From 4fa227729c0f0742bb58ef743e569c5c9c97238b Mon Sep 17 00:00:00 2001
From: mhjensen <morten.hjorth-jensen@fys.uio.no>
Date: Sun, 22 Nov 2020 21:46:42 +0100
Subject: [PATCH] updating week 48

---
 doc/pub/week48/html/._week48-bs000.html |  4 ++--
 doc/pub/week48/html/._week48-bs001.html |  6 +++---
 doc/pub/week48/html/._week48-bs002.html |  6 +++---
 doc/pub/week48/html/._week48-bs003.html |  8 +++++---
 doc/pub/week48/html/._week48-bs004.html | 16 +++++-----------
 doc/pub/week48/html/._week48-bs005.html |  6 +++---
 doc/pub/week48/html/._week48-bs006.html |  4 ++--
 doc/pub/week48/html/._week48-bs007.html |  4 ++--
 doc/pub/week48/html/._week48-bs008.html |  4 ++--
 doc/pub/week48/html/._week48-bs009.html |  4 ++--
 doc/pub/week48/html/._week48-bs010.html |  4 ++--
 doc/pub/week48/html/._week48-bs011.html |  4 ++--
 doc/pub/week48/html/._week48-bs012.html |  4 ++--
 doc/pub/week48/html/._week48-bs013.html |  4 ++--
 doc/pub/week48/html/._week48-bs014.html |  4 ++--
 doc/pub/week48/html/._week48-bs015.html |  4 ++--
 doc/pub/week48/html/._week48-bs016.html |  4 ++--
 doc/pub/week48/html/._week48-bs017.html |  4 ++--
 doc/pub/week48/html/._week48-bs018.html |  4 ++--
 doc/pub/week48/html/._week48-bs019.html |  4 ++--
 doc/pub/week48/html/._week48-bs020.html |  4 ++--
 doc/pub/week48/html/._week48-bs021.html |  4 ++--
 doc/pub/week48/html/._week48-bs022.html |  4 ++--
 doc/pub/week48/html/._week48-bs023.html |  4 ++--
 doc/pub/week48/html/._week48-bs024.html |  4 ++--
 doc/pub/week48/html/._week48-bs025.html |  4 ++--
 doc/pub/week48/html/._week48-bs026.html |  4 ++--
 doc/pub/week48/html/._week48-bs027.html |  4 ++--
 doc/pub/week48/html/._week48-bs028.html |  4 ++--
 doc/pub/week48/html/._week48-bs029.html |  4 ++--
 doc/pub/week48/html/._week48-bs030.html |  4 ++--
 doc/pub/week48/html/._week48-bs031.html |  4 ++--
 doc/pub/week48/html/._week48-bs032.html |  4 ++--
 doc/pub/week48/html/._week48-bs033.html |  4 ++--
 doc/pub/week48/html/._week48-bs034.html |  4 ++--
 doc/pub/week48/html/._week48-bs035.html |  4 ++--
 doc/pub/week48/html/._week48-bs036.html |  4 ++--
 doc/pub/week48/html/._week48-bs037.html |  4 ++--
 doc/pub/week48/html/._week48-bs038.html |  4 ++--
 doc/pub/week48/html/._week48-bs039.html |  4 ++--
 doc/pub/week48/html/._week48-bs040.html |  4 ++--
 doc/pub/week48/html/._week48-bs041.html |  4 ++--
 doc/pub/week48/html/._week48-bs042.html |  4 ++--
 doc/pub/week48/html/._week48-bs043.html |  4 ++--
 doc/pub/week48/html/._week48-bs044.html |  4 ++--
 doc/pub/week48/html/._week48-bs045.html |  4 ++--
 doc/pub/week48/html/._week48-bs046.html |  4 ++--
 47 files changed, 103 insertions(+), 107 deletions(-)

diff --git a/doc/pub/week48/html/._week48-bs000.html b/doc/pub/week48/html/._week48-bs000.html
index 7c055e18f..4f1886bfb 100644
--- a/doc/pub/week48/html/._week48-bs000.html
+++ b/doc/pub/week48/html/._week48-bs000.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs001.html b/doc/pub/week48/html/._week48-bs001.html
index c3643c17a..d8d3ce1c3 100644
--- a/doc/pub/week48/html/._week48-bs001.html
+++ b/doc/pub/week48/html/._week48-bs001.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
@@ -210,7 +210,7 @@ MathJax.Hub.Config({
 <a name="part0001"></a>
 <!-- !split -->
 
