CS 540 - Introduction to Artificial Intelligence Section 1 Spring 2012

CS 540 Lecture Notes

• Introduction
• Slides on introduction 4-up pdf
• Slides on intelligent agents 4-up pdf
• Uninformed Search
• Slides on uninformed search 4-up pdf
• Informed Search
• Slides on informed search 4-up pdf (updated 2/10)
• Genetic Algorithms
• Slides on genetic algorithms 4-up pdf
• Game Playing
• Slides on game playing 4-up pdf
• An Alpha-Beta applet (UC Berkeley)
• Slides on constraint satisfaction problems 4-up pdf
• Slides on introduction to machine learning 4-up pdf (updated 2/24)
• Slides on neural networks 4-up pdf
• Neural Networks
• Slides on Support Vector Machines 4-up pdf
• Slides on decision trees 4-up pdf
• Decision Trees
• Reasoning under Uncertainty
• Slides on Uncertainty 4-up pdf
• Slides on Bayesian Networks 4-up pdf
• Speech Recognition
• Slides on speech recognition 4-up
• Markov Models and Hidden Markov Models: A Brief Tutorial, E. Fosler-Lussier, Technical Report TR-98-041, International Computer Science Institute, University of California, Berkeley, 1998
• Particle filters for visual tracking 4-up pdf (you are not responsible for this material on the exam)
• Computer Vision
• Slides on face recognition 4-up pdf
• Face recognition using eigenfaces, M. Turk and A. Pentland, Proc. Computer Vision and Pattern Recognition Conference, 1991, pp. 586-591.
  (An alternative paper that is longer but may be easier to read is: Eigenfaces for recognition" by M. Turk and A. Pentland, Journal of Cognitive Neuroscience 3(1), 1991, 71-86.)
• Slides on Kinect camera for body tracking 4-up pdf (you are not responsible for this material on the exam)
• Logic
• Slides on Propositional Logic 4-up pdf
• First-Order Logic
• Slides on first-order logic 4-up pdf