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diff --git a/.nojekyll b/.nojekyll
@@ -1 +1 @@
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diff --git a/about.html b/about.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/acknowledgements.html b/acknowledgements.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/ai_for_good.html b/ai_for_good.html
@@ -331,6 +331,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/benchmarking.html b/benchmarking.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/case_studies.html b/case_studies.html
@@ -311,6 +311,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/community.html b/community.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/contributors.html b/contributors.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
@@ -429,33 +435,33 @@ <h1 class="title">Contributors</h1>
 <a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"><br><sub><b>Marcelo Rovai</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=Mjrovai" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"><br><sub><b>Jessica Quaye</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a>
+<a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"><br><sub><b>Ikechukwu Uchendu</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"><br><sub><b>Matthew Stewart</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=mpstewart1" title="Documentation">📖</a>
+<a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"><br><sub><b>ishapira</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"><br><sub><b>Shvetank Prakash</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a>
+<a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"><br><sub><b>oishib</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"><br><sub><b>Marco Zennaro</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=marcozennaro" title="Documentation">📖</a>
+<a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"><br><sub><b>Vijay Janapa Reddi</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"><br><sub><b>Vijay Janapa Reddi</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=profvjreddi" title="Documentation">📖</a>
+<a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"><br><sub><b>Matthew Stewart</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=mpstewart1" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
 <a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="sjohri20"><br><sub><b>sjohri20</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=sjohri20" title="Documentation">📖</a>
 </td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"><br><sub><b>Ikechukwu Uchendu</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=uchendui" title="Documentation">📖</a>
+<a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"><br><sub><b>Shvetank Prakash</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ShvetankPrakash" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"><br><sub><b>oishib</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=oishib" title="Documentation">📖</a>
+<a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"><br><sub><b>Marco Zennaro</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=marcozennaro" title="Documentation">📖</a>
 </td>
 <td align="center" valign="top" width="14.28%">
-<a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="ishapira"><br><sub><b>ishapira</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=ishapira1" title="Documentation">📖</a>
+<a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"><br><sub><b>Jessica Quaye</b></sub></a><br><a href="https=//github.com/harvard-edge/cs249r_book/commits?author=jessicaquaye" title="Documentation">📖</a>
 </td>
 </tr>
 </tbody>

diff --git a/copyright.html b/copyright.html
@@ -312,6 +312,12 @@
   <a href="./sustainable_ai.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/data_engineering.html b/data_engineering.html
@@ -333,6 +333,12 @@
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  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/dedication.html b/dedication.html
@@ -312,6 +312,12 @@
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  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/dl_primer.html b/dl_primer.html
@@ -331,6 +331,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/efficient_ai.html b/efficient_ai.html
@@ -331,6 +331,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
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diff --git a/embedded_ml.html b/embedded_ml.html
@@ -312,6 +312,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/embedded_ml_exercise.html b/embedded_ml_exercise.html
@@ -346,6 +346,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/embedded_sys.html b/embedded_sys.html
@@ -365,6 +365,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/embedded_sys_exercise.html b/embedded_sys_exercise.html
@@ -65,7 +65,7 @@
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+<link href="./robust_ai.html" rel="prev">
 <link href="./cover.png" rel="icon" type="image/png">
 <script src="site_libs/quarto-html/quarto.js"></script>
 <script src="site_libs/quarto-html/popper.min.js"></script>
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  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
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@@ -920,8 +926,8 @@ <h2 class="anchored" data-anchor-id="conclusion">Conclusion</h2>
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-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span>
+      <a href="./robust_ai.html" class="pagination-link">
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span>
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diff --git a/frameworks.html b/frameworks.html
@@ -312,6 +312,12 @@
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  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 

diff --git a/front.html b/front.html
@@ -311,6 +311,12 @@
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  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">Sustainable AI</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
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diff --git a/generative_ai.html b/generative_ai.html
@@ -312,6 +312,12 @@
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+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
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diff --git a/hw_acceleration.html b/hw_acceleration.html
@@ -312,6 +312,12 @@
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+</li>
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+  <div class="sidebar-item-container"> 
+  <a href="./robust_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">20</span>&nbsp; <span class="chapter-title">Robust AI</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item sidebar-item-section">
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