test

doc/pub/week45/html/._week45-bs000.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>
@@ -214,7 +211,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 3, 2020</h4></center> <!-- date -->
+<center><h4>Nov 5, 2020</h4></center> <!-- date -->
 <br>
 <p>
 

doc/pub/week45/html/._week45-bs001.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs002.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs003.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs004.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs005.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs006.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs007.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>
@@ -198,7 +195,7 @@ MathJax.Hub.Config({
 <h2 id="___sec6" class="anchor">Using the Voting Classifier </h2>
 
 <p>
-We can use the voting classifier on other data sets, here the excting binary case of two distinct objects using the make moons functionality of -Scikit-Learn-.
+We can use the voting classifier on other data sets, here the exciting binary case of two distinct objects using the make moons functionality of <b>Scikit-Learn</b>.
 <p>
 
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->

doc/pub/week45/html/._week45-bs008.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>
@@ -195,7 +192,7 @@ MathJax.Hub.Config({
 <a name="part0008"></a>
 <!-- !split -->
 
-<h2 id="___sec7" class="anchor">Please, not the moons again! Voting and Bagging </h2>
+<h2 id="___sec7" class="anchor">Voting and Bagging </h2>
 
 <p>
 

doc/pub/week45/html/._week45-bs009.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs010.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>
@@ -205,12 +202,12 @@ We will grow of forest of say \( B \) trees.
 <li> For \( b=1:B \)</li>
 
 <ul>
-  <li> Draw a bootstrap sample of from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
+  <li> Draw a bootstrap sample from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
   <li> We grow then a random forest tree \( T_b \) based on the bootstrapped data by repeating the steps outlined till we reach the maximum node size is reached</li>
 
 <ol>
    <li> we select \( m \le p \) variables at random from the \( p \) predictors/features</li>
-   <li> pick the best split point among the \( m \) features using either the CART algorithm or the ID3 for classification and create a new node</li>
+   <li> pick the best split point among the \( m \) features using for example the CART algorithm and create a new node</li>
    <li> split the node into daughter nodes</li>
 </ol>
 

doc/pub/week45/html/._week45-bs011.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs012.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs013.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs014.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs015.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs016.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs017.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs018.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs019.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs020.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs021.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs022.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs023.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs024.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs025.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs026.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs027.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs028.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs029.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs030.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs031.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/._week45-bs032.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>

doc/pub/week45/html/week45-bs.html

@@ -48,10 +48,7 @@ Automatically generated HTML file from DocOnce source
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -154,7 +151,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="._week45-bs005.html#___sec4" style="font-size: 80%;">Standard imports first</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs006.html#___sec5" style="font-size: 80%;">Simple Voting Example, head or tail</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs007.html#___sec6" style="font-size: 80%;">Using the Voting Classifier</a></li>
-     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Please, not the moons again! Voting and Bagging</a></li>
+     <!-- navigation toc: --> <li><a href="._week45-bs008.html#___sec7" style="font-size: 80%;">Voting and Bagging</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs009.html#___sec8" style="font-size: 80%;">Random forests</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs010.html#___sec9" style="font-size: 80%;">Random Forest Algorithm</a></li>
      <!-- navigation toc: --> <li><a href="._week45-bs011.html#___sec10" style="font-size: 80%;">Random Forests Compared with other Methods on the Cancer Data</a></li>
@@ -214,7 +211,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 3, 2020</h4></center> <!-- date -->
+<center><h4>Nov 5, 2020</h4></center> <!-- date -->
 <br>
 <p>
 

doc/pub/week45/html/week45-reveal.html

@@ -148,7 +148,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>&nbsp;<br>
-<center><h4>Nov 3, 2020</h4></center> <!-- date -->
+<center><h4>Nov 5, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
@@ -319,7 +319,7 @@ plt.show()
 <h2 id="___sec6">Using the Voting Classifier </h2>
 
 <p>
-We can use the voting classifier on other data sets, here the excting binary case of two distinct objects using the make moons functionality of -Scikit-Learn-.
+We can use the voting classifier on other data sets, here the exciting binary case of two distinct objects using the make moons functionality of <b>Scikit-Learn</b>.
 <p>
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -370,7 +370,7 @@ voting_clf.fit(X_train, y_train)
 
 
 <section>
-<h2 id="___sec7">Please, not the moons again! Voting and Bagging </h2>
+<h2 id="___sec7">Voting and Bagging </h2>
 
 <p>
 
@@ -487,7 +487,7 @@ We will grow of forest of say \( B \) trees.
 
 <ul>
 
-<p><li> Draw a bootstrap sample of from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
+<p><li> Draw a bootstrap sample from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
 
 <p><li> We grow then a random forest tree \( T_b \) based on the bootstrapped data by repeating the steps outlined till we reach the maximum node size is reached</li>
 
@@ -495,7 +495,7 @@ We will grow of forest of say \( B \) trees.
 
