This schedule is provisional. Changes could be made at any time. Please, keep checking.
Date |
Contents |
Notes |
Student presentation and discussions |
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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 |
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Week 2 |
Topic 2: Supervised learning, Perceptron, Adaline | |
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March 17 |
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Week 3 |
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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 |
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Week 5 |
Topic 4: RBF |
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Debate
3 Tool 3 |
Week 6 |
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Tool 4 |
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Week 6 |
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Debate 4 |
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Week 7 |
Topic 9: SOM |
Debate 5 |
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April 18 |
Topic 10: Hopfield NN | |
Debate 6 Tool 5 |
Week 8 |
Topic 11: Machine learning, knowledge engineering, fuzzy systems |
Tool 6 | |
NN design dilemma: hardware vs. software implementation | |
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May 3 |
Test | |
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May 5 |
Research and project presentations |
Research paper due | |
May 10 |
Project due | ||
May 12 |
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 |