Schedule
Week Date | Lectures | Homework | Projects |
---|---|---|---|
Week 1 Aug 24 2022 |
Introduction [Introduction] | HW0 | PJ0 |
Week 2 Aug 31 2022 |
Search [Search] [Informed Search] | HW1 | PJ1 |
Week 3 Sep 7 2022 |
Constraint Satisfaction Problems [CSP I] [CSP II] | HW2 | |
Week 4 Sep 14 2022 |
Adversarial Search [Adversarial Search] [Uncertainty and Utilities] | HW3 | PJ2 |
Week 5 Sep 21 2022 |
Markov Decision Processes [MDP I] [MDP II] | HW4 | |
Week 6 Sep 28 2022 |
Reinforcement Learning [RL I] [RL II] | HW5 | PJ3 |
Week 7 Oct 5 2022 |
Probability and Bayes Nets: Representation [Probability] [Bayes Nets] | ||
Week 8 Oct 12 2022 |
Bayesian Networks: Independence and Inference [BN Independence] [BN Inference] | HW6 | |
Week 9 Oct 19 2022 |
Bayesian Networks: Sampling, Decision Networks and VPI [BN Sampling] [DN&VPI] | HW7 | PJ4 |
Week 10 Oct 26 2022 |
Hidden Markov Models [HMM I] | HW8 | |
Week 11 Nov 2 2022 |
Particle filtering and Machine Learning: Naive Bayes [HMM II] [Naive Bayes] | PJ5 | |
Week 12 Nov 9 2022 |
Machine Learning: Perceptrons and Logistic Regression, Kernels and Clustering [Perceptrons] [Kernels and Clustering] | HW9 | |
Week 13 Nov 16 2022 |
Machine Learning: Neural Networks [Neural Networks I] [Neural Networks 2] | HW10 | PJ6 |
Week 14 Nov 23 2022 |
Thanks Giving No Classes | ||
Week 15 Nov 30 2022 |
Advanced Applications: Games & Robotics and Conclusions [Games & Robotics] [Conclusion] | ||
Week 16 Dec 7-14 2022 |
Exams |