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Week
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Topics
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Study Metarials
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1
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General description of artificial neural networks (ANN)
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R1-Chapter-1
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2
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General characteristics and basics of ANN
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R1-Chapter-2
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3
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Important disadvantages and history of ANN
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R1-Chapter-3
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4
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Biological nerve cells and artificial nerve cells
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R1-Chapter-4
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5
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Learning and testing in YSA
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R1-Chapter-5
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6
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Most used models in ANNs
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R1-Chapter-6
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7
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Single-layer networks
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R1-Chapter-7
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8
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Multi-layer networks
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R1-Chapter-8
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9
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Forward and backward calculation in Multi-layer networks
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R1-Chapter-9
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10
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Measurement of performance in Multi-layer networks
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R1-Chapter-10
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11
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LVQ network model and features-I
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R1-Chapter-11
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12
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LVQ network model and features-II
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R1-Chapter-11
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13
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Adaptive Resonance Theory (ART) networks model
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R1-Chapter-12
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14
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Elman network model
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R1-Chapter-13
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Prerequisites
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-
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Language of Instruction
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Turkish
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Responsible
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Asst. Prof. Dr. Zafer Civelek
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Instructors
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1-)Doktor Öğretim Üyesi Zafer Civelek
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Assistants
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-
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Resources
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R1-Öztemel, E. (2006). Yapay Sinir Ağları, Papatya yayınları, İstanbul.
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Supplementary Book
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-
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Goals
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To give comprehensive information about artificial neural networks
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Content
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General features and basic tasks of ANN, Single-layer sensor networks, Multi-layer sensor (MGA) model, LVQ network model and features, Adaptive Resonance Theory (ART) networks model, Elman network model
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Program Learning Outcomes |
Level of Contribution |
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1
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Acquires information by carrying out scientific research in the field of Electrical and Electronics Engineering, evaluates the findings and makes comments
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5
|
|
2
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Complements the restricted or incomplete information and applies it, unifies the multidisciplinary information
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-
|
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3
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Designs and implements a system meeting the requirements in the field of Electrical and Electronics Engineering
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-
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4
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Makes an interpretation of a problem in the field of Electrical and Electronics Engineering, develops models for solutions and applies innovative methods in these solutions
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2
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5
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Has comprehensive knowledge on the contemporary applied method and techniques used in the field of Electrical and Electronics Engineering and their limitations
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-
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6
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Undertakes and implements analytic, simulation or experimental types of research and has the ability to solve the complex problems encountered there
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3
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7
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Can participate and assume responsibility in multidisciplinary task forces
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-
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8
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Observes the scientific, professional and ethical rules during data collection, its introduction and interpretation
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-
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9
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Be aware of recent advances and developments in the field of Electrical and Electronics Engineering, learns, analyses and applies them wherever needed
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4
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10
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Publishes his/her research findings verbally and in written forms in national and international arena
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-
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