Course Description | |
CSE 415: Introduction to Artificial Intelligence The University of Washington, Seattle, Autumn 2012 | |
Artificial intelligence is a broad field encompassing
computational models of human cognition, formal systems
for representing and processing symbolic information,
expert systems technology, and a variety of techniques
for learning, understanding signals, and solving problems.
This course begins with a discussion of what "artificial intelligence" means and how it can be useful. Then we explore the Python programming language and how it can be used to represent and process symbolic information. That's followed by an in-depth treatment of state-space search and knowledge representation, with a focus on logic and the resolution principle. After that, we cover a variety of AI techniques, including reasoning under uncertainty, learning of decision trees from examples, natural language understanding, and neural networks. The teaching methodology combines lectures, in-class exercises, lab activities and programming projects. | |