diff --git a/doc/src/week46/week46.do.txt b/doc/src/week46/week46.do.txt
index 718a3d9ed..73dc2c685 100644
--- a/doc/src/week46/week46.do.txt
+++ b/doc/src/week46/week46.do.txt
@@ -5,8 +5,8 @@ DATE: today
 !split
 ===== Overview of week 46 =====
 
-* _Thursday_: Summary of Gradient Boosting and further examples of applications, from the physical sciences to the social sciences. "Guest lecture by John M. Aiken on Gradient Boosting and XGboost":"https://www.mn.uio.no/fysikk/english/people/johnmai/".
-* _Friday_: Support Vector Machines, classification and regression.
+* _Thursday_: Summary of Gradient Boosting and further examples of applications, from the physical sciences to the social sciences. "Guest lecture by John M. Aiken on Gradient Boosting and XGboost":"https://www.mn.uio.no/fysikk/english/people/johnmai/". "Video of lectures.":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember12.mp4?vrtx=view-as-webpage"
+* _Friday_: Support Vector Machines, classification and regression. "Video of lectures.":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h20/forelesningsvideoer/LectureNovember13.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.
@@ -24,7 +24,7 @@ The second letter will be given by John M. Aiken, who recently defended his thes
 !split
 ===== Friday =====
 
-We start with a new topic and second-last topic covered in this course, support vector machines (SVM). 
+We start with a new topic and the second-last topic covered in this course, support vector machines (SVM). 
 
 !split
 ===== Support Vector Machines, overarching aims  =====