-<h2 id="___sec0" class="anchor">Overview of week 47 </h2>
+<h2 id="___sec0" class="anchor">Overview of week 48 </h2>
 
 <ul>
 <li> <b>Thursday</b>: Support Vector Machines, Kernels, Classification and Regression</li>
diff --git a/doc/pub/week48/html/._week48-bs002.html b/doc/pub/week48/html/._week48-bs002.html
index aa165cdc1..4966306fb 100644
--- a/doc/pub/week48/html/._week48-bs002.html
+++ b/doc/pub/week48/html/._week48-bs002.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
@@ -213,7 +213,7 @@ MathJax.Hub.Config({
 <h2 id="___sec1" class="anchor">Thursday </h2>
 
 <p>
-We finalize our discussion on Support Vector Machines
+We finalize our discussion on Support Vector Machines with an emphasis on kernel transformations and applications to regression. The following <a href="https://www.youtube.com/watch?v=Toet3EiSFcM&ab_channel=StatQuestwithJoshStarmer" target="_self">video attempts at giving an overview on this part</a>. See also the <a href="https://www.youtube.com/watch?v=Qc5IyLW_hns&ab_channel=StatQuestwithJoshStarmer" target="_self">follow-up video</a>.
 
 <p>
 <p>
diff --git a/doc/pub/week48/html/._week48-bs003.html b/doc/pub/week48/html/._week48-bs003.html
index 8c25f7bfe..f1ef39ba2 100644
--- a/doc/pub/week48/html/._week48-bs003.html
+++ b/doc/pub/week48/html/._week48-bs003.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
@@ -213,7 +213,9 @@ MathJax.Hub.Config({
 <h2 id="___sec2" class="anchor">Friday </h2>
 
 <p>
-Friday's lecture is split in two parts. It starts with a summary of what we have done this semester and continues with perspectives for future studies and modern research projects in machine learning.
+Friday's lecture is split in two parts. It starts with a summary of
+what we have done this semester and continues with perspectives for future studies and
+modern research projects in machine learning.
 
 <p>
 <p>
diff --git a/doc/pub/week48/html/._week48-bs004.html b/doc/pub/week48/html/._week48-bs004.html
index 4d7c6fb18..e1608a534 100644
--- a/doc/pub/week48/html/._week48-bs004.html
+++ b/doc/pub/week48/html/._week48-bs004.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
@@ -213,7 +213,8 @@ MathJax.Hub.Config({
 <h2 id="___sec3" class="anchor">Support Vector Machines, overarching aims  </h2>
 
 <p>
-A Support Vector Machine (SVM) is a very powerful and versatile
+As discussed last week, 
+a Support Vector Machine (SVM) is a very powerful and versatile
 Machine Learning method, capable of performing linear or nonlinear
 classification, regression, and even outlier detection. It is one of
 the most popular models in Machine Learning, and anyone interested in
@@ -231,14 +232,7 @@ The basic mathematics behind the SVM is however less familiar to most of us.
 It relies on the definition of hyperplanes and the
 definition of a <b>margin</b> which separates classes (in case of
 classification problems) of variables. It is also used for regression
-problems.
-
-<p>
-With SVMs we distinguish between hard margin and soft margins. The
-latter introduces a so-called softening parameter to be discussed
-below.  We distinguish also between linear and non-linear
-approaches. The latter are the most frequent ones since it is rather
-unlikely that we can separate classes easily by say straight lines.
+problems.  I recommend you take a look at the lectures from last week on the binary classification problem.
 
