Course
code CC524
credit_hours 3
title Neural Networks
arbic title
prequisites CC112 & BA323
credit hours 3
Describtion/Outcomes Introduction to basic concepts of neural networks. The basic neuron. The multiplayer perception. Artificial neural networks: applications, learning, and architecture. Competitive neural networks. Kohonen self-organizing networks. Adaptive reasoning theory (ART). Hop field neural networks. Neural networks implementation. Neural networks applications. Introduction to MATLAB environment. Single perception, Multiplayer perception, Competitive networks, Kohonen networks, ART networks, And Hop field networks using MATLAB.
arabic Describtion/Outcomes
objectives This course will provide students with detailed skills to use Artificial neural networks for solving many types of engineering problems such as mapping, clustering, and constrained optimization, in such areas as pattern recognition, signal processing, and control systems.
arabic objectives
ref. books Martin T.Hagan, Howard B. Demuth & Mark Beale, Neural Networks:Design, Reprinted, 2002
arabic ref. books
textbook M. T. Hogan, H. Demuth, neural networks design, 1996.rnRobert R. Trippi, Efraim Turban, Neural Networks In Finance and Investing, McGraw-Hill, 1996rn
arabic textbook
objective set combined
content set combined
course file 65_CC524_CC 524.pdf
Course Content
content serial describtion
1 Week Number 1 : Introduction to basic concepts of neural networks.
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2 Week Number 2 : Single PERCEPTRON.
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3 Week Number 3 : The multilayer PERCEPTRON.
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4 Week Number 4 : Artificial neural networks: applications, learning rules, and architecture.
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5 Week Number 5 : Competitive neural networks.
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6 Week Number 6 : KOHONEN self-organizing networks.
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7 Week Number 7 : 7th week Exam + Revision.
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8 Week Number 8 : Adaptive reasoning theory (ART).
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9 Week Number 9 : Adaptive reasoning theory (ART).
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10 Week Number 10 : Hopfield neural networks.
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11 Week Number 11 : Neural networks implementation.
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12 Week Number 12 : 12th week Exam + Revision.
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13 Week Number 13 : Neural networks applications.
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14 Week Number 14 : Neural networks applications.
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15 Week Number 15 : Presentation of projects and Final Exam.
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16 Week Number 16 : Presentation of projects and Final Exam.
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