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Fix tutorials to accommodate new batching semantics #726

@neerajprad

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@neerajprad

The following tutorials need fixing with recent distribution broadcasting changes. You are highly encouraged to add your tutorials to the smoke test (refer to #694 for an example on how to do this). If you do so, @fritzo and I can help maintain these with any changes to the API, as we did with the AIR, gmm, and gp tutorials.

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