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index 9ce23dc..84bff9c 100644
--- a/DeepONet/DeepONet-1D/DeepONet-1D.html
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-    <title>&lt;no title&gt; &#8212; Scientific Machine Learning</title>
+    <title>Hands-on tutorials - DeepONet for 1D burgers equation &#8212; Scientific Machine Learning</title>
     
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-    <link rel="prev" title="&lt;no title&gt;" href="../../FNO/FNO-2D/FNO-2D.html" />
+    <link rel="next" title="Hands-on tutorials - Physics-informed neural network for 1D burgers equation" href="../../PINN/PINN-1D/PINN-1D.html" />
+    <link rel="prev" title="Hands-on tutorials - Fourier Neural Operator for 2D Example" href="../../FNO/FNO-2D/FNO-2D.html" />
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@@ -124,6 +124,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="current nav bd-sidenav">
+ <li class="toctree-l1 current active">
+  <a class="current reference internal" href="#">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -308,50 +337,23 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
     </ul>
   </div>
 </div>
-<label for="__page-toc"
-  class="headerbtn headerbtn-page-toc"
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->
-  
-
-<span class="headerbtn__icon-container">
-  <i class="fas fa-list"></i>
-  </span>
-
-</label>
 
     </div>
 </div>
 
 <!-- Table of contents -->
 <div class="col-md-3 bd-toc show noprint">
-    <div class="tocsection onthispage pt-5 pb-3">
-        <i class="fas fa-list"></i> Contents
-    </div>
-    <nav id="bd-toc-nav" aria-label="Page">
-        <ul class="simple visible nav section-nav flex-column">
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-
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         <div class="col pl-md-3 pl-lg-5 content-container">
             <!-- Table of contents that is only displayed when printing the page -->
             <div id="jb-print-docs-body" class="onlyprint">
-                <h1><no title></h1>
+                <h1>Hands-on tutorials - DeepONet for 1D burgers equation</h1>
                 <!-- Table of contents -->
                 <div id="print-main-content">
                     <div id="jb-print-toc">
                         
-                        <div>
-                            <h2> Contents </h2>
-                        </div>
-                        <nav aria-label="Page">
-                            <ul class="simple visible nav section-nav flex-column">
-</ul>
-
-                        </nav>
                     </div>
                 </div>
             </div>
@@ -359,7 +361,10 @@ <h2> Contents </h2>
                 
               <div>
                 
-  <p>To be updated</p>
+  <section id="hands-on-tutorials-deeponet-for-1d-burgers-equation">
+<h1>Hands-on tutorials - DeepONet for 1D burgers equation<a class="headerlink" href="#hands-on-tutorials-deeponet-for-1d-burgers-equation" title="Permalink to this headline">#</a></h1>
+<p>To be updated</p>
+</section>
 
     <script type="text/x-thebe-config">
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@@ -392,13 +397,13 @@ <h2> Contents </h2>
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             <p class="prev-next-subtitle">previous</p>
-            <p class="prev-next-title">&lt;no title&gt;</p>
+            <p class="prev-next-title">Hands-on tutorials - Fourier Neural Operator for 2D Example</p>
         </div>
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+        <p class="prev-next-title">Hands-on tutorials - Physics-informed neural network for 1D burgers equation</p>
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diff --git a/FNO/FNO-1D/FNO-1D.html b/FNO/FNO-1D/FNO-1D.html
index 88e4d1e..ccba395 100644
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-    <link rel="next" title="&lt;no title&gt;" href="../FNO-2D/FNO-2D.html" />
+    <link rel="next" title="Hands-on tutorials - Fourier Neural Operator for 2D Example" href="../FNO-2D/FNO-2D.html" />
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@@ -124,6 +124,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -886,7 +915,7 @@ <h1>Reference<a class="headerlink" href="#reference" title="Permalink to this he
     <a class='right-next' id="next-link" href="../FNO-2D/FNO-2D.html" title="next page">
     <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">&lt;no title&gt;</p>
+        <p class="prev-next-title">Hands-on tutorials - Fourier Neural Operator for 2D Example</p>
     </div>
     <i class="fas fa-angle-right"></i>
     </a>
diff --git a/FNO/FNO-2D/FNO-2D.html b/FNO/FNO-2D/FNO-2D.html
index d737077..9908c3d 100644
--- a/FNO/FNO-2D/FNO-2D.html
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@@ -6,7 +6,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>&lt;no title&gt; &#8212; Scientific Machine Learning</title>
+    <title>Hands-on tutorials - Fourier Neural Operator for 2D Example &#8212; Scientific Machine Learning</title>
     
   <!-- Loaded before other Sphinx assets -->
   <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
@@ -52,7 +52,7 @@
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     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="&lt;no title&gt;" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html" />
+    <link rel="next" title="Hands-on tutorials - DeepONet for 1D burgers equation" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html" />
     <link rel="prev" title="Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation" href="../FNO-1D/FNO-1D.html" />
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     <meta name="docsearch:language" content="None">
@@ -118,12 +118,41 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
   Part 1. Fourier Neural Operator
  </span>
 </p>
-<ul class="nav bd-sidenav">
+<ul class="current nav bd-sidenav">
  <li class="toctree-l1">
   <a class="reference internal" href="../FNO-1D/FNO-1D.html">
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1 current active">
+  <a class="current reference internal" href="#">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -308,50 +337,23 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
     </ul>
   </div>
 </div>
-<label for="__page-toc"
-  class="headerbtn headerbtn-page-toc"
-  
->
-  
-
-<span class="headerbtn__icon-container">
-  <i class="fas fa-list"></i>
-  </span>
-
-</label>
 
     </div>
 </div>
 
 <!-- Table of contents -->
 <div class="col-md-3 bd-toc show noprint">
-    <div class="tocsection onthispage pt-5 pb-3">
-        <i class="fas fa-list"></i> Contents
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-        <ul class="simple visible nav section-nav flex-column">
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 </div>
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             <!-- Table of contents that is only displayed when printing the page -->
             <div id="jb-print-docs-body" class="onlyprint">
-                <h1><no title></h1>
+                <h1>Hands-on tutorials - Fourier Neural Operator for 2D Example</h1>
                 <!-- Table of contents -->
                 <div id="print-main-content">
                     <div id="jb-print-toc">
                         
-                        <div>
-                            <h2> Contents </h2>
-                        </div>
-                        <nav aria-label="Page">
-                            <ul class="simple visible nav section-nav flex-column">
-</ul>
-
-                        </nav>
                     </div>
                 </div>
             </div>
@@ -359,7 +361,10 @@ <h2> Contents </h2>
                 
               <div>
                 
-  <p>To be updated</p>
+  <section id="hands-on-tutorials-fourier-neural-operator-for-2d-example">
+<h1>Hands-on tutorials - Fourier Neural Operator for 2D Example<a class="headerlink" href="#hands-on-tutorials-fourier-neural-operator-for-2d-example" title="Permalink to this headline">#</a></h1>
+<p>To be updated</p>
+</section>
 
     <script type="text/x-thebe-config">
     {
@@ -398,7 +403,7 @@ <h2> Contents </h2>
     <a class='right-next' id="next-link" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html" title="next page">
     <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">&lt;no title&gt;</p>
+        <p class="prev-next-title">Hands-on tutorials - DeepONet for 1D burgers equation</p>
     </div>
     <i class="fas fa-angle-right"></i>
     </a>
diff --git a/Notes.html b/Notes.html
index 9a6d6e0..dc6136f 100644
--- a/Notes.html
+++ b/Notes.html
@@ -122,6 +122,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/PINN/PINN-1D/PINN-1D.html b/PINN/PINN-1D/PINN-1D.html
index a13e619..6292b34 100644
--- a/PINN/PINN-1D/PINN-1D.html
+++ b/PINN/PINN-1D/PINN-1D.html
@@ -6,7 +6,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>&lt;no title&gt; &#8212; Scientific Machine Learning</title>
+    <title>Hands-on tutorials - Physics-informed neural network for 1D burgers equation &#8212; Scientific Machine Learning</title>
     
   <!-- Loaded before other Sphinx assets -->
   <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet">
@@ -52,7 +52,7 @@
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     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="prev" title="&lt;no title&gt;" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html" />
+    <link rel="prev" title="Hands-on tutorials - DeepONet for 1D burgers equation" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html" />
     <meta name="viewport" content="width=device-width, initial-scale=1" />
     <meta name="docsearch:language" content="None">
     
