Computation and Cognition: The Probabilistic Approach

Computation and Cognition: The Probabilistic Approach

Course Number(s): 

Psych 204, CS 428

Instructor(s): 

School(s): 

Semester: 

  • Fall 2017

Course Level: 

  • Graduate, Undergraduate

Course Description: 

This course introduces the probabilistic approach to cognitive science, in which learning and reasoning are understood as inference in complex probabilistic models. Examples are drawn from areas including concept learning, causal reasoning, social cognition, and language understanding. Formal modeling ideas and techniques are discussed in concert with relevant empirical phenomena.

Resource(s):

  • N. D. Goodman and J. B. Tenenbaum (electronic). Probabilistic Models of Cognition. http://probmods.org
  • N. D. Goodman and A. Stuhlmüller (electronic). The Design and Implementation of Probabilistic Programming Languages. http://dippl.org