Courses:

Artificial Intelligence >> Content Detail



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.


SES #TOPICSREADINGS
L1IntroductionAssigned Readings:

Lecture Notes - Chapter 1.

Supplemental Readings:

AIMA2E: Chapter 1.
R1Scheme Review and Matching
L2SearchAssigned Readings:

Lecture Notes - Chapter 2.

Supplemental Readings:

AIMA2E: Chapter 3 (Sec 3.1-3.5).
L3Search (cont.)Assigned Readings:

Lecture Notes - Chapter 2.

Supplemental Readings:

AIMA2E: Chapter 4 (Sec 4.1-4.3).
R2Searches
L4Constraint SatisfactionAssigned Readings:

Lecture Notes - Chapter 3.

Supplemental Readings:

AIMA2E: Chapter 5.
L5GamesAssigned Readings:

Lecture Notes - Chapter 3.

Supplemental Readings:

AIMA2E: Chapter 6 (Sec 6.1-6.3).
R3CSP and Games
L6Learning as SearchAssigned Readings:

Lecture Notes - Chapter 4.
L7Formulating SearchAssigned Readings:

Lecture Notes - Chapter 4.
R4Design Project 1
L8Decision TreesAssigned Readings:

Lecture Notes - Chapter 5.

Supplemental Readings:

AIMA2E: Chapter 18 (Sec 18.1-18.3).
L9Naïve BayesAssigned Readings:

Lecture Notes - Chapter 5.

Supplemental Readings:

AIMA2E: Chapter 18 (Sec 18.1-18.3).
R5Design Project 1 Presentation and Question-Answer
Q1Quiz 1
L10Continuous FeaturesAssigned Readings:

Lecture Notes - Chapter 6.

Supplemental Readings:

AIMA2E: Chapter 20 (Sec 20.4).
R6Naïve Bayes and Nearest Neighbor
L11Linear SeparatorsAssigned Readings:

Lecture Notes - Chapter 7.

Supplemental Readings:

AIMA2E: Chapter 20 (Sec 20.5-20.6).
L12Neural NetsAssigned Readings:

Lecture Notes - Chapter 7.

Supplemental Readings:

AIMA2E: Chapter 20 (Sec 20.5-20.6).
R7SVM
L13SVMAssigned Readings:

Lecture Notes - Chapter 8.

Supplemental Readings:

AIMA2E: Chapter 20 (Sec 20.5-20.6).
L14Feature and Model SelectionAssigned Readings:

Lecture Notes - Chapter 8.

Supplemental Readings:

AIMA2E: Chapter 20 (Sec 20.5-20.6).
R8Problem Set 6
Q2Quiz 2
L15Formulating Learning
R9Introduction to Logic
L16Introduction to Logic and RepresentationAssigned Readings:

Lecture Notes - Chapter 9.
L17Propositional LogicAssigned Readings:

Lecture Notes - Chapter 9.

Supplemental Readings:

AIMA2E: Chapter 7 (Sec 7.1-7.5).
R10Design Project 2 Presentation and Question-Answer
L18Introduction to Natural Language Processing
R11Logic and Proof
L19First Order LogicAssigned Readings:

Lecture Notes - Chapter 10.

Supplemental Readings:

AIMA2E: Chapter 8 (Sec 8.1-8.3).
L20First Order Logic (cont.)Assigned Readings:

Lecture Notes - Chapter 10.

Supplemental Readings:

AIMA2E: Chapter 9 (Sec 9.1, 9.2, 9.5).
R12Syntax and Semantics
L21RulesAssigned Readings:

Lecture Notes - Chapter 11.

Supplemental Readings:

AIMA2E: Chapter 9 (Sec 9.4).
L22LanguageAssigned Readings:

Lecture Notes - Chapter 12.

Supplemental Readings:

AIMA2E: Chapter 22 (Sec 22.1-22.5).
R13Problem Set 9
L23LanguageAssigned Readings:

Lecture Notes - Chapter 12.

Supplemental Readings:

AIMA2E: Chapter 22 (Sec 22.1-22.5).
L24Conclusion
Final Exam

 








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