CompPhysics
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@@ -8,9 +8,8 @@ DATE: February 12, 2026
 
 !bblock
 o Basics and mathematics of Convolutional  Neural Networks.
-#o "Video of lecture":"https://youtu.be/WsvsCe1-IP4"
-#o Link to project examples from 2024 at URL:"https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/ProjectExamples"
-#o "Whiteboard notes":"https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/HandwrittenNotes/2025/NotesFebruary13.pdf"
+o Video of lecture at URL:"https://youtu.be/4fw33nWIyoM:
+o Whiteboard notes at URL:"https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/HandwrittenNotes/2026/Notesweek4.pdf"
 !eblock
 
 !split