correcting slides

doc/pub/week43/html/week43-bs.html

@@ -49,11 +49,11 @@ doconce format html week43.do.txt --html_style=bootstrap --pygments_html_style=d
                2,
                None,
                'material-for-exercises-week-43-and-week-44'),
-              ('Writing our first neural network code, Testing our code for '
-               'the OR and XOR gates',
+              ('Writing our first neural network code,  testing it  for the OR '
+               'and XOR gates',
                2,
                None,
-               'writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates'),
+               'writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates'),
               ('The AND and XOR Gates', 2, None, 'the-and-and-xor-gates'),
               ('Representing the Data Sets',
                2,
@@ -330,7 +330,7 @@ MathJax.Hub.Config({
      <!-- navigation toc: --> <li><a href="#using-automatic-differentiation" style="font-size: 80%;">Using Automatic differentiation</a></li>
      <!-- navigation toc: --> <li><a href="#back-propagation-and-automatic-differentiation" style="font-size: 80%;">Back propagation and automatic differentiation</a></li>
      <!-- navigation toc: --> <li><a href="#material-for-exercises-week-43-and-week-44" style="font-size: 80%;">Material for exercises week 43 and week 44</a></li>
-     <!-- navigation toc: --> <li><a href="#writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates" style="font-size: 80%;">Writing our first neural network code, Testing our code for the OR and XOR gates</a></li>
+     <!-- navigation toc: --> <li><a href="#writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates" style="font-size: 80%;">Writing our first neural network code,  testing it  for the OR and XOR gates</a></li>
      <!-- navigation toc: --> <li><a href="#the-and-and-xor-gates" style="font-size: 80%;">The AND and XOR Gates</a></li>
      <!-- navigation toc: --> <li><a href="#representing-the-data-sets" style="font-size: 80%;">Representing the Data Sets</a></li>
      <!-- navigation toc: --> <li><a href="#setting-up-the-neural-network" style="font-size: 80%;">Setting up the Neural Network</a></li>
@@ -515,7 +515,7 @@ t
 <h2 id="material-for-exercises-week-43-and-week-44" class="anchor">Material for exercises week 43 and week 44 </h2>
 
 <!-- !split -->
-<h2 id="writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates" class="anchor">Writing our first neural network code, Testing our code for the OR and XOR gates </h2>
+<h2 id="writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates" class="anchor">Writing our first neural network code,  testing it  for the OR and XOR gates </h2>
 
 <p>During week 41 we discussed three different types of gates, the
 so-called XOR, the OR and the AND gates.  In order to develop a code
@@ -779,6 +779,7 @@ plt<span style="color: #666666">.</span>show()
   </div>
 </div>
 
+<p>How do we interpret these results?</p>
 
 <!-- !split -->
 <h2 id="lecture-thursday-october-26" class="anchor">Lecture Thursday October 26 </h2>

doc/pub/week43/html/week43-reveal.html

@@ -269,7 +269,7 @@ t
 </section>
 
 <section>
-<h2 id="writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates">Writing our first neural network code, Testing our code for the OR and XOR gates </h2>
+<h2 id="writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates">Writing our first neural network code,  testing it  for the OR and XOR gates </h2>
 
 <p>During week 41 we discussed three different types of gates, the
 so-called XOR, the OR and the AND gates.  In order to develop a code
@@ -526,6 +526,8 @@ plt.show()
     </div>
   </div>
 </div>
+
+<p>How do we interpret these results?</p>
 </section>
 
 <section>

doc/pub/week43/html/week43-solarized.html

@@ -76,11 +76,11 @@ div.toc p,a {
                2,
                None,
                'material-for-exercises-week-43-and-week-44'),
-              ('Writing our first neural network code, Testing our code for '
-               'the OR and XOR gates',
+              ('Writing our first neural network code,  testing it  for the OR '
+               'and XOR gates',
                2,
                None,
-               'writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates'),
+               'writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates'),
               ('The AND and XOR Gates', 2, None, 'the-and-and-xor-gates'),
               ('Representing the Data Sets',
                2,
@@ -416,7 +416,7 @@ t
 <h2 id="material-for-exercises-week-43-and-week-44">Material for exercises week 43 and week 44 </h2>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates">Writing our first neural network code, Testing our code for the OR and XOR gates </h2>
+<h2 id="writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates">Writing our first neural network code,  testing it  for the OR and XOR gates </h2>
 
 <p>During week 41 we discussed three different types of gates, the
 so-called XOR, the OR and the AND gates.  In order to develop a code
@@ -668,6 +668,7 @@ plt.show()
   </div>
 </div>
 
+<p>How do we interpret these results?</p>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="lecture-thursday-october-26">Lecture Thursday October 26 </h2>

doc/pub/week43/html/week43.html

@@ -153,11 +153,11 @@ div.toc p,a {
                2,
                None,
                'material-for-exercises-week-43-and-week-44'),
-              ('Writing our first neural network code, Testing our code for '
-               'the OR and XOR gates',
+              ('Writing our first neural network code,  testing it  for the OR '
+               'and XOR gates',
                2,
                None,
-               'writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates'),
+               'writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates'),
               ('The AND and XOR Gates', 2, None, 'the-and-and-xor-gates'),
               ('Representing the Data Sets',
                2,
@@ -493,7 +493,7 @@ t
 <h2 id="material-for-exercises-week-43-and-week-44">Material for exercises week 43 and week 44 </h2>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="writing-our-first-neural-network-code-testing-our-code-for-the-or-and-xor-gates">Writing our first neural network code, Testing our code for the OR and XOR gates </h2>
+<h2 id="writing-our-first-neural-network-code-testing-it-for-the-or-and-xor-gates">Writing our first neural network code,  testing it  for the OR and XOR gates </h2>
 
 <p>During week 41 we discussed three different types of gates, the
 so-called XOR, the OR and the AND gates.  In order to develop a code
@@ -745,6 +745,7 @@ plt<span style="color: #666666">.</span>show()
   </div>
 </div>
 
+<p>How do we interpret these results?</p>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 <h2 id="lecture-thursday-october-26">Lecture Thursday October 26 </h2>