diff --git a/doc/src/week42/week42.do.txt b/doc/src/week42/week42.do.txt
index b9af62cb9..de039fe22 100644
--- a/doc/src/week42/week42.do.txt
+++ b/doc/src/week42/week42.do.txt
@@ -1,16 +1,16 @@
 TITLE: Week 42 Constructing a Neural Network code with examples
-AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
-DATE: October 14-18, 2024
+AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway
+DATE: October 13-17, 2025
 
 !split
-===== Lecture October 14, 2024 =====
+===== Lecture October 13, 2025 =====
 !bblock
 o Building our own Feed-forward Neural Network and discussion of project 2
 !eblock
 !bblock Readings and videos 
 o These lecture notes
-o "Video of lecture":"https://youtu.be/7B2F35gNj2Y"
-o "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesOct14.pdf"
+#o "Video of lecture":"https://youtu.be/7B2F35gNj2Y"
+#o "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesOct14.pdf"
 o For a more in depth discussion on  neural networks we recommend Goodfellow et al chapters 6 and 7.     
 o Neural Networks demystified at URL:"https://www.youtube.com/watch?v=bxe2T-V8XRs&list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU&ab_channel=WelchLabs"
 o Building Neural Networks from scratch at URL:"https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3&ab_channel=sentdex"