The increasing availability of electronic information on the web requires novel technologies
to deal with these data. In particular, the algorithms have to deal with big and structured data.
In the lecture, a few topics of relevance in this realm will be tackled, including
graph clustering,
nolinear dimensionality reduction,
link analysis,
streaming algorithms.
The algorithms will be tested in the exercises using Python
The lecture will be given in English
foundations in computer science and math, programming skills
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Die verbindlichen Modulbeschreibungen enthalten weitere Informationen, auch zu den "Leistungen" und ihren Anforderungen. Sind mehrere "Leistungsformen" möglich, entscheiden die jeweiligen Lehrenden darüber.
Exercises (2LP) and written exam (3LP)
The lecture can be extended to a 5CP module by means of a combination with a project seminar (see module handbook)