The course will be taught by Prof. Sebastian Thrun, and Peter Norvig, the co-author of the popular AI book, AI: A Modern Approach.
The course will run from October to December 2011. You will be expected to watch the same lectures, complete the same assignments, and take the same examinations as the Stanford's students who sign up for the course. You will receive grades for your assignments and examinations, and will get certificates created by the professors if you manage to complete the course!
Date | Content | Homework & Exams |
Week of Oct 3 | Overview of AI, Search | Assignment 1 due Oct 9 |
Week of Oct 10 | Statistics, Uncertainty, and Bayes networks | Assignment 2 due Oct 16 |
Week of Oct 17 | Machine Learning | Assignment 3 due Oct 23 |
Week of Oct 24 | Hidden Markov models and Bayes filters | Assignment 4 due Oct 30 |
Week of Oct 31 | Markov Decision Porcesses and and Reinforcement Learning | Assignment 5 due Nov 7 |
Week of Nov 7 | Adversarial planning (games) and belief space planning (POMDPs) | MIDTERM EXAM due Nov 13 |
Week of Nov 14 | Logic and Logical Problem Solving | Assignment 6 due Nov 20 |
Week of Nov 21 | Image Processing and Computer Vision | Assignment 7 due Nov 27 |
Week of Nov 28 | Robotics and robot motion planning | Assignment 8 due Dec 4 |
Week of Dec 5 | Natural Language Processing and Information Retrieval | |
Week of Dec 12 | FINAL EXAM due Dec 18 |
If you are interested, please register at http://www.ai-class.com/ before 10 Sept 2011.
Watch the introductory videos here:
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