@@ -123,6 +123,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="../../DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="current nav bd-sidenav">
+ <li class="toctree-l1 current active">
+  <a class="current reference internal" href="#">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
@@ -307,50 +336,23 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
     </ul>
   </div>
 </div>
-<label for="__page-toc"
-  class="headerbtn headerbtn-page-toc"
-  
->
-  
-
-<span class="headerbtn__icon-container">
-  <i class="fas fa-list"></i>
-  </span>
-
-</label>
 
     </div>
 </div>
 
 <!-- Table of contents -->
 <div class="col-md-3 bd-toc show noprint">
-    <div class="tocsection onthispage pt-5 pb-3">
-        <i class="fas fa-list"></i> Contents
-    </div>
-    <nav id="bd-toc-nav" aria-label="Page">
-        <ul class="simple visible nav section-nav flex-column">
-</ul>
-
-    </nav>
 </div>
     </div>
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         <div class="col pl-md-3 pl-lg-5 content-container">
             <!-- Table of contents that is only displayed when printing the page -->
             <div id="jb-print-docs-body" class="onlyprint">
-                <h1><no title></h1>
+                <h1>Hands-on tutorials - Physics-informed neural network for 1D burgers equation</h1>
                 <!-- Table of contents -->
                 <div id="print-main-content">
                     <div id="jb-print-toc">
                         
-                        <div>
-                            <h2> Contents </h2>
-                        </div>
-                        <nav aria-label="Page">
-                            <ul class="simple visible nav section-nav flex-column">
-</ul>
-
-                        </nav>
                     </div>
                 </div>
             </div>
@@ -358,7 +360,10 @@ <h2> Contents </h2>
                 
               <div>
                 
-  <p>To be updated</p>
+  <section id="hands-on-tutorials-physics-informed-neural-network-for-1d-burgers-equation">
+<h1>Hands-on tutorials - Physics-informed neural network for 1D burgers equation<a class="headerlink" href="#hands-on-tutorials-physics-informed-neural-network-for-1d-burgers-equation" title="Permalink to this headline">#</a></h1>
+<p>To be updated</p>
+</section>
 
     <script type="text/x-thebe-config">
     {
@@ -391,7 +396,7 @@ <h2> Contents </h2>
         <i class="fas fa-angle-left"></i>
         <div class="prev-next-info">
             <p class="prev-next-subtitle">previous</p>
-            <p class="prev-next-title">&lt;no title&gt;</p>
+            <p class="prev-next-title">Hands-on tutorials - DeepONet for 1D burgers equation</p>
         </div>
     </a>
 </div>
diff --git a/README.html b/README.html
index c99581d..b487c73 100644
--- a/README.html
+++ b/README.html
@@ -122,6 +122,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/_sources/DeepONet/DeepONet-1D/DeepONet-1D.ipynb b/_sources/DeepONet/DeepONet-1D/DeepONet-1D.ipynb
index 076ce97..032d6fd 100644
--- a/_sources/DeepONet/DeepONet-1D/DeepONet-1D.ipynb
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@@ -4,6 +4,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Hands-on tutorials - DeepONet for 1D burgers equation\n",
+    "\n",
     "To be updated"
    ]
   },
diff --git a/_sources/FNO/FNO-2D/FNO-2D.ipynb b/_sources/FNO/FNO-2D/FNO-2D.ipynb
index 076ce97..6553bdc 100644
--- a/_sources/FNO/FNO-2D/FNO-2D.ipynb
+++ b/_sources/FNO/FNO-2D/FNO-2D.ipynb
@@ -4,6 +4,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Hands-on tutorials - Fourier Neural Operator for 2D Example\n",
+    "\n",
     "To be updated"
    ]
   },
diff --git a/_sources/PINN/PINN-1D/PINN-1D.ipynb b/_sources/PINN/PINN-1D/PINN-1D.ipynb
index 076ce97..f046829 100644
--- a/_sources/PINN/PINN-1D/PINN-1D.ipynb
+++ b/_sources/PINN/PINN-1D/PINN-1D.ipynb
@@ -4,6 +4,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Hands-on tutorials - Physics-informed neural network for 1D burgers equation\n",
+    "\n",
     "To be updated"
    ]
   },
diff --git a/fno1D-temp.html b/fno1D-temp.html
index f53cb7a..6e6e9b0 100644
--- a/fno1D-temp.html
+++ b/fno1D-temp.html
@@ -122,6 +122,35 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 2. DeepONet
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
+  </a>
+ </li>
 </ul>
 