 <p><li> we select \( m \le p \) variables at random from the \( p \) predictors/features</li>
 
-<p><li> pick the best split point among the \( m \) features using either the CART algorithm or the ID3 for classification and create a new node</li>
+<p><li> pick the best split point among the \( m \) features using for example the CART algorithm and create a new node</li>
 
 <p><li> split the node into daughter nodes</li>
 </ol>

doc/pub/week45/html/week45-solarized.html

@@ -42,10 +42,7 @@ div { text-align: justify; text-justify: inter-word; }
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -145,7 +142,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 3, 2020</h4></center> <!-- date -->
+<center><h4>Nov 5, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -307,7 +304,7 @@ plt.show()
 <h2 id="___sec6">Using the Voting Classifier </h2>
 
 <p>
-We can use the voting classifier on other data sets, here the excting binary case of two distinct objects using the make moons functionality of -Scikit-Learn-.
+We can use the voting classifier on other data sets, here the exciting binary case of two distinct objects using the make moons functionality of <b>Scikit-Learn</b>.
 <p>
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -357,7 +354,7 @@ voting_clf.fit(X_train, y_train)
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
-<h2 id="___sec7">Please, not the moons again! Voting and Bagging </h2>
+<h2 id="___sec7">Voting and Bagging </h2>
 
 <p>
 
@@ -470,12 +467,12 @@ We will grow of forest of say \( B \) trees.
 <li> For \( b=1:B \)</li>
 
 <ul>
-  <li> Draw a bootstrap sample of from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
+  <li> Draw a bootstrap sample from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
   <li> We grow then a random forest tree \( T_b \) based on the bootstrapped data by repeating the steps outlined till we reach the maximum node size is reached</li>
 
 <ol>
    <li> we select \( m \le p \) variables at random from the \( p \) predictors/features</li>
-   <li> pick the best split point among the \( m \) features using either the CART algorithm or the ID3 for classification and create a new node</li>
+   <li> pick the best split point among the \( m \) features using for example the CART algorithm and create a new node</li>
    <li> split the node into daughter nodes</li>
 </ol>
 

doc/pub/week45/html/week45.html

@@ -47,10 +47,7 @@ div { text-align: justify; text-justify: inter-word; }
               ('Standard imports first', 2, None, '___sec4'),
               ('Simple Voting Example, head or tail', 2, None, '___sec5'),
               ('Using the Voting Classifier', 2, None, '___sec6'),
-              ('Please, not the moons again! Voting and Bagging',
-               2,
-               None,
-               '___sec7'),
+              ('Voting and Bagging', 2, None, '___sec7'),
               ('Random forests', 2, None, '___sec8'),
               ('Random Forest Algorithm', 2, None, '___sec9'),
               ('Random Forests Compared with other Methods on the Cancer Data',
@@ -150,7 +147,7 @@ MathJax.Hub.Config({
 <center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
 <br>
 <p>
-<center><h4>Nov 3, 2020</h4></center> <!-- date -->
+<center><h4>Nov 5, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -312,7 +309,7 @@ plt<span style="color: #666666">.</span>show()
 <h2 id="___sec6">Using the Voting Classifier </h2>
 
 <p>
-We can use the voting classifier on other data sets, here the excting binary case of two distinct objects using the make moons functionality of -Scikit-Learn-.
+We can use the voting classifier on other data sets, here the exciting binary case of two distinct objects using the make moons functionality of <b>Scikit-Learn</b>.
 <p>
 
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->
@@ -362,7 +359,7 @@ voting_clf<span style="color: #666666">.</span>fit(X_train, y_train)
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
-<h2 id="___sec7">Please, not the moons again! Voting and Bagging </h2>
+<h2 id="___sec7">Voting and Bagging </h2>
 
 <p>
 
@@ -475,12 +472,12 @@ We will grow of forest of say \( B \) trees.
 <li> For \( b=1:B \)</li>
 
 <ul>
-  <li> Draw a bootstrap sample of from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
+  <li> Draw a bootstrap sample from the training data organized in our \( \boldsymbol{X} \) matrix.</li>
   <li> We grow then a random forest tree \( T_b \) based on the bootstrapped data by repeating the steps outlined till we reach the maximum node size is reached</li>
 
 <ol>
    <li> we select \( m \le p \) variables at random from the \( p \) predictors/features</li>
-   <li> pick the best split point among the \( m \) features using either the CART algorithm or the ID3 for classification and create a new node</li>
+   <li> pick the best split point among the \( m \) features using for example the CART algorithm and create a new node</li>
    <li> split the node into daughter nodes</li>
 </ol>
 

doc/src/week45/week45.do.txt

@@ -141,7 +141,7 @@ plt.show()
 !split
 ===== Using the Voting Classifier =====
 
-We can use the voting classifier on other data sets, here the excting binary case of two distinct objects using the make moons functionality of -Scikit-Learn-.
+We can use the voting classifier on other data sets, here the exciting binary case of two distinct objects using the make moons functionality of _Scikit-Learn_.
 !bc pycod
 from sklearn.model_selection import train_test_split
 from sklearn.datasets import make_moons
@@ -192,7 +192,7 @@ for clf in (log_clf, rnd_clf, svm_clf, voting_clf):
 
 
 !split
-===== Please, not the moons again! Voting and Bagging =====
+===== Voting and Bagging =====
 
 !bc pycod
 from sklearn.model_selection import train_test_split
@@ -295,10 +295,10 @@ The algorithm described here can be applied to both classification and regressio
 
 We will grow of forest of say $B$ trees.
 o For $b=1:B$
-  * Draw a bootstrap sample of from the training data organized in our $\bm{X}$ matrix.
+  * Draw a bootstrap sample from the training data organized in our $\bm{X}$ matrix.
   * We grow then a random forest tree $T_b$ based on the bootstrapped data by repeating the steps outlined till we reach the maximum node size is reached
     o we select $m \le p$ variables at random from the $p$ predictors/features
-    o pick the best split point among the $m$ features using either the CART algorithm or the ID3 for classification and create a new node
+    o pick the best split point among the $m$ features using for example the CART algorithm and create a new node
     o split the node into daughter nodes
 o Output then the ensemble of trees $\{T_b\}_1^{B}$ and make predictions for either a regression type of problem or a classification type of problem.