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Predictive Sampling

A minimal implementation of Predictive Sampling, as described in "Predictive Sampling: Real-time Behaviour Synthesis with MuJoCo" by DeepMind. The repo is constructed primarily for a personal introduction to MPC and its strengths and weaknesses.

Cartpole experiment

Using the cart pole environment from this repo and its dynamical model, I made an implementation of Predictive Sampling for this setup.

The script shows the simulation environment along with the predicted trajectories:

Screen Shot 2023-02-20 at 09 21 29 Screen Shot 2023-02-20 at 09 21 25

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A minimal implementation of Predictive Sampling

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