CS 540 - Introduction to Artificial Intelligence Fall 2009

CS 540 Lecture Notes

• Introduction
• Intelligent Agents
• Machine Learning - Decision Trees
• Example of Decision Tree overfitting
• Uninformed Search
• Slides on uninformed search 4-up pdf
• Informed Search
• Slides on informed search 2-up pdf | 4-up pdf
• Game Playing
• Slides on game playing 2-up pdf | 4-up pdf
• Genetic Algorithms
• Slides on genetic algorithms 2-up pdf | 4-up pdf
• Slides on constraint satisfaction problems 2-up pdf | 4-up pdf
• Logic
• 4-up slides on propositional logic
• First-Order Logic
• 4-up slides on first-order logic
• Neural Networks
• Support Vector Machines 2-up pdf | 4-up pdf (updated 11/16/09)
• Reasoning under Uncertainty
• Slides on Bayesian Networks
• Slides on Naive Bayes Classifier (by A. Moore)
• Variable Elimination Example 2-up pdf | 4-up pdf