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ProjectPythia · Jul 23, 2024 · e1d38ac · e1d38ac
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diff --git a/README.html b/README.html
@@ -78,7 +78,7 @@
     <link rel="next" title="How to Cite This Cookbook" href="notebooks/how-to-cite.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="22 July 2024"/>
+    <meta name="docbuild:last-update" content="23 July 2024"/>
   </head>
 
 
@@ -434,7 +434,7 @@ <h3>Dataset Scaling<a class="headerlink" href="#dataset-scaling" title="Link to
 <p>For (most) machine learning models, scaling is necessary. This sections covers how to do that.</p>
 </section>
 <section id="machine-learning">
-<h3>Machine Learning(!!!)<a class="headerlink" href="#machine-learning" title="Link to this heading"><i class="fas fa-link"></i></a></h3>
+<h3>Machine Learning (!!!)<a class="headerlink" href="#machine-learning" title="Link to this heading"><i class="fas fa-link"></i></a></h3>
 <p>The part where we actually train a model! We also see how good it is.</p>
 </section>
 </section>
@@ -554,7 +554,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#exploratory-data-analysis">Exploratory Data Analysis</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#dataset-splitting">Dataset Splitting</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#dataset-scaling">Dataset Scaling</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#machine-learning">Machine Learning(!!!)</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#machine-learning">Machine Learning (!!!)</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#running-the-notebooks">Running the Notebooks</a><ul class="nav section-nav flex-column">
@@ -773,7 +773,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 22 July 2024.
+  Last updated on 23 July 2024.
   <br/>
 </p>
   </div>
@@ -827,7 +827,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 22 July 2024.
+          Last updated on 23 July 2024.
         </p>
       </div>
     </div>

diff --git a/_images/1c5a47f7511ac39b0f6af0de97d3dfe1f21f5f06093a8d5982817843a7bfe1cd.png b/_images/1c5a47f7511ac39b0f6af0de97d3dfe1f21f5f06093a8d5982817843a7bfe1cd.png
diff --git a/_sources/README.md b/_sources/README.md
@@ -38,7 +38,7 @@ For machine learning, we need a testing, training, and validation dataset. This
 
 For (most) machine learning models, scaling is necessary. This sections covers how to do that.
 
-### Machine Learning(!!!)
+### Machine Learning (!!!)
 
 The part where we actually train a model! We also see how good it is. 
 

diff --git a/genindex.html b/genindex.html
@@ -76,7 +76,7 @@
     <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="22 July 2024"/>
+    <meta name="docbuild:last-update" content="23 July 2024"/>
   </head>
 
 
@@ -556,7 +556,7 @@ <h1 id="index">Index</h1>
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 22 July 2024.
+  Last updated on 23 July 2024.
   <br/>
 </p>
   </div>
@@ -610,7 +610,7 @@ <h1 id="index">Index</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 22 July 2024.
+          Last updated on 23 July 2024.
         </p>
       </div>
     </div>

diff --git a/notebooks/how-to-cite.html b/notebooks/how-to-cite.html
@@ -78,7 +78,7 @@
     <link rel="prev" title="Precipitation Cookbook" href="../README.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="22 July 2024"/>
+    <meta name="docbuild:last-update" content="23 July 2024"/>
   </head>
 
 
@@ -649,7 +649,7 @@ <h1>How to Cite This Cookbook<a class="headerlink" href="#how-to-cite-this-cookb
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 22 July 2024.
+  Last updated on 23 July 2024.
   <br/>
 </p>
   </div>
@@ -703,7 +703,7 @@ <h1>How to Cite This Cookbook<a class="headerlink" href="#how-to-cite-this-cookb
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 22 July 2024.
+          Last updated on 23 July 2024.
         </p>
       </div>
     </div>

diff --git a/notebooks/ptype_ml.html b/notebooks/ptype_ml.html
@@ -77,7 +77,7 @@
     <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="22 July 2024"/>
+    <meta name="docbuild:last-update" content="23 July 2024"/>
   </head>
 
 
@@ -626,7 +626,7 @@ <h2>Let’s do EDA<a class="headerlink" href="#lets-do-eda" title="Link to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.PairGrid at 0x7fd640f82380&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.PairGrid at 0x7f465595baf0&gt;
 </pre></div>
 </div>
 <img alt="../_images/8df15103bd27656dbe4e9c673838f9b4b965d33b00032ce677ee518c24799f89.png" src="../_images/8df15103bd27656dbe4e9c673838f9b4b965d33b00032ce677ee518c24799f89.png" />
@@ -1361,7 +1361,7 @@ <h2>Different dataset, different results?<a class="headerlink" href="#different-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.PairGrid at 0x7fd5d02d34c0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.PairGrid at 0x7f462698e710&gt;
 </pre></div>
 </div>
 <img alt="../_images/9aa873dc2c543afc8f29c8a0ccc59914e9cec9dffbcaf38681900319bef7c007.png" src="../_images/9aa873dc2c543afc8f29c8a0ccc59914e9cec9dffbcaf38681900319bef7c007.png" />
@@ -1870,7 +1870,7 @@ <h3>Test Set ML<a class="headerlink" href="#test-set-ml" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE on Test Set: 2.79
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE on Test Set: 2.78
 R-squared (R2) on Test Set: 0.58
 </pre></div>
 </div>
@@ -1900,7 +1900,7 @@ <h3>Test Set ML<a class="headerlink" href="#test-set-ml" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/4b7e8b4ff86e0ca3dd2cc31c32ed32041fdb0629a2704bf9d9a49fc59d78309e.png" src="../_images/4b7e8b4ff86e0ca3dd2cc31c32ed32041fdb0629a2704bf9d9a49fc59d78309e.png" />
+<img alt="../_images/1c5a47f7511ac39b0f6af0de97d3dfe1f21f5f06093a8d5982817843a7bfe1cd.png" src="../_images/1c5a47f7511ac39b0f6af0de97d3dfe1f21f5f06093a8d5982817843a7bfe1cd.png" />
 </div>
 </div>
 <p>What do you notice in this scatter plot compared to the one with rain vs snow?</p>
@@ -1922,8 +1922,8 @@ <h3>Validation Set ML<a class="headerlink" href="#validation-set-ml" title="Link
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE on Validation Set: 2.53
-R-squared (R2) on Validation Set: 0.70
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RMSE on Validation Set: 2.45
+R-squared (R2) on Validation Set: 0.72
 </pre></div>
 </div>
 </div>
@@ -2283,7 +2283,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 22 July 2024.
+  Last updated on 23 July 2024.
   <br/>
 </p>
   </div>
@@ -2337,7 +2337,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 22 July 2024.
+          Last updated on 23 July 2024.
         </p>
       </div>
     </div>

diff --git a/search.html b/search.html
@@ -78,7 +78,7 @@
     <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="22 July 2024"/>
+    <meta name="docbuild:last-update" content="23 July 2024"/>
   </head>
 
 
@@ -581,7 +581,7 @@ <h1>Search</h1>
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 22 July 2024.
+  Last updated on 23 July 2024.
   <br/>
 </p>
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@@ -635,7 +635,7 @@ <h1>Search</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 22 July 2024.
+          Last updated on 23 July 2024.
         </p>
       </div>
     </div>