fix: update grammar

Signed-off-by: Akshay "XA" Mestry <[email protected]>
xames3 · Feb 25, 2024 · d2493ae · d2493ae
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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: cc4235dd132848d10790d3c40c0ac171
+config: 0ce247551a922ed5f590b18174a5269b
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.doctrees/_documentation/chapters/mathematics-for-ai.doctree b/.doctrees/_documentation/chapters/mathematics-for-ai.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/_documentation/chapters/demystifying-buzzwords.html b/_documentation/chapters/demystifying-buzzwords.html
@@ -71,7 +71,7 @@
     <link rel="prev" title="Let’s L.E.A.R.N!" href="../introducing-learn.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -1475,7 +1475,7 @@ <h2>References</h2>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -1542,7 +1542,7 @@ <h2>References</h2>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/_documentation/chapters/mathematics-for-ai.html b/_documentation/chapters/mathematics-for-ai.html
@@ -71,7 +71,7 @@
     <link rel="prev" title="Demystifying the Buzzwords" href="demystifying-buzzwords.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -689,11 +689,11 @@ <h3><span class="sectnum">4.5   </span>Integers<a class="headerlink" href="#i
 <p>Integers, represented by <span class="math notranslate nohighlight">\(\mathbb{Z}\)</span> (called double-struck
 capital Z), are the quintessence of discrete data representation. In AI and
 ML, many scenarios necessitate a straightforward, uncomplicated expression of
-quantity—be it the count of occurrences, indexing of arrays, or the labeling
-of categories. For instance, in a dataset, each category or class might be
-assigned an integer value, transforming qualitative data into a form that
-algorithms can efficiently process and learn from. The bedrock of AI and ML is
-constituted of algorithms, where integers frequently govern the flow of
+quantity <span class="raw-html">&mdash;</span> be it the count of occurrences, indexing of arrays, or the
+labeling of categories. For instance, in a dataset, each category or class
+might be assigned an integer value, transforming qualitative data into a form
+that algorithms can efficiently process and learn from. The bedrock of AI and
+ML is constituted of algorithms, where integers frequently govern the flow of
 execution. Whether it’s the number of iterations in training loops, steps in
 optimization algorithms, or layers in deep neural networks, integers serve as
 the controlling variables that guide the procedural logic and iterative
@@ -861,7 +861,7 @@ <h2>References</h2>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -928,7 +928,7 @@ <h2>References</h2>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/_documentation/intentions.html b/_documentation/intentions.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Preface" href="preface.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -326,7 +326,7 @@ <h1>Intentions<a class="headerlink" href="#id1" title="Link to this heading">#</
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -393,7 +393,7 @@ <h1>Intentions<a class="headerlink" href="#id1" title="Link to this heading">#</
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/_documentation/introducing-learn.html b/_documentation/introducing-learn.html
@@ -71,7 +71,7 @@
     <link rel="prev" title="Intentions" href="intentions.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -900,7 +900,7 @@ <h2>References</h2>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -967,7 +967,7 @@ <h2>References</h2>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/_documentation/preface.html b/_documentation/preface.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Learning the Essence of AI, Research and Notations" href="../index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -362,7 +362,7 @@ <h1>Preface<a class="headerlink" href="#id1" title="Link to this heading">#</a><
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -429,7 +429,7 @@ <h1>Preface<a class="headerlink" href="#id1" title="Link to this heading">#</a><
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/_sources/_documentation/chapters/mathematics-for-ai.rst b/_sources/_documentation/chapters/mathematics-for-ai.rst
@@ -455,11 +455,11 @@ Integers
 Integers, represented by :math:`\mathbb{Z}` (called double-struck
 capital Z), are the quintessence of discrete data representation. In AI and
 ML, many scenarios necessitate a straightforward, uncomplicated expression of
-quantity—be it the count of occurrences, indexing of arrays, or the labeling
-of categories. For instance, in a dataset, each category or class might be
-assigned an integer value, transforming qualitative data into a form that
-algorithms can efficiently process and learn from. The bedrock of AI and ML is
-constituted of algorithms, where integers frequently govern the flow of
+quantity |dash| be it the count of occurrences, indexing of arrays, or the
+labeling of categories. For instance, in a dataset, each category or class
+might be assigned an integer value, transforming qualitative data into a form
+that algorithms can efficiently process and learn from. The bedrock of AI and
+ML is constituted of algorithms, where integers frequently govern the flow of
 execution. Whether it's the number of iterations in training loops, steps in
 optimization algorithms, or layers in deep neural networks, integers serve as
 the controlling variables that guide the procedural logic and iterative

diff --git a/genindex.html b/genindex.html
@@ -54,7 +54,7 @@
     <link rel="search" title="Search" href="search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -260,7 +260,7 @@ <h1 id="index">Index</h1>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -327,7 +327,7 @@ <h1 id="index">Index</h1>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/index.html b/index.html
@@ -69,7 +69,7 @@
     <link rel="next" title="Preface" href="_documentation/preface.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -391,7 +391,7 @@ <h1>Learning the Essence of AI, Research and Notations</h1>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
   </div>
 
   <div class="footer-item">
@@ -458,7 +458,7 @@ <h1>Learning the Essence of AI, Research and Notations</h1>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>
 

diff --git a/search.html b/search.html
@@ -56,7 +56,7 @@
     <link rel="search" title="Search" href="#" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Feb 24, 2024"/>
+    <meta name="docbuild:last-update" content="Feb 25, 2024"/>
   </head>
 
 
@@ -272,7 +272,7 @@ <h1>Search</h1>
   </div>
 
   <div class="footer-item">
-    <p class="last-updated">Website last updated on Feb 24, 2024.</p>
+    <p class="last-updated">Website last updated on Feb 25, 2024.</p>
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   <div class="footer-item">
@@ -339,7 +339,7 @@ <h1>Search</h1>
 
     <div class="footer-items__end">
 
-        <div class="footer-item"><p class="last-updated">Website last updated on Feb 24, 2024.</p></div>
+        <div class="footer-item"><p class="last-updated">Website last updated on Feb 25, 2024.</p></div>
 
     </div>