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diff --git a/about.html b/about.html
@@ -8,7 +8,7 @@
 
 <meta name="keywords" content="open-source, embedded systems, machine learning, tinyML">
 
-<title>Embedded AI: Principles, Algorithms, and Applications - About the Book</title>
+<title>Machine Learning Systems for TinyML - About the Book</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -92,20 +92,20 @@
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     <div class="pt-lg-2 mt-2 text-left sidebar-header">
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">Embedded AI: Principles, Algorithms, and Applications</a> 
+      <a href="./">Machine Learning Systems for TinyML</a> 
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.pdf">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.pdf">
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             Download PDF
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.epub">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.epub">
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             Download ePub
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@@ -229,26 +229,26 @@
 </li>
         <li class="sidebar-item">
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-  <a href="./training.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
+  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
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-  <a href="./ondevice_ai.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">On-Device AI</span></span></a>
+  <a href="./training.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
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- <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
+  <a href="./efficient_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Efficient AI</span></span></a>
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-  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
+  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
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@@ -679,7 +679,7 @@ <h2 class="anchored" data-anchor-id="prerequisites-for-readers">Prerequisites fo
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">Embedded AI edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
+    <div class="nav-footer-left">Edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>

diff --git a/acknowledgements.html b/acknowledgements.html
@@ -8,7 +8,7 @@
 
 <meta name="keywords" content="open-source, embedded systems, machine learning, tinyML">
 
-<title>Embedded AI: Principles, Algorithms, and Applications - Acknowledgements</title>
+<title>Machine Learning Systems for TinyML - Acknowledgements</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -92,20 +92,20 @@
   <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
     <div class="pt-lg-2 mt-2 text-left sidebar-header">
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">Embedded AI: Principles, Algorithms, and Applications</a> 
+      <a href="./">Machine Learning Systems for TinyML</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/harvard-edge/cs249r_book" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.pdf">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.pdf">
               <i class="bi bi-bi-file-pdf pe-1"></i>
             Download PDF
             </a>
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.epub">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.epub">
               <i class="bi bi-bi-journal pe-1"></i>
             Download ePub
             </a>
@@ -229,26 +229,26 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./training.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
+  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
   </div>
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   <div class="sidebar-item-container"> 
-  <a href="./ondevice_ai.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">On-Device AI</span></span></a>
+  <a href="./training.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
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-  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
+  <a href="./efficient_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Efficient AI</span></span></a>
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 </li>
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-  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
+  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
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 </li>
         <li class="sidebar-item">
@@ -617,7 +617,7 @@ <h1 class="title">Acknowledgements</h1>
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">Embedded AI edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
+    <div class="nav-footer-left">Edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
     <div class="nav-footer-center">
       &nbsp;
     <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/harvard-edge/cs249r_book/edit/main/acknowledgements.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/harvard-edge/cs249r_book/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/harvard-edge/cs249r_book/blob/main/acknowledgements.qmd" class="toc-action">View source</a></p></div></div></div>

diff --git a/benchmarking.html b/benchmarking.html
@@ -8,7 +8,7 @@
 
 <meta name="keywords" content="open-source, embedded systems, machine learning, tinyML">
 
-<title>Embedded AI: Principles, Algorithms, and Applications - 12&nbsp; Benchmarking AI</title>
+<title>Machine Learning Systems for TinyML - 12&nbsp; Benchmarking AI</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -92,20 +92,20 @@
   <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
     <div class="pt-lg-2 mt-2 text-left sidebar-header">
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">Embedded AI: Principles, Algorithms, and Applications</a> 
+      <a href="./">Machine Learning Systems for TinyML</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/harvard-edge/cs249r_book" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.pdf">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.pdf">
               <i class="bi bi-bi-file-pdf pe-1"></i>
             Download PDF
             </a>
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.epub">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.epub">
               <i class="bi bi-bi-journal pe-1"></i>
             Download ePub
             </a>
@@ -229,26 +229,26 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./training.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
+  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
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   <div class="sidebar-item-container"> 
-  <a href="./ondevice_ai.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">On-Device AI</span></span></a>
+  <a href="./training.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
   </div>
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   <div class="sidebar-item-container"> 
-  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
+  <a href="./efficient_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Efficient AI</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
+  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -720,7 +720,7 @@ <h2 data-number="12.10" class="anchored" data-anchor-id="conclusion"><span class
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">Embedded AI edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
+    <div class="nav-footer-left">Edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
     <div class="nav-footer-center">
       &nbsp;
     </div>

diff --git a/case_studies.html b/case_studies.html
@@ -8,7 +8,7 @@
 
 <meta name="keywords" content="open-source, embedded systems, machine learning, tinyML">
 
-<title>Embedded AI: Principles, Algorithms, and Applications - Appendix F: Case Studies</title>
+<title>Machine Learning Systems for TinyML - Appendix F: Case Studies</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -91,20 +91,20 @@
   <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
     <div class="pt-lg-2 mt-2 text-left sidebar-header">
     <div class="sidebar-title mb-0 py-0">
-      <a href="./">Embedded AI: Principles, Algorithms, and Applications</a> 
+      <a href="./">Machine Learning Systems for TinyML</a> 
         <div class="sidebar-tools-main tools-wide">
     <a href="https://github.com/harvard-edge/cs249r_book" rel="" title="Source Code" class="quarto-navigation-tool px-1" aria-label="Source Code"><i class="bi bi-github"></i></a>
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-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.pdf">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.pdf">
               <i class="bi bi-bi-file-pdf pe-1"></i>
             Download PDF
             </a>
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           <li>
-            <a class="dropdown-item sidebar-tools-main-item" href="./Embedded-AI--Principles,-Algorithms,-and-Applications.epub">
+            <a class="dropdown-item sidebar-tools-main-item" href="./Machine-Learning-Systems-for-TinyML.epub">
               <i class="bi bi-bi-journal pe-1"></i>
             Download ePub
             </a>
@@ -228,26 +228,26 @@
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./training.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
+  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">7</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./ondevice_ai.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">On-Device AI</span></span></a>
+  <a href="./training.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">8</span>&nbsp; <span class="chapter-title">AI Training</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
+  <a href="./efficient_ai.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">9</span>&nbsp; <span class="chapter-title">Efficient AI</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="./frameworks.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
+  <a href="./optimizations.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">Model Optimizations</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -608,7 +608,7 @@ <h1 class="title">Appendix F: Case Studies</h1>
 </div> <!-- /content -->
 <footer class="footer">
   <div class="nav-footer">
-    <div class="nav-footer-left">Embedded AI edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
+    <div class="nav-footer-left">Edited by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) and Prof.&nbsp;Song Han (MIT).</div>   
     <div class="nav-footer-center">
       &nbsp;
     <div class="toc-actions"><div><i class="bi bi-github"></i></div><div class="action-links"><p><a href="https://github.com/harvard-edge/cs249r_book/edit/main/case_studies.qmd" class="toc-action">Edit this page</a></p><p><a href="https://github.com/harvard-edge/cs249r_book/issues/new" class="toc-action">Report an issue</a></p><p><a href="https://github.com/harvard-edge/cs249r_book/blob/main/case_studies.qmd" class="toc-action">View source</a></p></div></div></div>