Machine Learning (ISCG8050)

Level: 
8
Credits: 
15 (0.125 EFTS)
Compulsory: 
No
Aim: 
To develop an advanced technical knowledge and enhanced understanding of a number of Machine Learning techniques and their application from among a wide range of Intelligent Data and Information Processing Systems including Business Intelligence, Cyber-security, Speech Processing, Automation and Computer Vision.
Pre-requisites / Co-requisites: 
Students must be admitted to the Master of Computing programme or the Postgraduate Diploma in Computing programme to enrol in this course. Pre-requisite: Academic Leader approval.
Topics include: 

Basic Concepts
Supervised learning, unsupervised learning, Reinforcement Learning
Regression Algorithms
Linear regression, neural networks, Gaussian process regression, deep learning methods
Classification Algorithms
Non-parametric algorithms (support vector machines, decision trees, K-nearest neighbour), parametric algorithms (logistic regression, linear discriminant analysis, quadratic discriminant analysis,)
Timetable: 
Choose your class for this course from the option(s) below. You will need to attend all the sessions in that class to complete the course. Where more than one class number is shown, choose one of them and attend all sessions within that class number. (Note: If a class is held in different locations at the same time, you only need to attend all the sessions in one of the locations.)
There are no classes on public holidays.

Class: 1414. This timetable is currently unavailable.

Class: 5241. This timetable is currently unavailable.

Class: 5850

You need to attend all sessions of this class as listed below.

From – ToSessionDayTimeCampus (Room)
22 Jul 17 - 22 Jul 17 ComputingSaturday08:30 - 12:30 Mt Albert (183-1004)
23 Jul 17 - 23 Jul 17 ComputingSunday08:30 - 12:30 Mt Albert (183-1004)
19 Aug 17 - 19 Aug 17 ComputingSaturday08:30 - 12:30 Mt Albert (183-1004)
20 Aug 17 - 20 Aug 17 ComputingSunday08:30 - 12:30 Mt Albert (183-1004)
16 Sep 17 - 16 Sep 17 ComputingSaturday08:30 - 12:30 Mt Albert (183-1004)
17 Sep 17 - 17 Sep 17 ComputingSunday08:30 - 12:30 Mt Albert (183-1004)
14 Oct 17 - 14 Oct 17 ComputingSaturday08:30 - 12:30 Mt Albert (183-1004)
15 Oct 17 - 15 Oct 17 ComputingSunday08:30 - 12:30 Mt Albert (183-1004)
Note: This course is offered as part of Master of Computing, Postgraduate Diploma in Computing.

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