Teaching Material

Tutorial on Multilabel Classification @ WeRC/LKE/KDSL

• slides
• programming in MULAN
• sources of small programming project

Data Mining and Machine Learning: Techniques and Algorithms @ International Week 2019 at University of Economics, Prague

Slides

• introduction and basic concepts
• instance based learning
• decision tree learning
• evaluation
• ensemble learning
• semi-supervised and unsupervised techniques
• text mining
• neural networks

Exercises

• exercise on decision trees (solution)
• exercise on clustering and k-NN

Past Teachings at KE

More information and teaching material for courses at the Knowledge Enginnering Group (KE), Technische Universität Darmstadt in the archive.

Web Mining

• Lecture with exercises
• 2006, 2007, 2008, 2010, 2011, 2012, 2013, 2014, 2015, 2017

Data Mining and Machine Learning

• Lecture with exercises
• 2015/16, 2016/17

Outbreak Detection for Epidemiological Surveillance

• Practical course on forecasting and outbreak detection on real-life disease count data from the Robert Koch Institute
• 2020

Automatic Text Summarization

• Practical course on the development of automatic text summarization system. Automatic and manual evaluation of quality of summaries.
• 2018

Creating Business Value through Data Science

• Practical course
• 2016, 2017, 2018

Data Mining Cup

• Practical course
• 2007, 2011, 2013, 2014

TUD Computer Poker Challenge

• Practical course
• 2008, 2009, 2010, 2011