Approximate Inference
Are Linear Models Right for Language?
Automatic quantification of subtle cellular phenotypes in microscopy-based high-throughput experiments
Data-Dependent Geometries and Structures: Analyses and Algorithms for Machine Learning
Introduction to Machine Learning
What Semantic Web researchers need to know about Machine Learning?
Joint Max Margin and Max Entropy Learning of Graphical Models
Other ML/DM software (R, Weka, Yale)
Advanced Statistical Learning Theory
Cost-sensitive learning based on Bregman divergences