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UCSD ECE276B: Planning & Learning in Robotics (Spring 2025)
| Date | Lecture | Materials | Assignments |
| Mar 31 | Introduction | | |
| Apr 02 | Markov Chains | Grinstead-Snell Ch. 11 | |
| Apr 07 | Catch-up | | |
| Apr 09 | Markov Decision Processes | Bertsekas 1.1-1.2 | HW1, PR1 |
| Apr 14 | Dynamic Programming | Bertsekas 1.3-1.4 | HW1 Solutions |
| Apr 16 | Deterministic Shortest Path | Bertsekas 2.1-2.3 | |
| Apr 21 | Configuration Space | LaValle 4.3, 6.2-6.3 | |
| Apr 23 | Search-based Planning | LaValle 2.1-2.3, JPS | |
| Apr 28 | Catch-up | | |
| Apr 30 | Anytime Incremental Search | RTAA*, ARA*, AD*, Anytime Search | HW2, PR2 |
| May 05 | Sampling-based Planning | LaValle 5.5-5.6 | HW2 Solutions |
| May 07 | Catch-up | | |
| May 12 | Infinite-Horizon Optimal Control | Bertsekas 7.1-7.3, Sutton-Barto Ch 4 | |
| May 14 | Infinite-Horizon Optimal Control | Bertsekas 7.1-7.3, Sutton-Barto Ch 4 | |
| May 19 | Catch-up | | |
| May 21 | Model-Free Prediction | Sutton-Barto 6.1-6.3 | HW3, PR3 |
| May 26 | Model-Free Control | Sutton-Barto 6.4-6.7 | HW3 Solutions |
| May 28 | Value Function Approximation | Sutton-Barto Ch. 9 | |
| Jun 02 | Linear Quadratic Control | Bertsekas 4.1 | |
| Jun 04 | Continuous-Time Optimal Control | Bertsekas Ch. 3, Liberzon Ch. 2.4 and Ch. 4 | |
| Jun 11 | Final Exam | |
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