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diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle
diff --git a/_build/.doctrees/intro.doctree b/_build/.doctrees/intro.doctree
diff --git a/_build/.doctrees/notebooks/01/01.doctree b/_build/.doctrees/notebooks/01/01.doctree
diff --git a/_build/html/_sources/intro.md b/_build/html/_sources/intro.md
@@ -1,21 +1,23 @@
-# Collection of notes on {ml-nn-zero2hero}
+# {ml-nn-zero2hero}
 
-Welcome to this repository of Collection of notes on {ml.nn-zero2hero}. This repository includes notes and learnings following the [nn_zero_to_hero](https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ) guide by Andrej Karpathy and the open-source notebooks available on [Hands-On Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2](https://github.com/ageron/handson-ml3) by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. I should also look into getting a better theoretical background on the subject as well. 
+Welcome to this repository of Collection of notes on {ml.nn-zero2hero}. This repository includes notes and learnings following the [nn_zero_to_hero](https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ) guide by Andrej Karpathy and the open-source notebooks available on [Hands-On Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2](https://github.com/ageron/handson-ml3) by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. For great visual understanding, the videos at [3Blue1Brown](https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi) are quite helpful as well. I should also look into getting a concise theoretical background on the subject, and will post a good article on this as well.
 
 Other resources include (but not limited to),
 - The [DeepLearning.ai](https://deeplearning.ai/) courses on the Machine Learning / Deep Learning Specialization by Andrew Ng
 - Online book on [Model-based Machine Learning](https://mbmlbook.com/) by John Winn
 - [Pattern Recognition and Machine Learning](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) by Christopher Bishop
+- [Hands-On Mathematical Optimization with Python](https://github.com/mobook/MO-book)
 
-The goals of these notebooks are to:
+The goals of this collection of notebooks are to:
 
-* Grasp the foundations for hands-on machine learning
-* Demonstrate the tools and concepts using beautiful publication-quality work
+* Grasp the foundations for hands-on machine learning and deep learning in an elegant approach
+* Have fun while learning and compiling notes and eventually end in a culmination of work
 * Help readers to easily navigate the learning experience with a good compilation on notes on the subject
+* Demonstrate the use of SOTA tools and concepts for documenting beautiful publication-quality work
 
 ### Pre-requisites
 
-- Python 3.7 or above (preferrably on VSCode)
+- Python 3.9 or above (preferrably on VSCode)
 - [Mathematics for Machine Learning](https://mml-book.github.io/book/mml-book.pdf)
 
 #### Packages

diff --git a/_build/html/genindex.html b/_build/html/genindex.html
@@ -171,7 +171,7 @@
         <ul class="nav bd-sidenav bd-sidenav__home-link">
             <li class="toctree-l1">
                 <a class="reference internal" href="intro.html">
-                    Collection of notes on {ml-nn-zero2hero}
+                    {ml-nn-zero2hero}
                 </a>
             </li>
         </ul>
@@ -203,18 +203,25 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/07/07.html">Section 07</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Transformers</span></p>
+<ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/08/08.html">Section 08</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/09/09.html">Section 09</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Optimization</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/10/10.html">Section 10</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference external" href="https://jupyterbook.org/en/stable/start/your-first-book.html">jupyter-books</a></li>
 </ul>
 
     </div>

diff --git a/_build/html/intro.html b/_build/html/intro.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>Collection of notes on {ml-nn-zero2hero} &#8212; Collection of notes on {ml.nn-zero2hero}</title>
+    <title>{ml-nn-zero2hero} &#8212; Collection of notes on {ml.nn-zero2hero}</title>
 
 
 
@@ -173,7 +173,7 @@
         <ul class="nav bd-sidenav bd-sidenav__home-link">
             <li class="toctree-l1 current active">
                 <a class="reference internal" href="#">
-                    Collection of notes on {ml-nn-zero2hero}
+                    {ml-nn-zero2hero}
                 </a>
             </li>
         </ul>
@@ -205,18 +205,25 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/07/07.html">Section 07</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Transformers</span></p>
+<ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/08/08.html">Section 08</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/09/09.html">Section 09</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Optimization</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/10/10.html">Section 10</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference external" href="https://jupyterbook.org/en/stable/start/your-first-book.html">jupyter-books</a></li>
 </ul>
 
     </div>
@@ -402,7 +409,7 @@
 
 
 <div id="jb-print-docs-body" class="onlyprint">
-    <h1>Collection of notes on {ml-nn-zero2hero}</h1>
+    <h1>{ml-nn-zero2hero}</h1>
     <!-- Table of contents -->
     <div id="print-main-content">
         <div id="jb-print-toc">
@@ -427,25 +434,27 @@ <h2> Contents </h2>
 <div id="searchbox"></div>
                 <article class="bd-article">
 
