diff --git a/examples/python/README.md b/examples/python/README.md
index 7d71f980b..10255a917 100644
--- a/examples/python/README.md
+++ b/examples/python/README.md
@@ -2,14 +2,14 @@
 
 This folder contains the accompanying code for the article "High Performance Python for GPU Accelerated Machine Learning in Cross-Vendor GPUs".
 
-The easiest way to try this example is by using the [Google Binder Notebook](https://colab.research.google.com/drive/15uQ7qMZuOyk8JcXF-3SB2R5yNFW21I4P), which will allow you to use a GPU for free. 
+The easiest way to try this example is by using the [Google Binder Notebook](https://colab.research.google.com/drive/15uQ7qMZuOyk8JcXF-3SB2R5yNFW21I4P), which will allow you to use a GPU for free and runs without much setup.
 
 <img src="https://raw.githubusercontent.com/EthicalML/vulkan-kompute/python_extensions/docs/images/binder-python.jpg">
 
-Alternatively if you want to test the example yourself you can follow the following links:
+Alternatively if you want to test the example yourself locally, you can get setup and started through the following links:
 
-1. Install the [Kompute Python Package](https://kompute.cc/overview/python-package.html)
-2. Run the [Array Multiplication Code]()
-3. Run the [Logistic Regression Code]()
+1. Install the [Kompute Python Package](https://kompute.cc/overview/python-package.html#package-installation)
+2. Run the [Array Multiplication Code](https://github.com/EthicalML/vulkan-kompute/blob/python_extensions/python/test/test_array_multiplication.py)
+3. Run the [Logistic Regression Code](https://github.com/EthicalML/vulkan-kompute/blob/python_extensions/python/test/test_logistic_regression.py)