Fix image duplication in intro tutorial (#209)

* Fix image duplication * fix the one other warning in the docs build
BasisResearch · Jul 11, 2023 · f521e04 · f521e04
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diff --git a/docs/source/design_notes/interventions.rst b/docs/source/design_notes/interventions.rst
@@ -10,7 +10,7 @@ whose behavior is modified by effect handlers during posterior inference.
     def sample(name: str, dist: pyro.distributions.Distribution, obs: Optional[Tensor] = None) -> Tensor:
         return obs if obs is not None else dist.sample()
 
-As discussed in the Introduction, Pyro already has an effect handler `pyro.poutine.do` for intervening on `sample`statements, but its implementation is too limited to be ergonomic for most causal inference problems of interest to practitioners.
+As discussed in the Introduction, Pyro already has an effect handler ``pyro.poutine.do`` for intervening on ``sample`` statements, but its implementation is too limited to be ergonomic for most causal inference problems of interest to practitioners.
 
 The polymorphic definition of ``intervene`` above can be expanded as the generic type ``Intervention`` is made explicit.
 

diff --git a/docs/source/tutorial_i.ipynb b/docs/source/tutorial_i.ipynb
@@ -365,7 +365,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![title](figures/Conditional_Distribution_of_Data.png)"
+    "![fig1](figures/Conditional_Distribution_of_Data.png)"
    ]
   },
   {
@@ -640,7 +640,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![title](figures/Interventional_Conditional.png)"
+    "![fig2](figures/Interventional_Conditional.png)"
    ]
   },
   {
@@ -1515,7 +1515,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![title](figures/Interventional_Marginal.png)"
+    "![fig3](figures/Interventional_Marginal.png)"
    ]
   },
   {
@@ -1828,7 +1828,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![title](figures/Interventional_Posterior.png)"
+    "![fig4](figures/Interventional_Posterior.png)"
    ]
   },
   {