Artificial Neural Networks

Course Nos. ECE.09.560 (Grad), ECE.09.454 (Senior Elective)

Fall 2010

Tentative Course Schedule

 
Week
(Date)
Topic
Chapter 
   Lecture 
Week 1
(Sep 13)
Introduction to Neural Networks 
The Perceptron
 1
Lecture 1
Week 2 
(Sep 20)
Learning Paradigms, LMS Algorithm 
Lab Project 1: Single-layer Perceptron
2
3
Lecture 2
Week 3
(Sep 27)
Multi-layer Perceptrons (MLP) 
Backpropagation Algorithm
Lab Project 2: Multi-layer Perceptron
4
Lecture 3
Week 4
(Oct 4)
Backprop. (contd) 
4
Continue Lab Project 2
Week 5
(Oct 11)
Bayes Classifier
MLP training heuristcs
1
4
Lecture 5
Week 6 
(Oct 18)
Radial Basis Function (RBF) 
Networks
Lab Project 3: Radial Basis Functions
5
Lecture 6
Week 7
(Oct 25)
Fuzzy Neural Networks  Handout
Lecture 7
Week 8
(Nov 1)
Final Project Proposal Due
Midterm Exam
In Class + Take Home

Week 9
(Nov 8)
Feature Extraction
Approximation Theory
7
Lecture 9
Week 10
(Nov 15)
Self Organizing Maps 
Hopfield Neural Networks
Lab Project 4: Self Organizing Maps
9
Lecture 10
Week 11
(Nov 22)
Recurrent neural networks
15

Week 12
(Nov 29)
Final Project Presentations
  • Jassel: Dynamic Programming
  • Staudinger, Schaeffer: EEG Biomarkers for Alzehimer's Disease
  • Torres: Fingerprint ID
  • Steinbronn, Stever: Phoneme Segmentation


Week 13
(Dec 6)
Final Project Presentations
  • Grady, Bedford: ANNs for Texas Hold'em
  • Spehalski, Speranza: Hardware Neural Nets
  • Ridgeway: Iriscan Classification
  • Houwen, Hague: Baseball Swing Prediction
  • Timko: Weather Forecasting


Week 14
(Dec 13)
Final Project Presentations
  • Link, Ianacone: Predicting Currency Exchange Rates
  • Fuscia, Cruz: Tetris
  • Susca, Kratky: QR Code Classification
  • Smith: Neurodynamics
  • Powers, Kowalski, Beaudoin: Speech Recognition


Week 15
(Dec 20)
Final Project Presentations
  • Dyer: Nonstationary Data Sets
  • Spanier, Jiao: Musical Instrument Classification
  • Giacopelli:: Wavelet Basis Function Neural Networks
  • Carella: Facial Recognition w/ Hu Invariant Moments


 
Instructor Schedule Textbook  Links  Grading Homepage