MSc Environmental Data Science and Machine Learning

Learn to apply computing knowledge and techniques, and machine learning to real-world environmental contexts and problems.
Key information
Overview
Our MSc Environmental Data Science and Machine Learning will educate future environmental scientists in data science, machine learning and associated computational technologies.
This course will deepen your knowledge of cutting-edge data science, machine learning and associated computational and observational techniques, and you will learn to apply this to a broad range of environmentally motivated applications.
If you have:
- a strong methodological background in mathematics or physical sciences and you're interested in moving to an applied field with an environmental slant or;
- an applied background in environmental science or engineering and you want to learn about data science and machine learning or;
- a background in computer science and you want to expand your knowledge of applied data science and machine learning in an environmental context, you're encouraged to apply.
The Environmental Data Science and Machine Learning MSc programme will teach you to apply data science and machine learning knowledge, and computational modelling and monitoring techniques, to a range of environmental science and engineering applications.
If you're interested in learning about how computational techniques can be applied to solve a broader range of real-world problems, take a look at our MSc Applied Computational Science and Engineering course.
Careers
Graduates of this course will be equipped with the skills required for the next generation of environmental scientists and engineers.
Through the multidisciplinary focus of computational knowledge and techniques, within the context of solving environmental science problems, you will be able to pursue further research in any of these fields or move into careers in fields such as climate science, sustainability, natural hazards and renewable energy.
Structure
This page reflects the latest version of the curriculum for this year of entry. However, this information is subject to change.
The curriculum of this programme is currently being reviewed as part of a College-wide process to introduce a standardised modular structure. As a result, the content and assessment structures of this course may change for this year of entry.
We recommend you check this page before finalising your application and again before accepting your offer. We will update this page as soon as any changes are confirmed by the College.
Find out more about the limited circumstances in which we may need to make changes to or in relation to our courses, the type of changes we may make and how we will tell you about any changes made.
Page last reviewed on 25 October 2021.
Core modules
You take all of the core modules below.
- Modern Programming Methods
- Computational Mathematics
- Environmental Data
- Applying Computational/Data Science
- Advanced Programming
- Big Data Analytics
- Inversion and Optimisation
- Machine Learning
-
Applied Computational/Data Science Project
Teaching and assessment
Teaching
- Case studies
- Formal presentations
- Group work exercises
- Lectures
- Seminars and practical coding activities
Assessment
- Individual and group coursework
- Oral presentations
- Research project report
Entry requirements
We welcome students from all over the world and consider all applicants on an individual basis.
Admissions
Minimum academic requirement
Our minimum requirement is a 2.1 degree in an engineering or a science-based discipline.
International qualifications
We also accept a wide variety of international qualifications.
The academic requirement above is for applicants who hold or who are working towards a UK qualification.
For guidance see our Country Index though please note that the standards listed are the minimum for entry to the College, and not specifically this Department.
If you have any questions about admissions and the standard required for the qualification you hold or are currently studying then please contact the relevant admissions team.
English language requirement (all applicants)
All candidates must demonstrate a minimum level of English language proficiency for admission to the College.
For admission to this course, you must achieve the standard College requirement in the appropriate English language qualification. For details of the minimum grades required to achieve this requirement, please see the English language requirements for postgraduate applicants.
How to apply
Before you apply
We strive to increase and broaden inclusivity and support everyone, regardless of background, in breaking down any barriers to your application the Department.
If you are interested in this MSc, we strongly encourage you to contact the course administrator prior to starting your application.
Making an application
Apply online
All applicants must apply online.
Visit our Admissions website for details on the application process.
You can submit one application form per year of entry. You can usually choose up to two courses.
Application fee
If you are applying for a taught Master’s course, you will need to pay an application fee before submitting your application.
The fee applies per application and not per course:
- £80 for taught Master's applications (excluding MBAs)
- £135 for MBA applications
There is no application fee for MRes courses, Postgraduate Certificates, Postgraduate Diplomas or research courses, such as PhDs and EngDs.
If you are facing financial hardship and are unable to pay the application fee, we encourage you to apply for our application fee waiver.
ATAS certificate
An ATAS certificate is not required for overseas students applying for this course.
Further questions?
Find answers to your questions about admissions. Answers cover COVID-19, English language requirements, visas and more.
Tuition fees and funding
The level of tuition fees you pay is based on your fee status, which we assess based on UK government legislation.
Find out more about fees and funding opportunities.
Tuition fees
Home rate of tuition
2022 entry
£19,450
Fees are charged by year of entry to the College and not year of study.
