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Mayukhdeb · Feb 25, 2024 · 70d9a76 · 70d9a76
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diff --git a/compile.py b/compile.py
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     Post(
         filename="content/post/2024-02-23-magnitude-constrained-featurevis.md",
         slug="2024-02-23-magnitude-constrained-featurevis",
-        title="MaCo - feature visualization for deeper networks",
+        title="MaCo - Feature Visualization for Deeper Networks",
     ),
     Post(
         filename="content/post/2024-02-10-optically-pumped-magnetometers.md",

diff --git a/index.html b/index.html
@@ -23,7 +23,7 @@ <h1 class="title">Notes</h1>
 <h2 id="posts">Posts</h2>
 <ul>
 <li><a href="posts/2024-02-24-phase-spectrum.html">The Phase Spectrum</a></li>
-<li><a href="posts/2024-02-23-magnitude-constrained-featurevis.html">MaCo - feature visualization for deeper networks</a></li>
+<li><a href="posts/2024-02-23-magnitude-constrained-featurevis.html">MaCo - Feature Visualization for Deeper Networks</a></li>
 <li><a href="posts/2024-02-10-optically-pumped-magnetometers.html">Optically Pumped Magnetometers</a></li>
 <li><a href="posts/2024-02-10-animatediff-svd-moonshot.html">Video Generation Models</a></li>
 <li><a href="posts/2024-01-16-dpo-diffusion.html">Direct Preference Optimization for Diffusion Models</a></li>

diff --git a/posts/2024-02-23-magnitude-constrained-featurevis.html b/posts/2024-02-23-magnitude-constrained-featurevis.html
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-  <title>MaCo - feature visualization for deeper networks</title>
+  <title>MaCo - Feature Visualization for Deeper Networks</title>
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-<h1 class="title">MaCo - feature visualization for deeper networks</h1>
+<h1 class="title">MaCo - Feature Visualization for Deeper Networks</h1>
 </header>
 <p>The primary drawback of feature visualization has been it’s inability generate interpretable features in deeper networks. In my own experience, I’ve seen that feature vis basically stops working once we go past the 3rd resnet block on a resnet18.</p>
 <p><a href="https://arxiv.org/abs/2306.06805">MaCo</a> fixes this issue by optimizing the images in the phase spectrum while keeping the magnitude constant. I have explained the concept of a phase spectrum in this <a href="https://mayukhdeb.github.io/notes/posts/2024-02-24-phase-spectrum.html">other post</a>.</p>