Summer Semester 2009/10
Summer Semester 2010/11
Summer Semester 2011/12
Artificial Intelligence Methods LS04363
Course content:
History of establishment and development of artificial intelligence. The main tasks of artificial intelligence, the concept of artificial intelligence methods. The model of artificial neuron, activation function types, types of artificial neural networks, multi-layered construction of MLP network. Properties of artificial neural networks, learning algorithms. Examples of operations on fuzzy sets. The characteristics of fuzzy sets. Fuzzy rules. Stages in the fuzzy model. Building a knowledge base in expert systems. Construction and operation of the expert system’s rule base. Basic concepts of genetic algorithms. The classic genetic algorithm. Evolutionary algorithms. Application of evolutionary algorithms. Examples of using artificial intelligence in management. Trends in AIM.
Learning outcomes:
ability to use artificial neural networks, fuzzy sets and expert systems in practice.
(in Polish) Rodzaj przedmiotu
Course coordinators
Term 2011L: | Term 2010L: | Term 2009L: |
Bibliography
a) basic references:
1. Lula P., Paliwoda-Pękosz G., Tadeusiewicz R., Metody sztucznej inteligencji i ich zastosowania w ekonomii i zarządzaniu, Wydaw. Akademii Ekonomicznej w Krakowie, Kraków 2007.
2. Rutkowski L., Metody i techniki sztucznej inteligencji. PWN 2005;
3. Witkowska D., Sztuczne sieci neuronowe i metody statystyczne. Wybrane zagadnienia finansowe, C. H. Beck, 2002.
4. Zieliński J. S, Inteligentne systemy w zarządzaniu. Teoria i praktyka, Wydawnictwo Naukowe PWN, Warszawa 2000.
b) supplementary references:
1. Goldberg D. E., Algorytmy genetyczne i ich zastosowanie, WNT, 2003.
2. Kasperski M.J., Sztuczna Inteligencja. Droga do myślących maszyn, Helion 2003;
3. Knosala R., Zastosowanie metod sztucznej inteligencji w inżynierii produkcji, WNT, 2002.
Additional information
Information on level of this course, year of study and semester when the course unit is delivered, types and amount of class hours - can be found in course structure diagrams of apropriate study programmes. This course is related to the following study programmes: