diff --git a/doc/src/week40/week40.do.txt b/doc/src/week40/week40.do.txt
index 02174f6bb..3a6096142 100644
--- a/doc/src/week40/week40.do.txt
+++ b/doc/src/week40/week40.do.txt
@@ -6,11 +6,12 @@ DATE: September 29-October 3, 2025
 
 !split
 ===== Lecture Monday September 30, 2024 =====
-!bblock 
-  o Stochastic Gradient descent with examples and automatic differentiation
-  o If we get time, we start with the basics of Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model
-  o "Video of lecture":"https://youtu.be/jdJoOrCIdII"
-  o Whiteboard notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember30.pdf"  
+!bblock
+o Logistic regression and gradient descent, examples on how to code
+o Stochastic Gradient descent and automatic differentiation, examples using Logistic regression
+o Start with the basics of Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model
+#  o "Video of lecture":"https://youtu.be/jdJoOrCIdII"
+#  o Whiteboard notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember30.pdf"  
 !eblock
 
 !split