CSMML16-Machine Learning

Module Provider: School of Mathematical, Physical and Computational Sciences
Number of credits: 10 [5 ECTS credits]
Terms in which taught: Autumn term module
Non-modular pre-requisites:
Modules excluded: SEMNN14 Advanced Neural Network
Module version for: 2016/7

Module Convenor: Prof Xia Hong

Email: x.hong@reading.ac.uk

Summary module description:

The dramatic growth in practical applications for machine learning has been accompanied by many important developments in the underlying algorithms and techniques. This module will introduce the major concepts and algorithms in the field of machine learning.

Assessable learning outcomes:
By the end of the module students should be able to understand the main trends in machine learning and to describe principles of these algorithms.

Additional outcomes:

Outline content:
Vector calculus and Lagrange method , Gaussian distribution and Parzen window, the k-nearest neighbour and K-means clustering, mixture of Gaussians, probabilistic neural networks, linear discriminant, neural Networks, radial basis function neural, KKT condition, support vector machine, boosting.

Brief description of teaching and learning methods:

Contact hours:
  Autumn Spring Summer
Lectures 20
Tutorials 2
Guided independent study 78
Total hours by term 98.00 2.00
Total hours for module 100.00

Summative Assessment Methods:
Method Percentage
Written exam 100

Other information on summative assessment:

Formative assessment methods:

Penalties for late submission:
Penalties for late submission on this module are in accordance with the University policy. Please refer to page 5 of the Postgraduate Guide to Assessment for further information: http://www.reading.ac.uk/internal/exams/student/exa-guidePG.aspx

Length of examination:
2 hours

Requirements for a pass:

Reassessment arrangements:
Exam in August/September.

Additional Costs (specified where applicable):
1) Required text books:
2) Specialist equipment or materials:
3) Specialist clothing, footwear or headgear:
4) Printing and binding:
5) Computers and devices with a particular specification:
6) Travel, accommodation and subsistence:

Last updated: 4 January 2017

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