 <p>
 <p>
diff --git a/doc/pub/week48/html/._week48-bs005.html b/doc/pub/week48/html/._week48-bs005.html
index a6d6427c1..36c81cedf 100644
--- a/doc/pub/week48/html/._week48-bs005.html
+++ b/doc/pub/week48/html/._week48-bs005.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
@@ -213,7 +213,7 @@ MathJax.Hub.Config({
 <h2 id="___sec4" class="anchor">Kernels and non-linearity </h2>
 
 <p>
-The cases we have studied last week  were all characterized by two classes
+The cases we studied last week  were all characterized by two classes
 with a close to linear separability. The classifiers we have described
 so far find linear boundaries in our input feature space. It is
 possible to make our procedure more flexible by exploring the feature
diff --git a/doc/pub/week48/html/._week48-bs006.html b/doc/pub/week48/html/._week48-bs006.html
index a52d36419..a9097932b 100644
--- a/doc/pub/week48/html/._week48-bs006.html
+++ b/doc/pub/week48/html/._week48-bs006.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs007.html b/doc/pub/week48/html/._week48-bs007.html
index 5c3a690cd..dca9ed106 100644
--- a/doc/pub/week48/html/._week48-bs007.html
+++ b/doc/pub/week48/html/._week48-bs007.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs008.html b/doc/pub/week48/html/._week48-bs008.html
index f739e74d0..e8b8337b8 100644
--- a/doc/pub/week48/html/._week48-bs008.html
+++ b/doc/pub/week48/html/._week48-bs008.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs009.html b/doc/pub/week48/html/._week48-bs009.html
index da96bc2a2..408632475 100644
--- a/doc/pub/week48/html/._week48-bs009.html
+++ b/doc/pub/week48/html/._week48-bs009.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs010.html b/doc/pub/week48/html/._week48-bs010.html
index 9a12a8663..8e65e7439 100644
--- a/doc/pub/week48/html/._week48-bs010.html
+++ b/doc/pub/week48/html/._week48-bs010.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs011.html b/doc/pub/week48/html/._week48-bs011.html
index 30022e5d9..f70745aaa 100644
--- a/doc/pub/week48/html/._week48-bs011.html
+++ b/doc/pub/week48/html/._week48-bs011.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs012.html b/doc/pub/week48/html/._week48-bs012.html
index f842515d8..7e0b17d93 100644
--- a/doc/pub/week48/html/._week48-bs012.html
+++ b/doc/pub/week48/html/._week48-bs012.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs013.html b/doc/pub/week48/html/._week48-bs013.html
index 17085572f..0a80aeb6e 100644
--- a/doc/pub/week48/html/._week48-bs013.html
+++ b/doc/pub/week48/html/._week48-bs013.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs014.html b/doc/pub/week48/html/._week48-bs014.html
index 503544495..784c7273b 100644
--- a/doc/pub/week48/html/._week48-bs014.html
+++ b/doc/pub/week48/html/._week48-bs014.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs015.html b/doc/pub/week48/html/._week48-bs015.html
index 71b4954aa..a679f7e1d 100644
--- a/doc/pub/week48/html/._week48-bs015.html
+++ b/doc/pub/week48/html/._week48-bs015.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs016.html b/doc/pub/week48/html/._week48-bs016.html
index 199bbedcc..d550fdcd6 100644
--- a/doc/pub/week48/html/._week48-bs016.html
+++ b/doc/pub/week48/html/._week48-bs016.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs017.html b/doc/pub/week48/html/._week48-bs017.html
index 793eb7bb1..566f388bd 100644
--- a/doc/pub/week48/html/._week48-bs017.html
+++ b/doc/pub/week48/html/._week48-bs017.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs018.html b/doc/pub/week48/html/._week48-bs018.html
index 8758c0dfb..dd44cb21c 100644
--- a/doc/pub/week48/html/._week48-bs018.html
+++ b/doc/pub/week48/html/._week48-bs018.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs019.html b/doc/pub/week48/html/._week48-bs019.html
