Advanced Data Science (Taught)

Our Advanced Data Science Masters is an advanced course that offers you the opportunity to develop theoretical and practical skills in statistics and data science.

You'll be supported by members of staff, who work directly with industry and the public sector, to develop analytical skills which are relevant to the varied industries which make use of data science.

You'll gain skills in:
processing and analysis of complex data
the use of statistical programming for data analysis, machine learning and prediction modelling
understanding the key mathematical methods that underpin the analytical and predictive modelling techniques
problem-solving
effective communication
conducting research in the data science field

Compulsory modules:
Data Analytics in R
Big Data Fundamentals
Big Data Tools & Techniques
Multivariate Analysis
Mathematics of Machine Learning
Data Dashboards with Rshiny
Statistical Machine Learning
Deep Learning
Research Project

Optional modules:
Mathematical Introduction to Networks
Game Theory & Multiagent Systems
AI for Finance
Medical Statistics
Effective Statistical Consultancy
Survey Design & Analysis
Bayesian Spatial Statistics
Quantitative Risk Analysis
Database Fundamentals

The form of assessment varies across modules. For most modules, the assessment involves both coursework and practical computer-based or written examinations.

The assessment will require you to demonstrate your statistical and data science knowledge by analysing, creating predictive models, and visualising data to interpret the results in the context of the research question.

Projects will involve writing code, interpreting outputs, and producing a report, interactive visualisation or presentation outlining the findings from your analysis.

Group work may be undertaken in some modules.