| SES # | TOPICS | READINGS |
|---|---|---|
| L1 | Introduction | Assigned Readings: Lecture Notes - Chapter 1. Supplemental Readings: AIMA2E: Chapter 1. |
| R1 | Scheme Review and Matching | |
| L2 | Search | Assigned Readings: Lecture Notes - Chapter 2. Supplemental Readings: AIMA2E: Chapter 3 (Sec 3.1-3.5). |
| L3 | Search (cont.) | Assigned Readings: Lecture Notes - Chapter 2. Supplemental Readings: AIMA2E: Chapter 4 (Sec 4.1-4.3). |
| R2 | Searches | |
| L4 | Constraint Satisfaction | Assigned Readings: Lecture Notes - Chapter 3. Supplemental Readings: AIMA2E: Chapter 5. |
| L5 | Games | Assigned Readings: Lecture Notes - Chapter 3. Supplemental Readings: AIMA2E: Chapter 6 (Sec 6.1-6.3). |
| R3 | CSP and Games | |
| L6 | Learning as Search | Assigned Readings: Lecture Notes - Chapter 4. |
| L7 | Formulating Search | Assigned Readings: Lecture Notes - Chapter 4. |
| R4 | Design Project 1 | |
| L8 | Decision Trees | Assigned Readings: Lecture Notes - Chapter 5. Supplemental Readings: AIMA2E: Chapter 18 (Sec 18.1-18.3). |
| L9 | Naïve Bayes | Assigned Readings: Lecture Notes - Chapter 5. Supplemental Readings: AIMA2E: Chapter 18 (Sec 18.1-18.3). |
| R5 | Design Project 1 Presentation and Question-Answer | |
| Q1 | Quiz 1 | |
| L10 | Continuous Features | Assigned Readings: Lecture Notes - Chapter 6. Supplemental Readings: AIMA2E: Chapter 20 (Sec 20.4). |
| R6 | Naïve Bayes and Nearest Neighbor | |
| L11 | Linear Separators | Assigned Readings: Lecture Notes - Chapter 7. Supplemental Readings: AIMA2E: Chapter 20 (Sec 20.5-20.6). |
| L12 | Neural Nets | Assigned Readings: Lecture Notes - Chapter 7. Supplemental Readings: AIMA2E: Chapter 20 (Sec 20.5-20.6). |
| R7 | SVM | |
| L13 | SVM | Assigned Readings: Lecture Notes - Chapter 8. Supplemental Readings: AIMA2E: Chapter 20 (Sec 20.5-20.6). |
| L14 | Feature and Model Selection | Assigned Readings: Lecture Notes - Chapter 8. Supplemental Readings: AIMA2E: Chapter 20 (Sec 20.5-20.6). |
| R8 | Problem Set 6 | |
| Q2 | Quiz 2 | |
| L15 | Formulating Learning | |
| R9 | Introduction to Logic | |
| L16 | Introduction to Logic and Representation | Assigned Readings: Lecture Notes - Chapter 9. |
| L17 | Propositional Logic | Assigned Readings: Lecture Notes - Chapter 9. Supplemental Readings: AIMA2E: Chapter 7 (Sec 7.1-7.5). |
| R10 | Design Project 2 Presentation and Question-Answer | |
| L18 | Introduction to Natural Language Processing | |
| R11 | Logic and Proof | |
| L19 | First Order Logic | Assigned Readings: Lecture Notes - Chapter 10. Supplemental Readings: AIMA2E: Chapter 8 (Sec 8.1-8.3). |
| L20 | First Order Logic (cont.) | Assigned Readings: Lecture Notes - Chapter 10. Supplemental Readings: AIMA2E: Chapter 9 (Sec 9.1, 9.2, 9.5). |
| R12 | Syntax and Semantics | |
| L21 | Rules | Assigned Readings: Lecture Notes - Chapter 11. Supplemental Readings: AIMA2E: Chapter 9 (Sec 9.4). |
| L22 | Language | Assigned Readings: Lecture Notes - Chapter 12. Supplemental Readings: AIMA2E: Chapter 22 (Sec 22.1-22.5). |
| R13 | Problem Set 9 | |
| L23 | Language | Assigned Readings: Lecture Notes - Chapter 12. Supplemental Readings: AIMA2E: Chapter 22 (Sec 22.1-22.5). |
| L24 | Conclusion | |
| Final Exam |
Table of Contents
Study Materials
Readings
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Required readings come directly from the course lecture notes. Additional reading can be found in the following text:
Russell, Stuart J., and Peter Norvig. Artificial intelligence: a modern approach. 2nd edition. Upper Saddle River, NJ: Prentice Hall, 2003. ISBN: 0137903952. (AIMA2E).
See the table for assigned and supplemental readings.