-Sessional English course you require.

Use the table below to check the course length you're likely to require for your current English language ability and see whether the course is available on campus or online.

Your most recent IELTS score Pre-Sessional English course length On campus or online
6.0 overall, with no component below 5.5 6 weeks On campus
5.5 overall, with no component below 5.5 10 weeks On campus and online options available
5.5 overall, with no more than one component below 5.5, and no component below 5.0 12 weeks On campus and online options available
5.5 overall, with no component below 4.5 20 weeks On campus
5.0 overall, with no component below 4.5 30 weeks On campus
4.5 overall, with no more than one component below 4.5, and no component below 4.0 40 weeks On campus

If you’ve completed an alternative English language test to IELTS, we may be able to use this to assess your English language ability and determine the Pre-Sessional English course length you require.

Please see our guide to Pre-Sessional English entry requirements for IELTS 6.5, with no component below 5.5, for further details.

About our entry requirements

Our entry requirements may change from time to time both according to national application trends and the availability of places at Liverpool for particular courses. We review our requirements before the start of the new application cycle each year and publish any changes on our website so that applicants are aware of our typical entry requirements before they submit their application.

We believe in treating applicants as individuals, and in making offers that are appropriate to their personal circumstances and background. Therefore the offer any individual applicant receives may differ slightly from the typical offer quoted on the website.

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Why Liverpool?

Liverpool bursts with diversity and creativity which makes it ideal for you to undertake your postgraduate studies and access various opportunities for you and your family.

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Accommodation

To fully immerse yourself in the university experience living in halls will keep you close to campus where you can always meet new people. Find your home away from home.

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Fees and Finance

Discover what expenses are covered by the cost of your tuition fees and other finance-related information you may need regarding your studies at Liverpool.

Changes to Advanced Data Science and Artificial Intelligence MSc

See what updates we've made to this course since it was published. We document changes to information such as course content, entry requirements and how you'll be taught.

23 March 2023: New postgraduate taught course pages

New course pages launched.