Recommender Systems
(details coming soon)
Bayesian Data Analysis
Bayesian analysis is sometimes maligned by data analysts, due in part to the perceived element…
Anomaly Detection
With the advent of automatic data collection, it is now possible to store and process…
Analysis of (Social) Network Data
(details coming soon)
Text Mining I – Text Processing
The methods of supervised and unsupervised learning can be applied to data that arises in…
Text Mining II – Sentiment Analysis
The methods of supervised and unsupervised learning can be applied to data that arises in…
Text Mining III – Text Visualization and Misc.
The methods of supervised and unsupervised learning can be applied to data that arises in…
Spotlight on Clustering I
In this course, we introduce a number of clustering methods: DBSCAN, spectral clustering, and ensemble…
Spotlight on Clustering II
In this course, we introduce a number of clustering methods: EM clustering, latent Dirichlet allocation,…