Lectures

Lecture Topic 1. Intro to AI

Lecture Topic 2. Uninformed Search

Lecture Topic 3. A* Search and Heuristics

Lecture Topic 4. Game Trees

Lecture Topic 5. MDPs I

Lecture Topic 6. MDPs II

Lecture Topic 7. RL I

Lecture Topic 8. RL II

Lecture Topic 9. CSPs I

Lecture Topic 10. CSPs II

Lecture Topic 11. Propositional Logic

Lecture Topic 12. First-Order Logic

Lecture Topic 13. Probability

Lecture Topic 14. Bayesian Networks: Representation

Lecture Topic 15. Bayesian Networks: Inference

Lecture Topic 16. Bayesian Networks: Sampling

Lecture Topic 17. Hidden Markov Models

Lecture Topic 18. Particle Filtering

Lecture Topic 19. Decision Networks / Value of Perfect Information

Lecture Topic 20. Machine Learning: Naive Bayes

Lecture Topic 21. Machine Learning: Perceptrons

Lecture Topic 22. Machine Learning: Logistic Regression and Neural Networks

Lecture Topic 23. Machine Learning: Neural Networks and Decision Trees

Lecture Topic 24. Robotics / Language / Vision

Lecture Topic 25. Advanced Topics and Final Contest