91.420/91.543 Artificial Intelligence, Fall 2012
We will be using the following books:
What is AI?
There are few areas in computer science as broad as artificial intelligence. AI encompasses algorithm design, agents and robots, natural language understanding, expert systems, music and sound, as well as philosophical questions about the nature of consciousness!
One organizing principle across the field is the formalization of real-world problems based on utility functions, and then the use of various techniques to maximize expected utility. Based on this unifying theme, we will study:
Ideas will be developed theoretically and with practical programming challenges using the U.C. Berkeley Pac-Man projects, in which you program a progressive series of challenges inspired by the original Pac-Man arcade game.
These problem sets teach foundational AI concepts, such as informed state-space search, probabilistic inference, and reinforcement learning. These concepts underlie real-world application areas such as natural language processing, computer vision, and robotics (see http://www-inst.eecs.berkeley.edu/~cs188/pacman/pacman.html).
Coding will be done in Python (which you can learn during the class if you don't know it yet).
A big part of AI is not just knowing a collection of approaches, but understanding which approach is right for which problem. To encourage the development of these skills, there will be a significant semester project where you will apply ideas from the course to a problem of your own choosing.
The textbook, as shown above, is Artificial Intelligence: A Modern Approach, by Russell and Norvig. The book is comprehensive, is well-written in the most exemplary manner, and has detailed bibliographies for each chapter. It is by far the most popular book used to teach AI, and it is also the best.
The authors have recently published the third edition of AIMA. I do recommend this new edition. New and used copies are available at the UML bookstore, or online (3rd edition: alibris; amazon; bookfinder).
Please do not use the first edition.
We will also have readings and discussions based on Marvin Minsky's seminal The Society of Mind. Minsky is often considered the father of AI, and this work lays the foundation for strong AIthe idea that AI could ultimately produce truly intelligent synthetic brains, not merely systems that appear to act in intelligent ways. Minskys book is also available at the UML bookstore, or you may purchase a used copy (alibris; amazon).''
There are five categories of work that will be assessed. These are:
In the final project, you will apply the ideas developed in the class in an original software implementation. You may thus connect the ideas of the class with your own interestsmusic, robotics, art, databases, the web, networking, gaming, etc. The learning goal of the project is to have you find some real-world relevance of the ideas in the class.
Classroom participation is worth 5% of your overall grade. In practice, if your other grades put you on a marking boundary, this will push it one way or the other.
25% Programming assignments
Undergraduate Project Sequence
For undergraduates, 91.420 Artificial Intelligence can be grouped with 91.421 Machine Learning or 91.450 Robotics I to form a course pair.
For graduate students, 91.543 is in Group IV, Information Management and Analysis.
Collaboration and Academic Integrity Policy
You are welcome to discuss ideas in the class with your peers. However, pair programming or other side-by-side work that involves sharing of code is not allowed. By turning in an assignment, you attest that you have written the new code that it includes.
Discussion Group / E-Mail List
We will use Google Groups for announcements and discussion of material outside of class.
Please join the group by entering your email address in the box below, and following the subsequent confirmation instructions.
I strongly advise that you set your email delivery preferences to immediate, individual delivery of messagesclick the Edit my membership tab to do this.
The group address is email@example.com. You have to be a member to send to the list.