more edits

mitzimorris · mitzimorris · commit 05977ca6fa4e · 2021-10-22T17:04:45.000-04:00
diff --git a/docsrc/examples/VI as Sampler Inits.ipynb b/docsrc/examples/VI as Sampler Inits.ipynb
@@ -45,7 +45,7 @@
     "### Run Stan's variational inference algorithm, obtain fitted estimates\n",
     "\n",
     "The `CmdStanModel` method `variational` runs CmdStan's ADVI algorithm.\n",
-    "Conditioning the model on the data results in a posterior geometry which is difficult to navigate.  Because the ADVI algorithm is unstable and may fail to converge, we run it with argument `require_converged` set to `False`.  We also specify a seed, to avoid instabilities as well as for reproducibility."
+    "Because this algorithm is unstable and may fail to converge, we run it with argument `require_converged` set to `False`.  We also specify a seed, to avoid instabilities as well as for reproducibility."
    ]
   },
   {

Original file line number	Diff line number	Diff line change
`@@ -45,7 +45,7 @@`
`45`	`45`	`"### Run Stan's variational inference algorithm, obtain fitted estimates\n",`
`46`	`46`	`"\n",`
`47`	`47`	"The `CmdStanModel` method `variational` runs CmdStan's ADVI algorithm.\n",
`48`		- "Conditioning the model on the data results in a posterior geometry which is difficult to navigate. Because the ADVI algorithm is unstable and may fail to converge, we run it with argument `require_converged` set to `False`. We also specify a seed, to avoid instabilities as well as for reproducibility."
	`48`	+ "Because this algorithm is unstable and may fail to converge, we run it with argument `require_converged` set to `False`. We also specify a seed, to avoid instabilities as well as for reproducibility."
`49`	`49`	`]`
`50`	`50`	`},`
`51`	`51`	`{`