index 0c9a18301..d33a9be37 100644
--- a/doc/pub/week48/html/._week48-bs019.html
+++ b/doc/pub/week48/html/._week48-bs019.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs020.html b/doc/pub/week48/html/._week48-bs020.html
index 4de51ef92..d847e47d2 100644
--- a/doc/pub/week48/html/._week48-bs020.html
+++ b/doc/pub/week48/html/._week48-bs020.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs021.html b/doc/pub/week48/html/._week48-bs021.html
index c6a8d8bf3..8c710c985 100644
--- a/doc/pub/week48/html/._week48-bs021.html
+++ b/doc/pub/week48/html/._week48-bs021.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs022.html b/doc/pub/week48/html/._week48-bs022.html
index 7acf49fd6..cad486922 100644
--- a/doc/pub/week48/html/._week48-bs022.html
+++ b/doc/pub/week48/html/._week48-bs022.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs023.html b/doc/pub/week48/html/._week48-bs023.html
index 9903efea8..2ddc5735b 100644
--- a/doc/pub/week48/html/._week48-bs023.html
+++ b/doc/pub/week48/html/._week48-bs023.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs024.html b/doc/pub/week48/html/._week48-bs024.html
index b95059a02..19032b253 100644
--- a/doc/pub/week48/html/._week48-bs024.html
+++ b/doc/pub/week48/html/._week48-bs024.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs025.html b/doc/pub/week48/html/._week48-bs025.html
index 64739008d..42813dea1 100644
--- a/doc/pub/week48/html/._week48-bs025.html
+++ b/doc/pub/week48/html/._week48-bs025.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs026.html b/doc/pub/week48/html/._week48-bs026.html
index c1353f333..e837a9055 100644
--- a/doc/pub/week48/html/._week48-bs026.html
+++ b/doc/pub/week48/html/._week48-bs026.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs027.html b/doc/pub/week48/html/._week48-bs027.html
index 6d112c62c..9a76457ad 100644
--- a/doc/pub/week48/html/._week48-bs027.html
+++ b/doc/pub/week48/html/._week48-bs027.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs028.html b/doc/pub/week48/html/._week48-bs028.html
index 401662835..6b80027ec 100644
--- a/doc/pub/week48/html/._week48-bs028.html
+++ b/doc/pub/week48/html/._week48-bs028.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs029.html b/doc/pub/week48/html/._week48-bs029.html
index ff39c29d4..840a2d49a 100644
--- a/doc/pub/week48/html/._week48-bs029.html
+++ b/doc/pub/week48/html/._week48-bs029.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs030.html b/doc/pub/week48/html/._week48-bs030.html
index 13a87ca29..800711df1 100644
--- a/doc/pub/week48/html/._week48-bs030.html
+++ b/doc/pub/week48/html/._week48-bs030.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs031.html b/doc/pub/week48/html/._week48-bs031.html
index e503a71fa..18c99534c 100644
--- a/doc/pub/week48/html/._week48-bs031.html
+++ b/doc/pub/week48/html/._week48-bs031.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs032.html b/doc/pub/week48/html/._week48-bs032.html
index 7fff64cf0..1ed9b3eb0 100644
--- a/doc/pub/week48/html/._week48-bs032.html
+++ b/doc/pub/week48/html/._week48-bs032.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs033.html b/doc/pub/week48/html/._week48-bs033.html
index d5e48507a..b20258f08 100644
--- a/doc/pub/week48/html/._week48-bs033.html
+++ b/doc/pub/week48/html/._week48-bs033.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs034.html b/doc/pub/week48/html/._week48-bs034.html
index 9624022ee..9b4fd2322 100644
--- a/doc/pub/week48/html/._week48-bs034.html
+++ b/doc/pub/week48/html/._week48-bs034.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs035.html b/doc/pub/week48/html/._week48-bs035.html
index c880a56ec..5f318a81e 100644
--- a/doc/pub/week48/html/._week48-bs035.html
