Course Schedule

This schedule is provisional. Changes could be made at any time. Please, keep checking.

Date

Contents

Notes

Student presentation and discussions

 

 

 

 

Week 1

Tuesday

Administration - introduction

Guest lecture: Dr. Boon Sain Yeo
Institute for Infocomm Research (I2R), Singapore
7 - 8 pm 

Discussion: what is my goal in this course?

Thursday

Topic 1 : Introduction to AI, NN and machine learning

 

Week 2

Topic 2: Supervised learning, Perceptron, Adaline

 

 

March 17

 

Week 3

 

Debate 1

March 24

Topic 3: MLP

Guest speaker: NN and intrusion detection Tool 1

Week 4

Thursday: NN in signal change detection Debate 2

Tool 2

Week 5

Topic 4: RBF

Topic 5: Time dynamics in NN

  Due: research/project topic description

Debate 3

Tool 3

Topic 6: Hebbian learning

Week 6

Topic 7: Recurrent NN

 

Tool 4

Week 6

Topic 8: Competitive NN

 

Debate 4

Week 7

Topic 9: SOM

Debate 5

April 18

Topic 10: Hopfield NN

 

Debate 6

Tool 5

Week 8

Topic 11: Machine learning, knowledge engineering, fuzzy systems

  April 26 Home project due

Tool 6
NN design dilemma: hardware vs. software implementation

 

 

May 3

Test

 

May 5

Research and project presentations

 

Research paper due

May 10

Project due

May 12

  DEBATES

         
1 Week 3 T Simple Perceptron vs. Adaline Brian + Anusha Carlos + Lomax
2 Week 4 T Multilayer Perceptron vs. RBF Martin + Doug Jeremiah + Jason
3 Week 5 T MLP& RBF vs. Support Vector Machine Gerald + Sal Kalyan + Sunny
4 Week 6 R Hebbian Learning vs. Competetive Learning William + Matt Agustin + Muneeb
5 Week 7 T Recurrent NN and Hopfield NN Andy F + Adam Pavel  + Sahil
6 Week 7 R My Favorite NN is ... (pick up any not considered above) Raja + Lokesh Andrew K + Gavin

TOOLS

         
1 Week 3 T NN tools review William + Matt  
2 week 4 T Matlab NN Toolbox Andrew K + Gavin +Raja + Lokesh Brian + Anusha
3 week 5 T NeuroSolutions Gerald + Sal Carlos + Lomax
4 week 5 R Java frameworks for NN (Joone and others) Andy F + Adam Pavel  + Sahil
5 week 7 R C# frameworks for NN Agustin + Muneeb Kalyan + Sunny
6 week 8 T Matlab ANFIS (FL Toolbox) Jeremiah+ Martin Doug + Jason