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12858 (v.3) Computer Technology 403
Area: |
Department of Electrical and Computer Engineering |
Credits: |
25.0 |
Contact Hours: |
4.0 |
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| ** The tuition pattern below provides details of the types of classes and their duration. This is to be used as a guide only. For more precise information please check your unit outline. ** |
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Lecture: |
1 x 2 Hours Weekly |
Tutorial: |
1 x 0.5 Hours Weekly |
Laboratory: |
1 x 1.5 Hours Weekly |
Prerequisite(s): |
12855 (v.3) Embedded Software Design 304 or any previous version
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Syllabus: |
Fundamental issues in intelligent systems - History of artificial intelligence, Fundamental definitions, modelling the world, the role of heuristics. Search and Constraint Satisfaction - Problem spaces, search techniques, constraint satisfaction. Knowledge Representation and Reasoning - review of proposition and predicate logic, resolution and theorem proving, probabilistic reasoning, Bayes theorem. Advanced Search - genetic algorithms, simulated annealing, local search. Machine Learning and Neural Networks - definitionand examples of machine learning, supervised learning, learning decision trees, learning neural networks, learning theory, the problem of overfitting, unsupervised learning. Robotics - overview, state of the art, planning vs reactive control, uncertainty in control, sensing, world models, configuation space, planning, sensing, robot programming, navigation and control. Data Mining - the usefulness of data mining, associative and sequential patterns, data clustering, market basket analysis, data cleaning, data visualisation. |
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| ** To ensure that the most up-to-date information about unit references, texts and outcomes appears, they will be provided in your unit outline prior to commencement. ** |
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Field of Education: |
31300 Electrical and Electronic Engineering and Technology (Narrow Grouping) |
HECS Band (if applicable): |
2 |
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Extent to which this unit or thesis
utilises online information: |
Informational |
Result Type: |
Grade/Mark |
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Availability |
| Year |
Location |
Period |
Internal |
Area External |
Central External |
| 2004 |
Bentley Campus |
Semester 1 |
Y |
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Area
External |
refers to external course/units run by the School or Department, offered online or through Web CT, or offered by research. |
Central
External | refers to external course/units run through the Curtin Bentley-based Distance Education Area |
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