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Lecturer(s)
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Course content
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Biological neural networks, brain. Model of neuron. Hopfield network. Hamming network. Perceptron. Multilayer perceptron. Kohonnen selforganizing maps. Fuzzy sets, using of controllers. Fuzzyfication and defuzzyfication. Special sorts od neural networks for specified applications. Practical realisation of fuzzy methods. Application of concrete methods in practical use.
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Learning activities and teaching methods
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Task-based study method, Individual study, Lecture, Practicum
- Presentation preparation (report) (1-10)
- 10 hours per semester
- Preparation for an examination (30-60)
- 40 hours per semester
- Preparation for comprehensive test (10-40)
- 30 hours per semester
- Contact hours
- 26 hours per semester
- Practical training (number of hours)
- 26 hours per semester
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| prerequisite |
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| Knowledge |
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| using the Matlab program on the basic application level |
| Skills |
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| the knowledge of the use of graphical output in the Matlab environment |
| learning outcomes |
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| Knowledge |
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| identify a basic patterns of biological activity of neural networks, including the most complex system represented by the human brain |
| compare the different types of neural networks |
| Skills |
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| apply knowledge of specialized NeuralNet toolbox in Matlab for solving neural networks |
| design and verify the parametrs of neural network tuning parameters in particular for an optimal learning |
| suggest the appropriate type of neural network for solving a specific task |
| estimate the intensity of the exercise of the algorithms for setting the parameters of learning and performance of the computer system used |
| design and verify process parameters and fuzzyfication and defuzzyfication the selected type of fuzzy controller |
| Competences |
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| N/A |
| teaching methods |
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| Knowledge |
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| Lecture |
| Practicum |
| Task-based study method |
| Individual study |
| Skills |
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| Practicum |
| Laboratory work |
| Competences |
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| Practicum |
| assessment methods |
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| Knowledge |
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| Combined exam |
| Test |
| Skills |
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| Seminar work |
| Competences |
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| Individual presentation at a seminar |
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Recommended literature
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