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harvard-edge · Jun 11, 2024 · a4029b0 · a4029b0
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diff --git a/.nojekyll b/.nojekyll
@@ -1 +1 @@
-982ab178
+cfd85cdb
diff --git a/Machine-Learning-Systems.pdf b/Machine-Learning-Systems.pdf
diff --git a/contents/about.html b/contents/about.html
@@ -44,15 +44,15 @@
 <link href="../site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" class="quarto-color-scheme" id="quarto-bootstrap" data-mode="light">
 <link href="../site_libs/bootstrap/bootstrap-dark.min.css" rel="prefetch" class="quarto-color-scheme quarto-color-alternate" id="quarto-bootstrap" data-mode="dark">
 <script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
+  "location": "navbar",
   "copy-button": false,
   "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
+  "panel-placement": "end",
+  "type": "overlay",
   "limit": 50,
   "keyboard-shortcut": [
-    "?",
-    "/"
+    "~",
+    "?"
   ],
   "language": {
     "search-no-results-text": "No results",
@@ -116,6 +116,7 @@
   </div>
 </a>
 </div>
+          <div id="quarto-search" class="" title="Search"></div>
       </div> <!-- /container-fluid -->
     </nav>
   <nav class="quarto-secondary-nav">
@@ -126,21 +127,13 @@
         <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../index.html">FRONT MATTER</a></li><li class="breadcrumb-item"><a href="../contents/about.html">About the Book</a></li></ol></nav>
         <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
         </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
     </div>
   </nav>
 </header>
 <!-- content -->
 <div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
 <!-- sidebar -->
   <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation floating overflow-auto">
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
     <div class="sidebar-menu-container"> 
     <ul class="list-unstyled mt-1">
         <li class="px-0"><hr class="sidebar-divider hi "></li>
@@ -193,14 +186,18 @@
   </li>
         <li class="px-0"><hr class="sidebar-divider hi "></li>
         <li class="sidebar-item sidebar-item-section">
+      <span class="sidebar-item-text sidebar-link text-start">
+ <span class="menu-text">MAIN</span></span>
+  </li>
+        <li class="sidebar-item sidebar-item-section">
       <div class="sidebar-item-container"> 
-            <a href="../contents/foreword.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">MAIN</span></a>
-          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true" aria-label="Toggle section">
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true">
+ <span class="menu-text">Fundamentals</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
       </div>
-      <ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">  
+      <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/introduction/introduction.html" class="sidebar-item-text sidebar-link">
@@ -219,6 +216,17 @@
  <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">DL Primer</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-4" aria-expanded="true">
+ <span class="menu-text">Workflow</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-4" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-4" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/workflow/workflow.html" class="sidebar-item-text sidebar-link">
@@ -237,6 +245,17 @@
  <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">AI Frameworks</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-5" aria-expanded="true">
+ <span class="menu-text">Training</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-5" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/training/training.html" class="sidebar-item-text sidebar-link">
@@ -261,6 +280,17 @@
  <span class="menu-text"><span class="chapter-number">10</span>&nbsp; <span class="chapter-title">AI Acceleration</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-6" aria-expanded="true">
+ <span class="menu-text">Deployment</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-6" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-6" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/benchmarking/benchmarking.html" class="sidebar-item-text sidebar-link">
@@ -279,6 +309,17 @@
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">ML Operations</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-7" aria-expanded="true">
+ <span class="menu-text">Advanced Topics</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-7" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/privacy_security/privacy_security.html" class="sidebar-item-text sidebar-link">
@@ -309,12 +350,34 @@
  <span class="menu-text"><span class="chapter-number">18</span>&nbsp; <span class="chapter-title">Generative AI</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-8" aria-expanded="true">
+ <span class="menu-text">Impact</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-8" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-8" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/ai_for_good/ai_for_good.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">19</span>&nbsp; <span class="chapter-title">AI for Good</span></span></a>
   </div>
 </li>
+      </ul>
+  </li>
+        <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-9" aria-expanded="true">
+ <span class="menu-text">Closing</span></a>
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-9" aria-expanded="true" aria-label="Toggle section">
+            <i class="bi bi-chevron-right ms-2"></i>
+          </a> 
+      </div>
+      <ul id="quarto-sidebar-section-9" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/conclusion/conclusion.html" class="sidebar-item-text sidebar-link">
@@ -326,13 +389,13 @@
         <li class="px-0"><hr class="sidebar-divider hi "></li>
         <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-3" aria-expanded="true">
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-10" aria-expanded="true">
  <span class="menu-text">REFERENCES</span></a>
-          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true" aria-label="Toggle section">
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-10" aria-expanded="true" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
       </div>
-      <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show">  
+      <ul id="quarto-sidebar-section-10" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../references.html" class="sidebar-item-text sidebar-link">
@@ -346,11 +409,11 @@
       <div class="sidebar-item-container"> 
             <a href="../contents/labs.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">HANDS-ON LABS</span></a>
-          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-4" aria-expanded="true" aria-label="Toggle section">
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-11" aria-expanded="true" aria-label="Toggle section">
             <i class="bi bi-chevron-right ms-2"></i>
           </a> 
       </div>
-      <ul id="quarto-sidebar-section-4" class="collapse list-unstyled sidebar-section depth1 show">  
+      <ul id="quarto-sidebar-section-11" class="collapse list-unstyled sidebar-section depth1 show">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="../contents/niclav_sys/niclav_sys.html" class="sidebar-item-text sidebar-link">
@@ -398,13 +461,13 @@
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       <div class="sidebar-item-container"> 
-            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" aria-expanded="true">
+            <a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-12" aria-expanded="true">
  <span class="menu-text">Appendices</span></a>
-          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-5" aria-expanded="true" aria-label="Toggle section">
+          <a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-12" aria-expanded="true" aria-label="Toggle section">
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           </a> 
       </div>
-      <ul id="quarto-sidebar-section-5" class="collapse list-unstyled sidebar-section depth1 show">  
+      <ul id="quarto-sidebar-section-12" class="collapse list-unstyled sidebar-section depth1 show">  
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   <a href="../contents/tools.html" class="sidebar-item-text sidebar-link">