Introduction, Search Methods (5 lectures)
Mon, Aug 24:
- Lecture: Introduction, Search
- [Slides with notes]
Wed, Aug 26:
- Lecture: Uninformed search methods
- [Slides with notes]
Mon, Aug 31:
- Lecture: Search - informed methods
- [Slides with notes]
Wed, Sep 2:
- Lecture: Search, hill climbing
- [Slides with notes]
- Homework 1 out
Mon, Sep 7:
- NO CLASS - Labor day
Wed, Sep 9:
- Lecture: Constraint Satisfaction Problems (CSPs)
- [Slides with notes]
Constraint Satisfaction Problems (2 lectures)
Mon, Sep 14:
- Lecture: Adversarial Search
- [Slides]
Wed, Sep 16:
-
Homework 1 is due at the beginning of lecture.
- Lecture: Constraint satisfaction problems (CSPs)
- [Slides]
- Homework 2 out
Planning and Uncertainty (6 lectures)
Mon, Sep 21:
- Lecture: Symbolic reasoning, planning
- [Slides]
Wed, Sep 23:
- Lecture: Probability
- [Sliides]
Mon, Sep 28:
- Lecture: Bayesian Networks
- [Slides]
Wed, Sep 30:
- Lecture: Inference in Bayes nets
- [Slides]
- Homework 2 due
- Homework 3 out
Mon, Oct 5:
- Lecture: More on uncertainty
- [Slides]
Wed, Oct 7:
- Lecture: Robot motion planning, probabilistic planning
- [Slides]
Mon, Oct 12:
- Lecture: Midterm review
- [Notes]
- Homework 3 due
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Learning (6 lectures)
Mon, Oct 19:
- Lecture: Decision trees
- [Slides]
- Homework 4 out
Wed, Oct 21:
- Lecture: Decision Trees, cont.
- [Slides]
Mon, Oct 26:
- Lecture: Neural Networks
- [Slides]
Wed, Oct 28:
- Lecture: Clustering I
- [Slides]
- Homework 4 due
Mon, Nov 2:
- Lecture: Clustering II
- [Slides]
Wed, Nov 4:
- Lecture: Combining Experts
- [Slides]
- Homework 5 out
Learning and Planning (4 lectures)
Mon, Nov 9:
- Lecture: Markov Decision Processes (MDPs)
- Videos from class
- A relevant paper: Plays as Effective Multiagent Plans Enabling Opponent-Adaptive Play Selection
Wed, Nov 11:
- Lecture: Markov Decision Processes (MDPs) / Reinforcement Learning
- [Slides]
Mon., Nov 16:
- Lecture: Reinforcement Learning / Robot Learning
- [Slides]
- [MDP example from class]
Game Theory, Multi-agent Systems (3 lectures)
Wed, Nov 18:
- Lecture: Game Theory I
- [Slides]
- Homework 5 due
- Homework 6 out
Mon, Nov 23:
- Lecture: Game Theory II
- [Slides]
Wed, Nov 25:
- NO CLASS - Thanksgiving
Mon, Nov 30:
- Lecture: Multi-agent, multi-robot systems
- [Reading]
Wed, Dec 2:
- Lecture: Final review, wrap-up
- Homework 6 due
Final Exam
Mon, Dec 7 (8:30 am - 11:30 am):
Location TBA
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