Introduction to Neural Networks

Psy 5038 Lecture notes

You can view the lecture notes (with figures) from within your browser, if you have the Adobe Acrobat plug-in to read pdf files. Download the binhex versions if you have a Macintosh to get all the figures.

Lecture 1 | Adobe Acrobat pdf file | Mathematica notebook  | Binhex

Information about the brain: Britannica | The Whole Brain Atlas | Washington U: Interactive brain atlas

Lecture 2a (pdf file) | Mathematica notebook | Binhex
Lecture 2b (pdf file) | Mathematica notebook | Binhex
Lecture 3 (pdf file) | Mathematica notebook| Binhex
Lecture 4 Vectors (pdf file) | Mathematica notebook| Binhex
Lecture 5 Lateral inhibition (pdf file) | Mathematica notebook| Binhex
Lecture 6 Matrices (pdf file) | Mathematica notebook| Binhex
Lecture 7 Matrices & Memory (pdf file) | Mathematica notebook| Binhex
Lecture 8 Linear Associator (pdf file) | Mathematica notebook| Binhex
Lecture 9 Sampling, Summed vector memory (pdf file) | Mathematica notebook| Binhex

MID-TERM STUDY GUIDE

Lecture 10 Non-linear networks, Perceptron (pdf file) | Mathematica notebook| Binhex
Lecture 11 Regression, Widrow-Hoff (pdf file) | Mathematica notebook| Binhex
Lecture 12 - Backpropagation(pdf file) | Mathematica notebook| Binhex
Mathematica notebook for Lecture 12 Requires: Backpropagation.m

Lecture 13 - Networks and Visual Representation (pdf file) | Mathematica notebook| Binhex
Lecture 14- Principal Components Analysis and NNs (pdf file) | Mathematica notebook| Binhex
Lecture 15 - Discrete Hopfield network (pdf file) | Mathematica notebook| Binhex
Lecture 16 - Graded response Hopfield network (pdf file) | Mathematica notebook| Binhex

FINAL STUDY GUIDE

Lecture 17 - (Not covered in class) Sculpting the energy function, interpolation (pdf file) | Mathematca notebook| Binhex
Lecture 18 - Statistical inference & the Boltzmann machine (pdf file) | Mathematca notebook| Binhex
Lecture 19 - Adaptive maps (pdf file) | Mathematca notebook| Binhex

 

© 1998 Computational Vision Lab, University of Minnesota, Department of Psychology.