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diff --git a/_images/linop-9_01.png b/_images/linop-9_01.png
diff --git a/_images/linop-9_02.png b/_images/linop-9_02.png
diff --git a/_images/opt-solver-1.png b/_images/opt-solver-1.png
diff --git a/_images/opt-solver-2.png b/_images/opt-solver-2.png
diff --git a/_images/sampler-1_00_00.png b/_images/sampler-1_00_00.png
diff --git a/_images/sampler-1_01_00.png b/_images/sampler-1_01_00.png
diff --git a/_images/util-1.png b/_images/util-1.png
diff --git a/_images/util-2.png b/_images/util-2.png
diff --git a/_modules/typing.html b/_modules/typing.html
diff --git a/_parse_plugins/plugins.db b/_parse_plugins/plugins.db
diff --git a/build/html/WARNINGS.log b/build/html/WARNINGS.log
diff --git a/guide/diff_ops.html b/guide/diff_ops.html
@@ -292,7 +292,7 @@ <h2>Partial Derivatives<a class="headerlink" href="#Partial-Derivatives" title="
 <div class="math notranslate nohighlight">
 \[\mathbf{D} f [n] = f[n+1] - f[n]\]</div>
 <p>As we will see below, this is the forward finite difference approximation. This could be implemented in <strong>matrix-form</strong>, in which case it would look like this:</p>
-<center><p><img alt="7b421171a0994ee7856dbf035a88416a" class="no-scaled-link" src="../_images/matrix-form.png" style="width: 400px;"/></p>
+<center><p><img alt="58db3874bfe6456ca71d2b084382c6d3" class="no-scaled-link" src="../_images/matrix-form.png" style="width: 400px;"/></p>
 </center><p>Or, it could be instead implemented via a for loop, in which the case of large input signals, would not require storing a large matrix:</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:

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