Except where otherwise indicated, the fees for students on courses lasting more than one year will increase annually by an amount linked to inflation, including for part-time students on modular programmes. The measure of inflation used will be the Retail Price Index (RPI) value in the April of the calendar year in which the academic session starts e.g. the RPI value in April 2022 will apply to fees for the academic year 2022-2023.
Fee status
Whether you pay the Home fee depends on your fee status.
Your fee status is assessed based on UK Government legislation and includes things like where you live and your nationality or residency status.
Find out more about how we assess your fee status.
EU/EEA/Swiss students
The Government has confirmed that EU/EEA/Swiss students who begin a course before the 31 July 2021 will be eligible to pay the same fee as Home students and have access to student finance for the duration of their course, as long as they meet certain requirements which are unchanged from previous years. This includes students who begin the course remotely.
EU/EEA/Swiss students starting a course on or after 1 August 2021 will no longer be eligible for the Home fee rate and so will be charged the Overseas fee. Please note we do not expect this to apply to Irish students or students benefitting from Citizens' rights under the EU Withdrawal Agreement, EEA EFTA Separation Agreement or Swiss Citizens’ Rights Agreement respectively. However, we are currently awaiting the formal publication of the amended Fees and Awards regulations.
The UK Council for International Student Affairs (UKCISA) website has useful information on the conditions you currently need to meet to be entitled to pay tuition fees at the Home rate for study on a higher education course in England and reflect the regulations as they currently stand (not the amended regulations which are subject to publication).
UKCISA has also provided some information in response to Questions for students starting their course from the 1 August 2021.
Overseas rate of tuition
2022 entry
£36,500
Fees are charged by year of entry to the College and not year of study.
Except where otherwise indicated, the fees for students on courses lasting more than one year will increase annually by an amount linked to inflation, including for part-time students on modular programmes. The measure of inflation used will be the Retail Price Index (RPI) value in the April of the calendar year in which the academic session starts e.g. the RPI value in April 2022 will apply to fees for the academic year 2022–2023.
Fee status
Whether you pay the Overseas fee depends on your fee status.
Your fee status is assessed based on UK Government legislation and includes things like where you live and your nationality or residency status.
Find out more about how we assess your fee status.
EU/EEA/Swiss students
The Government has confirmed that EU/EEA/Swiss students who begin a course before the 31 July 2021 will be eligible to pay the same fee as Home students and have access to student finance for the duration of their course, as long as they meet certain requirements which are unchanged from previous years. This includes students who begin the course remotely.
EU/EEA/Swiss students starting a course on or after 1 August 2021 will no longer be eligible for the Home fee rate and so will be charged the Overseas fee. Please note we do not expect this to apply to Irish students or students benefitting from Citizens' rights under the EU Withdrawal Agreement, EEA EFTA Separation Agreement or Swiss Citizens’ Rights Agreement respectively. However, we are currently awaiting the formal publication of the amended Fees and Awards regulations.
The UK Council for International Student Affairs (UKCISA) website has useful information on the conditions you currently need to meet to be entitled to pay tuition fees at the Home rate for study on a higher education course in England and reflect the regulations as they currently stand (not the amended regulations which are subject to publication).
Postgraduate Master's loan
If you're a UK national, or EU national with settled or pre-settled status under the EU Settlement Scheme, you may be able to apply for a Postgraduate Master’s Loan from the UK government, if you meet certain criteria.
For 2022-23 entry, the maximum amount is £11,836. The loan is not means-tested and you can choose whether to put it towards your tuition fees or living costs.
Scholarships
We offer a range of scholarships for postgraduate students to support you through your studies. Find out more about our scholarships to see what you might be eligible for.
A number of external organisations also offer awards for Imperial students. Find out more about non-Imperial scholarships.
Women in Science and Engineering Scholarship
We have two departmental scholarships open to women who are offer holders in this programme, for 2022 entry.
The scholarships will be awarded to women who demonstrate exceptional academic merit and/or potential and are Home applicants. The Scholarship will cover Home Tuition fees and a stipend.
British Council scholarships for women in STEM
This course is eligible for the British Council Scholarships for Women in STEM, which Imperial is offering for the 2022/23 academic year. These are for women from Brazil, Mexico or Peru who apply to one of our eligible STEM Master's courses. Find out more about this scholarship.
Accommodation and living costs
Living costs, including accommodation, are not included in your tuition fees.
You can compare costs across our different accommodation options on our Accommodation website.
A rough guide to what you might expect to spend to live in reasonable comfort in London is available on our Fees and Funding website.
Further information


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