Update README.md

Author: mhjensen

README.md

@@ -48,7 +48,7 @@ Reinforcement learning is another topic which can be covered if there is enough
 - Basic set up of PINNs with discussion of projects
 
 ### AI agents for Science
-- A topic of great interest but which we will not cover. However, these lectures are excellent, see https://agents4science.github.io/Class/Assets/Lecture_1_web.pdf
+- A topic of great interest but which we will not cover. However, these lectures are excellent, see https://agents4science.github.io/Class/curriculum.html
 
 
 All teaching material is available from the present GitHub link.