Course Schedule: Topics, Readings, and AssignmentsReading Assignments should be done before class time on the date given. Otherwise, you will be at a disadvantage in class discussions. |
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| Date | Topic | Assignments |
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| Mon Jan 13 | Introduction to A.I. |
Reading for next time: What
is AI? |
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| Wed Jan 15 | Computational Agents The Moravec Paradox |
First
Week Survey Reading: The Turing Test And some context |
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| Mon Jan 20 | MLK Day of Service |
No Class | ||
| Wed Jan 22 | Philosophy / Agent Environments Exercise: Buying Agent |
HW 1 - Due Jan 29 | ||
| Mon Jan 27 | Historic A.I.: Eliza One chatbot among many |
Weizenbaum's original ELIZA paper | ||
| Wed Jan 29 | Agent
Architectures Exercise: Robot Controller |
HW 1.5 - Due Feb 03 | ||
| Mon Feb 03 | Hierarchical Control | . | ||
| Wed Feb 05 | State
Space Search Computer Chess: Beyond Man vs. Machine |
. | ||
| Mon Feb 10 | Searching Trees and Graphs | HW 2 - Due Feb 19 | ||
| Wed Feb 12 | Heuristic
Searches A* for fun and profit |
. | ||
| Mon Feb 17 | Pruning the Search Space Exercise: A* |
. | ||
| Wed Feb 19 | Constraint Satisfaction | AI Project 1 - Due Mar 05 | ||
| Mon Feb 24 | CSP Algorithms | Take Home Exam - Due Feb 26 | ||
| Wed Feb 26 | Propositional Logic Representation: A Heretical View? |
. | ||
| Mon Mar 03 | Learning Reason: A Heretical View? |
AI Project due soon | ||
| Wed Mar 05 | Follow a Friday Schedule today | No Class | ||
| Mon Mar 10 | Spring Break | No class | ||
| Wed Mar 12 | Spring
Break |
No class | ||
| Mon Mar 17 | Fundamentals
of Neural Networks Big Numbers |
Reading: AI Text, Section 8.1 | ||
| Wed Mar 19 | Backpropagation Exercise: Matplotlib |
Reading: Chollet, Ch. 2, 2.1 HW 3 - due 3/26 |
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| Mon Mar 24 | Mathematics of Deep Learning Keras model for MNIST |
Reading: Chollet, Ch. 2, 2.2-2.5 |
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| Wed Mar 26 | TensorFlow Example Exercise: TensorFlow |
Reading: Chollet, Ch. 3 through section 4 HW 4 - due 4/02 |
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| Mon Mar 31 |
Structure of a Keras Model Exercise: Sentiment Analysis |
Reading: Chollet, Ch. 4 |
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| Wed Apr 02 | Classification and Regression Exercise: Reuters Newswire |
HW 5 - due 4/09 | ||
| Mon Apr 07 |
Pretrained Models Exercise: Using COLAB |
Reading: Chollet, Ch. 5 Sections 5.1 - 5.3 |
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| Wed Apr 09 |
Sequential Models Exercise: Dealing with Noise |
Reading: Chollet, Chapter 6 HW 6 / AIProject 2 - due 4/16 |
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| Mon Apr 14 |
Convolutional Neural Nets Exercise: Overfitting |
Reading: Chollet, Section 8.1 | ||
| Wed Apr 16 |
Training CNNs CNN Details, Case Studies |
Reading: Chollet, Chapter 8
sections not covered in HW6 |
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| Mon Apr 21 | Recurrent Networks | Reading: Chollet, Sections
10.1-10.3 (2nd Edition only) Paper/Presentation Assignment - in class Apr 30 |
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| Wed Apr 23 | Paper Presentations | Presentation Advice |
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| Mon Apr 28 | Paper Presentations | . | ||
| Wed Apr 30 | Paper Presentations Final Review |
. | ||
| Fri May 02 | Final Exam @ 9:00 am | |
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| YouTube Various... | |||||
|---|---|---|---|---|---|
 Social Robots |
 RoboCup 2009 German Humanoid |
 GenJam |
 HAL 9000 |
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