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lines changed Original file line number Diff line number Diff line change @@ -134,7 +134,7 @@ below), and x.dist() as the associated density/mass function
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(distribution in the mathematical sense). It is not perfect, and now
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after a few years learning Bayesian statistics I also realized these
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subtleties (i.e., the distinction between * random variable* and
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- * distribution* ).
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+ * distribution* ).
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But when I was learning probabilistic modelling as a
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beginner, I did find this approach to be the easiest and most
@@ -145,7 +145,7 @@ follows a Gaussian distribution, and
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density function < https:// en.wikipedia.org/ wiki/ Probability_density_function> ` __ that takes input :math:`x`
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.. math::
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- X:= f(x) = \frac{1}{\sigma \sqrt{( 2 \pi) }} * \exp^{- 0.5 * (\frac{x - \mu}{\sigma})^2} = \ frac{1}{\sqrt{( 2 \pi) }} * \exp^{- 0.5 * x^2}\vert_{\mu = 0, \sigma=1 }
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+ X:= f(x) = \frac{1}{\sigma \sqrt{2 \pi}} \exp^{- 0.5 (\frac{x - \mu}{\sigma})^2}\vert_{\mu = 0, \sigma=1} = \ frac{1}{\sqrt{2 \pi}} \exp^{- 0.5 x^2}
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Within a model context, RVs are essentially Theano tensors (more on that
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below). This is different than TFP and pyro, where you need to be more
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