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