diff --git a/doc/pub/week48/html/._week48-bs000.html b/doc/pub/week48/html/._week48-bs000.html
index 36457c41d..16ea128bc 100644
--- a/doc/pub/week48/html/._week48-bs000.html
+++ b/doc/pub/week48/html/._week48-bs000.html
@@ -282,7 +282,7 @@ 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 27, 2020</h4></center> <!-- date -->
+<center><h4>Nov 29, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week48/html/._week48-bs001.html b/doc/pub/week48/html/._week48-bs001.html
index 982f2e643..b4f4d3602 100644
--- a/doc/pub/week48/html/._week48-bs001.html
+++ b/doc/pub/week48/html/._week48-bs001.html
@@ -270,7 +270,7 @@ MathJax.Hub.Config({
 <li> <b>Friday</b>: Summary of course with perspectives for future studies. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember27.mp4?vrtx=view-as-webpage" target="_self">Video of Lecture</a>.</li>
 </ul>
 
-Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
+See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
 <p>
diff --git a/doc/pub/week48/html/week48-bs.html b/doc/pub/week48/html/week48-bs.html
index 36457c41d..16ea128bc 100644
--- a/doc/pub/week48/html/week48-bs.html
+++ b/doc/pub/week48/html/week48-bs.html
@@ -282,7 +282,7 @@ 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 27, 2020</h4></center> <!-- date -->
+<center><h4>Nov 29, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
diff --git a/doc/pub/week48/html/week48-reveal.html b/doc/pub/week48/html/week48-reveal.html
index 950ff5042..068a9388c 100644
--- a/doc/pub/week48/html/week48-reveal.html
+++ b/doc/pub/week48/html/week48-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 27, 2020</h4></center> <!-- date -->
+<center><h4>Nov 29, 2020</h4></center> <!-- date -->
 <br>
 <p>
 
@@ -167,7 +167,7 @@ MathJax.Hub.Config({
 </ul>
 <p>
 
-Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
+See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 </section>
 
 
diff --git a/doc/pub/week48/html/week48-solarized.html b/doc/pub/week48/html/week48-solarized.html
index 731b51b68..9270510c9 100644
--- a/doc/pub/week48/html/week48-solarized.html
+++ b/doc/pub/week48/html/week48-solarized.html
@@ -208,7 +208,7 @@ 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 27, 2020</h4></center> <!-- date -->
+<center><h4>Nov 29, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -220,7 +220,7 @@ MathJax.Hub.Config({
 <li> <b>Friday</b>: Summary of course with perspectives for future studies. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember27.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a>.</li>
 </ul>
 
-Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
+See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week48/html/week48.html b/doc/pub/week48/html/week48.html
index 05b2118f1..c375cc5f9 100644
--- a/doc/pub/week48/html/week48.html
+++ b/doc/pub/week48/html/week48.html
@@ -213,7 +213,7 @@ 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 27, 2020</h4></center> <!-- date -->
+<center><h4>Nov 29, 2020</h4></center> <!-- date -->
 <br>
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
@@ -225,7 +225,7 @@ MathJax.Hub.Config({
 <li> <b>Friday</b>: Summary of course with perspectives for future studies. <a href="https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember27.mp4?vrtx=view-as-webpage" target="_blank">Video of Lecture</a>.</li>
 </ul>
 
-Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
+See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz b/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz
index dd8c97e17..40e3c4820 100644
Binary files a/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz and b/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz differ
diff --git a/doc/pub/week48/ipynb/week48.ipynb b/doc/pub/week48/ipynb/week48.ipynb
index a5b5bdf28..c3bf31609 100644
--- a/doc/pub/week48/ipynb/week48.ipynb
+++ b/doc/pub/week48/ipynb/week48.ipynb
@@ -10,7 +10,7 @@
     "<!-- Author: -->  \n",
     "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
     "\n",
-    "Date: **Nov 27, 2020**\n",
+    "Date: **Nov 29, 2020**\n",
     "\n",
     "Copyright 1999-2020, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n",
     "\n",
@@ -22,7 +22,7 @@
     "\n",
     "* **Friday**: Summary of course with perspectives for future studies. [Video of Lecture](https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember27.mp4?vrtx=view-as-webpage).\n",
     "\n",
-    "Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.\n",
+    "See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.\n",
     "\n",
     "\n",
     "## Thursday\n",
diff --git a/doc/src/week48/week48.do.txt b/doc/src/week48/week48.do.txt
index b79d39520..6f178bacc 100644
--- a/doc/src/week48/week48.do.txt
+++ b/doc/src/week48/week48.do.txt
@@ -8,8 +8,7 @@ DATE: today
 * _Thursday_: Support Vector Machines: Kernels, Classification and Regression. "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember26.mp4?vrtx=view-as-webpage".
 * _Friday_: Summary of course with perspectives for future studies. "Video of Lecture":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember27.mp4?vrtx=view-as-webpage".
 
-
-Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
+See also Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones)  of Hastie et al contains also a good discussion.
 
 
 !split