+++ b/doc/pub/week48/html/._week48-bs035.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs036.html b/doc/pub/week48/html/._week48-bs036.html
index 64a4058a6..9d96d8ebe 100644
--- a/doc/pub/week48/html/._week48-bs036.html
+++ b/doc/pub/week48/html/._week48-bs036.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs037.html b/doc/pub/week48/html/._week48-bs037.html
index bb200dd68..ffc113b3b 100644
--- a/doc/pub/week48/html/._week48-bs037.html
+++ b/doc/pub/week48/html/._week48-bs037.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs038.html b/doc/pub/week48/html/._week48-bs038.html
index 7a0cf5c27..a3cbffcd1 100644
--- a/doc/pub/week48/html/._week48-bs038.html
+++ b/doc/pub/week48/html/._week48-bs038.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs039.html b/doc/pub/week48/html/._week48-bs039.html
index d23401aca..cdfc7e72c 100644
--- a/doc/pub/week48/html/._week48-bs039.html
+++ b/doc/pub/week48/html/._week48-bs039.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs040.html b/doc/pub/week48/html/._week48-bs040.html
index ef33fc160..6bc8486eb 100644
--- a/doc/pub/week48/html/._week48-bs040.html
+++ b/doc/pub/week48/html/._week48-bs040.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs041.html b/doc/pub/week48/html/._week48-bs041.html
index 9e473bf3a..d5bf4e19e 100644
--- a/doc/pub/week48/html/._week48-bs041.html
+++ b/doc/pub/week48/html/._week48-bs041.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs042.html b/doc/pub/week48/html/._week48-bs042.html
index 02285a34b..2035ca446 100644
--- a/doc/pub/week48/html/._week48-bs042.html
+++ b/doc/pub/week48/html/._week48-bs042.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs043.html b/doc/pub/week48/html/._week48-bs043.html
index 9dddbaf83..c649caff8 100644
--- a/doc/pub/week48/html/._week48-bs043.html
+++ b/doc/pub/week48/html/._week48-bs043.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs044.html b/doc/pub/week48/html/._week48-bs044.html
index 9ae2ddb26..cb65cee88 100644
--- a/doc/pub/week48/html/._week48-bs044.html
+++ b/doc/pub/week48/html/._week48-bs044.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs045.html b/doc/pub/week48/html/._week48-bs045.html
index a92d52f1d..9c1544a63 100644
--- a/doc/pub/week48/html/._week48-bs045.html
+++ b/doc/pub/week48/html/._week48-bs045.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>
diff --git a/doc/pub/week48/html/._week48-bs046.html b/doc/pub/week48/html/._week48-bs046.html
index 128628feb..37ed5f84a 100644
--- a/doc/pub/week48/html/._week48-bs046.html
+++ b/doc/pub/week48/html/._week48-bs046.html
@@ -41,7 +41,7 @@ Automatically generated HTML file from DocOnce source
 
 <!-- tocinfo
 {'highest level': 2,
- 'sections': [('Overview of week 47', 2, None, '___sec0'),
+ 'sections': [('Overview of week 48', 2, None, '___sec0'),
               ('Thursday', 2, None, '___sec1'),
               ('Friday', 2, None, '___sec2'),
               ('Support Vector Machines, overarching aims', 2, None, '___sec3'),
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
       <li class="dropdown">
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
         <ul class="dropdown-menu">
-     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 47</a></li>
+     <!-- navigation toc: --> <li><a href="._week48-bs001.html#___sec0" style="font-size: 80%;">Overview of week 48</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs002.html#___sec1" style="font-size: 80%;">Thursday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs003.html#___sec2" style="font-size: 80%;">Friday</a></li>
      <!-- navigation toc: --> <li><a href="._week48-bs004.html#___sec3" style="font-size: 80%;">Support Vector Machines, overarching aims</a></li>