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Generates HMMs on the Grid domain for the Advanced AI course.

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gen-hmm

Generates HMMs for the Advanced AI course.

Domain

This is an object tracking problem where some target travels forward in a grid. Observations are also positions, but are noisy and can be adjacent cells.

Usage

The domain doesn't really matter. All state and observation probabilities are specified in the GridHMM object, through the initial_p, transition_p and observation_p methods. You should design your inference mechanism to be generalizable to any transition matrix, so the domain actually doesn't really matter at all.

Also, read the code.

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Generates HMMs on the Grid domain for the Advanced AI course.

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