School of Computer Science and Statistics
This module focuses on practical application of machine learning techniques to radio and optical transmission networks. It will start with an overview of the machine learning techniques that are applicable to some specific problems in the networking domain and then provide deeper insight into those that will be used in the lab to address the specific use cases described below.
(Semester 1, 5 ECTS) What is an Internet Application and how have these evolved?
(Semester 1, 5 ECTS) The aim of this module is to give students a firm understanding of the theory
underlying the processing and interpretation of visual information and the ability to
apply that understanding to ubiquitous computing and entertainment related
problems.
(Semester 1, 5 ECTS) The module provides an introduction to the field of Human-Computer Interaction, focused both on understanding human interactions with technology and on the design of useful and usable interactive systems.
(Semester 1, 5 ECTS) Specification languages and logics; axiomatic program semantics. Formal proof
systems to verify software and system properties such as propositional, predicate
and Hoare logic.
(Semester 1, 5 ECTS) Understand in general what a probabilistic model is, the distinction between so-called visible and hidden variables, and the distinctive nature of models where each datum is a sequence of varying length, rather then a fixed-size set of features
(Semester 1 & 2, 10 ECTS) The objective of this course is to introduce students to Strategic Information Systems in the workplace and society.
(Semester 1 & 2, 10 ECTS) The aim of the course is to introduce the students to a set of techniques including classification and regression trees, and ensemble methods.
(Semester 1, 5 ECTS) An introduction to machine learning using techniques including linear regression, logistic regression and neural networks in real-world scenarios.
(Semester 1, 5 ECTS) The objective of this module is to equip the students with the fundamental understanding of the major elements of Computer Graphics and explore related areas including geometric modelling, rendering and animation.