-  <section class="tex2jax_ignore mathjax_ignore" id="collection-of-notes-on-ml-nn-zero2hero">
-<h1>Collection of notes on {ml-nn-zero2hero}<a class="headerlink" href="#collection-of-notes-on-ml-nn-zero2hero" title="Link to this heading">#</a></h1>
-<p>Welcome to this repository of Collection of notes on {ml.nn-zero2hero}. This repository includes notes and learnings following the <a class="reference external" href="https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ">nn_zero_to_hero</a> guide by Andrej Karpathy and the open-source notebooks available on <a class="reference external" href="https://github.com/ageron/handson-ml3">Hands-On Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2</a> by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. I should also look into getting a better theoretical background on the subject as well.</p>
+  <section class="tex2jax_ignore mathjax_ignore" id="ml-nn-zero2hero">
+<h1>{ml-nn-zero2hero}<a class="headerlink" href="#ml-nn-zero2hero" title="Link to this heading">#</a></h1>
+<p>Welcome to this repository of Collection of notes on {ml.nn-zero2hero}. This repository includes notes and learnings following the <a class="reference external" href="https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ">nn_zero_to_hero</a> guide by Andrej Karpathy and the open-source notebooks available on <a class="reference external" href="https://github.com/ageron/handson-ml3">Hands-On Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2</a> by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. For great visual understanding, the videos at <a class="reference external" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi">3Blue1Brown</a> are quite helpful as well. I should also look into getting a concise theoretical background on the subject, and will post a good article on this as well.</p>
 <p>Other resources include (but not limited to),</p>
 <ul class="simple">
 <li><p>The <a class="reference external" href="https://deeplearning.ai/">DeepLearning.ai</a> courses on the Machine Learning / Deep Learning Specialization by Andrew Ng</p></li>
 <li><p>Online book on <a class="reference external" href="https://mbmlbook.com/">Model-based Machine Learning</a> by John Winn</p></li>
 <li><p><a class="reference external" href="https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf">Pattern Recognition and Machine Learning</a> by Christopher Bishop</p></li>
+<li><p><a class="reference external" href="https://github.com/mobook/MO-book">Hands-On Mathematical Optimization with Python</a></p></li>
 </ul>
-<p>The goals of these notebooks are to:</p>
+<p>The goals of this collection of notebooks are to:</p>
 <ul class="simple">
-<li><p>Grasp the foundations for hands-on machine learning</p></li>
-<li><p>Demonstrate the tools and concepts using beautiful publication-quality work</p></li>
+<li><p>Grasp the foundations for hands-on machine learning and deep learning in an elegant approach</p></li>
+<li><p>Have fun while learning and compiling notes and eventually end in a culmination of work</p></li>
 <li><p>Help readers to easily navigate the learning experience with a good compilation on notes on the subject</p></li>
+<li><p>Demonstrate the use of SOTA tools and concepts for documenting beautiful publication-quality work</p></li>
 </ul>
 <section id="pre-requisites">
 <h2>Pre-requisites<a class="headerlink" href="#pre-requisites" title="Link to this heading">#</a></h2>
 <ul class="simple">
-<li><p>Python 3.7 or above (preferrably on VSCode)</p></li>
+<li><p>Python 3.9 or above (preferrably on VSCode)</p></li>
 <li><p><a class="reference external" href="https://mml-book.github.io/book/mml-book.pdf">Mathematics for Machine Learning</a></p></li>
 </ul>
 <section id="packages">
@@ -466,6 +475,10 @@ <h3>Packages<a class="headerlink" href="#packages" title="Link to this heading">
 </div>
 <div class="toctree-wrapper compound">
 </div>
+<div class="toctree-wrapper compound">
+</div>
+<div class="toctree-wrapper compound">
+</div>
 </section>
 
     <script type="text/x-thebe-config">

diff --git a/_build/html/notebooks/01/01.html b/_build/html/notebooks/01/01.html
@@ -61,7 +61,7 @@
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="Section 1.1" href="NB_1_1.html" />
-    <link rel="prev" title="Collection of notes on {ml-nn-zero2hero}" href="../../intro.html" />
+    <link rel="prev" title="{ml-nn-zero2hero}" href="../../intro.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -172,7 +172,7 @@
         <ul class="nav bd-sidenav bd-sidenav__home-link">
             <li class="toctree-l1">
                 <a class="reference internal" href="../../intro.html">
-                    Collection of notes on {ml-nn-zero2hero}
+                    {ml-nn-zero2hero}
                 </a>
             </li>
         </ul>
@@ -204,18 +204,25 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../07/07.html">Section 07</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Transformers</span></p>
+<ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="../08/08.html">Section 08</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../09/09.html">Section 09</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Optimization</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="../10/10.html">Section 10</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference external" href="https://jupyterbook.org/en/stable/start/your-first-book.html">jupyter-books</a></li>
 </ul>
 
     </div>
@@ -472,7 +479,7 @@ <h2>Notebook 1.2 - End-to-end ML project<a class="headerlink" href="#notebook-1-
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Collection of notes on {ml-nn-zero2hero}</p>
+        <p class="prev-next-title">{ml-nn-zero2hero}</p>
       </div>
     </a>
     <a class="right-next"

diff --git a/_build/html/notebooks/02/02.html b/_build/html/notebooks/02/02.html
@@ -172,7 +172,7 @@
         <ul class="nav bd-sidenav bd-sidenav__home-link">
             <li class="toctree-l1">
                 <a class="reference internal" href="../../intro.html">
-                    Collection of notes on {ml-nn-zero2hero}
+                    {ml-nn-zero2hero}
                 </a>
             </li>
         </ul>
@@ -204,18 +204,25 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../07/07.html">Section 07</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Transformers</span></p>
+<ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="../08/08.html">Section 08</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../09/09.html">Section 09</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Optimization</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1 has-children"><a class="reference internal" href="../10/10.html">Section 10</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
 </li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference external" href="https://jupyterbook.org/en/stable/start/your-first-book.html">jupyter-books</a></li>
 </ul>
 
     </div>