Slides of my course on elementary data mining (version 2024.09.23, 235 slides).
(KDD process, principles of modeling, k-nearest neighbors, decision and regression trees, Bayes classifiers, k-means clustering, hierarchical agglomerative clustering)
| eledm.pdf | (2012 kb) | slides as PDF file |
| eledm.zip | (26631 kb) | LaTeX and METAPOST source files |
Software for Data Mining / Intelligent Data Analysis
Slides of my course on advanced data mining 1 (version 2024.10.04, 223 slides).
(rule learning, support vector machines)
| eledm.pdf | (3057 kb) | slides as PDF file |
| eledm.zip | (29318 kb) | LaTeX and METAPOST source files |
Slides of my course on advanced data mining 1 (version 2024.10.04, 223 slides).
(ensemble methods, random forests, advanced clustering)
| eledm.pdf | (1362 kb) | slides as PDF file |
| eledm.zip | (30417 kb) | LaTeX and METAPOST source files |
Slides of my course on (artificial) neural networks (version 2024.10.04, 500 slides).
| nn.pdf | (5512 kb) | slide as PDF file |
| nn.zip | (19080 kb) | LaTeX and METAPOST source files |
multilayer perceptron training demonstration
(software)
learning vector quantization demonstration
(software)
self-organizing map demonstration
(software)
hopfield network demonstration
(software)
Slides of my course on evolutionary algorithms (version 2024.09.23, 349 slides).
| ea.pdf | (1505 kb) | slides as PDF file |
| ea.zip | (156 kb) | LaTeX and METAPOST source files |
Slides of my course on frequent pattern mining (version 2024.09.23, 542 slides).
| fpm.pdf | (4345 kb) | slides as PDF file |
| fpm.zip | (12746 kb) | LaTeX and METAPOST source files |
Software for Frequent Pattern Mining
Slides of my course on big data analytics (version 2024.09.23, 201 slides).
| bda.pdf | (910 kb) | slides as PDF file |
| bda.zip | (2133 kb) | LaTeX and METAPOST source files |
Slides of my course on graphical models (version 2010.05.27, 181 slides).
| gm.pdf | (654 kb) | one slide per page |