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"All distributions in `numpyro` have an `event_shape` which describes how many dimensions the random variable is, e.g., for a 2-dimensional normal distribution this would be 2, and a `batch_shape` which describes how many sets of parameters the distribution has – it is probably easier to show what this means with the following examples rather than tell.\n",
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"Let's first look at a simple univariate normal $\\mathcal{N}(x|0, 1)$. We will evaluate the probabilities of $X = 1$ and $X = 2$:"
"Let's first look at a simple univariate normal $\\mathcal{N}(x|0, 1)$. We will evaluate the PDFs at $X = 1$ and $X = 2$:"