Computational Intelligence Methods

Přednášející:

Pavel Kordík (gar.)

Cvičící:

Předmět zajišťuje:

katedra teoretické informatiky

Anotace:

Students will understand methods and techniques of computational intelligence that are mostly nature-inspired, parallel by nature, and applicable to many problems. They will learn how these methods work and how to apply them to problems related to data mining, control, intelligen games, optimizations, etc.

Požadavky:

Osnova přednášek:

1. Introduction to computational intelligence, its uses.

2. Algorithms of machine learning.

3. Neural networks.

4. Evolutionary algorithms, evolution of neural networks.

5. [3] Computational intelligence methods: for clustering, for classification, for modeling and prediction.

6. Fuzzy logic.

7. Swarms (PSO, ACO).

8. Model grouping and combining.

9. Inductive modeling.

10. Quantum and DNA computing.

11. Case studies, new trends.

Osnova cvičení:

1. Introduction, getting acquainted with tools.

2. Introduction to the problems.

3. Course project assignment.

4. Consultations.

5. Consultations.

6. Project checkpoint.

7. Consultations.

8. Consultations.

9. Project checkpoint.

10. Consultation.

11. Report check.

12. Project presentations, workshop.

13. Project presentations, workshop.

14. Project presentations, workshop, assessment.

Cíle studia:

The module gives an overview of basic methods and techniques of computational intelligence that stem from the classical artificial intelligence. Computational intelligence methods are mostly nature-inspired, parallel by nature, and applicable to many problems in knowledge engineering.

Studijní materiály:

1. Konar, A. ''Computational Intelligence: Principles, Techniques and Applications''. Springer, 2005. ISBN 3540208984.

2. Bishop, C. M. ''Neural Networks for Pattern Recognition''. Oxford University Press, 1996. ISBN 0198538642.

Poznámka:

Rozsah=prednasky+proseminare+cviceni2p+1c, Prednasejici: Ing. Pavel Kordík Ph.D.

Další informace:

Pro tento předmět se rozvrh nepřipravuje

Předmět je součástí následujících studijních plánů:

• Computer Science, Presented in English, Version for Students, who Enrolled in 2010 and 2011 (povinný předmět zaměření)
• Knowledge Engineering, Presented in English, Version for Students, who Enrolled in 2010 and 2011 (povinný předmět oboru)
• Master Informatics, Presented in English - Version for Students who Enrolled in 2010 (VO)
• Master Informatics, Presented in English - Version for Students who Enrolled in 2011 (VO)
• Master Informatics, Presented in English - Version for Students who Enrolled in 2012 (VO)
• Computer Science, Presented in English - Version for Students who Enrolled in 2012 (povinný předmět zaměření)
• Knowledge Engineering, Presented in English - Version for Students who Enrolled in 2012 (povinný předmět oboru)