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Week 6

Model Predictive Controls

Planning and control with learned dynamics models.

Topics Covered

Introducing Model Predictive Controls
Cross-Entropy Method for planning
The main algorithm architecture

Assignment

Implement shallow world models with MPC for a single task. Compare planning horizon and sample counts.

Resources

MPC by Steve Brunton

Model Predictive Controls explained on YouTube