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Introduce automatic differentiation #2

@blas-ko

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@blas-ko

Right now, I compute gradient using finite differences, which takes 2N simulations per epoch, with N being the dimension of the state space.

Using automatic differentiation would reduce this burden to 1 simulation per epoch.

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