Artificial Intelligence

V22.0472.001
Tuesday and Thursday, 11:00-12:15
Room 513, Warren Weaver Hall
Professor Ernest Davis

Reaching Me

Class mailing list

You should subscribe to the class email list at this link.

Prerequisites: V22.0201 (Computer Systems Design I) and V22.0301 (Basic Algorithms)

Required textbooks

Stuart Russell and Peter Norvig, Artificial Intelligence: A Modern Approach, 2nd edition. (Be sure you get the second edition, which has a green cover.)

Description:

There are many cognitive tasks that people can do easily and almost unconsciously but that have proven extremely difficult to program on a computer. Artificial intelligence is the problem of developing computer systems that can carry out these tasks. We will focus on three central areas in AI: natural language processing, representation and reasoning, and learning.

Requirements

Topics

If time permits, we may also discuss planning (chap 11) and/or knowledge representation (chap 10).

Assignments

Final Essay Due Dec. 11.
Problem Set 1 Due Sept. 18.
Solution Set 1
Programming Assignment 1 Due Oct. 4.
Problem Set 2 Due Sept. 25.
Solution Set 2
Programming Assignment 2 Due Nov. 1.
Problem Set 3 Due Oct. 2.
Solution Set 3
Problem Set 4 Due Oct. 11.
Solution Set 4
Problem Set 5 Due Oct. 18.
Solution Set 5
Problem Set 6 Due Nov. 8.
Programming Assignment 3 Due Nov. 29.
Problem Set 7 Due Nov. 20.

Handouts

Recursive Descent Parsing
Chart parsing example
Building a parse tree
Notes on ambiguity
Compound Nouns: Examples
Propositional Logic
Davis-Putnam Procedure
Davis-Putnam: Example
Examples of first-order languages and sentences
Guide to Expressing Facts in a First-Order Language
Inference in Datalog
Trace of the subroutine "consequences"
Independent Evidence
Bayesian Net Example
Naive Bayes for Classifying Text
Linear Separators and Support Vector Machines
Entropy
Tagging NL text using the K-gram model
Viterbi algorithm
Viterbi example
1R learning algorithm
ID3 algorithm
ID3 example
Clustering Algorithms
Minimum description length learning

Exams

The mid-term will take place Tuesday Oct. 23.
Mid-term announcement
Sample mid-term
Mid-term solutions

The final exam will be given Tuesday, Dec. 18, 12:00-1:50.
Notes on the Final Exam
Sample Questions from the 2nd half of the course
Solutions to the Final Exam

Cheating

You may discuss any of the assignments with your classmates (or anyone else) but all work for all assignments must be entirely your own. Any sharing or copying of assignments will be considered cheating. By the rules of the College of Arts and Science, I am required to report any incidents of cheating to the department. Department policy is that the first incident of cheating will result in the student getting a grade of F for the course. The second incident, by CAS rules, will result in expulsion from the University.

CS Department policy on academic dishonesty