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Optimal Control (CMU 16-745) 2025 Lecture 20: How to Walk

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Lecture 20 for Optimal Control and Reinforcement Learning 2025. Guest lecture by John Zhang (https://johnzhang3.github.io/) Topics: - History of legged robots - Convex MPC (the Cheetah controller) - Whole-body nonlinear MPC - Reinforcement learning for legged robots - Model-predictive path-integral control for loco-manipulation Lecture Notes: https://github.com/Optimal-Control-16-745/lecture-notebooks/tree/main/Lecture%2020

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