Lecture notes
Introduction
Two problem domains
Representation 1
Introduction to representation
Search
Problem solving as search
Search examples
Heuristic search
Genetic search
Review of search
(Powerpoint)
Forward and backward chaining
Reasoning
Production systems
Inference and theorem proving
Representation revisited
Uncertainty
Alternatives to first-order logic
Learning
Overview of machine learning
Overview of neural networks
Perceptrons
The delta rule and backpropagation
Unsupervised learning
Reinforcement learning
Concept learning
Perception and action
Natural language 1: words
Natural language 2: grammar
Vision 1: object recognition
Perception
Planning and action
CSCI
&
COGS
@
IU
B/Q351
Fall
2005
Introduction to Artificial Intelligence
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