Core Modules
ST8001 Introduction to statistical concepts and methods
Module CodeST8001Module NameIntroduction to statistical concepts and methodsECTS Weighting[1]10 ECTSSemester taughtSemester 1Module CoordinatorProf. Mimi Zhang Module Learning Outcomes On successful completion of this module, students will be able to: Module…
ST8002 Implementing statistical methods in R
Module Code ST8002 Module Name Implementing statistical methods in R ECTS Weighting[1] 5 ECTS Semester taught Semester 1 Module Coordinator/s Prof. Mimi Zhang Module Learning Outcomes On successful completion…
ST8003 Linear Regression
Module Code ST8003 Module Name Linear Regression ECTS Weighting[1] 10 ECTS Semester taught Semester 2 Module Coordinator/s Dr John McDonagh Module Learning Outcomes On successful completion of this…
ST8004 Introduction to Experimental Design
Module Code ST8004 Module Name Introduction to Experimental Design ECTS Weighting[1] 5 ECTS Semester taught Semester 1 Module Coordinator/s Prof. James Ng Module Learning Outcomes On successful completion…
STP80080 Foundations of Data Science 1
Module Code STP80080 Module Name Foundations of Data Science 1 ECTS Weighting [1] 5 ECTS Semester taught Semester 2 Module Coordinator/s Prof. Simon Wilson Module Learning Outcomes On successful completion…
STP80090 Foundations of Data Science 2
Module Code STP80090 Module Name Foundations of Data Science 2 ECTS Weighting [1] 5 ECTS Semester taught Semester 1 Module Coordinator/s Prof. Simon Wilson Module Learning Outcomes Module Content Specific…
STP80110 – Advanced Linear Models 1
(Semester 1; 5 ECTS) This module will cover the theory of linear regression and linear mixed models and their estimation methods, modelling repeated measures overtime; various random effect models, including single random effects, multiple random effects, and random coefficient models; and non-parametric modelling approaches, to include splines and bootstrapping.
STP80120 – Advanced Linear Models 2
(Semester 2; 5 ECTS) This module will cover simple linear regression and multiple regression, with underlying theory; regression model diagnostics and how to resolve problems; Generalised Linear Models (GLMs), to include an overview of GLMs, logistic regression, Poisson regression and ordinal regression.
STP80130 – Multivariate Analysis
(Semester 2; 5 ECTS) This module will include the theory of multivariate distributions, including the multivariate Gaussian distribution.; methods for dimension reduction; classification methods and clustering techniques.
STP80140 Time Series
Module Code STP80140 Module Name Time Series ECTS Weighting[1] 5 ECTS Semester taught Semester 2 Module Coordinator/s Dr Emma Howard Module Learning Outcomes On successful completion of this module,…