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 <script src="site_libs/quarto-search/quarto-search.js"></script>
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@@ -112,42 +112,70 @@
  <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Preface</span></span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+        <li class="sidebar-item sidebar-item-section">
+      <div class="sidebar-item-container"> 
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true">
+ <span class="menu-text">Overview</span></a>
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+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./noj_book.underlying_libraries.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">Underlying libraries</span></span></a>
+  </div>
+</li>
+      </ul>
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+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true">
+ <span class="menu-text">Tutorials</span></a>
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- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">Machine learning</span></span></a>
+ <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Machine learning</span></span></a>
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+          <li class="sidebar-item">
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- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Machine learning specific functionality in <code>tech.ml.dataset</code></span></span></a>
+ <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Machine learning specific functionality in <code>tech.ml.dataset</code></span></span></a>
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+          <li class="sidebar-item">
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- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">AutoML using metamorph pipelines</span></span></a>
+ <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">AutoML using metamorph pipelines</span></span></a>
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-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./noj_book.interactions_ols.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Ordinary least squares with interactions</span></span></a>
+ <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Ordinary least squares with interactions</span></span></a>
   </div>
 </li>
-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./noj_book.datasets.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Datasets</span></span></a>
+ <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">Datasets</span></span></a>
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-        <li class="sidebar-item">
+          <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./noj_book.visualizing_correlation_matrices.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">Visualizing correlation matrices (experimental 🛠) - DRAFT</span></span></a>
+ <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">Visualizing correlation matrices (experimental 🛠) - DRAFT</span></span></a>
   </div>
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+      </ul>
+  </li>
     </ul>
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@@ -206,20 +234,28 @@ <h1 data-number="1"><span class="header-section-number">1</span> Preface</h1>
 <p>It collects a few of the main libraries and documents common ways to use them together.</p>
 <p><strong>Source:</strong> <a href="https://github.com/scicloj/noj"><img src="https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&amp;logo=github&amp;logoColor=white" class="img-fluid" alt="(GitHub repo)"></a></p>
 <p><strong>Artifact:</strong> <a href="https://clojars.org/org.scicloj/noj/versions/2-alpha1-SNAPSHOT">2-alpha1-SNAPSHOT</a></p>
-<p><strong>Status:</strong> Mos of the underlying libraries are stable. The experimental parts are marked as such.</p>
+<p>Note we are using <code>SNAPSHOT</code> version for now, since a few of the current dependencies are at a snapshot stage for an upcoming release.</p>
+<p><strong>Status:</strong> Most of the <a href="./noj_book.underlying_libraries.html">underlying libraries</a> are stable. The experimental parts are marked as such. For some of the libraries, we use a branch for an upcoming release.</p>
 <section id="getting-started" class="level2" data-number="1.1">
 <h2 data-number="1.1" class="anchored" data-anchor-id="getting-started"><span class="header-section-number">1.1</span> Getting started</h2>
 <p>coming soon</p>
 </section>
 <section id="existing-chapters-in-this-book" class="level2" data-number="1.2">
 <h2 data-number="1.2" class="anchored" data-anchor-id="existing-chapters-in-this-book"><span class="header-section-number">1.2</span> Existing chapters in this book:</h2>
 <ul>
+<li><p>Overview</p>
+<ul>
+<li><a href="noj_book.underlying_libraries.html">Underlying libraries</a></li>
+</ul></li>
+<li><p>Tutorials</p>
+<ul>
 <li><p><a href="noj_book.ml_basic.html">Machine learning</a></p></li>
 <li><p><a href="noj_book.prepare_for_ml.html">Machine learning specific functionality in <code>tech.ml.dataset</code></a></p></li>
 <li><p><a href="noj_book.automl.html">AutoML using metamorph pipelines</a></p></li>
 <li><p><a href="noj_book.interactions_ols.html">Ordinary least squares with interactions</a></p></li>
 <li><p><a href="noj_book.datasets.html">Datasets</a></p></li>
 <li><p><a href="noj_book.visualizing_correlation_matrices.html">Visualizing correlation matrices (experimental 🛠) - DRAFT</a></p></li>
+</ul></li>
 </ul>
 <div style="background-color:grey;height:2px;width:100%;"></div>
 <div><pre><small><small>source: <a href="https://github.com/scicloj/noj/blob/main/notebooks/index.clj">notebooks/index.clj</a></small></small></pre></div>
@@ -653,8 +689,8 @@ <h2 data-number="1.2" class="anchored" data-anchor-id="existing-chapters-in-this
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-      <a href="./noj_book.ml_basic.html" class="pagination-link" aria-label="Machine learning">
-        <span class="nav-page-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">Machine learning</span></span> <i class="bi bi-arrow-right-short"></i>
+      <a href="./noj_book.underlying_libraries.html" class="pagination-link" aria-label="Underlying libraries">
+        <span class="nav-page-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">Underlying libraries</span></span> <i class="bi bi-arrow-right-short"></i>
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