Update README.md

Author: mmarkows17

phiml-blog-supporting-code/README.md

@@ -1,5 +1,5 @@
 # Physics-Informed Machine Learning Methods and Implementation supporting code
-This collection provides examples demonstrating a variety of Physics-Informed Machine Learning (PhiML) techniques, applied to a simple pendulum system. The examples provided here are discussed in detail in the accompanying blog post "Physics-Informed Machine Learning: Methods and Implementation". 
+This collection provides examples demonstrating a variety of Physics-Informed Machine Learning (PhiML) techniques, applied to a simple pendulum system. The examples provided here are discussed in detail in the accompanying blog post ["Physics-Informed Machine Learning: Methods and Implementation"](https://blogs.mathworks.com/deep-learning/2025/07/14/physics-informed-machine-learning-methods-and-implementation/). 
 
 ![animation of pendulum](https://www.mathworks.com/help/examples/symbolic/win64/SimulateThePhysicsOfAPendulumsPeriodicSwingExample_10.gif)