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1.4.0/experimental_tools/index.html

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 <h1 id="experimental-machine-learning-ml-tools">Experimental Machine Learning (ML) Tools</h1>
 <p>Archipelago 1.4.0 Local Deployment Release was shipped with a set of experimental Machine Learning (ML) Tools for testing and assessing the applicable use of such tools/workflows within a general repository environment. These tools should not be considered 'final product' integrations, and should not be exposed to end users--there are intentional configurations in place that limit exposure of these endpoints to authenticated users only.</p>
-<p>Please review <a href="presentations_events/#2024">Allison &amp; Diego's recent 2024 Conference Presentations</a> related to this important topic in our shared field for a fuller understanding of our team's ethical perspectives and the considerations we keep related to ML tools and applications.</p>
+<p>Please review <a href="https://docs.archipelago.nyc/1.4.0/presentations_events/#2024">Allison &amp; Diego's recent 2024 Conference Presentations</a> related to this important topic in our shared field for a fuller understanding of our team's ethical perspectives and the considerations we keep related to ML tools and applications.</p>
 <h2 id="whats-under-the-hood-powering-these-tools">What's under the hood powering these tools?</h2>
 <ul>
 <li>New Archipelago ML supporting code (lots of maths!)</li>
@@ -3346,7 +3346,7 @@ <h2 id="into-the-future">Into the future</h2>
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 12, 2024</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 18, 2024</span>
   </span>