Glossary of Notation: (postscript) (pdf)
Introduction: (postscript) (pdf)
Bayes Decision Theory: (postscript) (pdf)
An Alternative View of Bayes Optimal Decision Function: (postscript) (pdf)
The Multi-Layer Perceptron / Neural Network: (postscript) (pdf)
Neural Networks and Back Propagation, A Summary: (postscript) (pdf)
Course Overview: The Learning Problem to Neural Networks: (postscript) (pdf)
Analysis of Generalization: (postscript) (pdf)
The Approximation-Generalization Tradeoff: (postscript) (pdf)
Optimization: (postscript) (pdf)
Nearest Neighbor Classification: (postscript) (pdf)