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TF 1.1 #1

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@1Reinier

Hi there,
Really cool package stub you got here!
I ran some tests in Py 3.6 and TF 1.1 and it seems to have some issues with renaming (pdf -> prob etc.), and I can't seem to get the notebook working due to a Cholesky decomposition error from TF.
Any idea why?

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