Department of Computer and Information Sciences, Temple University

525. Neural Computation

Section 001, Fall 2005

Instructor: Dr. Pei Wang     Syllabus


Announcements


Schedule

Under "topic", the lecture notes are linked. Under "reading", all references are to the required textbook.

WEEK DATE TOPIC READING
1 08/30 Introduction Chapter 1
2 09/06 Learning Process Sections 2.1-2.10, 2.12
3 09/13 Single-layer Perceptrons Chapter 3
4 09/20 Multilayer Perceptrons Sections 4.1-4.9, 4.16, 4.20
5 09/27 Radial-Basis Function Networks Chapter 5
6 10/04 Support Vector Machines Chapter 6
7 10/11 project plans  
8 10/18 Principal Components Analysis Chapter 8
9 10/25 Self-Organizing Maps Chapter 9
10 11/01 Stochastic Machines Chapter 11
11 11/08 Neurodynamic Programming Chapter 12
12 11/15 Neurodynamics Chapter 14
13 11/22 no class - calendar adjustment  
14 11/29 oral presentations  
15 12/06 Capability of Neural Networks  


Programming Assignments

Project

Due dates: All submissions are by email to pei.wang@temple.edu (Format: HTML, DOC, PDF, PS, TXT)


Relevant Links