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Neural Networks - COMP9444
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Faculty: Faculty of Engineering
 
 
School:  School of Computer Science and Engineering
 
 
Course Outline: http://www.cse.unsw.edu.au/
 
 
Campus: Kensington Campus
 
 
Career: Undergraduate
 
 
Units of Credit: 6
 
 
EFTSL: 0.125 (more info)
 
 
Contact Hours per Week: 3
 
 
Enrolment Requirements:
 
 
Prerequisite: COMP2011 or COMP2711 or COMP2911, 12uc COMP3### or COMP4###.
 
 
Excluded: COMP9844
 
 
Fee Band: 2 (more info)
 
 
Further Information: See Class Timetable
 
 

Description

Topics chosen from: Network architectures: perceptrons, Hopfield and Kohonen nets, ART models, back-propagation trained feed-forward networks, recurrent nets, weightless nets. Computational complexity analysis of training neural network architectures. Probabilistic analysis of generalisation capabilities of feed-forward networks. Hardware based neural nets. Introduction to fuzzy logic, neurotrained nets; designing successful applications of neural networks; tensor product networks; and recent developments in neural networks. The assessment will include a lab project related to application of neural nets.

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