Lernende Systeme/Machine Learning (WS 2020/2021)

General Information

• For a general course description please read the corresponding pages from the WIAI module guide.
• You find administrative information at UnivIS.
• Participants should sign up for the course in the virtual campus.
• This course can is elegible by students of the master in Survey Statistics (MiSS). The module is an official import module for this degree.

Recommended textbooks

• Peter Flach: The Art and Science of Algorithms that Make Sense of Data, CUP, 2012.
• Tom Mitchell: Machine Learning, McGraw Hill, 1997.
• Christopher Bishop: Pattern Recognition and Machine Learning, Springer, 2006.
• Ian Goodfellow, Yoshua Bengio, and Aaron Courville: Deep Learning, MIT Press, 2016.

Links/resources

• Claude Sammut, Geoffrey I. Webb (Eds.): Encyclopedia of Machine Learning. Springer, 2017.
• Machine Learning entry at aaai.org
• Machine Learning at AI on the Web
• UCI Machine Learning Repository
• Statlog
• Fernandez-Delgado et al. (2014). Do we Need Hundreds of Clas