CS471/571: Advanced Topics in AI.
Instructor: Prof. Drew McDermott.
Course meets MW 2:30–3:45 AKW 400.
AI and Philosophy of Mind (Spring 2014)
Syllabus
In Spring of 2014, CPSC471/571, "Topics in Artificial
Intelligence," will focus on "AI and Philosophy of Mind."
Here are issues we will examine:
- How to write a philosophy paper: The importance
of arguments.
- Overview and history of AI and cognitive science
- Philosophy of Mind — the classical problems. Mental representations and their connection to
an "outer world'; epistemology; the mind/body problem; the freedom
of the will; (un)consciousness.
- Attempts at
solution. Dualism, which seems undoubtable, but which frays around
the edges; materialism and its intuitive incredibility.
- Attempts to solve the problems of materialism. Behaviorism,
functionalism, computationalism.
- Turing machines and computability Formal systems
and their relationship to AI and cognitive science.
- Getting computationalism right. It's not the theory that people
are digital computers, nor the theory that they are universal Turing
machines.
- The relationship between connectionism and
computationalism.
A new paradigm, or a strain of computationalism?
- Meaning and intentionality.
- The classical notion of intentionality: Word meaning, thought
meaning
- Naturalizing representation: How would you know a
representation if you found one?
- Computational theories of phenomenal consciousness.
Shifting the point that needs to be explained: why and how do
we believe we're conscious? Self-models.
The horizon of introspection.
- Standard arguments that computationalism is true or false a priori. (By Putnam, Searle, Block, Penrose, Chalmers, Good, Kurzweil, …)
- General writing techniques. Punctuation,
grammar, and such.
Unlike most courses in computer science, CS471/571 does not lay out tidy problems
with known answers that we can test you on. Grades will be
based to a significant extent on writing that shows students have insights into the
important problems in our topic area and can express them clearly and
logically. Some lecture time will be devoted to talking about writing
and what makes it good or bad. Feedback on papers will be as much
about writing as about the subject matter.
That's why the course will help fulfill the WR requirement.
Students will be required to write two major essays giving reasoned
answers to specific questions raised by the readings and by
discussions in class. In addition, there will be shorter
assignments (a page or less) answering short questions about the
readings.
There is no textbook for the course this term. There will be
various papers and book excerpts as requried reading,
approximately two papers a week. These papers will be made
available electronically, in the Resources section of the Classes2
site for the course.
The course is suitable for both advanced undergraduates and graduate
students.
Prerequisites:
- Computational fluency: It
would be nice to require an AI course as a prerequisite, but we seem
not to have a reliable offering in this area (except for CS472, on
social robotics). So an overview of important aspects of AI will be
presented early on. No prior of knowledge of philosophy of mind
is assumed. Part of our goal is to educate
computer-science students about an area of cognitive science they
probably have no previous acquaintance with. Philosophy students who
know how to program a computer are welcome.
- Fluency in English: Philosophy is
hard enough, but philosophy in a language you can't speak or write
is impossible. We cannot expect a student to be wrestling with
elementary grammar and vocabulary and at the same time navigate the
nuances of philosophical meaning.
CS571:
Graduate students take the course under the rubric CS571.
Graduate students will
meet an extra hour each week (time TBA) and discuss papers somewhat
more difficult than the regular readings. A student will lead the
discussion during these sessions.
Grades will be based mainly on writing
assignments, and to a lesser extent on class participation.
There are two major writing assignments.
The first (about 6 pages) will be due around
the midterm; the
second (about 15 pages), at the end of the term.
For the first essay,
students will have the opportunity to submit first drafts for feedback
on the writing. For the second, a proposal is required, for which
feedback will be provided.
Graduate students' grades will also depend on their presentations in the
grad-student session.