     </div>
diff --git a/genindex.html b/genindex.html
index 7c3b4c4..f8e7261 100644
--- a/genindex.html
+++ b/genindex.html
@@ -121,6 +121,11 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -129,8 +134,20 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
 </p>
 <ul class="nav bd-sidenav">
  <li class="toctree-l1">
-  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
-   Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
   </a>
  </li>
 </ul>
diff --git a/intro.html b/intro.html
index 42e5519..895f687 100644
--- a/intro.html
+++ b/intro.html
@@ -123,6 +123,11 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -131,8 +136,20 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
 </p>
 <ul class="nav bd-sidenav">
  <li class="toctree-l1">
-  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
-   Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
   </a>
  </li>
 </ul>
@@ -321,12 +338,19 @@ <h1>Welcome to Scientific Machine Learning Book<a class="headerlink" href="#welc
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="FNO/FNO-1D/FNO-1D.html">Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="FNO/FNO-1D/FNO-1D.html#reference">Reference</a></li>
+<li class="toctree-l1"><a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">Hands-on tutorials - Fourier Neural Operator for 2D Example</a></li>
 </ul>
 </div>
 <div class="toctree-wrapper compound">
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Part 2. DeepONet</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">Hands-on tutorials - DeepONet for 1D burgers equation</a></li>
+</ul>
+</div>
+<div class="toctree-wrapper compound">
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Part 3. Physics-Informed Neural Networks</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">Hands-on tutorials - Physics-informed neural network for 1D burgers equation</a></li>
 </ul>
 </div>
 </section>
diff --git a/markdown.html b/markdown.html
index 255633b..2e50c57 100644
--- a/markdown.html
+++ b/markdown.html
@@ -122,6 +122,11 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -130,8 +135,20 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
 </p>
 <ul class="nav bd-sidenav">
  <li class="toctree-l1">
-  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
-   Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
   </a>
  </li>
 </ul>
diff --git a/mymarkdownfile.html b/mymarkdownfile.html
index 3ac999d..79001e9 100644
--- a/mymarkdownfile.html
+++ b/mymarkdownfile.html
@@ -122,6 +122,11 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -130,8 +135,20 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
 </p>
 <ul class="nav bd-sidenav">
  <li class="toctree-l1">
-  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
-   Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
   </a>
  </li>
 </ul>
diff --git a/objects.inv b/objects.inv
index b9f1bf0..67be270 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/search.html b/search.html
index 0643988..53a1c05 100644
--- a/search.html
+++ b/search.html
@@ -127,6 +127,11 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
    Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
+   Hands-on tutorials - Fourier Neural Operator for 2D Example
+  </a>
+ </li>
 </ul>
 <p aria-level="2" class="caption" role="heading">
  <span class="caption-text">
@@ -135,8 +140,20 @@ <h1 class="site-logo" id="site-title">Scientific Machine Learning</h1>
 </p>
 <ul class="nav bd-sidenav">
  <li class="toctree-l1">
-  <a class="reference internal" href="FNO/FNO-2D/FNO-2D.html">
-   Hands-on tutorials - Fourier Neural Operator for 2D Darcy equation
+  <a class="reference internal" href="DeepONet/DeepONet-1D/DeepONet-1D.html">
+   Hands-on tutorials - DeepONet for 1D burgers equation
+  </a>
+ </li>
+</ul>
+<p aria-level="2" class="caption" role="heading">
+ <span class="caption-text">
+  Part 3. Physics-Informed Neural Networks
+ </span>
+</p>
+<ul class="nav bd-sidenav">
+ <li class="toctree-l1">
+  <a class="reference internal" href="PINN/PINN-1D/PINN-1D.html">
+   Hands-on tutorials - Physics-informed neural network for 1D burgers equation
   </a>
  </li>
 </ul>
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index 7c890a5..5f48547 100644
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