Hal Daumé III, Assistant Professor of Computer Science at the University of Maryland, has placed the contents of his book online. The book is titled A Course in Machine Learning.
Here is a small sampling of the chapters from A Course in Machine Learning:
- Decision Trees
- Linear Models
- Neural Networks
- Ensemble Methods
- Bayesian Learning